{"meta":{"query_hash":"982d453860cb","filters":{"topic":"Hydraulic Fracturing and Reservoir Analysis"},"cohort_total":2975,"direct_labels_cover":2,"predictions_cover":2975,"exported":2975,"export_cap":100000,"truncated":false,"label_status":"direct model label, unvalidated","prediction_status":"machine_predicted_unvalidated (Codex and Gemma teacher distillation)","score_status":"score_only:v0-immature-baseline","snapshot":{"source":"OpenAlex, pinned release, all 482 partitions","release":"2026-06-24","frame_built":"2026-07-12"},"permalink":"https://metacan.xera.ac/q/982d453860cb","api":"https://metacan.xera.ac/api/v1/cohort?topic=Hydraulic+Fracturing+and+Reservoir+Analysis"},"results":[{"id":"W102767811","doi":"10.1007/978-3-319-29224-3_9","title":"Coupled THM-Processes","year":2016,"lang":"en","type":"book-chapter","venue":"Terrestrial environmental sciences","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Canadian Nuclear Safety Commission","funders":"","keywords":"Environmental science","score_opus":0.014391006320044749,"score_gpt":0.20663637457847647,"score_spread":0.19224536825843172,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W102767811","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0044882167,0.0030611209,0.00041294727,0.00017408475,0.0011551582,0.00022912056,0.000094193514,0.00035849665,0.99002665],"genre_scores_gemma":[0.76013863,0.004097801,0.00007437166,0.00003959532,0.0012370415,0.000011303516,0.00002934527,0.00006907439,0.2343028],"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","domain_scores_codex":[0.99846965,0.000007064005,0.00028665026,0.00038079254,0.0005373614,0.00031849922],"domain_scores_gemma":[0.9994642,0.00009328416,0.000078970625,0.0002330191,0.0000013171564,0.00012917044],"candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00014589806,0.00033630675,0.00032994704,0.00012362964,0.0001750445,0.00006862918,0.00048042502,0.00022020623,0.0027944518],"category_scores_gemma":[0.000013594784,0.00022936685,0.00014902324,0.00003502607,0.0005969666,0.00014077987,0.0000846224,0.00018706224,0.0009471866],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00037784304,0.00040991165,0.0010404477,0.001312148,0.004664072,0.0009933772,0.0017838286,0.55839354,0.02249157,0.0044517657,0.050280266,0.35380122],"study_design_scores_gemma":[0.0011925924,0.00026660858,0.00011188787,0.0005985162,0.0002970018,0.000028073493,0.000049480564,0.00913595,0.0019721999,0.008092878,0.97620845,0.0020463618],"about_ca_topic_score_codex":0.00001576191,"about_ca_topic_score_gemma":0.000019717461,"teacher_disagreement_score":0.9259282,"about_ca_system_score_codex":0.00012804975,"about_ca_system_score_gemma":0.000035030636,"threshold_uncertainty_score":0.99983066},"labels":[],"label_agreement":null},{"id":"W1137930095","doi":"10.2118/174416-ms","title":"Use of Flow Control Devices (FCDs) to Enforce Conformance in Steam Assisted Gravity Drainage (SAGD) Completions","year":2015,"lang":"en","type":"article","venue":"SPE Canada Heavy Oil Technical Conference","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":34,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"ConocoPhillips (Canada)","funders":"","keywords":"Petroleum engineering; Steam injection; Oil field; Leverage (statistics); Multiphase flow; Computer science; Flashing; Engineering; Simulation; Mechanics; Materials science","score_opus":0.0373470430838161,"score_gpt":0.2438991848054114,"score_spread":0.2065521417215953,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1137930095","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7782172,0.0010649057,0.15130045,0.008386428,0.0011666305,0.0012753693,0.0012920677,0.001383926,0.055913042],"genre_scores_gemma":[0.99768865,0.000019986015,0.0015971995,0.00032337036,0.000024546816,0.000031034782,0.000029591078,0.00001948419,0.00026615738],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.998229,0.00005984244,0.0005464886,0.00024834438,0.00047949763,0.00043682932],"domain_scores_gemma":[0.99859524,0.00018566867,0.0000698322,0.0004905049,0.00022817747,0.0004305555],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00027845043,0.00023179826,0.000542429,0.0001654911,0.000051421455,0.000048279595,0.00041191847,0.00013229472,0.000043255324],"category_scores_gemma":[0.00031846698,0.00021900507,0.000069783106,0.0005401186,0.00009350573,0.00015352268,0.000062269624,0.00039075938,0.000008112766],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00012386744,0.000093939976,0.0019507712,0.0003680539,0.000130156,0.000099736695,0.00018159523,0.9606543,0.0027107801,0.001074349,0.011631396,0.020981051],"study_design_scores_gemma":[0.0024472713,0.00027330534,0.061018024,0.0008496751,0.00015076734,0.000037776095,0.0004036204,0.69037527,0.004634545,0.00031773813,0.23788837,0.001603614],"about_ca_topic_score_codex":0.2573799,"about_ca_topic_score_gemma":0.8514626,"teacher_disagreement_score":0.5940827,"about_ca_system_score_codex":0.00038328627,"about_ca_system_score_gemma":0.0005813494,"threshold_uncertainty_score":0.8930768},"labels":[],"label_agreement":null},{"id":"W1143404506","doi":"10.2118/174450-ms","title":"Evaluation of Thermal Efficiency of the Pre-Heat Period in the SAGD Process for Different Completion Methods","year":2015,"lang":"en","type":"article","venue":"SPE Canada Heavy Oil Technical Conference","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":7,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Baker Hughes (Canada)","funders":"","keywords":"Petroleum engineering; Injector; Heat exchanger; Completion (oil and gas wells); Thermal efficiency; Process (computing); Steam injection; Thermal; Heat transfer; Environmental science; Engineering; Nuclear engineering; Mechanical engineering; Mechanics; Computer science; Thermodynamics; Chemistry","score_opus":0.061117294183584886,"score_gpt":0.3335665921231792,"score_spread":0.27244929793959427,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1143404506","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9749124,0.00034232062,0.020550597,0.0009544673,0.00012955592,0.00034228343,0.000018125878,0.000025507492,0.0027247227],"genre_scores_gemma":[0.9995952,0.000006117156,0.00025636295,0.000020117226,0.000018068806,0.00008012076,0.000003860906,0.000008208644,0.000011919546],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9983018,0.00027210295,0.00031908855,0.00013337942,0.0007996486,0.00017398625],"domain_scores_gemma":[0.999082,0.00014610533,0.000052076637,0.00033908177,0.00033350044,0.000047227724],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0016498595,0.00011352672,0.00024426385,0.000037639544,0.000040105235,0.000010260507,0.0004522003,0.0000686116,0.000022167362],"category_scores_gemma":[0.00051267573,0.00006278898,0.00006460587,0.00024160411,0.000087690234,0.00002573015,0.00002654234,0.00019269121,9.1014606e-8],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000055837714,0.0001359009,0.00063961116,0.00047146468,0.000059126563,6.3137685e-7,0.0014959843,0.9449232,0.017928889,0.0002573748,0.0003525597,0.03367939],"study_design_scores_gemma":[0.0006957566,0.0000972985,0.025882913,0.0001797063,0.00019016041,0.0000037211098,0.0006044954,0.92252606,0.048359238,0.0007643735,0.0004946773,0.00020161076],"about_ca_topic_score_codex":0.02090915,"about_ca_topic_score_gemma":0.16580226,"teacher_disagreement_score":0.1448931,"about_ca_system_score_codex":0.0001986724,"about_ca_system_score_gemma":0.0006000073,"threshold_uncertainty_score":0.9856107},"labels":[],"label_agreement":null},{"id":"W1146114084","doi":"10.1520/stp30012s","title":"A Simple Pore Water Pressure Gage","year":2009,"lang":"en","type":"book-chapter","venue":"ASTM International eBooks","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Queen's University","funders":"","keywords":"Simple (philosophy); Materials science; Philosophy","score_opus":0.007306257657604656,"score_gpt":0.20579531317956548,"score_spread":0.19848905552196083,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1146114084","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.000050931954,0.00022799706,0.0006969826,0.00012235742,0.0004160969,0.00009977441,0.00007028921,0.00030325566,0.9980123],"genre_scores_gemma":[0.26846433,0.000030298595,0.000048689915,0.00014592915,0.00064278004,0.0000071032237,0.0005014367,0.00007395939,0.7300855],"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","domain_scores_codex":[0.9987274,0.0000058143105,0.00031852015,0.0002742175,0.0004276295,0.0002464418],"domain_scores_gemma":[0.9994258,0.000020533449,0.000046000754,0.00032660263,0.000083389736,0.00009764475],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00007667403,0.00034051365,0.00030086536,0.00022474847,0.000049573562,0.00007409878,0.00042304926,0.0003076568,0.00196715],"category_scores_gemma":[0.000005881363,0.00026702476,0.00029101223,0.00000461007,0.000034910634,0.000046067074,0.000073879804,0.0005234988,0.0003225114],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00011493916,0.00007443975,0.000015745445,0.00059446646,0.014666108,0.0017036132,0.0021047143,0.5291976,0.0022112334,0.040337887,0.19090241,0.21807687],"study_design_scores_gemma":[0.00014702548,0.000014431906,0.000009034482,0.00008265046,0.00012304579,0.000019298472,0.0000028186928,0.006349552,0.0012456698,0.010990216,0.9806831,0.0003331661],"about_ca_topic_score_codex":0.000014772373,"about_ca_topic_score_gemma":0.000021297452,"teacher_disagreement_score":0.7897807,"about_ca_system_score_codex":0.00006129608,"about_ca_system_score_gemma":0.00001341964,"threshold_uncertainty_score":0.9999782},"labels":[],"label_agreement":null},{"id":"W1170206661","doi":"10.1016/j.fuel.2015.06.032","title":"Modelling of Cold Heavy Oil Production with Sand (CHOPS) using a fluidized sand algorithm","year":2015,"lang":"en","type":"article","venue":"Fuel","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":39,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"Petroleum Technology Research Centre; University of Calgary","keywords":"Fluidized bed; Environmental science; Oil sands; Algorithm; Production (economics); Petroleum engineering; Geology; Materials science; Computer science; Waste management; Asphalt; Engineering; Composite material","score_opus":0.028745499111476613,"score_gpt":0.22312369877447838,"score_spread":0.19437819966300177,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1170206661","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.56047887,0.0033995789,0.43288735,0.000054380085,0.00034211893,0.00008851687,0.000007163083,0.00021327764,0.0025287266],"genre_scores_gemma":[0.9808494,0.00011895526,0.0184962,0.000005800654,0.00021009709,0.0000053104827,0.0000051785655,0.000031073254,0.00027800293],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9992395,0.000019459656,0.00018004747,0.00015837014,0.00022493531,0.00017767302],"domain_scores_gemma":[0.99954057,0.00001080144,0.000035529145,0.0002207813,0.000094629075,0.00009769661],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00017178834,0.00012392654,0.00022791384,0.00010080992,0.000035196874,0.000021027148,0.00007053387,0.000062616375,0.000006583644],"category_scores_gemma":[0.000012394654,0.00010041087,0.00004690351,0.00025066925,0.000029462495,0.000117137235,0.000012394066,0.0001140589,0.0000050323474],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000030747975,0.000020345638,0.000022075868,0.000118574644,0.000108259264,0.0000034427742,0.00040251034,0.99509835,0.0029261813,8.8060557e-7,0.0002159774,0.0010526286],"study_design_scores_gemma":[0.00048760333,0.000030868952,0.0000019114402,0.000086265754,0.000095929645,0.000008484691,0.00007405774,0.94481665,0.052792188,0.000028275157,0.0014352943,0.00014248803],"about_ca_topic_score_codex":0.00027640178,"about_ca_topic_score_gemma":0.0000072280723,"teacher_disagreement_score":0.4203705,"about_ca_system_score_codex":0.0000515068,"about_ca_system_score_gemma":0.0000346067,"threshold_uncertainty_score":0.40946364},"labels":[],"label_agreement":null},{"id":"W1209050023","doi":"10.2172/828437","title":"OPTIMIZATION OF INFILL DRILLING IN NATURALLY-FRACTURED TIGHT-GAS RESERVOIRS","year":2004,"lang":"en","type":"report","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":7,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"McGill University","funders":"","keywords":"Infill; Tight gas; Hydraulic fracturing; Petroleum engineering; Geology; Drilling; Completion (oil and gas wells); Permeability (electromagnetism); Oil shale; Well drilling; Fossil fuel; Reservoir modeling; Unconventional oil; Tight oil; Engineering; Civil engineering; Paleontology","score_opus":0.011957920273119945,"score_gpt":0.24223542030959172,"score_spread":0.23027750003647177,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1209050023","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.027107464,0.035306927,0.1363028,0.0011599147,0.005811227,0.0017371587,0.00012581913,0.0023061149,0.7901426],"genre_scores_gemma":[0.9765219,0.012156993,0.0070351106,0.000018742041,0.00035938673,0.000019344654,0.0004968169,0.00015242197,0.0032393024],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9972748,0.0000356764,0.0009881697,0.00037593488,0.0009159568,0.000409436],"domain_scores_gemma":[0.9986692,0.000080658516,0.0002146737,0.000617099,0.00030959715,0.000108781365],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.000461804,0.00044733446,0.0009137792,0.00090193626,0.000037502905,0.00004023791,0.00038833267,0.00091178546,0.00045930597],"category_scores_gemma":[0.00026098394,0.000372041,0.0003265113,0.000658565,0.00004053918,0.00015525926,0.000067455636,0.0010135164,0.000011371758],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00000494762,0.000020489886,0.00008335273,0.00069402007,0.0002150545,0.000031711017,0.00017226963,0.9955111,0.0000336219,0.0000014186089,0.0029402743,0.00029174928],"study_design_scores_gemma":[0.0010628368,0.000052306383,0.00068148604,0.0027284094,0.00033358257,0.000036723544,0.00010744213,0.8822982,0.0077102846,0.00018004603,0.103189595,0.0016191005],"about_ca_topic_score_codex":0.0023158065,"about_ca_topic_score_gemma":0.0010731763,"teacher_disagreement_score":0.94941443,"about_ca_system_score_codex":0.00068277057,"about_ca_system_score_gemma":0.00034737907,"threshold_uncertainty_score":0.99987316},"labels":[],"label_agreement":null},{"id":"W1213502164","doi":"10.1016/j.petrol.2015.06.036","title":"Transient linear flow analysis of constant-pressure wells with finite conductivity hydraulic fractures in tight/shale reservoirs","year":2015,"lang":"en","type":"article","venue":"Journal of Petroleum Science and Engineering","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":17,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"Alberta Innovates; ConocoPhillips","keywords":"Oil shale; Hydraulic conductivity; Transient (computer programming); Hydraulic fracturing; Petroleum engineering; Transient analysis; Geology; Constant (computer programming); Transient flow; Shale gas; Flow (mathematics); Geotechnical engineering; Mechanics; Transient response; Soil science; Engineering; Geomorphology; Physics","score_opus":0.011049259509947977,"score_gpt":0.2250715262898576,"score_spread":0.21402226677990963,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1213502164","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.97952545,0.0013984987,0.018274862,0.00015343283,0.0001450222,0.00003407247,0.000008826127,0.000023370052,0.0004364568],"genre_scores_gemma":[0.99810094,0.00013015312,0.0016633358,0.000013853784,0.00005630875,0.0000012060965,0.0000010342744,0.000013849541,0.000019319104],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99818164,0.000022615328,0.000458829,0.00017871558,0.0008284958,0.0003297039],"domain_scores_gemma":[0.9990024,0.0001090436,0.000120167155,0.0002181249,0.00025674907,0.00029351568],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0012719799,0.00018517442,0.00059653545,0.0015197356,0.000041281757,0.00004827554,0.0003125116,0.00007457236,0.000014325928],"category_scores_gemma":[0.00019563324,0.00013509796,0.00011797218,0.0019706523,0.00017509532,0.0005346962,0.000027253996,0.0004128151,5.9163835e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000034183802,0.000026024243,0.0022872463,0.000054502463,0.00037702546,0.000041867355,0.0008329188,0.9904102,0.005720115,0.0000023049768,0.00004083369,0.0001727857],"study_design_scores_gemma":[0.00051991106,0.00015193244,0.0094288215,0.00010389259,0.00041382157,0.00002408329,0.0003047443,0.98271114,0.0048467815,0.000004598017,0.0013187056,0.00017157437],"about_ca_topic_score_codex":0.00006270592,"about_ca_topic_score_gemma":0.000047242866,"teacher_disagreement_score":0.01857548,"about_ca_system_score_codex":0.0000794166,"about_ca_system_score_gemma":0.00012889695,"threshold_uncertainty_score":0.5509135},"labels":[],"label_agreement":null},{"id":"W123926661","doi":"10.1016/b978-008044570-0/50139-2","title":"In Situ Characteristics of Acid-Gas Injection Operations in the Alberta Basin, Western Canada","year":2005,"lang":"en","type":"book-chapter","venue":"Elsevier eBooks","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":27,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Alberta Energy","funders":"","keywords":"Structural basin; Environmental science; Sedimentary basin; Acid gas; Petroleum engineering; Scale (ratio); Geology; Engineering; Waste management; Geography; Geomorphology; Cartography","score_opus":0.006386765068461768,"score_gpt":0.19999596899227542,"score_spread":0.19360920392381364,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W123926661","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.014029674,0.00037529715,0.000017407454,0.00035711765,0.00032046763,0.00029428914,0.000034210516,0.000018844543,0.9845527],"genre_scores_gemma":[0.6045609,0.00012850616,0.0000156179,0.00024722124,0.0002325012,0.000021013264,0.000043956123,0.000044517223,0.39470574],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9987979,0.00003356516,0.0005346941,0.00018484837,0.00024890847,0.00020011657],"domain_scores_gemma":[0.99940187,0.000054106822,0.000061581435,0.00040482654,0.00003409439,0.00004354537],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00016369928,0.00026663608,0.0004536797,0.00020248693,0.00003679059,0.000028126633,0.00025852304,0.00020763594,0.00007291028],"category_scores_gemma":[0.000018891844,0.00021510135,0.00009724172,0.00003407241,0.000031090596,0.00004624757,0.00002848909,0.0005616328,0.000014079832],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000018628021,0.000046387246,0.0004099752,0.00062262616,0.00048476076,0.00020106565,0.0054482394,0.108877964,0.00041931463,0.00022064745,0.00087352295,0.88237685],"study_design_scores_gemma":[0.00020255781,0.000018483075,0.0009502779,0.00038346634,0.00010163138,0.00002052053,0.000032972126,0.0015344414,0.00030527878,0.00006353965,0.9959892,0.0003976114],"about_ca_topic_score_codex":0.025019366,"about_ca_topic_score_gemma":0.95775175,"teacher_disagreement_score":0.9951157,"about_ca_system_score_codex":0.00024332792,"about_ca_system_score_gemma":0.0001445372,"threshold_uncertainty_score":0.9814731},"labels":[],"label_agreement":null},{"id":"W1481388225","doi":"","title":"Modeling of the Hydraulic Fractures In Unconsolidated Oil Sands Reservoir","year":2010,"lang":"en","type":"article","venue":"44th U.S. Rock Mechanics Symposium and 5th U.S.-Canada Rock Mechanics Symposium","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":13,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary; BitCan (Canada)","funders":"","keywords":"Oil sands; Geology; Hydraulic fracturing; Petroleum engineering; Geotechnical engineering; Petroleum reservoir; Mining engineering; Asphalt; Archaeology","score_opus":0.005677271432087016,"score_gpt":0.20123913907704968,"score_spread":0.19556186764496267,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1481388225","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7409165,0.0064858007,0.1945449,0.013936531,0.018221471,0.0024181863,0.00077642035,0.0016247258,0.021075498],"genre_scores_gemma":[0.99647015,0.0016530589,0.0000910617,0.00047774415,0.00027324352,0.00007847325,0.000057977548,0.00020628094,0.0006919785],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9945727,0.0001931572,0.0014704146,0.001018459,0.001350421,0.001394821],"domain_scores_gemma":[0.99690443,0.0001926241,0.00029775128,0.0017042848,0.00031155036,0.0005893821],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.000747402,0.0010038452,0.0012078771,0.0005021089,0.0006114648,0.00014313217,0.001542871,0.0008244152,0.00013553599],"category_scores_gemma":[0.00013505509,0.0008277163,0.00035164185,0.0012572218,0.000012667259,0.00034830975,0.00063603965,0.0020930227,0.000009182462],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00004753458,0.00007699757,0.000052898653,0.0003448734,0.00020011792,0.000024379802,0.00035541903,0.92285407,0.07424405,0.00048635702,0.0012554768,0.00005782481],"study_design_scores_gemma":[0.0010390887,0.00006491022,0.000007912243,0.00022819346,0.00021250386,0.000056708708,0.000252737,0.9419034,0.04817741,0.0012632373,0.0058825808,0.0009113066],"about_ca_topic_score_codex":0.061549325,"about_ca_topic_score_gemma":0.41288117,"teacher_disagreement_score":0.35133186,"about_ca_system_score_codex":0.00035936708,"about_ca_system_score_gemma":0.0008182487,"threshold_uncertainty_score":0.99941736},"labels":[],"label_agreement":null},{"id":"W1501756515","doi":"10.3997/1365-2397.32.7.76888","title":"The use of amplitude ratios to constrain source mechanisms of microseismic data: A case study from the Montney Shale, Alberta","year":2014,"lang":"en","type":"article","venue":"First Break","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Geology; Microseism; Hydraulic fracturing; Oil shale; Seismology; Economic geology; Telmatology; Petroleum engineering; Paleontology; Tectonics","score_opus":0.027951206366562682,"score_gpt":0.23087858089826707,"score_spread":0.2029273745317044,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1501756515","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8902832,0.00007828817,0.108121775,0.0006522024,0.000109928245,0.0004059652,0.00022554924,0.00004513148,0.00007791255],"genre_scores_gemma":[0.99895346,0.000007708934,0.0005252803,0.00009123432,0.00005921546,0.000019497853,0.00003469139,0.000026397016,0.0002825336],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99891514,0.000095675154,0.00037078134,0.00023061283,0.0001888582,0.00019892603],"domain_scores_gemma":[0.9970512,0.0013760339,0.00007528114,0.0013833141,0.00004038362,0.00007380739],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003459066,0.00015864901,0.00027713616,0.00003562966,0.00018087882,0.00007818885,0.0006152,0.000054591503,0.000023858927],"category_scores_gemma":[0.00027413177,0.00009434998,0.00007436926,0.00016191382,0.000062668834,0.00008270355,0.00020001362,0.00014241021,0.000014778261],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000041478255,0.00024112727,0.0029651425,0.0000712743,0.0013346537,0.00006617096,0.014165641,0.95799536,0.0030117813,0.000050459916,0.013587526,0.0064693848],"study_design_scores_gemma":[0.0016353019,0.00022848768,0.0061246296,0.00019140492,0.000772611,0.00023442484,0.0076586874,0.7770074,0.006044034,0.00017962328,0.19920567,0.0007177161],"about_ca_topic_score_codex":0.06621433,"about_ca_topic_score_gemma":0.050065402,"teacher_disagreement_score":0.18561815,"about_ca_system_score_codex":0.000016046626,"about_ca_system_score_gemma":0.0000126215355,"threshold_uncertainty_score":0.9672684},"labels":[],"label_agreement":null},{"id":"W1530773618","doi":"10.5772/56474","title":"Pressurization of a PKN Fracture in a Permeable Rock During Injection of a Low Viscosity Fluid","year":2013,"lang":"en","type":"book-chapter","venue":"InTech eBooks","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Dalhousie University","funders":"","keywords":"Viscosity; Cabin pressurization; Mechanics; Hydraulic fracturing; Fracture (geology); Materials science; Fracture toughness; Dissipation; Fracture mechanics; Work (physics); Fluid dynamics; Diffusion; Geotechnical engineering; Thermodynamics; Composite material; Geology; Physics","score_opus":0.005339548214965419,"score_gpt":0.18872284908178089,"score_spread":0.18338330086681548,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1530773618","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.20394306,0.002062997,0.06895656,0.00003690589,0.0005737277,0.0017323637,0.00008797748,0.00073623756,0.7218702],"genre_scores_gemma":[0.94996727,0.000056301902,0.000047597663,0.0000053503436,0.00006971761,0.000019824924,0.000016352084,0.00006521598,0.0497524],"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9987665,0.000013774462,0.0005364184,0.00023493076,0.00026140845,0.00018696979],"domain_scores_gemma":[0.9992592,0.000028700599,0.00017832071,0.00038268,0.00010168423,0.000049414753],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.000081081336,0.00028927703,0.0005618929,0.0005135812,0.000027011618,0.000015466278,0.00019840087,0.0005261592,0.0002613584],"category_scores_gemma":[0.000022021783,0.00027710892,0.00020115256,0.000038209742,0.000032640364,0.00006630254,0.000062220046,0.00054241414,0.000019188898],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000066462344,0.000048404872,0.00006989725,0.004313006,0.0006795474,0.000021279917,0.0017713719,0.80048823,0.19081238,0.0000505878,0.00033922444,0.0013395832],"study_design_scores_gemma":[0.00053999544,0.00010043139,0.00029939532,0.0035116447,0.00018090349,0.00002130336,0.00004364303,0.051891044,0.93636554,0.0014880018,0.004930784,0.00062733656],"about_ca_topic_score_codex":0.00034533328,"about_ca_topic_score_gemma":0.00012138534,"teacher_disagreement_score":0.7485972,"about_ca_system_score_codex":0.000121257515,"about_ca_system_score_gemma":0.00003057338,"threshold_uncertainty_score":0.9999681},"labels":[],"label_agreement":null},{"id":"W1531637292","doi":"10.1029/2007wr006043","title":"Correlation between pressure gradient and phase saturation for oil‐water flow in smooth‐ and rough‐walled parallel‐plate models","year":2008,"lang":"en","type":"article","venue":"Water Resources Research","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":17,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Pressure gradient; Flow coefficient; Saturation (graph theory); Relative permeability; Two-phase flow; Materials science; Flow (mathematics); Volumetric flow rate; Mechanics; Viscosity; Permeability (electromagnetism); Fracture (geology); Geotechnical engineering; Geology; Composite material; Chemistry; Mathematics; Physics; Porosity","score_opus":0.04264094499554865,"score_gpt":0.28728362187186485,"score_spread":0.2446426768763162,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1531637292","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9933213,0.00092918106,0.0046505304,0.00037657755,0.000026043952,0.0002728927,0.00001350109,0.00006817207,0.00034182883],"genre_scores_gemma":[0.9970231,0.00046219944,0.00041837478,0.000005484975,0.000120776145,0.00009317504,0.00013562331,0.00003489842,0.0017063544],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.998329,0.00013384047,0.00028619252,0.00032054578,0.00035957198,0.00057083665],"domain_scores_gemma":[0.9994689,0.000107310196,0.000012276631,0.00020717709,0.000065045555,0.00013926001],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006684756,0.00016757443,0.0002700625,0.00036810752,0.00028409914,0.00009959078,0.000108679866,0.00016661554,0.000017242079],"category_scores_gemma":[0.000019522684,0.000107908076,0.00004914395,0.000116465824,0.000103416765,0.00025153314,0.000081796796,0.0003869191,0.000008463225],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00014818906,0.000031204578,0.000788813,0.00020738908,0.000104221515,0.000021790549,0.018753476,0.9740728,0.0011633799,0.0000014887237,0.00020607928,0.0045011635],"study_design_scores_gemma":[0.0017242503,0.00009067166,0.00076286454,0.00004165144,0.000026091666,0.000007696627,0.000067767076,0.9720393,0.0035732212,0.00039608445,0.02109078,0.00017963168],"about_ca_topic_score_codex":0.00022732292,"about_ca_topic_score_gemma":0.000068968504,"teacher_disagreement_score":0.0208847,"about_ca_system_score_codex":0.00003965355,"about_ca_system_score_gemma":0.000004179223,"threshold_uncertainty_score":0.44003636},"labels":[],"label_agreement":null},{"id":"W1532487902","doi":"10.3968/6978","title":"The Study Fracture Evolution of Coal and Rock Mass Under Hydraulic Fracturing","year":2015,"lang":"en","type":"article","venue":"Advances in petroleum exploration and development","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Hydraulic fracturing; Coalbed methane; Petroleum engineering; Geology; Coal; Coal mining; Fracture (geology); Cracking; Geotechnical engineering; Methane; Mining engineering; Engineering; Materials science; Waste management","score_opus":0.013258067763424752,"score_gpt":0.24092224197037554,"score_spread":0.2276641742069508,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1532487902","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.187914,0.015964882,0.7942924,0.0004269688,0.00027036053,0.00021369822,7.6407207e-7,0.00009628746,0.00082061917],"genre_scores_gemma":[0.99819237,0.0011790597,0.0004651626,0.00002285336,0.000027468655,0.000038736453,0.0000037794478,0.0000108078975,0.000059783186],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9991366,0.000039141432,0.0002902033,0.00015056215,0.00023243633,0.0001510594],"domain_scores_gemma":[0.9996692,0.00006903341,0.000054042728,0.000116702104,0.000029989214,0.00006104977],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00026927798,0.00012810624,0.00016191558,0.00013848647,0.00010503244,0.000038213762,0.00007170488,0.000045205565,0.0000020450568],"category_scores_gemma":[0.000027893355,0.00009151852,0.000012364234,0.00012379324,0.000019236137,0.00044603003,0.000028472366,0.00013779175,0.0000031329698],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000016434013,0.000022473267,0.006702399,0.000017423014,0.000026926378,0.0000015072579,0.0017461652,0.98891205,0.00001049377,0.000016675753,0.000030002624,0.0024974765],"study_design_scores_gemma":[0.003123812,0.0002617479,0.043788247,0.00016793433,0.00005199396,0.000008459855,0.06271429,0.6966004,0.0041163955,0.0053639323,0.18294777,0.00085503445],"about_ca_topic_score_codex":0.0000128629135,"about_ca_topic_score_gemma":0.00025800956,"teacher_disagreement_score":0.81027836,"about_ca_system_score_codex":0.00011561685,"about_ca_system_score_gemma":0.000035163015,"threshold_uncertainty_score":0.3732017},"labels":[],"label_agreement":null},{"id":"W1550180773","doi":"","title":"Characterization of the hydrogeology and stress state in the vicinity of the homestake mine, Lead, SD","year":2013,"lang":"en","type":"article","venue":"TigerPrints (Clemson University)","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"Clemson University; U.S. Department of Energy; National Science Foundation","keywords":"Hydrogeology; Geology; Lead (geology); Stress (linguistics); Characterization (materials science); Forensic engineering; Seismology; Geotechnical engineering; Materials science; Engineering; Geomorphology; Nanotechnology","score_opus":0.005019533302354614,"score_gpt":0.15702263961745974,"score_spread":0.15200310631510514,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1550180773","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9974746,0.000009976716,0.00016101345,0.00025900183,0.000044371944,0.00014492005,0.000014456996,0.000013250125,0.0018783718],"genre_scores_gemma":[0.99923897,0.00006787473,0.000005308711,0.00001717454,0.000006453042,5.361832e-7,0.0000025874872,0.0000057167067,0.0006553687],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9994339,0.00010980183,0.00012705254,0.00009264255,0.00011130933,0.00012530688],"domain_scores_gemma":[0.9995215,0.000051049345,0.00007071762,0.0003049666,0.00003169456,0.000020057274],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00009371637,0.00008213073,0.00014056747,0.00010500209,0.00005119096,0.000007305916,0.00036643245,0.000049965558,0.00006311709],"category_scores_gemma":[0.000015462136,0.000047678535,0.000055368873,0.0004272205,0.00013315002,0.00007817388,0.0000905107,0.00015389733,0.0000052848773],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000036321195,0.00021211883,0.7290142,0.00042187868,0.00030535576,0.000014722015,0.012422754,0.118379556,0.12977077,0.0003029119,0.000088718705,0.00903066],"study_design_scores_gemma":[0.00025401995,0.000010075468,0.96325153,0.000052439944,0.00003103018,0.0000016197928,0.0005643711,0.008059765,0.026408035,0.000054541517,0.0012258489,0.00008674638],"about_ca_topic_score_codex":0.000863791,"about_ca_topic_score_gemma":0.0006156212,"teacher_disagreement_score":0.23423728,"about_ca_system_score_codex":0.00002200584,"about_ca_system_score_gemma":0.000012333532,"threshold_uncertainty_score":0.19442743},"labels":[],"label_agreement":null},{"id":"W1561845095","doi":"10.1029/2012gc004157","title":"Emplacement and dewatering of the world's largest exposed sand injectite complex","year":2012,"lang":"en","type":"article","venue":"Geochemistry Geophysics Geosystems","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":28,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"McGill University","funders":"","keywords":"Geology; Slurry; Dewatering; Permeability (electromagnetism); Oil sands; Cementation (geology); Geotechnical engineering; Compaction; Mineralogy; Cement; Composite material; Materials science; Asphalt","score_opus":0.010371422463992579,"score_gpt":0.2045400603397337,"score_spread":0.19416863787574112,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1561845095","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99276334,0.0005682342,0.000160136,0.000024812321,0.00025247462,0.000103989936,0.000027351758,0.0000761397,0.0060235127],"genre_scores_gemma":[0.9988914,0.000015443387,0.00003917759,0.000009247243,0.00030996348,0.000015992631,0.000021384903,0.000022876531,0.00067450764],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9989936,0.00002424338,0.00026774,0.00013843815,0.00021328335,0.00036269188],"domain_scores_gemma":[0.99933475,0.00003895943,0.0000757815,0.00041028202,0.00003358616,0.00010666329],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00015349792,0.0001913621,0.0002689749,0.00003333745,0.000103487364,0.000028674882,0.00017569218,0.000061058425,0.00004577986],"category_scores_gemma":[0.000008221895,0.00014595974,0.00010003733,0.00022078,0.00004727897,0.00008025586,0.00010626773,0.00015404867,0.000009262812],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000125679735,0.000112937196,0.044369712,0.0024681413,0.00053125486,0.000002307981,0.0012546259,0.059106834,0.8897405,0.000021361466,0.001693281,0.0006864679],"study_design_scores_gemma":[0.00071945606,0.000014560881,0.031563148,0.00035801216,0.00016821155,0.000027949898,0.00039862707,0.022030355,0.9276171,0.000052677224,0.016421204,0.0006287155],"about_ca_topic_score_codex":0.00015537365,"about_ca_topic_score_gemma":0.00002245948,"teacher_disagreement_score":0.037876572,"about_ca_system_score_codex":0.00004057892,"about_ca_system_score_gemma":0.000008188761,"threshold_uncertainty_score":0.5952065},"labels":[],"label_agreement":null},{"id":"W1566607899","doi":"10.2172/837843","title":"FIELD TESTING &amp; OPTIMIZATION OF CO2/SAND FRACTURING TECHNOLOGY","year":2004,"lang":"en","type":"report","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Well stimulation; Liquid water; Stimulation; Carbon dioxide; High pressure; Petroleum engineering; Engineering; Environmental science; Geology; Chemistry; Engineering physics; Reservoir engineering; Earth science; Psychology","score_opus":0.019993729296589793,"score_gpt":0.25484608652372526,"score_spread":0.23485235722713546,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1566607899","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.004223249,0.0028845852,0.58368474,0.00015205436,0.00069562695,0.00021597788,0.000009900138,0.0012549516,0.40687892],"genre_scores_gemma":[0.9525106,0.001706405,0.041020334,0.000017212678,0.00034838982,0.000020489739,0.000088635774,0.00011646821,0.00417145],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99845666,0.000008123797,0.00056830683,0.00026353393,0.00041865063,0.0002847301],"domain_scores_gemma":[0.99885595,0.00014119201,0.00016878237,0.00050366175,0.00027032263,0.000060071678],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00020022767,0.00029577746,0.00059302355,0.0006442117,0.00005536549,0.00002491795,0.00025153224,0.0008054965,0.00041778514],"category_scores_gemma":[0.0007415036,0.00026400058,0.0001518341,0.00055001397,0.000034074466,0.000056663877,0.000068916714,0.00064576446,0.000015202839],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000012215241,0.000012170256,0.00023958388,0.00059932034,0.00020208437,0.000008977181,0.00001986622,0.99497956,0.000072797935,6.5086425e-7,0.0015859001,0.0022778693],"study_design_scores_gemma":[0.0018633909,0.00039561678,0.00036818083,0.008363158,0.0021804161,0.00060347025,0.00021183596,0.5224302,0.16182704,0.0008996018,0.296078,0.0047791256],"about_ca_topic_score_codex":0.0007062144,"about_ca_topic_score_gemma":0.000109383865,"teacher_disagreement_score":0.94828737,"about_ca_system_score_codex":0.00020649593,"about_ca_system_score_gemma":0.00020934622,"threshold_uncertainty_score":0.9999812},"labels":[],"label_agreement":null},{"id":"W1572086239","doi":"","title":"Two styles of structural hydrothermalism in archean shear zones : the case of the Porcupine-Destor shear zone, Abitibi, Canada","year":2010,"lang":"en","type":"article","venue":"Archipelago (Université du Québec à Montréal)","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"Natural Sciences and Engineering Research Council of Canada; Universidad de Concepción","keywords":"Geology; Humanities; Geomorphology; Philosophy","score_opus":0.0028399425532649376,"score_gpt":0.15947043129659344,"score_spread":0.1566304887433285,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1572086239","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9970111,0.0005237599,0.00015809292,0.0013999791,0.00013449889,0.00016819214,0.00003582739,0.00003677996,0.0005317575],"genre_scores_gemma":[0.9995519,0.000025084679,0.00020208872,0.000041439514,0.000060026006,0.0000021607823,0.0000027941553,0.000032185257,0.00008234168],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99885696,0.000104916544,0.00028654255,0.00018940067,0.00024712057,0.00031507862],"domain_scores_gemma":[0.9988531,0.00023529898,0.00009554784,0.0006605587,0.000044415483,0.00011109394],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001860749,0.00021396515,0.00031860286,0.00013837103,0.00021093711,0.000009884742,0.00056262733,0.000066120265,0.00009651781],"category_scores_gemma":[0.00004345309,0.00014320697,0.00017744036,0.00033692276,0.00027862156,0.00009513278,0.00013645495,0.00055270427,0.000001420329],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00010316059,0.00007558917,0.015633287,0.0002764613,0.0005698891,0.0016273912,0.08342443,0.86733377,0.012831785,0.0017253235,0.00070196734,0.015696954],"study_design_scores_gemma":[0.00356298,0.00012017013,0.34088606,0.00023832235,0.00047753786,0.0019196457,0.06549179,0.5727246,0.008149413,0.000721454,0.0043773293,0.0013307369],"about_ca_topic_score_codex":0.9927269,"about_ca_topic_score_gemma":0.99903977,"teacher_disagreement_score":0.32525277,"about_ca_system_score_codex":0.00013067646,"about_ca_system_score_gemma":0.00032575676,"threshold_uncertainty_score":0.58398104},"labels":[],"label_agreement":null},{"id":"W157270715","doi":"10.1007/s10040-011-0812-4","title":"Numerical modeling of the hydraulic signatures of horizontal and inclined faults","year":2012,"lang":"en","type":"article","venue":"Hydrogeology Journal","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":22,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Université du Québec à Montréal","funders":"","keywords":"Fault (geology); Hydrogeology; Drawdown (hydrology); Flow (mathematics); Geology; Matrix (chemical analysis); Dimension (graph theory); Series (stratigraphy); Mechanics; Geotechnical engineering; Mathematics; Physics; Seismology; Materials science; Aquifer","score_opus":0.007410651327349974,"score_gpt":0.21400217201918578,"score_spread":0.2065915206918358,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W157270715","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.98921746,0.0034274985,0.006183598,0.00016335455,0.0002697124,0.00003322095,0.0000014103499,0.000019227797,0.0006845015],"genre_scores_gemma":[0.9993737,0.00014645005,0.0002438589,0.000026726151,0.00018360649,0.000001063929,8.153841e-7,0.000013722666,0.00001008231],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99907804,0.00007451242,0.00034694088,0.000067909736,0.00016743198,0.00026516218],"domain_scores_gemma":[0.99954975,0.00005969263,0.000094089126,0.00014650222,0.0000364504,0.000113506314],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00028183806,0.00011652523,0.00027974768,0.00009677508,0.00008290427,0.0000037214459,0.00018800431,0.00014437102,0.00003139043],"category_scores_gemma":[0.00006259957,0.00007453083,0.00014457878,0.00013716264,0.000097502394,0.00009371421,0.00005436928,0.00048044277,0.0000017086873],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000015073742,0.00003952336,0.020708188,0.00003309642,0.00021489752,0.000003212507,0.00054991257,0.9740843,0.0036405665,0.000021235095,0.000088091154,0.0006018977],"study_design_scores_gemma":[0.00044919975,0.000050656494,0.004782237,0.000045984627,0.00012006964,0.000369422,0.00009967862,0.97491324,0.018357476,0.00034246195,0.0003272722,0.00014231389],"about_ca_topic_score_codex":0.00003434292,"about_ca_topic_score_gemma":0.000004201944,"teacher_disagreement_score":0.015925951,"about_ca_system_score_codex":0.000017158101,"about_ca_system_score_gemma":0.00001494679,"threshold_uncertainty_score":0.3039279},"labels":[],"label_agreement":null},{"id":"W1575222403","doi":"10.2172/901423","title":"Reviving Abandoned Reservoirs with High-Pressure Air Injection: Application in a Fractured and Karsted Dolomite Reservoir","year":2005,"lang":"en","type":"report","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Dolomite; Quarter (Canadian coin); Operator (biology); Extension (predicate logic); Field (mathematics); Phase (matter); Petroleum engineering; Geology; Business; Computer science; Engineering; Mining engineering; History; Archaeology; Geochemistry; Mathematics; Physics","score_opus":0.008419997626821113,"score_gpt":0.231701234772075,"score_spread":0.22328123714525389,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1575222403","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.62760097,0.10072461,0.028809603,0.0048668,0.0017561953,0.006078727,0.00024014995,0.005937762,0.22398521],"genre_scores_gemma":[0.98382676,0.0046769367,0.0010194115,0.000055046214,0.0008737755,0.00025533867,0.00027006437,0.00018468054,0.008838005],"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","domain_scores_codex":[0.996491,0.00011943563,0.00088282366,0.00089650974,0.0010067928,0.0006034377],"domain_scores_gemma":[0.9978908,0.00018841117,0.00025773715,0.0011585609,0.0002896364,0.00021490022],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0009377792,0.0007153313,0.0012055115,0.00086268334,0.00016507281,0.00011155562,0.00040404726,0.0010019514,0.00013738475],"category_scores_gemma":[0.00017294243,0.0005630516,0.0001589013,0.000984951,0.00008417572,0.00031559804,0.00013286318,0.0015530217,0.000017124337],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000097473225,0.000036298545,0.0037278407,0.001511757,0.0007433149,0.000047140755,0.00032340587,0.9814238,0.000075347314,0.000002624925,0.0094446605,0.0025663408],"study_design_scores_gemma":[0.00306319,0.00020460924,0.090598166,0.0029688294,0.001235697,0.00030382824,0.00018109409,0.15612087,0.00086698675,0.000088937726,0.74158233,0.0027854403],"about_ca_topic_score_codex":0.009143437,"about_ca_topic_score_gemma":0.01748206,"teacher_disagreement_score":0.82530296,"about_ca_system_score_codex":0.00039361976,"about_ca_system_score_gemma":0.00018073471,"threshold_uncertainty_score":0.99968207},"labels":[],"label_agreement":null},{"id":"W1577192871","doi":"10.1002/nag.2182","title":"Coupled finite‐element simulation of injection well testing in unconsolidated oil sands reservoir","year":2013,"lang":"en","type":"article","venue":"International Journal for Numerical and Analytical Methods in Geomechanics","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":28,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"Natural Sciences and Engineering Research Council of Canada; Western Canada Research Grid; University of Calgary","keywords":"Geomechanics; Oil sands; Geology; Petroleum engineering; Steam injection; Geotechnical engineering; Hydraulic fracturing; Pore water pressure; Permeability (electromagnetism); Water injection (oil production); Reservoir simulation; Finite element method; Constitutive equation; Materials science; Engineering; Asphalt","score_opus":0.033439752882331905,"score_gpt":0.35367334119548044,"score_spread":0.3202335883131485,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1577192871","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.07159628,0.00010227054,0.92725796,0.00031238102,0.00040380252,0.000069894406,0.000005253589,0.000025038422,0.00022712593],"genre_scores_gemma":[0.94691575,0.00010955557,0.052697755,0.000040688137,0.000113533024,0.000014150569,0.000009034608,0.00001667329,0.00008286424],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9985256,0.000100961755,0.0007075014,0.00016175308,0.00026941017,0.00023477155],"domain_scores_gemma":[0.9980993,0.0013194364,0.00010868296,0.0000819575,0.00028076244,0.00010981952],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00090935006,0.0001391614,0.00031676274,0.00044189728,0.00003830757,0.0000680728,0.00018550803,0.00010952475,0.0001317045],"category_scores_gemma":[0.0015205169,0.00011704969,0.00010032192,0.0004707177,0.000019239815,0.00016627136,0.000052434927,0.00036505293,0.0000030271124],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000031002077,0.000057741592,0.00062071497,0.000028797847,0.00008680798,0.0000052751748,0.000044405206,0.95750904,0.00059811136,0.000053861855,0.00001912543,0.040945094],"study_design_scores_gemma":[0.0006442435,0.00008607416,0.00030671092,0.00010052258,0.000022921007,0.000011407357,0.000088879206,0.9906137,0.000350545,0.007038608,0.00060966733,0.00012672802],"about_ca_topic_score_codex":0.0001569903,"about_ca_topic_score_gemma":0.000011006575,"teacher_disagreement_score":0.8753195,"about_ca_system_score_codex":0.00013371403,"about_ca_system_score_gemma":0.000019870557,"threshold_uncertainty_score":0.4773148},"labels":[],"label_agreement":null},{"id":"W1587083339","doi":"10.5772/56114","title":"Differentiating Applications of Hydraulic Fracturing","year":2013,"lang":"en","type":"book-chapter","venue":"InTech eBooks","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":30,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Conestoga Meat Packers (Canada)","funders":"","keywords":"Hydraulic fracturing; Petroleum engineering; Geology","score_opus":0.009036976085850357,"score_gpt":0.20696215505783455,"score_spread":0.1979251789719842,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1587083339","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0003915541,0.0006347785,0.07470049,0.000013280885,0.000116254225,0.00033582406,0.000018213444,0.0004631803,0.92332643],"genre_scores_gemma":[0.77573216,0.00006168196,0.00033911568,0.000019559871,0.0002217184,0.00009716658,0.00002596189,0.00012693153,0.2233757],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.99864125,0.000006153138,0.00055706385,0.00027264777,0.00027221473,0.00025067572],"domain_scores_gemma":[0.99890995,0.00008057637,0.00017597523,0.0006502631,0.00007983132,0.000103383914],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00006349038,0.00038521734,0.0005453126,0.00033978804,0.00006113259,0.00003747733,0.0003943665,0.00042903842,0.0008986698],"category_scores_gemma":[0.000008746532,0.0003563651,0.0003334631,0.0000193773,0.000080825506,0.000031871485,0.00009851669,0.00071770465,0.00035270365],"study_design_candidate":"design_other","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00001685652,0.0000902976,0.00003497418,0.0065724417,0.007654363,0.00005475617,0.0022468376,0.022319365,0.0792197,0.0076058395,0.0052605076,0.8689241],"study_design_scores_gemma":[0.0003002855,0.000043730633,0.00003055524,0.001369921,0.00054932974,0.000016264095,0.000042541502,0.005817915,0.2947357,0.029086916,0.66658646,0.0014203687],"about_ca_topic_score_codex":0.000058152506,"about_ca_topic_score_gemma":0.000016931315,"teacher_disagreement_score":0.8675037,"about_ca_system_score_codex":0.00007266176,"about_ca_system_score_gemma":0.000017031283,"threshold_uncertainty_score":0.99988884},"labels":[],"label_agreement":null},{"id":"W1604437326","doi":"10.1002/wrcr.20084","title":"A new technique for obtaining high‐resolution pore pressure records in thick claystone aquitards and its use to determine in situ compressibility","year":2013,"lang":"en","type":"article","venue":"Water Resources Research","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":50,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Environment and Climate Change Canada; University of Saskatchewan","funders":"","keywords":"Compressibility; In situ; Pore water pressure; Geology; Alpha (finance); Mineralogy; Transducer; High resolution; Geotechnical engineering; Materials science; Thermodynamics; Mathematics; Acoustics; Physics; Remote sensing; Statistics; Meteorology","score_opus":0.041876390413991896,"score_gpt":0.30175106330495466,"score_spread":0.2598746728909628,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1604437326","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9936982,0.0003973635,0.0033510313,0.0007162282,0.00003045464,0.0014874092,0.000009910093,0.000098869314,0.00021053397],"genre_scores_gemma":[0.9950709,0.00003838696,0.0023860107,0.000020778733,0.00010816397,0.0005908419,0.00002604205,0.000046455767,0.0017124326],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99755216,0.00026806106,0.0004202375,0.00047882568,0.0004128071,0.0008679077],"domain_scores_gemma":[0.9988843,0.00025447793,0.000018144085,0.0004228222,0.00014965417,0.00027060986],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0015671388,0.00020956129,0.00038336226,0.0008054671,0.00011430338,0.00020295987,0.00035255164,0.0002588854,0.00007203807],"category_scores_gemma":[0.00028569612,0.00015924667,0.000056179088,0.0004618446,0.00004565245,0.00032874034,0.00029299973,0.000721612,0.000019368275],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0004746964,0.00015858847,0.0124737015,0.0017201041,0.00017149835,0.00009701268,0.01932274,0.51747346,0.43233797,0.000009981326,0.005061386,0.010698861],"study_design_scores_gemma":[0.0024546725,0.00057171256,0.07046237,0.0010754534,0.00004051171,0.000024896523,0.0006067404,0.60153854,0.25830796,0.0011398182,0.06270718,0.0010701771],"about_ca_topic_score_codex":0.009832427,"about_ca_topic_score_gemma":0.003438422,"teacher_disagreement_score":0.17403002,"about_ca_system_score_codex":0.00013841661,"about_ca_system_score_gemma":0.00001867829,"threshold_uncertainty_score":0.9967612},"labels":[],"label_agreement":null},{"id":"W1608979046","doi":"10.1007/s10040-011-0717-2","title":"Steady flow rate to a partially penetrating well with seepage face in an unconfined aquifer","year":2011,"lang":"en","type":"article","venue":"Hydrogeology Journal","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Waterloo","funders":"","keywords":"Aquifer; Hydrogeology; Geotechnical engineering; Geology; MODFLOW; Groundwater; Dimensionless quantity; Volumetric flow rate; Hydraulic head; Groundwater flow; Flow (mathematics); Mechanics; Soil science","score_opus":0.014651493118309556,"score_gpt":0.21467653990247493,"score_spread":0.20002504678416538,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1608979046","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9788405,0.000092642214,0.016330292,0.00016238213,0.00014496646,0.00009212196,0.0000012196771,0.00009712676,0.004238782],"genre_scores_gemma":[0.9965747,0.000017929882,0.0028224797,0.00017939601,0.00012906738,0.000010280585,0.00000388143,0.000036133715,0.00022611894],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.998544,0.00016991145,0.00038188096,0.00022040408,0.00014423479,0.0005395706],"domain_scores_gemma":[0.99928695,0.0000347462,0.00005936366,0.0002521075,0.000046992467,0.00031986687],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005399796,0.00022164214,0.00032110597,0.00027023736,0.00010536566,0.000045189812,0.00027950565,0.000136861,0.0008242047],"category_scores_gemma":[0.00002445252,0.00017411391,0.000064969354,0.00025904388,0.00004519613,0.00019280142,0.00002919224,0.00060197676,0.00014000654],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00008358926,0.000054291824,0.0331885,0.000012130916,0.00013482563,0.0007498049,0.0030621213,0.9594732,0.002495988,0.0000042942816,0.00011971743,0.0006215227],"study_design_scores_gemma":[0.0027160724,0.0011442142,0.07391049,0.00015791676,0.00017729582,0.001284336,0.001329438,0.8953275,0.020408107,0.00026741743,0.0022115058,0.0010656705],"about_ca_topic_score_codex":0.000100784295,"about_ca_topic_score_gemma":0.0036233095,"teacher_disagreement_score":0.06414568,"about_ca_system_score_codex":0.00004785451,"about_ca_system_score_gemma":0.000048719965,"threshold_uncertainty_score":0.9024464},"labels":[],"label_agreement":null},{"id":"W1726117078","doi":"10.3968/j.aped.1925543820130601.1621","title":"The Analysis of Dynamic Data of Multi-Fractured Horizontal Well Preliminary Application Research","year":2013,"lang":"en","type":"article","venue":"Advances in petroleum exploration and development","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Nonlinear system; Horizontal and vertical; Perspective (graphical); Dynamic data; Computer science; Geology; Geodesy; Artificial intelligence","score_opus":0.028057924381464504,"score_gpt":0.31451668764717927,"score_spread":0.2864587632657148,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1726117078","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.26675662,0.0141162975,0.7171237,0.00044660913,0.00016490852,0.0005156032,0.000016846016,0.000071409566,0.00078799285],"genre_scores_gemma":[0.9924823,0.0037722522,0.0033921774,0.0000025083323,0.0000067538886,0.0001005988,0.00018112957,0.00000767601,0.00005462078],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99895126,0.000051854142,0.00038608862,0.00018843038,0.0002617662,0.0001606104],"domain_scores_gemma":[0.99926007,0.00015538647,0.00007038288,0.00039864788,0.000078185374,0.000037338832],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005095034,0.00008712269,0.00018974562,0.00033818124,0.000094579846,0.000018679893,0.0002630049,0.000043271313,0.000008096842],"category_scores_gemma":[0.000038758513,0.000063078725,0.000021791311,0.0005424863,0.00007778516,0.0004728833,0.00009447916,0.0001239814,0.0000073997808],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000022966555,0.000062333485,0.0022876211,0.00007580411,0.00024363458,3.8166235e-7,0.0017068979,0.79741466,0.0006580979,0.000011388642,0.000041393105,0.19747481],"study_design_scores_gemma":[0.00017367289,0.000018410467,0.024409872,0.000016590027,0.000029532397,1.4814046e-7,0.0014020312,0.96333677,0.0016095012,0.000055656434,0.008867516,0.000080296406],"about_ca_topic_score_codex":0.000101651785,"about_ca_topic_score_gemma":0.002259563,"teacher_disagreement_score":0.72572565,"about_ca_system_score_codex":0.000074478856,"about_ca_system_score_gemma":0.000033629574,"threshold_uncertainty_score":0.25722757},"labels":[],"label_agreement":null},{"id":"W173241321","doi":"","title":"Observation, Characterization And Modeling of Fracture Initiation In Rock","year":2009,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Shell (Canada)","funders":"","keywords":"Geology; Fracture (geology); Characterization (materials science); Geotechnical engineering; Materials science","score_opus":0.013137793616302372,"score_gpt":0.21392199261678443,"score_spread":0.20078419900048206,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W173241321","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.66344213,0.000038357088,0.33588374,0.00020185624,0.000009928724,0.000025109834,4.916979e-7,0.000038467228,0.0003598958],"genre_scores_gemma":[0.999381,0.00011014506,0.00029360794,0.000113451584,0.000020704183,9.788299e-7,0.00004006903,0.0000041553967,0.00003587288],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.999667,0.000006125911,0.0001526862,0.000056610446,0.00005862585,0.000058938414],"domain_scores_gemma":[0.9998796,0.0000066500384,0.000015345024,0.000059154077,0.000022929036,0.000016352717],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00004718711,0.00004953186,0.000086155436,0.00009097725,0.000011097009,0.000008747216,0.000025656725,0.000051451494,0.00001657553],"category_scores_gemma":[0.000012408373,0.00004435062,0.0000129951495,0.00013610773,0.0000012506528,0.00016124843,0.0000023563018,0.000055507193,9.843712e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000001241743,0.0000060968587,0.0013666945,0.000014296622,0.000003818675,2.3050085e-7,0.00019361549,0.991832,0.005047283,0.000011776135,0.0000057155985,0.0015172162],"study_design_scores_gemma":[0.00008299433,0.0000054499774,0.06358211,0.000016207423,0.0000041124354,2.5123796e-7,0.000015764175,0.9337467,0.002305331,0.00011391143,0.00008037172,0.00004680028],"about_ca_topic_score_codex":0.000017877475,"about_ca_topic_score_gemma":0.000009326086,"teacher_disagreement_score":0.33593887,"about_ca_system_score_codex":0.0000108337545,"about_ca_system_score_gemma":0.0000029044222,"threshold_uncertainty_score":0.18085659},"labels":[],"label_agreement":null},{"id":"W1734529207","doi":"10.1016/j.fuel.2015.09.040","title":"The fate of fracturing water: A field and simulation study","year":2015,"lang":"en","type":"article","venue":"Fuel","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":281,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"Natural Resources Canada","keywords":"Petroleum engineering; Hydraulic fracturing; Oil shale; Geology; Natural gas field; Unconventional oil; Shale gas; Shut down; Imbibition; Fracture (geology); Produced water; Shale oil; Capillary pressure; Environmental science; Natural gas; Geotechnical engineering; Porous medium; Porosity; Waste management; Engineering; Nuclear engineering","score_opus":0.013501615520058713,"score_gpt":0.2442960914655039,"score_spread":0.2307944759454452,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1734529207","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9957822,0.00040336294,0.0020761602,0.00007505477,0.0000787437,0.000054860124,2.563041e-7,0.00004309425,0.0014862823],"genre_scores_gemma":[0.9998021,0.000017463246,0.000016829528,0.000008425635,0.000038380396,0.0000025695647,5.9195514e-7,0.0000059644926,0.00010763874],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99967545,0.0000135288765,0.000093986,0.00004901001,0.00008613816,0.00008191206],"domain_scores_gemma":[0.9997477,0.00007026443,0.000008900835,0.00012190749,0.000018170724,0.000033055552],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00014231581,0.000045932215,0.00006988012,0.000023564491,0.000031561878,0.00001893325,0.000053952645,0.000022659835,0.0000049118266],"category_scores_gemma":[0.000030060191,0.000024750878,0.000017463704,0.000029966663,0.0000072795674,0.000037547732,0.000022847142,0.000060872342,0.0000057597813],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000007629957,0.000010826949,0.0017538666,0.000018469487,0.00005124549,0.0000013938952,0.0021005792,0.993724,0.00008931639,6.834412e-7,0.00006979758,0.0021721872],"study_design_scores_gemma":[0.0008444356,0.0002360979,0.01210477,0.000021953712,0.00011182285,0.0000011155566,0.0021130517,0.9467653,0.013242127,0.0009583088,0.023383252,0.00021774837],"about_ca_topic_score_codex":0.000059124744,"about_ca_topic_score_gemma":0.000037680096,"teacher_disagreement_score":0.04695869,"about_ca_system_score_codex":0.000005636284,"about_ca_system_score_gemma":0.000001722505,"threshold_uncertainty_score":0.100931145},"labels":[],"label_agreement":null},{"id":"W1754300596","doi":"10.1260/0144-5987.33.4.555","title":"Developing Fracture Measure as an Index of Fracture Impact on Well-Logs","year":2015,"lang":"en","type":"article","venue":"Energy Exploration & Exploitation","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":20,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Waterloo","funders":"","keywords":"Correctness; Fracture (geology); Generalization; Homogeneous; Measure (data warehouse); Artificial neural network; Azimuth; Computer science; Geology; Pattern recognition (psychology); Mathematics; Data mining; Artificial intelligence; Algorithm; Geometry; Geotechnical engineering; Mathematical analysis; Combinatorics","score_opus":0.027120070044001528,"score_gpt":0.2714522962695107,"score_spread":0.24433222622550915,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1754300596","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.23460071,0.00026475318,0.7590235,0.0015401979,0.00038897435,0.00012874609,0.0000047826766,0.000477311,0.003571044],"genre_scores_gemma":[0.9977658,0.00007349541,0.00074797834,0.00052092044,0.0002812752,0.000037001806,0.00036219807,0.000062456464,0.00014888513],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99828565,0.00013316353,0.00041009733,0.00027988447,0.00064079015,0.000250398],"domain_scores_gemma":[0.99886376,0.00006664345,0.0001485991,0.00037651975,0.00032332086,0.00022118802],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00029244265,0.00030372787,0.00031617974,0.00038799676,0.000079277444,0.00007218335,0.00019501946,0.00026892556,0.00007760959],"category_scores_gemma":[0.000116064766,0.00025092767,0.00012541951,0.00049405545,0.000026682226,0.0012912683,0.000012545256,0.00024156518,0.00007117505],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000067488116,0.000041202777,0.00010271434,0.000014538763,0.00009999834,0.000003947004,0.0032395893,0.99044776,0.0003724566,0.00024821507,0.0035394665,0.0018226138],"study_design_scores_gemma":[0.0033823159,0.0013669535,0.004958439,0.0004423833,0.00021325055,0.000017641922,0.013078934,0.6113182,0.21314299,0.036208544,0.11359938,0.002271002],"about_ca_topic_score_codex":0.00029299434,"about_ca_topic_score_gemma":0.00014910205,"teacher_disagreement_score":0.76316506,"about_ca_system_score_codex":0.00025443354,"about_ca_system_score_gemma":0.00013428711,"threshold_uncertainty_score":0.9999943},"labels":[],"label_agreement":null},{"id":"W1799248968","doi":"10.3968/j.aped.1925543820130502.1032","title":"Enhancing Tight Gas Recovery Through Hydraulic Fracture Treatment Design Optimization","year":2013,"lang":"en","type":"article","venue":"Advances in petroleum exploration and development","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Tight gas; Hydraulic fracturing; Petroleum engineering; Fracture (geology); Production (economics); Flow (mathematics); Engineering; Geotechnical engineering; Mathematics","score_opus":0.012591643310277302,"score_gpt":0.2238336693104074,"score_spread":0.21124202600013012,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1799248968","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"methods","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.002214977,0.0033772276,0.9921077,0.0004106886,0.00016492848,0.00018294326,4.1521645e-7,0.000147035,0.0013940987],"genre_scores_gemma":[0.833704,0.025780253,0.13916376,0.0003029278,0.00008749557,0.00046819306,0.00008561131,0.00004041594,0.0003673497],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9989696,0.000041119107,0.00035172713,0.00023989433,0.00015817642,0.00023944206],"domain_scores_gemma":[0.99965227,0.000062063555,0.000052212148,0.0001374035,0.000029387595,0.00006666597],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000087474335,0.00021719378,0.00022417711,0.00014429649,0.00010839887,0.00008111866,0.00006299378,0.000081928265,0.00014178846],"category_scores_gemma":[0.000014332115,0.00017805037,0.000028124996,0.00015655173,0.000017258439,0.00158489,0.0000132278665,0.000096313466,0.000071432405],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000006633794,0.000025335017,0.00005257239,0.000022900942,0.00002820798,0.0000026053044,0.0013949103,0.9756209,0.00006260269,0.0000021868311,0.00012139096,0.022659704],"study_design_scores_gemma":[0.00087869825,0.000103800645,0.00015780328,0.0001148001,0.00001657782,0.000004605838,0.0008708085,0.81966376,0.04422813,0.00078573736,0.13264894,0.00052635546],"about_ca_topic_score_codex":0.00002921989,"about_ca_topic_score_gemma":0.000084043684,"teacher_disagreement_score":0.8529439,"about_ca_system_score_codex":0.0002309314,"about_ca_system_score_gemma":0.00003462922,"threshold_uncertainty_score":0.7260683},"labels":[],"label_agreement":null},{"id":"W1811069060","doi":"10.3968/j.aped.1925543820120301.155","title":"Numerical Simulation of Fracture Width Influencing Law on Reservoir Permeability after Fracturing","year":2012,"lang":"en","type":"article","venue":"Advances in petroleum exploration and development","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Permeability (electromagnetism); Wellbore; Finite element method; Mechanics; Fracture (geology); Pressure gradient; Darcy's law; Geology; Ellipse; Porosity; Geotechnical engineering; Porous medium; Computer simulation; Materials science; Petroleum engineering; Engineering; Structural engineering; Geometry; Chemistry; Mathematics; Physics","score_opus":0.011633697501689407,"score_gpt":0.256422277303496,"score_spread":0.24478857980180657,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1811069060","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8147917,0.0030696834,0.1794348,0.00012182612,0.00026487326,0.00014281734,0.0000017855269,0.00013447879,0.0020380605],"genre_scores_gemma":[0.99775213,0.00021129061,0.0017619621,0.00013105787,0.000059142025,0.00004598623,0.000012108556,0.000015919868,0.000010428013],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9989161,0.000040175993,0.0003815269,0.00016633577,0.00025522907,0.000240631],"domain_scores_gemma":[0.99955547,0.000108615444,0.00005745156,0.00016170452,0.000026730848,0.000090048496],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00023531495,0.00016382952,0.00021705958,0.00013361292,0.00006319048,0.000018431689,0.00006084213,0.000080695005,0.000046514146],"category_scores_gemma":[0.00003738805,0.00014034413,0.000030405534,0.00012504043,0.000031747368,0.0010860392,0.000020207284,0.00019632562,0.000011697478],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00003867119,0.000041633222,0.013086895,0.00009199973,0.00001283622,9.286451e-7,0.0025183957,0.98035645,0.000019656096,0.0000120855675,0.0000029015753,0.0038175273],"study_design_scores_gemma":[0.0011400228,0.00009278932,0.098788746,0.00040583967,0.000023504537,0.0000021554065,0.0011534469,0.7317094,0.03177508,0.00080479064,0.13319142,0.0009127669],"about_ca_topic_score_codex":0.000011101928,"about_ca_topic_score_gemma":0.00004030464,"teacher_disagreement_score":0.24864702,"about_ca_system_score_codex":0.00012499731,"about_ca_system_score_gemma":0.000012722926,"threshold_uncertainty_score":0.57230675},"labels":[],"label_agreement":null},{"id":"W1821960545","doi":"10.3968/5587","title":"Productivity Prediction for Stacked Multilateral Horizontal Well Under Open Hole Series Completion Methods","year":2014,"lang":"en","type":"article","venue":"Advances in petroleum exploration and development","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Superposition principle; Productivity; Flow (mathematics); Displacement (psychology); Engineering; Mechanics; Series (stratigraphy); Mathematics; Geometry; Mathematical analysis; Geology; Physics","score_opus":0.022982589210503248,"score_gpt":0.29914271049418806,"score_spread":0.27616012128368483,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1821960545","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"methods","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.028920157,0.00021180997,0.9693214,0.00027052287,0.00035298822,0.00023656228,0.0000039655065,0.00010168997,0.0005808617],"genre_scores_gemma":[0.9072552,0.00025289386,0.09181733,0.000021927042,0.000068722395,0.00025149158,0.00012719298,0.000016245767,0.0001890044],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99916685,0.000068458685,0.00025849973,0.00023777192,0.00010482528,0.00016361935],"domain_scores_gemma":[0.99972516,0.00003969562,0.000042130792,0.000112202106,0.000033828015,0.00004698459],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004912193,0.00013417061,0.00020051902,0.00010361977,0.00013021719,0.0000823371,0.00008645994,0.000045890007,0.000009630679],"category_scores_gemma":[0.000024306326,0.00012247005,0.000018584102,0.00008532008,0.000026946584,0.0013397211,0.000042098407,0.00008160203,0.0000044037747],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000067226785,0.000040680156,0.00075393077,0.00009015037,0.000026391079,1.8549234e-7,0.00070108176,0.94968617,0.0011460063,0.00017341922,0.00006130774,0.04725343],"study_design_scores_gemma":[0.0015018133,0.0001337421,0.00563049,0.000057389858,0.000013468594,0.0000022005659,0.0007521585,0.62854093,0.032765575,0.002750643,0.32748854,0.00036304424],"about_ca_topic_score_codex":0.0000071517557,"about_ca_topic_score_gemma":0.0002542184,"teacher_disagreement_score":0.87833506,"about_ca_system_score_codex":0.00009162218,"about_ca_system_score_gemma":0.0000149330735,"threshold_uncertainty_score":0.4994184},"labels":[],"label_agreement":null},{"id":"W1822441710","doi":"10.3968/5604","title":"Effect of Water Salinity on Shale Reservoir Productivity","year":2014,"lang":"en","type":"article","venue":"Advances in petroleum exploration and development","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":47,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Oil shale; Geology; Salinity; Imbibition; Overburden; Petroleum engineering; Permeability (electromagnetism); Bedding; Geochemistry; Geotechnical engineering; Chemistry; Oceanography","score_opus":0.008200864732654611,"score_gpt":0.23976644852168738,"score_spread":0.23156558378903278,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1822441710","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.97049373,0.0002898784,0.02589297,0.00014605094,0.00018841792,0.00008967238,6.291983e-7,0.000080481164,0.0028181702],"genre_scores_gemma":[0.9991411,0.00023965233,0.00041717742,0.000010609275,0.000035507965,0.000045680197,0.000016244549,0.000010137571,0.00008389397],"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9992173,0.000087577646,0.00022033043,0.00016732946,0.00016048754,0.00014698897],"domain_scores_gemma":[0.99969745,0.000078376375,0.000022920272,0.00014602584,0.00001619829,0.000039048067],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000586533,0.00011859485,0.00020333254,0.00013169134,0.0000450988,0.000011554787,0.000060806797,0.000037958096,0.000010385837],"category_scores_gemma":[0.000056895125,0.00007986696,0.00001917582,0.00007175357,0.000025282749,0.0003012644,0.000022266668,0.000105249615,0.00001792806],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000060893963,0.000030232906,0.002514646,0.00025081023,0.000015635938,9.699974e-7,0.0007853744,0.9490363,0.00049683376,0.000014340461,0.00002231048,0.046771664],"study_design_scores_gemma":[0.001095048,0.00036186306,0.001960585,0.00014167787,0.000010556695,0.0000012458944,0.00008975678,0.0940298,0.8255455,0.00036944842,0.076041006,0.00035352763],"about_ca_topic_score_codex":0.000003221707,"about_ca_topic_score_gemma":0.000057377674,"teacher_disagreement_score":0.8550065,"about_ca_system_score_codex":0.000036035206,"about_ca_system_score_gemma":0.0000052802634,"threshold_uncertainty_score":0.325688},"labels":[],"label_agreement":null},{"id":"W1831159226","doi":"10.3968/6546","title":"Research on the Initiation Mechanism of Artificial Fracture in the Fractured Reservoir","year":2015,"lang":"en","type":"article","venue":"Advances in petroleum exploration and development","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Hydraulic fracturing; Fracture (geology); Petroleum engineering; Geology; Permeability (electromagnetism); Mechanism (biology); Geotechnical engineering","score_opus":0.07116291777573855,"score_gpt":0.3212523985228509,"score_spread":0.25008948074711235,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1831159226","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.6997525,0.0062968824,0.2525574,0.020528764,0.00080131175,0.001050234,0.0000066482057,0.00016580703,0.018840453],"genre_scores_gemma":[0.99879766,0.0004993915,0.00032431254,0.00018685315,0.000047048714,0.000103915634,0.000016563237,0.000008616983,0.000015671048],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.998642,0.00021421714,0.0003050049,0.0001385423,0.0005222351,0.00017797241],"domain_scores_gemma":[0.9994036,0.00027464147,0.000040929983,0.00018185392,0.000064832595,0.000034118864],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0016740381,0.0001012022,0.0001294632,0.0002754233,0.000086233966,0.00004012674,0.00017214066,0.000069358255,0.000010787362],"category_scores_gemma":[0.00013483336,0.00005851914,0.0000149929865,0.000400394,0.000038142487,0.00031525298,0.0000229331,0.0003820613,0.000011990639],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000036161266,0.000042646712,0.00009361654,0.00001839638,0.0000075156404,0.000004513041,0.010518375,0.98458356,0.00003172044,0.0015339089,0.00031644787,0.0028131292],"study_design_scores_gemma":[0.0018885582,0.00035604925,0.005028015,0.00044681018,0.0000143644265,0.0000047955464,0.09053884,0.44742626,0.058282048,0.096661314,0.29856858,0.0007843774],"about_ca_topic_score_codex":0.000015417574,"about_ca_topic_score_gemma":0.0005773408,"teacher_disagreement_score":0.5371573,"about_ca_system_score_codex":0.000085553445,"about_ca_system_score_gemma":0.000051127623,"threshold_uncertainty_score":0.23863412},"labels":[],"label_agreement":null},{"id":"W1859367917","doi":"10.3968/j.aped.1925543820110101.007","title":"The Effects of Non-darcy Flow on Hydraulic Fracturing Optimization Design","year":2011,"lang":"en","type":"article","venue":"Advances in petroleum exploration and development","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Hydraulic fracturing; Darcy's law; Petroleum engineering; Flow (mathematics); Well stimulation; Geotechnical engineering; Geology; Fracture (geology); Tight gas; Porous medium; Porosity; Reservoir engineering; Petroleum; Mechanics","score_opus":0.01129261186444717,"score_gpt":0.21405266430807043,"score_spread":0.20276005244362327,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1859367917","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"methods","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0048247282,0.0014644029,0.99182665,0.000024980629,0.00023080359,0.0001137361,1.5937373e-7,0.000049938677,0.0014645859],"genre_scores_gemma":[0.96322346,0.005816346,0.030763358,0.00002589341,0.000018178724,0.0000868145,0.000004977516,0.000014968643,0.000045985616],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9992562,0.00003447327,0.0002636304,0.00013394507,0.0001546276,0.00015710852],"domain_scores_gemma":[0.9996145,0.00014536017,0.000050431514,0.00012809107,0.00001977723,0.000041866973],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00017235133,0.00012769396,0.00014063995,0.00012979798,0.000106422434,0.000023915043,0.000088994995,0.000042069994,0.0000052455825],"category_scores_gemma":[0.00003583451,0.00009221731,0.000019249106,0.00011874593,0.000027767423,0.0004593351,0.000016385073,0.000102152386,0.000005353111],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000019751196,0.000022533093,0.00008259271,0.0000632126,0.000019018591,0.0000026267169,0.0014536494,0.9622058,0.000029265251,0.000008488064,0.000013133456,0.03607992],"study_design_scores_gemma":[0.00047691533,0.00008100482,0.0010181859,0.00015025989,0.0000079577785,7.4580936e-7,0.00030298322,0.927674,0.06593359,0.0001769125,0.003983587,0.00019387057],"about_ca_topic_score_codex":0.0000029079392,"about_ca_topic_score_gemma":0.000017756876,"teacher_disagreement_score":0.9610633,"about_ca_system_score_codex":0.00004624558,"about_ca_system_score_gemma":0.000016846283,"threshold_uncertainty_score":0.37605128},"labels":[],"label_agreement":null},{"id":"W1867553985","doi":"10.1190/geo2014-0091.1","title":"Energy-based hydraulic fracture numerical simulation: Parameter selection and model validation using microseismicity","year":2015,"lang":"en","type":"article","venue":"Geophysics","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":12,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"Natural Sciences and Engineering Research Council of Canada; Microseismic Industry Consortium","keywords":"Fracture toughness; Microseism; Fracture (geology); Mechanics; Hydraulic fracturing; Geology; Stress (linguistics); Materials science; Work (physics); Strain energy release rate; Geotechnical engineering; Composite material; Thermodynamics; Seismology; Physics","score_opus":0.020267847101751568,"score_gpt":0.24296763971087368,"score_spread":0.22269979260912212,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1867553985","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.3959001,0.000039064747,0.6037894,0.000044351807,0.000038274044,0.00002532818,0.0000020326813,0.000106528845,0.000054905206],"genre_scores_gemma":[0.99476725,0.0000028511747,0.0046679806,0.00030699148,0.00015872046,0.0000036214637,0.000035972404,0.000027856036,0.000028743618],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9992948,0.000028236234,0.00014583727,0.00017549747,0.00017414997,0.00018145649],"domain_scores_gemma":[0.9995947,0.00004987484,0.00003723639,0.00014152694,0.0000670119,0.00010963859],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00005947612,0.00015432682,0.00017038446,0.000062610714,0.00007640633,0.000059538914,0.00005423426,0.000113961694,0.0000037600405],"category_scores_gemma":[0.000014802289,0.00014805219,0.000062801475,0.00022490401,0.000016267404,0.00017196662,0.000013577985,0.00014567519,0.0000058498267],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000067662877,0.000017084334,0.000102833896,0.00001454865,0.000029665192,6.717156e-7,0.000091959155,0.99778557,0.00070077233,0.0000026374896,0.00012337095,0.0011241452],"study_design_scores_gemma":[0.0002101458,0.000012628543,0.0000959141,0.000007781587,0.000054483568,0.0000011213608,0.00000571042,0.9884899,0.0084390445,0.0010969954,0.0014100628,0.00017620022],"about_ca_topic_score_codex":0.00022953349,"about_ca_topic_score_gemma":0.0000019024478,"teacher_disagreement_score":0.5991214,"about_ca_system_score_codex":0.00008451813,"about_ca_system_score_gemma":0.000032345102,"threshold_uncertainty_score":0.60373926},"labels":[],"label_agreement":null},{"id":"W1883471936","doi":"10.3968/6292","title":"Investigation on Percolation Theory and Optimization Method in Low Permeability Reservoir Injection-Production Pattern on the Condition of Fracturing","year":2015,"lang":"en","type":"article","venue":"Advances in petroleum exploration and development","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Rhombus; Permeability (electromagnetism); Percolation theory; Percolation (cognitive psychology); Petroleum engineering; Geology; Geometry; Engineering; Mathematics; Chemistry","score_opus":0.027231005190661756,"score_gpt":0.2671100366825385,"score_spread":0.23987903149187675,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1883471936","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.62866825,0.00019865083,0.3701956,0.0003918444,0.00015503375,0.00016845558,0.0000010027153,0.000040604402,0.00018054062],"genre_scores_gemma":[0.9971483,0.0003284084,0.0022922885,0.000054932,0.000030629053,0.00007989898,0.00003995597,0.000010555916,0.000015028698],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9988829,0.00025267413,0.00033209685,0.00021538258,0.00021588718,0.00010105851],"domain_scores_gemma":[0.9995242,0.00018224049,0.000077184864,0.00012602942,0.00004901111,0.00004138422],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0012913082,0.000122069134,0.00014032042,0.00027074513,0.00007073873,0.000025424202,0.00004150997,0.000060911556,0.0000069611074],"category_scores_gemma":[0.0002623143,0.000096591735,0.000011866826,0.00020216715,0.000039293478,0.0006495416,0.0000138057685,0.00016434361,0.0000015555365],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000047546386,0.000018323448,0.0029213051,0.00005388816,0.000006539149,3.1440578e-7,0.0036744846,0.98282194,0.000048967213,0.0000734203,0.000006371746,0.010326891],"study_design_scores_gemma":[0.0005444469,0.000095771786,0.010477362,0.00027131257,0.0000065355407,0.0000019541553,0.0041245306,0.96203667,0.017945841,0.004035048,0.0002527345,0.0002077827],"about_ca_topic_score_codex":0.000015470485,"about_ca_topic_score_gemma":0.00019366709,"teacher_disagreement_score":0.36848003,"about_ca_system_score_codex":0.0001744779,"about_ca_system_score_gemma":0.000025877076,"threshold_uncertainty_score":0.39388967},"labels":[],"label_agreement":null},{"id":"W1892259900","doi":"10.3968/j.aped.1925543820130501.1068","title":"Analysis of Oil Production Behavior for the Fractured Basement Reservoir Using Hybrid Discrete Fractured Network Approach","year":2013,"lang":"en","type":"article","venue":"Advances in petroleum exploration and development","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Petroleum engineering; Geology; Porosity; Fracture (geology); Permeability (electromagnetism); Mechanics; Geotechnical engineering","score_opus":0.017784469101580564,"score_gpt":0.2546676332064925,"score_spread":0.23688316410491192,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1892259900","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.19992007,0.0058840634,0.7929812,0.0002616881,0.0003553131,0.00038978935,0.00000811187,0.00007501863,0.00012475702],"genre_scores_gemma":[0.9785242,0.0014304174,0.018965514,0.0000315951,0.00008765101,0.00068585615,0.00017131625,0.00001909326,0.0000843581],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.998691,0.00003896479,0.00048419,0.0002739645,0.00025994435,0.00025193885],"domain_scores_gemma":[0.9994232,0.00006526498,0.00012419793,0.0002540038,0.000078833975,0.00005448911],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00032966962,0.00018969481,0.0003269056,0.00025611545,0.00017931429,0.00005283699,0.00012551881,0.000049366583,0.00002505455],"category_scores_gemma":[0.000034804576,0.00013271926,0.000080546044,0.00046005112,0.000040452756,0.000609632,0.000031592182,0.00013178066,0.00000105776],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00001491792,0.000031668453,0.0023333146,0.000062283485,0.0002684828,2.943897e-7,0.0006982757,0.9775585,0.00009167517,0.000001729637,0.00008235104,0.018856516],"study_design_scores_gemma":[0.00026969946,0.000013316768,0.008842253,0.000031587002,0.0002617925,5.828289e-7,0.00059478247,0.97479355,0.0028246157,0.000044824486,0.012104045,0.00021892309],"about_ca_topic_score_codex":0.000056900768,"about_ca_topic_score_gemma":0.00019302603,"teacher_disagreement_score":0.77860415,"about_ca_system_score_codex":0.00009526013,"about_ca_system_score_gemma":0.000024437633,"threshold_uncertainty_score":0.54121345},"labels":[],"label_agreement":null},{"id":"W1922850580","doi":"10.3968/5799","title":"Non-Linearity Seepage Productivity Model and Influential Factors' Analysis in Tight Sandstone Gas Reservoir","year":2014,"lang":"en","type":"article","venue":"Advances in petroleum exploration and development","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Tight gas; Petroleum engineering; Permeability (electromagnetism); Geology; Productivity; Natural gas; Fracture (geology); Productivity model; Tight oil; Geotechnical engineering; Hydraulic fracturing; Engineering; Chemistry; Oil shale","score_opus":0.01046487216994267,"score_gpt":0.23849908234558248,"score_spread":0.22803421017563982,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1922850580","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.84041363,0.00046654543,0.15847872,0.000099429104,0.00006372655,0.0000673727,0.0000015290915,0.000052103314,0.00035694672],"genre_scores_gemma":[0.99614495,0.00093284383,0.0027073699,0.000014655628,0.000027469881,0.000037488295,0.000045975903,0.00001234565,0.0000769002],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9988404,0.000039909384,0.0003551767,0.00032937073,0.00020704385,0.00022807975],"domain_scores_gemma":[0.9996273,0.000035822854,0.000045750377,0.00017918409,0.000026400145,0.000085537744],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000379976,0.00018806876,0.00034105778,0.00049346645,0.00008460218,0.000050150855,0.000075478565,0.00007380723,0.000006426984],"category_scores_gemma":[0.000041107676,0.00016759805,0.00003064249,0.0004494907,0.000040554267,0.0007855132,0.00005189158,0.00019753496,0.000002383409],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000014285888,0.000033134096,0.046417553,0.00005621044,0.000047977446,0.0000013499285,0.0015783934,0.9487709,0.0000950289,0.000007336154,0.000006370249,0.0029714887],"study_design_scores_gemma":[0.00045245842,0.000011954542,0.034037758,0.000022286353,0.000025256324,3.373001e-7,0.00014664118,0.9596807,0.0022794707,0.0002204451,0.0028926942,0.00023004854],"about_ca_topic_score_codex":0.000039621646,"about_ca_topic_score_gemma":0.003725154,"teacher_disagreement_score":0.15577134,"about_ca_system_score_codex":0.000077933706,"about_ca_system_score_gemma":0.00002240691,"threshold_uncertainty_score":0.683445},"labels":[],"label_agreement":null},{"id":"W1924492432","doi":"10.3968/6216","title":"The Quantitative Description of Tight Sand Reservoir Fracture in Sulige Gas Field","year":2014,"lang":"en","type":"article","venue":"Advances in petroleum exploration and development","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Fractal dimension; Fracture (geology); Tight gas; Geology; Fractal; Natural gas field; Petroleum engineering; Geotechnical engineering; Drilling; Natural gas; Mineralogy; Mathematics; Engineering; Hydraulic fracturing","score_opus":0.01355407807471049,"score_gpt":0.24631503097716578,"score_spread":0.2327609529024553,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1924492432","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.39549136,0.010807772,0.58422226,0.0023558356,0.0004230347,0.00019396757,0.0000011814469,0.000085429965,0.0064191525],"genre_scores_gemma":[0.99304205,0.004844449,0.0019294176,0.000049682414,0.0000151113145,0.000033146473,0.000008957149,0.0000070590677,0.00007009801],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9992454,0.000050356004,0.00030323013,0.00011972792,0.00014267488,0.00013859678],"domain_scores_gemma":[0.999607,0.00018604085,0.00004667782,0.00010626147,0.00002494049,0.000029068207],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00031781138,0.00009710595,0.00014750625,0.00012910305,0.00006734112,0.000026602509,0.00007827583,0.00004992214,0.0000066720063],"category_scores_gemma":[0.00009036259,0.0000689624,0.000015718892,0.0001482163,0.000026280091,0.0004044328,0.000016028927,0.00013587867,0.0000039188967],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000043405107,0.00001851644,0.0043368447,0.00006185821,0.000013993046,0.0000013425479,0.0029198034,0.9754696,0.00015236228,0.00018309655,0.00018510241,0.016614094],"study_design_scores_gemma":[0.0013990438,0.00016358292,0.013147553,0.0003424363,0.000009776554,0.0000016818109,0.0040797195,0.50034076,0.042861916,0.006014082,0.43114457,0.00049487123],"about_ca_topic_score_codex":0.000018114328,"about_ca_topic_score_gemma":0.0015646355,"teacher_disagreement_score":0.59755075,"about_ca_system_score_codex":0.00004112478,"about_ca_system_score_gemma":0.000013981934,"threshold_uncertainty_score":0.28122053},"labels":[],"label_agreement":null},{"id":"W1936053454","doi":"10.3968/j.aped.1925543820140701.1863","title":"The Research on the Model of the Multi-Interval Fracturing of Horizontal Wells","year":2014,"lang":"en","type":"article","venue":"Advances in petroleum exploration and development","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Isotropy; Geology; Fracture (geology); Interval (graph theory); Plane stress; Stress (linguistics); Stress field; Geotechnical engineering; Plane (geometry); Mechanics; Petroleum engineering; Structural engineering; Engineering; Finite element method; Geometry; Mathematics; Physics","score_opus":0.04383001994073798,"score_gpt":0.29066323212267836,"score_spread":0.24683321218194038,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1936053454","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.6600424,0.0023310448,0.32789588,0.0026568489,0.00053420616,0.0003314419,0.0000032405326,0.000055706016,0.006149266],"genre_scores_gemma":[0.99820834,0.00094843435,0.00066266675,0.000020728288,0.000018465265,0.000033854474,9.672149e-7,0.00000826999,0.00009827943],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9990696,0.00009531359,0.0002686068,0.00010478348,0.0003106295,0.00015112263],"domain_scores_gemma":[0.99939984,0.00028010653,0.000048656846,0.00021043765,0.000039291222,0.000021695138],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00081191916,0.00008334897,0.00011416304,0.00007076144,0.0001818715,0.000019553547,0.00021814786,0.00003053886,0.0000026595046],"category_scores_gemma":[0.0000796763,0.000039594775,0.000031159874,0.00013340871,0.0000944792,0.00013051069,0.000060801238,0.00022035364,0.000003127795],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000012364222,0.000017134606,0.00024973563,0.000023909672,0.000014142204,7.92196e-8,0.0012699134,0.98601705,0.0002672596,0.00031576498,0.00003565097,0.011777002],"study_design_scores_gemma":[0.00022102517,0.0000246208,0.00071905396,0.00009574132,0.0000021092367,2.1233944e-7,0.0016497587,0.92011863,0.061168145,0.00055526046,0.015369445,0.00007600498],"about_ca_topic_score_codex":0.0000075888015,"about_ca_topic_score_gemma":0.00023467957,"teacher_disagreement_score":0.33816597,"about_ca_system_score_codex":0.000041294024,"about_ca_system_score_gemma":0.000022100781,"threshold_uncertainty_score":0.16146281},"labels":[],"label_agreement":null},{"id":"W1963525617","doi":"10.2118/100428-ms","title":"Three-Dimensional Permeability Utilizing a New Gas-Spot Permeameter","year":2006,"lang":"en","type":"article","venue":"SPE Gas Technology Symposium","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Dalhousie University","funders":"","keywords":"Permeameter; Coring; Permeability (electromagnetism); Fluid dynamics; Geology; Petroleum engineering; Geotechnical engineering; Saturation (graph theory); Tight gas; Mechanics; Drilling; Engineering; Soil science; Hydraulic fracturing; Hydraulic conductivity; Mechanical engineering; Mathematics; Chemistry","score_opus":0.0067205941709833706,"score_gpt":0.20481626461054606,"score_spread":0.1980956704395627,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1963525617","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9732964,0.0008943255,0.005412334,0.008919554,0.00040845192,0.0002107873,0.000008083898,0.002343178,0.008506909],"genre_scores_gemma":[0.995003,0.000038465696,0.0036537647,0.000053182233,0.00027840585,0.000020064814,0.000019756215,0.00006439867,0.00086900336],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9981172,0.000016612781,0.00041203867,0.0005086465,0.0002712099,0.0006742879],"domain_scores_gemma":[0.99890614,0.00004683002,0.00004936815,0.0008258219,0.00005714679,0.0001146977],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00016812266,0.0003472282,0.0004198511,0.0004878506,0.00014834515,0.000039199975,0.00042297007,0.00049244694,0.00029467294],"category_scores_gemma":[0.000032645912,0.0003170066,0.00022775798,0.000620622,0.00023643782,0.00010883071,0.00013217455,0.0006023922,0.00027764434],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000057683246,0.00034754298,0.039853733,0.00023063953,0.000589646,0.00026165726,0.00014429667,0.60550517,0.28298017,0.0016163646,0.05435032,0.014062779],"study_design_scores_gemma":[0.002552096,0.00033541935,0.010724537,0.0002525196,0.0005627799,0.00048915396,0.00018568398,0.4582703,0.352664,0.06913579,0.10211549,0.0027122383],"about_ca_topic_score_codex":0.00057166716,"about_ca_topic_score_gemma":0.000656326,"teacher_disagreement_score":0.14723487,"about_ca_system_score_codex":0.00016245179,"about_ca_system_score_gemma":0.000047079102,"threshold_uncertainty_score":0.9999282},"labels":[],"label_agreement":null},{"id":"W1963592166","doi":"10.2118/132839-ms","title":"Modeling of Water Coning Phenomena in a Fractured Reservoir and Design a Simulator","year":2010,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Petroleum engineering; Reservoir simulation; Computer simulation; Discretization; Produced water; Work (physics); Volumetric flow rate; Reservoir engineering; Environmental science; Computer science; Mechanics; Engineering; Petroleum; Geology; Simulation; Mathematics; Mechanical engineering","score_opus":0.01137641018155716,"score_gpt":0.2176463265847735,"score_spread":0.20626991640321635,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1963592166","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9164358,0.000119640434,0.08197631,0.00005073355,0.000044571087,0.0000761429,5.0284604e-7,0.000075222386,0.0012211124],"genre_scores_gemma":[0.996787,0.000014214102,0.00303366,0.000016794766,0.000047924812,0.000005698647,0.0000017610186,0.00002020142,0.000072746334],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99931395,0.00001710343,0.00022302753,0.00012978328,0.000099149336,0.00021696644],"domain_scores_gemma":[0.9996616,0.000055858913,0.000008474058,0.00018677523,0.000022310367,0.000064946275],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002655786,0.00011080779,0.000209979,0.00015238966,0.000025213812,0.000020135369,0.000092901326,0.00009706752,0.00011223911],"category_scores_gemma":[0.000031787942,0.000074401134,0.000034938148,0.00008294896,0.000019574974,0.000092813985,0.000031450076,0.00027056786,0.0000044045514],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000074883415,0.000008124987,0.00020262583,0.000035372323,0.00002958439,0.0000028224629,0.00095822784,0.97566223,0.022893023,0.000003984961,0.0000074014606,0.0001891341],"study_design_scores_gemma":[0.00027148848,0.000008192138,0.000059751343,0.000015294083,0.000010329848,8.857049e-7,0.00006750728,0.97010124,0.029043244,0.00016202782,0.00015243047,0.00010758806],"about_ca_topic_score_codex":0.00030103608,"about_ca_topic_score_gemma":0.00020085146,"teacher_disagreement_score":0.08035123,"about_ca_system_score_codex":0.000010004455,"about_ca_system_score_gemma":0.000006179214,"threshold_uncertainty_score":0.303399},"labels":[],"label_agreement":null},{"id":"W1963592953","doi":"10.2118/80916-ms","title":"Re-Fracturing: Evaluation, Design, and Implementation of a Chester Oil Well in SW Kansas","year":2003,"lang":"en","type":"article","venue":"SPE Production and Operations Symposium","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Petroleum engineering; Hydraulic fracturing; Oil production; Well stimulation; Oil field; Reciprocal; Fracture (geology); Fracture treatment; Computer science; Geology; Environmental science; Engineering; Geotechnical engineering; Reservoir engineering; Petroleum; Medicine; Surgery","score_opus":0.01348316089437107,"score_gpt":0.2632654204771435,"score_spread":0.24978225958277245,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1963592953","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9739104,0.001668522,0.014556128,0.0048270673,0.00042133874,0.0005321046,0.0000023556026,0.00008214506,0.0039999327],"genre_scores_gemma":[0.9961567,0.00087600795,0.0023640338,0.000021106958,0.000047983944,0.000050064158,0.000009580129,0.000012005906,0.00046251446],"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99922264,0.000095883224,0.00025365484,0.00018891998,0.00013170343,0.000107219676],"domain_scores_gemma":[0.9996969,0.000012912723,0.000021555292,0.00014911807,0.00008145773,0.000038053102],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00055411085,0.00009813706,0.000118075695,0.00017164122,0.00007839205,0.00004134652,0.000027885933,0.00004457807,0.00016306253],"category_scores_gemma":[0.000038231217,0.000091243186,0.000018455143,0.00019093408,0.00002613746,0.00022402118,0.000006647945,0.000081068996,0.0000042089855],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000040800746,0.0000232728,0.0012877195,0.00007229781,0.00003104578,2.7449428e-7,0.0019413579,0.9838898,0.010822467,0.000022524779,0.00026574652,0.0016394089],"study_design_scores_gemma":[0.0014675867,0.00009448103,0.0067745703,0.000105298204,0.00024051958,0.000027819744,0.0038180114,0.21660846,0.75894916,0.00019070467,0.011178809,0.0005445738],"about_ca_topic_score_codex":0.000062759886,"about_ca_topic_score_gemma":0.00045770302,"teacher_disagreement_score":0.76728135,"about_ca_system_score_codex":0.000041642437,"about_ca_system_score_gemma":0.000030967854,"threshold_uncertainty_score":0.3720789},"labels":[],"label_agreement":null},{"id":"W1963862327","doi":"10.2118/160489-ms","title":"Identification of SSC (Sulfide Stress Cracking)-Susceptible Wells and Risk Prediction","year":2012,"lang":"en","type":"article","venue":"SPE Heavy Oil Conference Canada","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":9,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Imperial Oil (Canada)","funders":"","keywords":"Casing; Petroleum engineering; Cracking; Hydrogen sulfide; Sulfide; Completion (oil and gas wells); Stress (linguistics); Geology; Environmental science; Materials science; Sulfur; Metallurgy; Composite material","score_opus":0.007675975724022692,"score_gpt":0.20112357193096977,"score_spread":0.19344759620694707,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1963862327","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9933696,0.0007427071,0.0024560734,0.00012871795,0.0005054515,0.000040120834,0.00016262634,0.00006364847,0.002531048],"genre_scores_gemma":[0.99791384,0.0013017514,0.000059633738,0.000010952897,0.00011118041,0.0000055762684,0.000025500323,0.000014683957,0.00055691076],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9990459,0.000034345212,0.00029405692,0.00013065671,0.00024016947,0.00025486812],"domain_scores_gemma":[0.9993993,0.000043344204,0.0000819066,0.00023744183,0.000079047015,0.0001589648],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00018128383,0.00012123463,0.00017662573,0.000072043396,0.000074671174,0.00003065944,0.000099649216,0.000066175955,0.00011177593],"category_scores_gemma":[0.00005099206,0.00011825217,0.0000291652,0.00013355163,0.000040476247,0.0001632478,0.000017422513,0.00016496348,0.000005628206],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000047762285,0.00013580946,0.40724698,0.0020438815,0.00088606105,0.000012041489,0.0031000767,0.44457188,0.021477474,0.000273195,0.02334674,0.0968581],"study_design_scores_gemma":[0.0010034739,0.000081103855,0.2948289,0.00045785305,0.00058518886,0.00001713885,0.0027203513,0.3300352,0.3289334,0.00023618412,0.040028453,0.0010727586],"about_ca_topic_score_codex":0.31559604,"about_ca_topic_score_gemma":0.3784737,"teacher_disagreement_score":0.30745593,"about_ca_system_score_codex":0.000098853634,"about_ca_system_score_gemma":0.00011583514,"threshold_uncertainty_score":0.68896145},"labels":[],"label_agreement":null},{"id":"W1964102121","doi":"10.2118/143710-ms","title":"Successful Applications of Pressure-Rate Deconvolution in the Cad-Nik Tight Gas Formations of BC Foothills, Canada","year":2011,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Geology; Petroleum engineering; Tight gas; Natural gas; Unconventional oil; Material balance; Lead (geology); Extrapolation; Deconvolution; Foothills; Petrology; Hydraulic fracturing; Computer science; Geomorphology; Engineering; Paleontology","score_opus":0.007392195884832478,"score_gpt":0.18858004044328378,"score_spread":0.1811878445584513,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1964102121","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.5352521,0.0016078565,0.1430825,0.0006999521,0.00015632034,0.0009912048,0.00014102251,0.00015633741,0.31791273],"genre_scores_gemma":[0.99945015,0.000058101807,0.00021551066,0.000017826085,0.000010214361,0.000045923596,0.000013503033,0.000006081827,0.0001826657],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99940133,0.000026877451,0.00027495832,0.00006280321,0.000116017196,0.00011799134],"domain_scores_gemma":[0.9995566,0.00005333969,0.000050571794,0.0002656633,0.00004702048,0.000026826076],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00015506682,0.00006912568,0.00012407498,0.000086162894,0.00003431112,0.0000042051156,0.00021819041,0.000041730596,0.00017168045],"category_scores_gemma":[0.000010504103,0.000047560956,0.00003930203,0.00028133893,0.000024922849,0.00008377448,0.0000116877845,0.00008753941,0.0000028324023],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000150665655,0.0002999098,0.024619916,0.0011440138,0.00073936203,0.0000032051637,0.008251042,0.93746555,0.0013608047,0.0066198707,0.015964467,0.0035167653],"study_design_scores_gemma":[0.0011109288,0.000069010515,0.1628685,0.00014168014,0.00058681064,0.000010267994,0.0050726817,0.48263514,0.16198075,0.002815238,0.18184099,0.0008679848],"about_ca_topic_score_codex":0.48624668,"about_ca_topic_score_gemma":0.6686805,"teacher_disagreement_score":0.46419808,"about_ca_system_score_codex":0.000023879675,"about_ca_system_score_gemma":0.000055153454,"threshold_uncertainty_score":0.5171745},"labels":[],"label_agreement":null},{"id":"W1964140807","doi":"10.2118/117434-ms","title":"A New Analytical Model for Conduction Heating during the SAGD Circulation Phase","year":2008,"lang":"en","type":"article","venue":"International Thermal Operations and Heavy Oil Symposium","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":27,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Total (Canada); ConocoPhillips (Canada)","funders":"ConocoPhillips","keywords":"Steam-assisted gravity drainage; Injector; Natural circulation; Superposition principle; Mechanics; Thermal conduction; Circulation (fluid dynamics); Petroleum engineering; Steam injection; Convection; Flow (mathematics); Phase (matter); Process (computing); Cylinder; Asphalt; Environmental science; Engineering; Mechanical engineering; Computer science; Materials science; Thermodynamics; Mathematics; Chemistry; Physics; Oil sands","score_opus":0.02171365956591745,"score_gpt":0.27155982346622876,"score_spread":0.2498461639003113,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1964140807","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8836773,0.000109123415,0.111243896,0.0028403471,0.00020442695,0.00008322754,0.00001994963,0.000085786036,0.0017359088],"genre_scores_gemma":[0.99425524,0.00014302913,0.0010411337,0.0000731837,0.0004516233,0.00003940088,0.00003918092,0.000018348497,0.003938827],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9993197,0.000012877175,0.0002297751,0.00014674608,0.00015372716,0.00013721902],"domain_scores_gemma":[0.99968934,0.00003378395,0.000016768543,0.00010952642,0.000079418176,0.00007117137],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00008317235,0.000110451554,0.00010929672,0.000078660894,0.00043162948,0.00008831228,0.00009700133,0.000053693744,0.00005268579],"category_scores_gemma":[0.000015028495,0.0000842629,0.00007975513,0.00007314666,0.00003355237,0.0002490344,0.000016411335,0.000111572204,0.0000049013966],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000024873314,0.000022498712,0.000110505884,0.000011211444,0.00009649892,0.0000011154871,0.00073373487,0.98122203,0.016615389,0.00030465235,0.00012338598,0.00073407416],"study_design_scores_gemma":[0.0006603144,0.000012019794,0.0004018801,0.000013652167,0.000027506538,0.000035545392,0.000036771227,0.99609923,0.0018759889,0.000025496003,0.0007042926,0.0001072729],"about_ca_topic_score_codex":0.00014537343,"about_ca_topic_score_gemma":0.00005374292,"teacher_disagreement_score":0.11057794,"about_ca_system_score_codex":0.000067666624,"about_ca_system_score_gemma":0.00003356464,"threshold_uncertainty_score":0.34361413},"labels":[],"label_agreement":null},{"id":"W1964151104","doi":"10.2118/154088-ms","title":"Field Scale Application of the SOS-FR (Steam-Over-Solvent Injection in Fractured Reservoirs) Method: Optimal Operating Conditions","year":2012,"lang":"en","type":"article","venue":"SPE Improved Oil Recovery Symposium","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":8,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Petroleum engineering; Steam injection; Oil in place; Oil field; Water injection (oil production); Enhanced oil recovery; Hydrocarbon; Solvent; Environmental science; Process engineering; Petroleum; Chemistry; Geology; Engineering; Organic chemistry","score_opus":0.004783422145651864,"score_gpt":0.2436553346302381,"score_spread":0.23887191248458625,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1964151104","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.90577775,0.00067867874,0.08000484,0.001445067,0.0016715805,0.00041416593,0.000060329516,0.00020105137,0.009746554],"genre_scores_gemma":[0.9963398,0.00011969644,0.002328881,0.00011542717,0.00031464797,0.00009628554,0.00003348613,0.000040741266,0.0006110366],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99849045,0.00012331452,0.0005024037,0.000242101,0.00023300324,0.00040872023],"domain_scores_gemma":[0.9989458,0.0002120102,0.00013579553,0.00055352924,0.00005390973,0.00009900904],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00052069244,0.00022098114,0.00030725094,0.00017025424,0.00013096223,0.000041826173,0.0002875391,0.00024419132,0.00006735138],"category_scores_gemma":[0.000092531656,0.00017799628,0.00022464067,0.000455,0.000030731608,0.00041962616,0.00009016377,0.00048159735,0.000012165542],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000025962732,0.00008688617,0.002164808,0.000134895,0.000107420004,2.7467695e-7,0.00060954684,0.78088385,0.2107235,0.000008894648,0.00050828716,0.004745703],"study_design_scores_gemma":[0.00070688373,0.00013911675,0.005374885,0.00014538034,0.00014553992,0.000012205219,0.00036243652,0.55080014,0.4347345,0.00009765406,0.0070050056,0.00047623456],"about_ca_topic_score_codex":0.0015253056,"about_ca_topic_score_gemma":0.0006052131,"teacher_disagreement_score":0.23008366,"about_ca_system_score_codex":0.0001922437,"about_ca_system_score_gemma":0.000032934666,"threshold_uncertainty_score":0.7258477},"labels":[],"label_agreement":null},{"id":"W1964233866","doi":"10.2118/140105-ms","title":"Utilizing Fluid and Proppant Tracer Results to Analyze Multi-Fractured Well Flow Back in Shales: A Framework for Optimizing Fracture Design and Application","year":2011,"lang":"en","type":"article","venue":"SPE Hydraulic Fracturing Technology Conference","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":38,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Oncolytics Biotech (Canada); Apache (Canada)","funders":"","keywords":"TRACER; Microseism; Fracture (geology); Oil shale; Flow (mathematics); Petroleum engineering; Fluid dynamics; Fracturing fluid; Geology; Stage (stratigraphy); Volumetric flow rate; Conductivity; Geotechnical engineering; Mechanics; Physics; Seismology","score_opus":0.02776456725348424,"score_gpt":0.25052286008316527,"score_spread":0.22275829282968101,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1964233866","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"methods","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.033932123,0.001173761,0.9598632,0.0025842318,0.00008702949,0.001353869,0.000013940577,0.0006365511,0.0003552812],"genre_scores_gemma":[0.6334894,0.00033383223,0.36564118,0.00018969766,0.000040306983,0.00020250252,0.000012518992,0.0000613628,0.000029205947],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99715,0.00006200356,0.0007273258,0.0010458877,0.00019673399,0.00081804313],"domain_scores_gemma":[0.9982685,0.00027624867,0.00016381858,0.0008764318,0.00010581306,0.0003091786],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0005250736,0.00059353875,0.0007461315,0.00094488007,0.00018093486,0.000098663906,0.00055527285,0.00096092734,0.00004909332],"category_scores_gemma":[0.00053668395,0.00055084075,0.000093912764,0.00065868703,0.00018070953,0.0002535068,0.0001684735,0.0010420636,0.00003599799],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0007081494,0.00029618654,0.00084338605,0.0006900211,0.00048802825,0.000092680035,0.011934544,0.8978075,0.008915114,0.0002905721,0.00056573027,0.07736809],"study_design_scores_gemma":[0.0015101401,0.00014252364,0.0022270952,0.00056951266,0.00011975328,0.000035446225,0.0005873006,0.9062787,0.075097404,0.004748036,0.007719641,0.00096442696],"about_ca_topic_score_codex":0.00019287244,"about_ca_topic_score_gemma":0.00017438455,"teacher_disagreement_score":0.5995573,"about_ca_system_score_codex":0.00013204485,"about_ca_system_score_gemma":0.000053222615,"threshold_uncertainty_score":0.9996943},"labels":[],"label_agreement":null},{"id":"W1964313457","doi":"10.2118/09-09-06-tn","title":"Two-Phase Flow in Volatile Oil Reservoir Using Two-Phase Pseudo-Pressure Well Test Method","year":2009,"lang":"en","type":"article","venue":"Journal of Canadian Petroleum Technology","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":8,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Dew point; Petroleum engineering; Wellbore; Saturation (graph theory); Permeability (electromagnetism); Relative permeability; Drilling; Gas oil ratio; Dew; Geology; Fossil fuel; Condensation; Chemistry; Geotechnical engineering; Porosity; Materials science; Thermodynamics","score_opus":0.009461972865301475,"score_gpt":0.27859809911482103,"score_spread":0.26913612624951955,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1964313457","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9547272,0.00507484,0.013734633,0.011883344,0.00066447386,0.00010317083,0.00009371384,0.00029196122,0.013426713],"genre_scores_gemma":[0.9763583,0.00017743683,0.022509556,0.00016377989,0.00029060664,0.0000026031275,0.000004900856,0.00004970902,0.00044308588],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9975326,0.0000839885,0.0009179184,0.0002669314,0.0003304879,0.00086805277],"domain_scores_gemma":[0.99835753,0.00011235597,0.00023652984,0.0005720104,0.0001576619,0.0005639313],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00070590165,0.00034406048,0.00080876745,0.0066049965,0.0001271026,0.00006712523,0.0007801514,0.00042208502,0.0003426976],"category_scores_gemma":[0.00031120732,0.00033237025,0.00024175794,0.0020669305,0.000072446914,0.00022640232,0.000029178389,0.0015408508,0.000016524951],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00003944412,0.00014187847,0.00042169084,0.000031969274,0.00017267202,0.00161138,0.00007183881,0.95836055,0.014185763,0.000023204153,0.0029759877,0.021963635],"study_design_scores_gemma":[0.004992297,0.0003886519,0.00008976803,0.00016002108,0.0002015823,0.00087346364,0.00017212251,0.8938473,0.0055057425,0.00040902503,0.092968345,0.0003916968],"about_ca_topic_score_codex":0.012399899,"about_ca_topic_score_gemma":0.09365987,"teacher_disagreement_score":0.08999236,"about_ca_system_score_codex":0.00041402463,"about_ca_system_score_gemma":0.00040485186,"threshold_uncertainty_score":0.99991286},"labels":[],"label_agreement":null},{"id":"W1964430340","doi":"10.2118/166440-ms","title":"Interpreting Pressure and Flow Rate Data from Permanent Downhole Gauges with Convolution-Kernel-Based Data Mining Approaches","year":2013,"lang":"en","type":"article","venue":"SPE Annual Technical Conference and Exhibition","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":13,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"ConocoPhillips (Canada)","funders":"","keywords":"Kernel (algebra); Computer science; Algorithm; Convolution (computer science); Reproducing kernel Hilbert space; Artificial intelligence; Applied mathematics; Mathematics; Mathematical analysis; Hilbert space","score_opus":0.039937879317395286,"score_gpt":0.23919615250594428,"score_spread":0.199258273188549,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1964430340","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7843491,0.0029828595,0.20353405,0.0026111244,0.00009027882,0.0006421077,0.0021194129,0.0008123542,0.0028587242],"genre_scores_gemma":[0.9937508,0.000141303,0.0038296077,0.00005458962,0.00007101797,0.00001795956,0.002082088,0.000017174196,0.00003545829],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9989079,0.000048408674,0.00020404329,0.00048602506,0.00013959796,0.00021400258],"domain_scores_gemma":[0.99897504,0.0001000256,0.00004131848,0.00072302495,0.000049358405,0.000111227484],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00021338528,0.00018376936,0.00022732715,0.000054728334,0.00009468386,0.00017402416,0.00034689507,0.00012581334,0.00012729027],"category_scores_gemma":[0.000058311696,0.00014157391,0.000014036086,0.000078619945,0.00015069844,0.00066325336,0.00030374498,0.00023939507,0.0000143669495],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0009612802,0.0011549662,0.028320631,0.0038646979,0.0038257795,0.00022277878,0.010136616,0.28253534,0.105223,0.00046312486,0.17845562,0.38483617],"study_design_scores_gemma":[0.00031157697,0.000058207665,0.004776575,0.00030404478,0.00014947873,0.000005488507,0.00072326604,0.9908113,0.001054476,0.00014891678,0.0013840958,0.00027259794],"about_ca_topic_score_codex":0.00039095542,"about_ca_topic_score_gemma":0.00019937553,"teacher_disagreement_score":0.7082759,"about_ca_system_score_codex":0.000008800123,"about_ca_system_score_gemma":0.000020586147,"threshold_uncertainty_score":0.57732165},"labels":[],"label_agreement":null},{"id":"W1964565039","doi":"10.2118/162784-ms","title":"A Semi-analytical Model For Multi-stage Fractured Horizontal Wells","year":2012,"lang":"en","type":"article","venue":"SPE Canadian Unconventional Resources Conference","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":13,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Regina","funders":"","keywords":"Geology; Fluid dynamics; Petroleum engineering; Flow (mathematics); Mechanics; Horizontal plane; Permeability (electromagnetism); Wellbore; Geotechnical engineering; Fracture (geology); Vertical plane; Pressure drop; Engineering; Mechanical engineering","score_opus":0.05900019216729463,"score_gpt":0.277115314198891,"score_spread":0.2181151220315964,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1964565039","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.27640602,0.0022120806,0.67698646,0.0014952216,0.001054777,0.0008834881,0.0015404696,0.00044106113,0.03898043],"genre_scores_gemma":[0.9847897,0.000019836521,0.002008421,0.00018480768,0.00027844173,0.000037205165,0.00015716616,0.00004254657,0.012481822],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9983724,0.000023990535,0.0002964617,0.0002485926,0.00027654102,0.0007820196],"domain_scores_gemma":[0.9985072,0.00008138817,0.000042874064,0.00026483805,0.00009843274,0.0010052412],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00023620388,0.0002532036,0.00028582395,0.00026897012,0.00016154855,0.000091038935,0.00029534035,0.0001979797,0.0012265736],"category_scores_gemma":[0.00011611469,0.00024513836,0.00028068616,0.00015339878,0.0000812473,0.0001715829,0.000021571186,0.00027946514,0.00014732752],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000448609,0.00012270985,0.0051673376,0.00026203203,0.00095337024,0.000035810066,0.0024589133,0.96252275,0.00035657934,0.008230279,0.017142983,0.002702392],"study_design_scores_gemma":[0.0003244488,0.000011472319,0.0010140368,0.000031243766,0.00006839616,0.0000039908705,0.00010148948,0.8635097,0.00015155748,0.0001615937,0.13433921,0.0002828483],"about_ca_topic_score_codex":0.008034703,"about_ca_topic_score_gemma":0.05203698,"teacher_disagreement_score":0.70838374,"about_ca_system_score_codex":0.0003029105,"about_ca_system_score_gemma":0.0002216794,"threshold_uncertainty_score":0.9996864},"labels":[],"label_agreement":null},{"id":"W1964888286","doi":"10.1190/urtec2013-025","title":"Developments in Diagnostic Tools for Hydraulic Fracture Geometry Analysis","year":2013,"lang":"en","type":"article","venue":"Unconventional Resources Technology Conference, Denver, Colorado, 12-14 August 2013","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":43,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Shell (Canada)","funders":"","keywords":"Fracture (geology); Hydraulic fracturing; Computer science; Geology; Geotechnical engineering","score_opus":0.011034161276797533,"score_gpt":0.21913405729783653,"score_spread":0.20809989602103898,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1964888286","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9695891,0.0016413487,0.019212967,0.002314852,0.00040738448,0.0013557432,0.00007326798,0.0008568737,0.004548442],"genre_scores_gemma":[0.99271554,0.00054642337,0.0017169454,0.00035595437,0.00009065434,0.0011135634,0.00038797056,0.00006769679,0.0030052657],"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","domain_scores_codex":[0.99656653,0.00007245384,0.0010371477,0.00077396765,0.0005667558,0.0009831528],"domain_scores_gemma":[0.99715835,0.001345899,0.0002487044,0.00066843664,0.0003310995,0.00024748393],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00038691185,0.0005880447,0.0009937353,0.003301021,0.00022837882,0.0002887222,0.0010443223,0.0009987914,0.002303287],"category_scores_gemma":[0.0011914419,0.0005605698,0.00046129196,0.0026784874,0.00030043407,0.00054008036,0.00019798361,0.00085204846,0.00061421],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00011324657,0.0009725667,0.24108759,0.0007230118,0.010686455,0.00019447756,0.0007639317,0.5750354,0.0004523335,0.0020965359,0.118242934,0.049631532],"study_design_scores_gemma":[0.0026235906,0.00018753468,0.14772913,0.0002406675,0.0010400766,0.00002592486,0.00097018806,0.07760349,0.0013030323,0.0063079665,0.76031375,0.0016546756],"about_ca_topic_score_codex":0.00075150037,"about_ca_topic_score_gemma":0.0010591823,"teacher_disagreement_score":0.6420708,"about_ca_system_score_codex":0.0003005315,"about_ca_system_score_gemma":0.000109670145,"threshold_uncertainty_score":0.9996846},"labels":[],"label_agreement":null},{"id":"W1964907968","doi":"10.2118/02-09-02","title":"Biotreatment of Flare Pit Waste","year":2002,"lang":"en","type":"article","venue":"Journal of Canadian Petroleum Technology","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":30,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Calgary","funders":"Asian Institute of Technology; Canadian Association of Petroleum Producers; University of Calgary","keywords":"Bioremediation; Environmental remediation; Slurry; Refinery; Biodegradation; Environmental science; Waste management; Soil water; Soil contamination; Pulp and paper industry; Environmental chemistry; Phosphorus; Diammonium phosphate; Soil salinity; Chemistry; Contamination; Environmental engineering; Nutrient; Soil science","score_opus":0.00630195135691212,"score_gpt":0.1694642824035197,"score_spread":0.1631623310466076,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1964907968","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.96854526,0.009137701,0.00060986564,0.007890982,0.00039702567,0.000042491585,0.000020912943,0.00008472288,0.013271023],"genre_scores_gemma":[0.9981619,0.0009133602,0.00037848597,0.000023222312,0.000071693044,0.0000010846295,5.759088e-7,0.00001722078,0.00043243848],"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","domain_scores_codex":[0.9991406,0.000009717573,0.00036243125,0.00006760605,0.00014176335,0.00027786128],"domain_scores_gemma":[0.9993789,0.000012850445,0.00010626879,0.0002234312,0.00007306911,0.00020545076],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00007399706,0.00011493964,0.00032454528,0.0031555914,0.000033080934,0.000008322368,0.00027742636,0.00019062762,0.000274341],"category_scores_gemma":[0.00003136765,0.00009671586,0.0001442021,0.00067378127,0.00005585552,0.00005191517,0.000009640575,0.000302249,0.000022748563],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000013009876,0.0001349466,0.006741189,0.00018701263,0.0025013427,0.002030008,0.0004600406,0.84062374,0.009530298,0.00031635803,0.07208403,0.06537804],"study_design_scores_gemma":[0.0021205288,0.0010780547,0.0009937625,0.0003179723,0.00050137774,0.0014573409,0.0012250126,0.07088986,0.09040188,0.0005463793,0.82978594,0.00068188075],"about_ca_topic_score_codex":0.002194829,"about_ca_topic_score_gemma":0.01897385,"teacher_disagreement_score":0.76973385,"about_ca_system_score_codex":0.00020825028,"about_ca_system_score_gemma":0.000042011543,"threshold_uncertainty_score":0.9989273},"labels":[],"label_agreement":null},{"id":"W1965028999","doi":"10.2118/106353-ms","title":"A Case Study: Re-fracturing of High Temperature Deep Well in Carbonate Reservoir","year":2006,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":8,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Petro-Canada","funders":"","keywords":"Carbonate; Petroleum engineering; Hydraulic fracturing; Geology; Drilling fluid; Completion (oil and gas wells); Well stimulation; Drilling; Oil well; Mineralogy; Petroleum; Materials science; Reservoir engineering; Metallurgy","score_opus":0.00568594481097078,"score_gpt":0.20911750608529248,"score_spread":0.2034315612743217,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1965028999","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9876115,0.00034033603,0.000051836687,0.00006936109,0.00009957531,0.00017223357,0.0000021314363,0.00018043512,0.011472647],"genre_scores_gemma":[0.9988725,0.000016885751,0.00022146502,0.000011953545,0.0001081173,0.000016517872,0.0000064363303,0.000039152077,0.00070692465],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99870825,0.00005510702,0.00044087012,0.0002474942,0.00023556106,0.00031272264],"domain_scores_gemma":[0.9993449,0.000072193,0.000037502185,0.00045725724,0.000037917223,0.00005021548],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002336865,0.00021264378,0.00037303357,0.00032548246,0.0000459378,0.00003048935,0.00018059474,0.00013969016,0.00017110031],"category_scores_gemma":[0.000015677157,0.00017489205,0.00009400554,0.00055664696,0.00002152109,0.00010584414,0.00005258373,0.00037138394,0.000010330327],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00001029162,0.00012082127,0.0034290333,0.0000752683,0.0000671588,0.003652661,0.00045080832,0.99130625,0.00046823578,0.0000032658368,0.00030933332,0.00010690252],"study_design_scores_gemma":[0.009591777,0.00047430684,0.06788565,0.0003933768,0.0004452698,0.0017237534,0.027872482,0.6863982,0.196581,0.0011515961,0.004115121,0.003367458],"about_ca_topic_score_codex":0.023206668,"about_ca_topic_score_gemma":0.030329477,"teacher_disagreement_score":0.30490804,"about_ca_system_score_codex":0.00007267147,"about_ca_system_score_gemma":0.000011788321,"threshold_uncertainty_score":0.9873645},"labels":[],"label_agreement":null},{"id":"W1965037222","doi":"10.5539/mas.v6n6p99","title":"Indonesia’s Unconventional Resources, Modified Resource Triangle, and a Typical Example of Stimulation of Coalbed Methane Reservoir","year":2012,"lang":"en","type":"article","venue":"Modern Applied Science","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":9,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Coalbed methane; Petroleum engineering; Hydraulic fracturing; Coal; Unconventional oil; Permeability (electromagnetism); Fossil fuel; Reservoir simulation; Methane; Well stimulation; Environmental science; Fracturing fluid; Natural gas; Porosity; Geology; Waste management; Engineering; Coal mining; Geotechnical engineering; Reservoir engineering; Petroleum; Chemistry","score_opus":0.024322637207630348,"score_gpt":0.24143258457199157,"score_spread":0.21710994736436123,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1965037222","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9026653,0.00028026133,0.093580656,0.00002169261,0.000031879837,0.00012484341,0.0000049493765,0.000045888795,0.0032445346],"genre_scores_gemma":[0.99864924,0.0000060211923,0.0011876073,0.000008999777,0.000045390418,0.000011110826,0.0000069930384,0.000013158446,0.000071455914],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9985864,0.00003319904,0.0003351337,0.0002130421,0.00053320685,0.00029901086],"domain_scores_gemma":[0.9992462,0.00014785735,0.00008944692,0.0003113937,0.0000492651,0.00015582897],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0011425263,0.0001187326,0.00028828732,0.00027317574,0.000071731505,0.000015668189,0.00025477915,0.00008171552,0.000015696196],"category_scores_gemma":[0.000056243134,0.00010458001,0.00005372407,0.0005618328,0.00033411855,0.00013612256,0.00009063843,0.00013255882,0.0000021333417],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00019889815,0.000104623025,0.0035267698,0.00015840527,0.000056475663,6.2112747e-7,0.0021446126,0.7658997,0.22404918,0.0006859549,0.00008029219,0.0030944205],"study_design_scores_gemma":[0.0011133973,0.000030662002,0.046562478,0.00003555175,0.000059775153,0.000004290962,0.00015516949,0.88579565,0.06449139,0.0008776549,0.00063893513,0.00023506519],"about_ca_topic_score_codex":0.00011182398,"about_ca_topic_score_gemma":0.000010305821,"teacher_disagreement_score":0.15955779,"about_ca_system_score_codex":0.0000384743,"about_ca_system_score_gemma":0.000028638846,"threshold_uncertainty_score":0.4264649},"labels":[],"label_agreement":null},{"id":"W1965057676","doi":"10.2118/2005-138-ea","title":"Identification of Environmental Effects of Acid Gas Injection Using X-Ray Computed Tomography","year":2005,"lang":"en","type":"article","venue":"Canadian International Petroleum Conference","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Guelph; University of Northern British Columbia","funders":"University of Guelph; University of Northern British Columbia; Duke Energy","keywords":"Citation; Library science; Identification (biology); Download; Computed tomography; Information retrieval; Computer science; World Wide Web; Medicine","score_opus":0.005259903031183222,"score_gpt":0.19326176463651845,"score_spread":0.18800186160533522,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1965057676","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.98254526,0.00014764926,0.01610496,0.00006408534,0.00031347814,0.000041483418,0.000053809392,0.00002264215,0.00070662244],"genre_scores_gemma":[0.9995425,0.00002475964,0.00023578687,0.000011795433,0.000076463766,0.0000035667924,0.00003357043,0.000010233321,0.00006135065],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99929357,0.000016967551,0.00026557726,0.000116210525,0.00018108235,0.00012659955],"domain_scores_gemma":[0.9996261,0.000017393406,0.00007832966,0.00013261524,0.000042113727,0.00010342936],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000060731505,0.00009228685,0.00012884986,0.00046488232,0.000029922461,0.000019848347,0.00019503545,0.00005702051,0.00012087386],"category_scores_gemma":[0.000015079694,0.00010368521,0.00007847769,0.000103894534,0.000051350613,0.00012222384,0.000010888726,0.00009191624,0.000009048589],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000029683797,0.000018935416,0.003002872,0.00004166,0.00015670994,0.0000020827242,0.00014615041,0.83240217,0.16224736,0.000056052744,0.00005220565,0.0018708224],"study_design_scores_gemma":[0.0001996618,0.00001771092,0.033978105,0.0000603458,0.00003488416,0.0000048066254,0.00003884615,0.84459895,0.12010457,0.000028748374,0.00081237464,0.000121026795],"about_ca_topic_score_codex":0.0032860462,"about_ca_topic_score_gemma":0.006322777,"teacher_disagreement_score":0.042142786,"about_ca_system_score_codex":0.0002107422,"about_ca_system_score_gemma":0.00004409159,"threshold_uncertainty_score":0.49675408},"labels":[],"label_agreement":null},{"id":"W1965100167","doi":"10.2118/151062-ms","title":"A New Emulsified Acid to Stimulate Deep Wells In Carbonate Reservoirs: Coreflood and Acid Reaction Studies","year":2012,"lang":"en","type":"article","venue":"North Africa Technical Conference and Exhibition","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":25,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"AkzoNobel (Canada)","funders":"","keywords":"Dissolution; Carbonate; Naphthenic acid; Permeability (electromagnetism); Reaction rate; Petroleum engineering; Corrosion; Chemistry; Geology; Chemical engineering; Mineralogy; Materials science; Organic chemistry; Catalysis","score_opus":0.039907178838486324,"score_gpt":0.26182016767523003,"score_spread":0.2219129888367437,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1965100167","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.98830277,0.0028791395,0.005623067,0.0004750237,0.00008877457,0.00025078733,0.000005896185,0.0002762543,0.0020983135],"genre_scores_gemma":[0.99773616,0.0009922319,0.0010254557,0.000044236516,0.00009420924,0.000025264057,0.000014993683,0.000018129902,0.000049347622],"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","domain_scores_codex":[0.99881,0.000036973044,0.00029733087,0.0002616699,0.00019028275,0.0004037711],"domain_scores_gemma":[0.99935544,0.000054381962,0.000035096793,0.00021034226,0.000054036005,0.00029072724],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00020019966,0.00020833199,0.00033000193,0.00022533354,0.00007390805,0.000041659132,0.000084970365,0.00015197824,0.000013833604],"category_scores_gemma":[0.0000997016,0.00018200651,0.00004257863,0.0003737282,0.00004317369,0.00028075403,0.000083210456,0.0003143345,0.000015566693],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0013605044,0.0008766523,0.08372732,0.00226348,0.0013236555,0.00021818109,0.045106545,0.11593843,0.46415764,0.0010810511,0.009475444,0.27447107],"study_design_scores_gemma":[0.007825094,0.0017617277,0.73168826,0.002194891,0.001183767,0.00015626184,0.0060089543,0.12290315,0.07191151,0.007947018,0.041126784,0.0052925656],"about_ca_topic_score_codex":0.00014985693,"about_ca_topic_score_gemma":0.00089367887,"teacher_disagreement_score":0.64796096,"about_ca_system_score_codex":0.00006879395,"about_ca_system_score_gemma":0.000011856818,"threshold_uncertainty_score":0.74220103},"labels":[],"label_agreement":null},{"id":"W1965251518","doi":"10.1007/s11430-009-0043-x","title":"On the role of buoyancy force in the ore genesis of SEDEX deposits: Example from Northern Australia","year":2009,"lang":"en","type":"article","venue":"Science in China Series D Earth Sciences","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Windsor","funders":"","keywords":"Buoyancy; Geology; Structural basin; Aquifer; Fluid dynamics; Geochemistry; Sedimentary rock; Petrology; Sedimentary basin; Fault (geology); Hydrothermal circulation; Geomorphology; Groundwater; Geotechnical engineering; Seismology; Mechanics","score_opus":0.013265410295017247,"score_gpt":0.23021109742430046,"score_spread":0.21694568712928322,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1965251518","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9973382,0.00018722596,0.000045827186,0.00033398674,0.00006470413,0.00009557968,0.0000030004742,0.000014731416,0.0019167946],"genre_scores_gemma":[0.99965066,0.000034216147,0.0002387896,0.000025365547,0.000015815016,0.0000035777944,5.5476363e-7,0.0000025652785,0.000028450573],"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","domain_scores_codex":[0.9985228,0.000047550002,0.00026941387,0.0002355682,0.0006141266,0.00031052245],"domain_scores_gemma":[0.99941283,0.00013404609,0.000064245454,0.000329244,0.000026053578,0.000033558466],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0010064206,0.00011543128,0.0001732006,0.00019126893,0.00021055902,0.00007808469,0.0011722067,0.000033961813,0.000035535915],"category_scores_gemma":[0.00008457186,0.00006077065,0.000049673523,0.0021752021,0.0008449256,0.00036948602,0.000029706329,0.00013732928,0.0000026966143],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000011751267,0.00004218873,0.10836285,0.000010111921,0.000005557609,0.0000036290498,0.014563714,0.8552762,0.016911961,0.0007351884,0.000009029853,0.0040677628],"study_design_scores_gemma":[0.00009014743,0.0001591488,0.86372954,0.00008441287,0.000006299514,0.000002438769,0.0057103764,0.030513851,0.09088018,0.008627194,0.000049377028,0.00014703404],"about_ca_topic_score_codex":0.008299397,"about_ca_topic_score_gemma":0.012344255,"teacher_disagreement_score":0.8247624,"about_ca_system_score_codex":0.000011669851,"about_ca_system_score_gemma":0.000056496476,"threshold_uncertainty_score":0.9983044},"labels":[],"label_agreement":null},{"id":"W1965468095","doi":"10.2118/139019-ms","title":"Unconventional Resource Development and the Role of the Regulator","year":2010,"lang":"en","type":"article","venue":"Canadian Unconventional Resources and International Petroleum Conference","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Unconventional oil; Resource (disambiguation); Coalbed methane; Fossil fuel; Coal; Petroleum engineering; Petroleum industry; Tight gas; Tight oil; Oil sands; Regulator; Coal mining; Business; Engineering; Asphalt; Oil shale; Computer science; Hydraulic fracturing; Waste management; Environmental engineering; Geography","score_opus":0.005235763998265455,"score_gpt":0.1811062746627049,"score_spread":0.17587051066443946,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1965468095","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.968503,0.0005287497,0.000056865083,0.0020092002,0.00027454254,0.000064792104,0.000032981286,0.000016624921,0.02851326],"genre_scores_gemma":[0.99621016,0.000024796907,0.000090295485,0.000094708994,0.00011636819,0.0000149367,0.000017600792,0.000010193707,0.0034209164],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9990914,0.000030441834,0.00025683126,0.00016120638,0.00029089584,0.00016921078],"domain_scores_gemma":[0.99941903,0.00008490585,0.00006688567,0.00016433856,0.00009746271,0.0001673616],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00028503718,0.00012547881,0.00013699871,0.00012324034,0.00020723946,0.00009011471,0.00035661,0.000073233714,0.0003750415],"category_scores_gemma":[0.000067378045,0.00008041898,0.00009211632,0.00007552544,0.0003938806,0.00006219429,0.000067457506,0.00028242954,0.000005143253],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00029164413,0.00011002339,0.11708421,0.00024906915,0.002947586,0.000017419949,0.005528592,0.037428714,0.0041032005,0.750952,0.0052541625,0.07603338],"study_design_scores_gemma":[0.0006621803,0.000005693443,0.052396573,0.000058301546,0.000028941167,0.00003464825,0.00038147476,0.058254063,0.00071824697,0.0061765453,0.8811238,0.00015956772],"about_ca_topic_score_codex":0.0026345556,"about_ca_topic_score_gemma":0.027208634,"teacher_disagreement_score":0.8758696,"about_ca_system_score_codex":0.000042289143,"about_ca_system_score_gemma":0.00013789345,"threshold_uncertainty_score":0.9905423},"labels":[],"label_agreement":null},{"id":"W1965699361","doi":"10.2118/102802-ms","title":"Field and Laboratory Observations of Post-Failure Stabilizations During Sand Production","year":2006,"lang":"en","type":"article","venue":"SPE Annual Technical Conference and Exhibition","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":7,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"ConocoPhillips (Canada)","funders":"","keywords":"Petroleum engineering; Flow (mathematics); Geotechnical engineering; Production rate; Volumetric flow rate; Geology; Field (mathematics); Oil field; Environmental science; Mechanics; Engineering; Mathematics; Process engineering","score_opus":0.008342018968996565,"score_gpt":0.21196845528499778,"score_spread":0.20362643631600122,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1965699361","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9957808,0.00016450218,0.0022099123,0.0011122301,0.00002546097,0.0000888961,0.000043923847,0.00013757485,0.0004366959],"genre_scores_gemma":[0.99914914,0.00017689278,0.00047932926,0.00001473892,0.000065187116,0.00000928445,0.00004321959,0.000007512888,0.00005470133],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9994766,0.000013516405,0.00018049264,0.00013946464,0.00008808291,0.00010184108],"domain_scores_gemma":[0.99963784,0.000024441368,0.000026530239,0.00011634813,0.00016026103,0.000034573848],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0000627778,0.00008325422,0.00011909421,0.00008026731,0.00008023971,0.000022080361,0.000033894725,0.00009568491,0.000027986904],"category_scores_gemma":[0.000063109124,0.000077558216,0.000022448141,0.00018992445,0.000059978494,0.00022639098,0.00001956066,0.000116321164,0.0000010252791],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00003082761,0.00010163891,0.0073810536,0.0004999041,0.00003780566,0.000004213304,0.00039158534,0.012414074,0.9725676,0.0019961565,0.0037580417,0.00081708154],"study_design_scores_gemma":[0.0008434097,0.0003758639,0.39160493,0.00051297795,0.00019807252,0.000033925353,0.0016374659,0.0053639477,0.5890703,0.0061110803,0.003390976,0.0008570275],"about_ca_topic_score_codex":0.00008934055,"about_ca_topic_score_gemma":0.00033680667,"teacher_disagreement_score":0.38422388,"about_ca_system_score_codex":0.000011061148,"about_ca_system_score_gemma":0.000012512981,"threshold_uncertainty_score":0.3162732},"labels":[],"label_agreement":null},{"id":"W1966305435","doi":"10.2118/162843-ms","title":"Play-Wide Well Performance Analysis in Montney Siltstone","year":2012,"lang":"en","type":"article","venue":"SPE Canadian Unconventional Resources Conference","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":16,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Shell (Canada)","funders":"","keywords":"Drawdown (hydrology); Siltstone; Petroleum engineering; Cluster (spacecraft); Productivity; Geology; Mathematics; Engineering; Geotechnical engineering; Computer science; Geomorphology","score_opus":0.009927726634356489,"score_gpt":0.19828730658417743,"score_spread":0.18835957994982094,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1966305435","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9313254,0.0007464919,0.0009836529,0.00026989373,0.00017973124,0.000082846556,0.000031200158,0.00006959648,0.06631124],"genre_scores_gemma":[0.99630845,0.00012136403,0.00011505778,0.000101150756,0.000120662204,0.000015560267,0.00009305438,0.000020813924,0.0031039142],"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","domain_scores_codex":[0.99842036,0.00004099957,0.00032300246,0.00021452043,0.00029877218,0.0007023754],"domain_scores_gemma":[0.99887085,0.000084453895,0.000040280956,0.0002904167,0.000052270258,0.00066170905],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00029603537,0.00020989249,0.00030660667,0.0009940313,0.00009753826,0.00005857263,0.00029900874,0.00012868458,0.0030253564],"category_scores_gemma":[0.00005578812,0.0002145009,0.0001849222,0.0009900321,0.00007002176,0.00022029066,0.000021912598,0.0002989105,0.00040222588],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000008758162,0.000030348765,0.45728526,0.00005620125,0.00060422433,0.000032223023,0.00094325806,0.5379077,0.00003816202,0.00031067207,0.0015183983,0.001264783],"study_design_scores_gemma":[0.00038171074,0.0000183622,0.6061781,0.000099893216,0.0002691196,0.000007749082,0.00030254768,0.18515547,0.00045633587,0.00009468347,0.20643054,0.00060550054],"about_ca_topic_score_codex":0.036506623,"about_ca_topic_score_gemma":0.2949845,"teacher_disagreement_score":0.35275224,"about_ca_system_score_codex":0.0003399469,"about_ca_system_score_gemma":0.00011264369,"threshold_uncertainty_score":0.997886},"labels":[],"label_agreement":null},{"id":"W1966307340","doi":"10.2118/97155-ms","title":"How To Approximate Effects of Geomechanics in Conventional Reservoir Simulation","year":2005,"lang":"en","type":"article","venue":"SPE Annual Technical Conference and Exhibition","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":41,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Geomechanics; Permeability (electromagnetism); Reservoir simulation; Porosity; Coupling (piping); Computer science; Deformation (meteorology); Porous medium; Pore water pressure; Geology; Mathematical optimization; Applied mathematics; Geotechnical engineering; Petroleum engineering; Mathematics; Materials science; Chemistry","score_opus":0.01162240729417441,"score_gpt":0.24500175046566558,"score_spread":0.23337934317149117,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1966307340","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.6732741,0.00018249461,0.32382327,0.0015122751,0.000050445142,0.00031184164,0.000021974043,0.00018309025,0.00064052496],"genre_scores_gemma":[0.99870175,0.0000890736,0.0010107475,0.00003209882,0.000054781656,0.000018210256,0.000023674127,0.000009513738,0.000060132923],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9993013,0.000020747348,0.00019084415,0.00015913534,0.00016200628,0.0001659794],"domain_scores_gemma":[0.999646,0.00006315141,0.000025649122,0.0001251532,0.000068356145,0.000071671566],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00014140697,0.000103784376,0.00018319093,0.00016508886,0.000023998113,0.000028780145,0.00007377852,0.00011882072,0.000017299653],"category_scores_gemma":[0.00008430945,0.000097470045,0.00004581456,0.00020904223,0.000021313353,0.00022176765,0.000037306636,0.000147691,0.000006307178],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000052558586,0.00012048198,0.000115746705,0.00051467057,0.00002973104,0.0000095950845,0.00032833772,0.9418627,0.036629315,0.003006677,0.00079159625,0.016538572],"study_design_scores_gemma":[0.000960476,0.00026396723,0.0033895161,0.00051128626,0.000040040533,0.0000049014952,0.00020676058,0.9227932,0.059079677,0.007358456,0.004954509,0.00043719602],"about_ca_topic_score_codex":0.000014087439,"about_ca_topic_score_gemma":0.00008845455,"teacher_disagreement_score":0.3254277,"about_ca_system_score_codex":0.00003558619,"about_ca_system_score_gemma":0.000008191753,"threshold_uncertainty_score":0.3974713},"labels":[],"label_agreement":null},{"id":"W1966416283","doi":"10.2118/162779-ms","title":"Executing Minifrac Tests and Interpreting After-Closure Data for Determining Reservoir Characteristics in Unconventional Reservoirs","year":2012,"lang":"en","type":"article","venue":"SPE Canadian Unconventional Resources Conference","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":8,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Regina","funders":"","keywords":"Closure (psychology); Inflow; Petroleum engineering; Permeability (electromagnetism); Flow (mathematics); Confusion; Geotechnical engineering; Computer science; Test data; Geology; Environmental science; Mechanics","score_opus":0.027875990160921845,"score_gpt":0.25553181644945533,"score_spread":0.22765582628853348,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1966416283","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99375314,0.0009982648,0.0010358266,0.00069134275,0.00039534664,0.0002578402,0.00066930655,0.00006903739,0.0021299166],"genre_scores_gemma":[0.99678606,0.000054194454,0.0014892786,0.00011903512,0.0003606031,0.00006606382,0.00056620716,0.000050539733,0.0005079995],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9976627,0.00008301815,0.0006104998,0.0004574569,0.00030818133,0.0008781282],"domain_scores_gemma":[0.9981231,0.00045925225,0.0001132505,0.00055353675,0.000118988435,0.00063187385],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001046103,0.00030174127,0.00037713765,0.0004834688,0.00017809415,0.00018280368,0.0005922409,0.00019611088,0.00032242903],"category_scores_gemma":[0.0009796596,0.00032635394,0.00009939265,0.00026952804,0.0001279447,0.0004768882,0.00019440563,0.00039142944,0.000019822903],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0001451525,0.0000882031,0.9721522,0.0010977798,0.00040930416,0.00018352672,0.0032701558,0.0055856723,0.00028617933,0.00062794023,0.0026835257,0.013470413],"study_design_scores_gemma":[0.0013530536,0.000090519614,0.4812749,0.0026388937,0.00016829703,0.00010100097,0.0018472659,0.3468112,0.00012580835,0.001154891,0.16298094,0.0014532233],"about_ca_topic_score_codex":0.004320459,"about_ca_topic_score_gemma":0.07492439,"teacher_disagreement_score":0.49087724,"about_ca_system_score_codex":0.00023176544,"about_ca_system_score_gemma":0.0002145937,"threshold_uncertainty_score":0.9999189},"labels":[],"label_agreement":null},{"id":"W1966445761","doi":"10.2118/151980-ms","title":"Fracture Shadowing: A Direct Method for Determination of the Reach and Propagation Pattern of Hydraulic Fractures in Horizontal Wells","year":2012,"lang":"en","type":"article","venue":"SPE Hydraulic Fracturing Technology Conference","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":41,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Penn West Exploration (Canada)","funders":"","keywords":"Fracture (geology); Geology; Hydraulic fracturing; Orientation (vector space); Geotechnical engineering; Geometry; Mathematics","score_opus":0.009341841471849832,"score_gpt":0.2515845879056834,"score_spread":0.24224274643383356,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1966445761","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.74261165,0.0013489184,0.25153127,0.0017524738,0.00028068302,0.00083253527,0.000018057963,0.0002627445,0.0013616639],"genre_scores_gemma":[0.9935228,0.000095077055,0.0060617314,0.00008069876,0.000078822166,0.00008240839,0.000011426359,0.00004440258,0.000022614411],"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99822974,0.00008564319,0.000598101,0.00033668632,0.0002643174,0.00048550818],"domain_scores_gemma":[0.9987038,0.00025827778,0.00028945872,0.00058825815,0.00008811404,0.00007208917],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0005161988,0.00033427338,0.00060566113,0.0005602847,0.00008318661,0.000020902433,0.00048364533,0.00053423137,0.00003496287],"category_scores_gemma":[0.00026595494,0.0002541939,0.00015069166,0.00048348153,0.00018540648,0.0002643006,0.00012882416,0.0006049477,0.0000018562915],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00012935115,0.00057253544,0.06768266,0.0023992297,0.00054417993,0.000010797305,0.0086352695,0.06356457,0.09203752,0.00031074282,0.00038143265,0.7637317],"study_design_scores_gemma":[0.00078705815,0.00010010139,0.058361188,0.00044049515,0.00016096621,0.000027427655,0.00031653975,0.13963287,0.7930523,0.0019650226,0.004667457,0.00048858754],"about_ca_topic_score_codex":0.00037116336,"about_ca_topic_score_gemma":0.00017514397,"teacher_disagreement_score":0.76324314,"about_ca_system_score_codex":0.00008227319,"about_ca_system_score_gemma":0.00003519896,"threshold_uncertainty_score":0.999991},"labels":[],"label_agreement":null},{"id":"W1966554932","doi":"10.1144/gsl.sp.2007.270.01.09","title":"Study of fracture-induced anisotropy from discrete fracture network simulation of well test responses","year":2007,"lang":"en","type":"article","venue":"Geological Society London Special Publications","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Golder Associates (Canada)","funders":"","keywords":"Fracture (geology); Anisotropy; Materials science; Test (biology); Geology; Composite material; Physics; Optics","score_opus":0.017186944189058428,"score_gpt":0.2706520876797948,"score_spread":0.2534651434907364,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1966554932","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8979674,0.00016656102,0.09713799,0.0008208148,0.00015193771,0.0004195345,0.000035650795,0.00024800323,0.0030521178],"genre_scores_gemma":[0.99654365,0.000049518683,0.0013132986,0.00015466107,0.0016153128,0.000013909519,0.00011740652,0.000022144897,0.00017008171],"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","domain_scores_codex":[0.9980373,0.00007870515,0.00071678567,0.00033259077,0.00044327258,0.0003913418],"domain_scores_gemma":[0.9972877,0.0015541331,0.0002362164,0.00055071537,0.00022132647,0.00014991962],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00046875697,0.00023690854,0.00047407247,0.000075753036,0.00020385721,0.00003763344,0.00038696892,0.00038404428,0.0009832353],"category_scores_gemma":[0.00041518232,0.00018917739,0.00033425706,0.0008851349,0.00010960142,0.00016607683,0.000081618535,0.00047952874,0.000019683059],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000041036583,0.00040225798,0.038075503,0.000008387072,0.00021314016,0.0000014964829,0.00090007304,0.95433325,0.00040040677,0.000028161132,0.0053113317,0.0002849669],"study_design_scores_gemma":[0.0010407127,0.00033195954,0.8921604,0.000016479435,0.00021155934,6.6702876e-7,0.0015339484,0.043910466,0.0016743273,0.0011047226,0.057615303,0.00039946803],"about_ca_topic_score_codex":0.0003377018,"about_ca_topic_score_gemma":0.00025375801,"teacher_disagreement_score":0.9104228,"about_ca_system_score_codex":0.000074329844,"about_ca_system_score_gemma":0.000026479524,"threshold_uncertainty_score":0.99993},"labels":[],"label_agreement":null},{"id":"W1966563708","doi":"10.2118/162830-ms","title":"New Advances in Production Data Analysis of Hydraulically Fractured Tight Reservoirs","year":2012,"lang":"en","type":"article","venue":"SPE Canadian Unconventional Resources Conference","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":11,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Geology; Permeability (electromagnetism); Oil shale; Tight gas; Tight oil; Porosity; Geotechnical engineering; Hydraulic fracturing; Flow (mathematics); Matrix (chemical analysis); Petroleum engineering; Fracture (geology); Mechanics; Materials science","score_opus":0.020779553698950237,"score_gpt":0.24870023988436815,"score_spread":0.22792068618541791,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1966563708","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.80922925,0.036585264,0.034699563,0.006518218,0.002121596,0.00083661836,0.0008189468,0.00035337443,0.108837135],"genre_scores_gemma":[0.99696386,0.00040158702,0.00090933684,0.000037999936,0.00022165134,0.000005355931,0.00048108364,0.000018237064,0.00096086925],"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","domain_scores_codex":[0.9982685,0.000061366496,0.00043580783,0.00033970218,0.0004016959,0.0004929417],"domain_scores_gemma":[0.9984277,0.00008242813,0.00008736856,0.00075532845,0.00008116397,0.0005660201],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00041925948,0.00019182832,0.00038884423,0.001106935,0.00005716773,0.000037378402,0.00065785734,0.00012977862,0.0018521184],"category_scores_gemma":[0.00027769784,0.00018491925,0.00013156793,0.0014943201,0.00006925474,0.0005773995,0.000056028584,0.00026770125,0.000032896598],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000038979462,0.00006804135,0.08476905,0.00014977655,0.0016227028,0.00002074428,0.0016270152,0.8815365,0.000329259,0.0007442205,0.0072140056,0.021879716],"study_design_scores_gemma":[0.00037126377,0.00002379977,0.24171756,0.00020822024,0.0007792169,0.00000544429,0.00029603107,0.11622537,0.00070185406,0.00089905504,0.63813853,0.0006336276],"about_ca_topic_score_codex":0.032664377,"about_ca_topic_score_gemma":0.49048868,"teacher_disagreement_score":0.7653111,"about_ca_system_score_codex":0.0001727899,"about_ca_system_score_gemma":0.00023232432,"threshold_uncertainty_score":0.99906033},"labels":[],"label_agreement":null},{"id":"W1966660974","doi":"10.2118/84297-ms","title":"Measurement of the Two-Phase Gas Slippage Phenomenon and Its Effect on Gas Relative Permeability in Tight Gas Sands","year":2003,"lang":"en","type":"article","venue":"SPE Annual Technical Conference and Exhibition","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":59,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Slippage; Overburden; Tight gas; Relative permeability; Natural gas field; Permeability (electromagnetism); Gas phase; Geology; Petroleum engineering; Gas pressure; Natural gas; Geotechnical engineering; Chemistry; Materials science; Thermodynamics; Hydraulic fracturing; Composite material; Physics","score_opus":0.01649950518119189,"score_gpt":0.2566793873098172,"score_spread":0.24017988212862532,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1966660974","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9897357,0.00033331246,0.00059479877,0.00023691003,0.000034696037,0.0002670276,0.000013991285,0.000052886044,0.008730673],"genre_scores_gemma":[0.9997107,0.00018053887,0.000022153714,0.000017653798,0.000018958379,0.000019738623,0.000004204839,0.000009823332,0.000016264003],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99885565,0.00016408843,0.00025925474,0.0002449227,0.0002750528,0.00020102737],"domain_scores_gemma":[0.99953604,0.00006837778,0.000041985928,0.00020292308,0.00007542421,0.00007524319],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007001916,0.00016946596,0.00027102572,0.00008341803,0.000068872956,0.000019253457,0.0000743861,0.0001104998,0.00005063224],"category_scores_gemma":[0.0002049755,0.00011495373,0.00006727488,0.00020082702,0.000092365015,0.00012913047,0.000027937023,0.00033247043,0.0000037279772],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0015430623,0.0027973677,0.013786428,0.0031201283,0.00064620737,0.000104666055,0.008934103,0.03457186,0.81121826,0.030667033,0.0015376394,0.09107325],"study_design_scores_gemma":[0.012078142,0.0050260094,0.034908686,0.0031748533,0.00048466257,0.000051902098,0.0009630775,0.03766186,0.87132096,0.02974197,0.0028063331,0.0017815237],"about_ca_topic_score_codex":0.000024944502,"about_ca_topic_score_gemma":0.00010358138,"teacher_disagreement_score":0.08929173,"about_ca_system_score_codex":0.00008127893,"about_ca_system_score_gemma":0.000019373767,"threshold_uncertainty_score":0.4687677},"labels":[],"label_agreement":null},{"id":"W1966814276","doi":"10.2118/167761-ms","title":"Fractured Reservoir Modeling: Effects of Hydraulic Fracture Geometries in Tight Oil Reservoirs","year":2014,"lang":"en","type":"article","venue":"SPE/EAGE European Unconventional Resources Conference and Exhibition","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Calgary","funders":"Natural Sciences and Engineering Research Council of Canada; University of Calgary","keywords":"Tight oil; Petroleum engineering; Fracture (geology); Geology; Hydraulic fracturing; Permeability (electromagnetism); Reservoir simulation; Tight gas; Geotechnical engineering; Geometry; Oil shale; Mathematics","score_opus":0.009568310680278797,"score_gpt":0.20288218566521365,"score_spread":0.19331387498493485,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1966814276","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.95676,0.0016154312,0.016017342,0.0004120211,0.00014091414,0.00009862769,0.00000923412,0.00014910173,0.024797319],"genre_scores_gemma":[0.99785846,0.0005934103,0.00016975754,0.00014366033,0.00023615187,0.000009211229,0.000118338045,0.000052336432,0.00081865914],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.997795,0.00029894864,0.00059934467,0.00042609766,0.0005011999,0.00037940187],"domain_scores_gemma":[0.9989361,0.00025441384,0.00012974684,0.0003834585,0.00012336452,0.0001728907],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0007318541,0.00032259256,0.0004551934,0.00058206456,0.00012353151,0.000110094916,0.0002955746,0.00015503408,0.00018282658],"category_scores_gemma":[0.0003329131,0.00028953163,0.00017633238,0.00046213315,0.00013736912,0.0002812195,0.00009804689,0.00050423335,0.00004825239],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00013480717,0.00016508703,0.0014637742,0.0018484314,0.00020350778,0.00011457173,0.002972089,0.97707665,0.005065454,0.0003597187,0.0013344268,0.009261458],"study_design_scores_gemma":[0.0042779665,0.00044379564,0.033369724,0.0033501296,0.00023068624,0.000025134175,0.0006289562,0.8142941,0.019809974,0.008235414,0.11376487,0.001569254],"about_ca_topic_score_codex":0.00018513804,"about_ca_topic_score_gemma":0.0001308375,"teacher_disagreement_score":0.16278258,"about_ca_system_score_codex":0.000043061475,"about_ca_system_score_gemma":0.000017950637,"threshold_uncertainty_score":0.99995565},"labels":[],"label_agreement":null},{"id":"W1967023167","doi":"10.2118/59779-ms","title":"Practical Technique to Identify Infill Potential in Low-Permeability Gas Reservoirs Applied to the Milk River Formation in Canada","year":2000,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":18,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Infill; Drilling; Acre; Geology; Fossil fuel; Permeability (electromagnetism); Structural basin; Petroleum engineering; Environmental science; Geomorphology; Engineering; Civil engineering","score_opus":0.0071588763966152335,"score_gpt":0.23940837283813257,"score_spread":0.23224949644151735,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1967023167","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.96179897,0.0000057994994,0.026827747,0.0039757933,0.000055027835,0.00063072145,0.0000052801724,0.00007571798,0.006624975],"genre_scores_gemma":[0.997799,0.000014392386,0.0015213784,0.00033734916,0.000036610945,0.00015923868,0.0000075839125,0.00001521997,0.000109260276],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99866664,0.00006146829,0.00038344556,0.00020734943,0.00032350598,0.00035758887],"domain_scores_gemma":[0.99936455,0.000060899398,0.000013815894,0.00040210906,0.000024015097,0.00013462748],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003971786,0.00014400925,0.00019083792,0.0001617547,0.000048322487,0.00003751391,0.00023557553,0.00008252778,0.00054716755],"category_scores_gemma":[0.00006692636,0.00010777618,0.000042589298,0.0006201933,0.0000147165,0.00020198766,0.00004961896,0.00033825886,0.00010507043],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000029029628,0.000019690671,0.00021045207,0.000034754878,0.000009758835,0.000024966135,0.0003956537,0.99125063,0.000683265,0.0000042298257,0.0052159703,0.002121589],"study_design_scores_gemma":[0.0010548659,0.0000477658,0.1317774,0.00018967236,0.00004688683,0.000044530934,0.0015237661,0.7739763,0.053176366,0.0004528029,0.036542304,0.0011673282],"about_ca_topic_score_codex":0.6254838,"about_ca_topic_score_gemma":0.9309249,"teacher_disagreement_score":0.3054411,"about_ca_system_score_codex":0.0007153315,"about_ca_system_score_gemma":0.000090577276,"threshold_uncertainty_score":0.59911007},"labels":[],"label_agreement":null},{"id":"W1967271951","doi":"10.2118/90265-ms","title":"A New Coupled Fluid Flow/Stress Model for Porous Media Behavior: Numerical Modeling and Experimental Investigation","year":2004,"lang":"en","type":"article","venue":"SPE Annual Technical Conference and Exhibition","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Dalhousie University","funders":"","keywords":"Permeability (electromagnetism); Porous medium; Porosity; Darcy's law; Fluid dynamics; Flow (mathematics); Mechanics; Petroleum engineering; Geotechnical engineering; Process (computing); Computer science; Geology; Physics; Chemistry","score_opus":0.023038452698888903,"score_gpt":0.25635859316417176,"score_spread":0.23332014046528285,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1967271951","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.45662978,0.00022979038,0.5425378,0.00017603801,0.000026032938,0.00014681231,0.0000329361,0.00018088664,0.000039916533],"genre_scores_gemma":[0.98654526,0.00010497148,0.012989542,0.00004344868,0.00009248896,0.00005827696,0.00013357183,0.00002058674,0.000011844692],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.999136,0.0000069900602,0.00023279473,0.0002525504,0.00015800117,0.00021371395],"domain_scores_gemma":[0.9995847,0.000018228493,0.00002080773,0.00011863236,0.00005307426,0.00020459435],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00007256702,0.00016864628,0.00021211809,0.00007126438,0.00009024289,0.000059228125,0.000066389184,0.00016988932,0.000011768328],"category_scores_gemma":[0.00002395987,0.00015818993,0.000050841678,0.0000795945,0.00005192215,0.0002500485,0.000033755645,0.0001564627,0.0000023439575],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00003667082,0.00004604494,0.000029555838,0.00004415044,0.000017779683,0.000005969164,0.0017426544,0.9669558,0.028385166,0.00046198542,0.00017787293,0.0020963408],"study_design_scores_gemma":[0.00060962624,0.00007195919,0.000049785023,0.00006806742,0.000049558752,0.000012047533,0.0002689426,0.9819356,0.012054647,0.004663953,0.0000057245607,0.00021006794],"about_ca_topic_score_codex":0.00016984875,"about_ca_topic_score_gemma":0.000069846814,"teacher_disagreement_score":0.52991545,"about_ca_system_score_codex":0.000051864616,"about_ca_system_score_gemma":0.00004222944,"threshold_uncertainty_score":0.64507985},"labels":[],"label_agreement":null},{"id":"W1967286793","doi":"10.2118/154332-ms","title":"Application of Silicate Scale Inhibitors for ASP Flooded Oilfields: A Novel Approach to Testing and Delivery","year":2012,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":18,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Silicate; Scaling; Brine; Chemical engineering; Chemistry; Polymerization; Petroleum engineering; Materials science; Polymer; Mineralogy; Geology; Organic chemistry; Engineering; Mathematics","score_opus":0.01733015446049614,"score_gpt":0.2137126302509139,"score_spread":0.19638247579041773,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1967286793","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.43382075,0.00012043056,0.5593554,0.000036255547,0.000027443004,0.00019576258,0.00000379969,0.0001064742,0.0063337027],"genre_scores_gemma":[0.94050103,0.0000034320508,0.059194993,0.000027542168,0.00010685412,0.00008003463,0.0000048476195,0.000014862173,0.00006637022],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9994533,0.0000035602243,0.00017445556,0.0001136305,0.000074341624,0.0001807036],"domain_scores_gemma":[0.9995851,0.00010192653,0.000021215432,0.00014940195,0.000039981867,0.000102364764],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000158439,0.00008612091,0.00014105006,0.00007572795,0.000034001983,0.000009577187,0.000066327906,0.00006601805,0.0000013046536],"category_scores_gemma":[0.00005414655,0.0000731262,0.00004015175,0.00018430545,0.000011830427,0.00007935649,0.000026911908,0.000054122804,0.0000031264708],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000017355436,0.000319101,0.011071935,0.00079013634,0.00018155044,3.760033e-8,0.0013308893,0.6382739,0.28881082,0.00009413695,0.0011197287,0.057990402],"study_design_scores_gemma":[0.00029885906,0.00002381205,0.003709391,0.000020871154,0.00007091881,0.0000029180494,0.00020750893,0.8733023,0.12075665,0.000024896002,0.0013670907,0.00021480036],"about_ca_topic_score_codex":0.00017544745,"about_ca_topic_score_gemma":0.000008219659,"teacher_disagreement_score":0.5066803,"about_ca_system_score_codex":0.000012457831,"about_ca_system_score_gemma":0.0000034594837,"threshold_uncertainty_score":0.29819998},"labels":[],"label_agreement":null},{"id":"W1967395626","doi":"10.2118/99428-ms","title":"A New Approach to Hydraulic Fracturing Modeling—Fully Coupled with Geomechanical and Reservoir Simulation","year":2006,"lang":"en","type":"article","venue":"All Days","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":16,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Geomechanics; Hydraulic fracturing; Poromechanics; Geology; Petroleum engineering; Fracture (geology); Fluid dynamics; Geotechnical engineering; Reservoir simulation; Permeability (electromagnetism); Porous medium; Mechanics; Porosity","score_opus":0.013776599660146972,"score_gpt":0.2227447902946537,"score_spread":0.20896819063450672,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1967395626","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.3693056,0.00013960456,0.626287,0.00016616065,0.000024869772,0.00014055168,0.0000013956468,0.00024575103,0.0036890877],"genre_scores_gemma":[0.98957026,0.000013971838,0.009601377,0.00010722935,0.0002232016,0.000015273505,0.00003760388,0.000054407235,0.00037668497],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99874395,0.000017204979,0.00024652574,0.00034623122,0.0002856802,0.00036039608],"domain_scores_gemma":[0.9993119,0.000056855217,0.000023948816,0.00035761014,0.00003383657,0.00021584457],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00015380672,0.00022284884,0.00026143368,0.00015258206,0.00008114649,0.00009453894,0.00016947425,0.00012554064,0.00002674975],"category_scores_gemma":[0.000021622522,0.00018438327,0.000054773,0.000236981,0.000009717762,0.00015303744,0.000055025394,0.00022986611,0.000038406528],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000023200657,0.000020655665,0.00003460121,0.00003509446,0.0000706828,0.0000061054275,0.0001461441,0.9985114,0.00025893215,0.000023620043,0.0004894707,0.00038014812],"study_design_scores_gemma":[0.00039714412,0.000028175275,0.00021582613,0.000024740586,0.00006328856,0.0000061913456,0.000023075985,0.9951304,0.0002321208,0.00028811285,0.0033283615,0.00026253628],"about_ca_topic_score_codex":0.0014983516,"about_ca_topic_score_gemma":0.00020658672,"teacher_disagreement_score":0.62026465,"about_ca_system_score_codex":0.000056077213,"about_ca_system_score_gemma":0.00001717645,"threshold_uncertainty_score":0.75189316},"labels":[],"label_agreement":null},{"id":"W1967498048","doi":"10.2118/157950-pa","title":"Validation of Predicted Cumulative Sand and Sand Rate Against Physical-Model Test","year":2012,"lang":"en","type":"article","venue":"Journal of Canadian Petroleum Technology","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":18,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Perforation; Geotechnical engineering; Flow (mathematics); Mechanics; Deformation (meteorology); Geology; Computer simulation; Coupling (piping); Production rate; Volumetric flow rate; Materials science; Engineering; Composite material; Physics","score_opus":0.007214538066040184,"score_gpt":0.21142134533956689,"score_spread":0.2042068072735267,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1967498048","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9952896,0.0005490594,0.0013568916,0.0006026263,0.00007211335,0.000028479308,0.00002706323,0.00003203065,0.0020420854],"genre_scores_gemma":[0.99926984,0.00022854455,0.00030138134,0.00002021538,0.00010518935,0.0000014203363,0.0000032816574,0.000017370781,0.00005275933],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99922353,0.000017419747,0.00029750864,0.00006537532,0.000116043106,0.00028014643],"domain_scores_gemma":[0.99931055,0.000064059685,0.0001469157,0.00013572644,0.000097336815,0.00024538513],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00019450866,0.00011825975,0.00031933922,0.001590581,0.00004363085,0.000010867499,0.00012989539,0.00015115838,0.0000070000888],"category_scores_gemma":[0.00016194918,0.000102000435,0.00006695967,0.0004602884,0.000088459215,0.00017369825,0.000012632892,0.00032476545,0.0000013943046],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000011638425,0.000057165624,0.01610172,0.00006891971,0.00037687228,0.00002048759,0.0005823918,0.92668176,0.051677905,0.000054289576,0.0017213536,0.0026454828],"study_design_scores_gemma":[0.0015003602,0.0002640106,0.010252154,0.00018020281,0.00035829138,0.00010671987,0.00029201293,0.75664914,0.22065797,0.00093395665,0.008391912,0.00041326226],"about_ca_topic_score_codex":0.00040652082,"about_ca_topic_score_gemma":0.0005716806,"teacher_disagreement_score":0.17003262,"about_ca_system_score_codex":0.0001014683,"about_ca_system_score_gemma":0.00007790787,"threshold_uncertainty_score":0.41594568},"labels":[],"label_agreement":null},{"id":"W1967761474","doi":"10.2118/110333-ms","title":"Microseismic Monitoring of a Restimulation Treatment to a Permian Basin San Andres Dolomite Horizontal Well","year":2007,"lang":"en","type":"article","venue":"SPE Annual Technical Conference and Exhibition","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Microseism; Geology; Seismology; Azimuth; Dolomite; Hydraulic fracturing; Fracture (geology); Petroleum engineering; Geotechnical engineering; Mineralogy","score_opus":0.015282969312611673,"score_gpt":0.26622175989508245,"score_spread":0.25093879058247076,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1967761474","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9833515,0.00011141707,0.0145492405,0.00013515314,0.00005568209,0.00014923984,0.000022208184,0.00014231166,0.0014831935],"genre_scores_gemma":[0.9982936,0.00013947571,0.0013390433,0.000014382921,0.000119050914,0.0000067093197,0.000020673446,0.000013160115,0.000053937638],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9991894,0.00001466421,0.0002554212,0.0001921861,0.00012801765,0.00022030737],"domain_scores_gemma":[0.99957126,0.00004227763,0.00002858865,0.00014901329,0.00005649197,0.00015235234],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00015433769,0.00014423089,0.00021729758,0.00016522042,0.00006265052,0.000028103048,0.000060655617,0.00012738077,0.000027293181],"category_scores_gemma":[0.000023374818,0.0001257171,0.00006843725,0.00016862438,0.00004517057,0.00012201229,0.000022646465,0.00010959287,0.0000121958465],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00066721876,0.0003257193,0.024181183,0.00024761233,0.0001721519,0.000096543765,0.0038176333,0.03174881,0.79414207,0.00025472735,0.0013527115,0.1429936],"study_design_scores_gemma":[0.0017059856,0.0023578356,0.23783875,0.00069774204,0.00018669388,0.000052894007,0.0022884943,0.008265372,0.7362955,0.0008230753,0.008579241,0.0009083937],"about_ca_topic_score_codex":0.000292332,"about_ca_topic_score_gemma":0.00018675622,"teacher_disagreement_score":0.21365756,"about_ca_system_score_codex":0.00007993873,"about_ca_system_score_gemma":0.000013983848,"threshold_uncertainty_score":0.51265943},"labels":[],"label_agreement":null},{"id":"W1967812968","doi":"10.2118/169572-ms","title":"Multi-stage Hydraulic Fracturing Design In Horizontal Wells With The Use Of Drill Cuttings","year":2014,"lang":"en","type":"article","venue":"All Days","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Calgary","funders":"Alberta Innovates; University of Calgary","keywords":"Hydraulic fracturing; Drill cuttings; Geology; Stage (stratigraphy); Petrophysics; Geotechnical engineering; Petroleum engineering; Permeability (electromagnetism); Drill; Porosity; Drilling; Engineering","score_opus":0.033921788819225675,"score_gpt":0.22904561977385401,"score_spread":0.19512383095462835,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1967812968","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7789809,0.00014906857,0.21928598,0.00037466915,0.00007074892,0.00023461222,0.0000036896759,0.00017634028,0.0007239593],"genre_scores_gemma":[0.9927139,0.000044969485,0.006702233,0.0001808291,0.000051459607,0.000012087288,0.0000055031137,0.000043948978,0.00024501942],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9989626,0.00008685545,0.00023471784,0.00019588941,0.00020124714,0.00031872778],"domain_scores_gemma":[0.9991196,0.0003200698,0.00006164218,0.00040862194,0.00002029255,0.00006976654],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00031246248,0.00019239959,0.00025940168,0.00011936462,0.00004702431,0.000044396867,0.00025478736,0.00008640744,0.000028802635],"category_scores_gemma":[0.000053828822,0.00012320571,0.00007724276,0.00019056219,0.000052448682,0.00017973964,0.00003756457,0.00029121892,0.000026395272],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000010758939,0.00002593709,0.0009606909,0.000038206268,0.00009673179,0.000010694214,0.0008902787,0.993426,0.0029302598,0.0000032303024,0.0007375562,0.00086964935],"study_design_scores_gemma":[0.00062976376,0.0000794065,0.0074666445,0.00008261346,0.000064821994,0.0000044794156,0.000108414504,0.8627268,0.029898684,0.000005867759,0.09862799,0.00030448707],"about_ca_topic_score_codex":0.0009839439,"about_ca_topic_score_gemma":0.00039989574,"teacher_disagreement_score":0.21373303,"about_ca_system_score_codex":0.000038534807,"about_ca_system_score_gemma":0.000008257311,"threshold_uncertainty_score":0.5024183},"labels":[],"label_agreement":null},{"id":"W1967894751","doi":"10.2118/73002-pa","title":"A New Two-Dimensional Model for Acid-Fracturing Design","year":2001,"lang":"en","type":"article","venue":"SPE Production & Facilities","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":35,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Fracture (geology); Discretization; Dolomite; Field (mathematics); Dispersion (optics); Petroleum engineering; Transient (computer programming); Mechanics; Thermal conductivity; Geology; Materials science; Mathematics; Mineralogy; Geotechnical engineering; Computer science; Physics; Mathematical analysis; Composite material","score_opus":0.030505322780579127,"score_gpt":0.23866416582784206,"score_spread":0.20815884304726293,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1967894751","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"methods","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.04592288,0.000871043,0.94987625,0.0010956147,0.0005850166,0.00027474097,0.000012080937,0.00057816104,0.00078418746],"genre_scores_gemma":[0.8822164,0.000076683544,0.067689575,0.00003118841,0.0007164176,0.000051597344,0.000020159876,0.00003646765,0.049161535],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.998934,0.000017311197,0.00022742011,0.00029378856,0.00020588595,0.0003216225],"domain_scores_gemma":[0.9994781,0.00003061559,0.000025119301,0.00029303867,0.00006777407,0.00010536586],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002009303,0.00019419272,0.00019855893,0.00014511657,0.00014497379,0.00004739573,0.00011042432,0.00006436689,0.00016534992],"category_scores_gemma":[0.00006739788,0.00017920184,0.00012550176,0.00013214137,0.000028798486,0.00025661924,0.000019443647,0.00014855604,0.00006795079],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00003566225,0.000009113732,0.000007506962,0.00005079926,0.00007309565,0.0000011078198,0.0006801718,0.9784121,0.0045184707,0.000009157734,0.008370637,0.007832211],"study_design_scores_gemma":[0.00028461314,0.000019135616,0.000008862637,0.000020217723,0.00003794168,0.00002229853,0.00013930157,0.8918491,0.078617975,0.002425786,0.026308127,0.00026664772],"about_ca_topic_score_codex":0.000095020514,"about_ca_topic_score_gemma":0.000037684873,"teacher_disagreement_score":0.8821867,"about_ca_system_score_codex":0.00008509845,"about_ca_system_score_gemma":0.00004788611,"threshold_uncertainty_score":0.7307639},"labels":[],"label_agreement":null},{"id":"W1967945726","doi":"10.2118/0313-0128-jpt","title":"Identification and Prediction of Wells Susceptible to Sulfide Stress Cracking","year":2013,"lang":"en","type":"article","venue":"Journal of Petroleum Technology","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Casing; Petroleum engineering; Asphalt; Hydrogen sulfide; Cracking; Steam injection; Geology; Environmental science; Forensic engineering; Sulfur; Engineering; Materials science; Metallurgy; Composite material","score_opus":0.00411440626495409,"score_gpt":0.20070498947038873,"score_spread":0.19659058320543463,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1967945726","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9789606,0.0004153455,0.019164791,0.001064644,0.00016215083,0.0000369734,0.0000036134934,0.00005811062,0.00013377942],"genre_scores_gemma":[0.99905795,0.00016343885,0.0005697488,0.0000068286977,0.00006527228,0.0000033141253,6.94625e-7,0.000011539893,0.00012123203],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9992153,0.000011738838,0.00042583642,0.000074401134,0.00014014676,0.00013259296],"domain_scores_gemma":[0.99947494,0.000023533235,0.00015097148,0.00015747393,0.00013622723,0.000056847744],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00016435269,0.000076691824,0.00021531274,0.00076938845,0.000023198245,0.000022070846,0.0001623306,0.000121448786,0.000042845386],"category_scores_gemma":[0.000070536735,0.00006602645,0.0000518469,0.00025852467,0.000037857277,0.00015476029,0.000027429713,0.00022122172,0.000013175606],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000066771427,0.00004150637,0.023036778,0.00011143068,0.00019191508,0.000006749032,0.0001447999,0.38004628,0.5852431,0.000023303619,0.002336357,0.008811075],"study_design_scores_gemma":[0.0008554755,0.0006018664,0.0687929,0.00035554165,0.00020919912,0.0001797753,0.0017332154,0.08161038,0.83842444,0.0015417209,0.005424905,0.00027057194],"about_ca_topic_score_codex":0.00002507665,"about_ca_topic_score_gemma":0.000010279171,"teacher_disagreement_score":0.2984359,"about_ca_system_score_codex":0.000040237286,"about_ca_system_score_gemma":0.000007859855,"threshold_uncertainty_score":0.26924804},"labels":[],"label_agreement":null},{"id":"W1968038271","doi":"10.1007/s00254-007-1137-4","title":"Detailed hydraulic head profiles as essential data for defining hydrogeologic units in layered fractured sedimentary rock","year":2007,"lang":"en","type":"article","venue":"Environmental Geology","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":83,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Guelph; University of Waterloo","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Geology; Hydrogeology; Borehole; Dolostone; Head (geology); Hydraulic head; Sedimentary rock; Well logging; Siltstone; Bedrock; Petrology; Geomorphology; Geotechnical engineering; Geochemistry; Geophysics; Facies","score_opus":0.012734385972683667,"score_gpt":0.24065372414380287,"score_spread":0.2279193381711192,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1968038271","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.98681694,0.0018593579,0.009296368,0.00024016327,0.00028510529,0.00039346976,0.00007427583,0.00015850719,0.0008758392],"genre_scores_gemma":[0.9959158,0.00012224598,0.0009355837,0.0003718891,0.00014594934,0.000043279546,0.0021818727,0.00005181059,0.00023156905],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9979662,0.000063994106,0.0004837503,0.0005482337,0.00019565968,0.0007421728],"domain_scores_gemma":[0.9988816,0.000229764,0.00007504253,0.000664395,0.0000039929287,0.00014522762],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00040930437,0.0003207894,0.00041745175,0.00023101518,0.00011573175,0.000013689737,0.0005514967,0.00030965073,0.0006574662],"category_scores_gemma":[0.000057914258,0.00031122405,0.0000770942,0.00020008496,0.00009250908,0.00017439517,0.0003007194,0.00038518236,0.00026820245],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0002651812,0.00029352412,0.1001029,0.00007792223,0.00052144955,0.0003164176,0.0007292816,0.8772915,0.015491484,0.000024088082,0.0018208692,0.0030653765],"study_design_scores_gemma":[0.008723922,0.0007119621,0.17381087,0.00009640862,0.00042284824,0.0002984778,0.002069493,0.54887086,0.12883629,0.0010312403,0.13268986,0.0024377638],"about_ca_topic_score_codex":0.0002639168,"about_ca_topic_score_gemma":0.0008046216,"teacher_disagreement_score":0.32842064,"about_ca_system_score_codex":0.00013211223,"about_ca_system_score_gemma":0.000017225948,"threshold_uncertainty_score":0.99993396},"labels":[],"label_agreement":null},{"id":"W1968280852","doi":"10.2523/iptc-13164-ms","title":"Three Dimensional Numerical Analysis of Fluid Flow through Fractured Rock Core Using X-Ray Computed Tomography","year":2009,"lang":"en","type":"article","venue":"International Petroleum Technology Conference","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Petro-Canada","funders":"","keywords":"Fracture (geology); Aperture (computer memory); Materials science; Calibration; Flow (mathematics); Tomography; Calibration curve; Fluid dynamics; Mechanics; Geology; Composite material; Optics; Mathematics; Physics; Acoustics","score_opus":0.014789223745990832,"score_gpt":0.2493915039079505,"score_spread":0.23460228016195966,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1968280852","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.37774137,0.00030459833,0.6201732,0.0007096254,0.00022157661,0.0000420507,0.000040518855,0.00035826425,0.00040879744],"genre_scores_gemma":[0.98340046,0.000015800848,0.01628542,0.00009890263,0.000054650634,0.0000046202963,0.00011029965,0.000014932305,0.000014889381],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99839747,0.000012439879,0.0004856109,0.00035777886,0.0004514022,0.00029527614],"domain_scores_gemma":[0.99904966,0.00006417703,0.00013086858,0.0004179216,0.0002763752,0.000061005332],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00007405084,0.00026563715,0.0005750972,0.0013707582,0.00007000026,0.000029687908,0.0006931511,0.00030825258,0.00029794476],"category_scores_gemma":[0.000049301205,0.0002450444,0.0003328334,0.0014804555,0.00009283965,0.00013508057,0.000077326054,0.00042331035,0.000011514297],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000020168482,0.00008003579,0.004837413,0.0000048383345,0.0021202583,0.000019072211,0.000036310226,0.9821214,0.008865975,0.0004919663,0.00016649356,0.0012360343],"study_design_scores_gemma":[0.00028469606,0.000050413597,0.015654838,0.000036657977,0.00039727121,0.000007913829,0.000013688169,0.977451,0.0031805204,0.0020549772,0.0006395021,0.00022850509],"about_ca_topic_score_codex":0.00007225841,"about_ca_topic_score_gemma":0.00004303551,"teacher_disagreement_score":0.6056591,"about_ca_system_score_codex":0.00007996775,"about_ca_system_score_gemma":0.00003333114,"threshold_uncertainty_score":0.999262},"labels":[],"label_agreement":null},{"id":"W1968372095","doi":"10.2118/96732-ms","title":"Packerless Multistage Fracture-Stimulation Method Using CT Perforating and Annular Path Pumping","year":2005,"lang":"en","type":"article","venue":"SPE Annual Technical Conference and Exhibition","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":24,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Petroleum engineering; Well stimulation; Casing; Completion (oil and gas wells); Hydraulic fracturing; Wellbore; Fracture (geology); Stimulation; Petroleum; Permeability (electromagnetism); Slurry; Geology; Engineering; Geotechnical engineering; Medicine; Environmental engineering; Chemistry","score_opus":0.017946544034218217,"score_gpt":0.28303941112411657,"score_spread":0.2650928670898984,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1968372095","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.60285324,0.000253128,0.3958539,0.0002333652,0.000021807484,0.00011557322,0.000018240056,0.00022748289,0.0004232751],"genre_scores_gemma":[0.9805026,0.00017232254,0.01899016,0.00009115974,0.00015584884,0.0000056766016,0.00004173924,0.000021241918,0.00001921987],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9989746,0.000047976675,0.00027516237,0.00028144344,0.00017007673,0.00025070203],"domain_scores_gemma":[0.99954814,0.00006206145,0.000050183156,0.0001538704,0.00007138349,0.0001143932],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00030276025,0.00019379433,0.0002497204,0.00010693686,0.00018525447,0.00011275403,0.00006092186,0.00012695741,0.00004388281],"category_scores_gemma":[0.000050606697,0.00017584776,0.000051468418,0.00013341905,0.00005554968,0.00048419982,0.000043520387,0.00032400028,0.000004630707],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000030856663,0.00007149672,0.002047012,0.00033742364,0.00008326219,0.000051692332,0.0014753061,0.80742276,0.078377515,0.00040367854,0.00028181038,0.10941719],"study_design_scores_gemma":[0.00026016415,0.000038174912,0.0030203825,0.0001649888,0.000058531652,0.000043914457,0.00039833703,0.981381,0.012147032,0.00044040446,0.0017288731,0.00031819034],"about_ca_topic_score_codex":0.000097988726,"about_ca_topic_score_gemma":0.00004541826,"teacher_disagreement_score":0.3776494,"about_ca_system_score_codex":0.00004824926,"about_ca_system_score_gemma":0.000012450349,"threshold_uncertainty_score":0.7170864},"labels":[],"label_agreement":null},{"id":"W1968432082","doi":"10.2118/106085-ms","title":"Selection of Stimulation Fluids and Treatment Design for Low-Permeability Reservoirs","year":2007,"lang":"en","type":"article","venue":"SPE Hydraulic Fracturing Technology Conference","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":7,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Hydraulic fracturing; Viscometer; Petroleum engineering; Fracturing fluid; Rheology; Viscosity; Permeability (electromagnetism); Well stimulation; Drilling fluid; Materials science; Geotechnical engineering; Geology; Mechanical engineering; Composite material; Engineering; Reservoir engineering; Chemistry; Drilling","score_opus":0.01942443192485375,"score_gpt":0.25351751289843105,"score_spread":0.2340930809735773,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1968432082","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.6070545,0.00013528159,0.3914442,0.00023482158,0.00006941114,0.0003405885,0.0000032084497,0.0004198253,0.0002981967],"genre_scores_gemma":[0.9822054,0.00014632502,0.017432718,0.000009171472,0.000057145342,0.000044669236,0.000009667108,0.000031520365,0.00006336913],"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9985955,0.000024993851,0.0004428799,0.00036929586,0.00014585753,0.00042149518],"domain_scores_gemma":[0.999046,0.0002572271,0.000087299486,0.00038931673,0.00013399827,0.00008615237],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00043971388,0.00026631044,0.00040337726,0.00050949235,0.0001249089,0.000022766017,0.00019919283,0.00039175327,0.000037857455],"category_scores_gemma":[0.00017353334,0.00024232492,0.00008681352,0.00038797737,0.00018883978,0.00012647733,0.00003766361,0.0002240421,0.000004436277],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00023680918,0.00018631369,0.006002049,0.0003239407,0.00039940365,0.000009269161,0.00057276787,0.8115132,0.07200913,0.0002879894,0.00010527587,0.108353846],"study_design_scores_gemma":[0.0006989281,0.00028059707,0.006905524,0.00006824713,0.00007780274,0.000010080687,0.00008685476,0.41852888,0.56847167,0.0032477397,0.0013493905,0.00027427525],"about_ca_topic_score_codex":0.000076646495,"about_ca_topic_score_gemma":0.00014265353,"teacher_disagreement_score":0.49646255,"about_ca_system_score_codex":0.0001889599,"about_ca_system_score_gemma":0.000040278446,"threshold_uncertainty_score":0.98817235},"labels":[],"label_agreement":null},{"id":"W1968557870","doi":"10.2118/167230-ms","title":"A Semi-analytical Model for Hydraulically Fractured Wells With Stress-Sensitive Conductivities","year":2013,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":20,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Regina","funders":"","keywords":"Hydraulic conductivity; Hydraulic fracturing; Geology; Fracture (geology); Mechanics; Discretization; Pressure drop; Geotechnical engineering; Stress (linguistics); Conductivity; Fluid dynamics; Fluid pressure; Flow (mathematics); Soil science; Chemistry; Mathematics","score_opus":0.01074811068396308,"score_gpt":0.21298904844052524,"score_spread":0.20224093775656216,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1968557870","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.18675803,0.00006904617,0.7872146,0.0012895368,0.0000480942,0.0004771515,0.000034853598,0.0005132695,0.023595458],"genre_scores_gemma":[0.9899661,0.000011744112,0.0042046597,0.0003337754,0.00009969891,0.000089821166,0.00002622543,0.000053813957,0.0052141934],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9988227,0.000015666885,0.00023004384,0.000278021,0.00023298616,0.0004205829],"domain_scores_gemma":[0.9991638,0.00017649018,0.000027485028,0.00030830095,0.00013003961,0.00019390414],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00006826115,0.00026220214,0.0003849914,0.0001066525,0.000076447606,0.000100012694,0.00013888316,0.00014805277,0.0002880803],"category_scores_gemma":[0.00003033085,0.00017565495,0.00016076305,0.000125208,0.0000701506,0.00024918484,0.000022377504,0.00022691827,0.00008261738],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00001248024,0.000030036745,0.00004396316,0.000051055984,0.0003978614,0.0000037376396,0.00035402653,0.99028194,0.00061551575,0.00007528678,0.007862093,0.00027198746],"study_design_scores_gemma":[0.0003276152,0.000037874626,0.00018607071,0.000021464357,0.000117489835,0.0000042174775,0.0002543602,0.98563915,0.012015063,0.00035208213,0.0007503962,0.00029422645],"about_ca_topic_score_codex":0.00014724927,"about_ca_topic_score_gemma":0.00010534117,"teacher_disagreement_score":0.80320805,"about_ca_system_score_codex":0.0000486098,"about_ca_system_score_gemma":0.000027073047,"threshold_uncertainty_score":0.7163001},"labels":[],"label_agreement":null},{"id":"W1968615974","doi":"10.2118/77368-ms","title":"Successful Diversion of Acid Stimulation in Water Producing Oil Wells: Case Histories, Nisku Formation, Central Alberta","year":2002,"lang":"en","type":"article","venue":"SPE Annual Technical Conference and Exhibition","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":8,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Encana (Canada)","funders":"","keywords":"Enhanced oil recovery; Oil production; Oil in place; Carbonate; Oil well; Chemistry; Environmental science; Well stimulation; Rosin; Pulp and paper industry; Petroleum engineering; Petroleum; Geology; Organic chemistry; Resin acid; Engineering","score_opus":0.012041040906858334,"score_gpt":0.20638736554178333,"score_spread":0.194346324634925,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1968615974","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9938869,0.0001428637,0.0027514098,0.0004441645,0.000063429885,0.0000738583,0.0000112841235,0.00008314861,0.0025429656],"genre_scores_gemma":[0.99934864,0.00026244982,0.000112333546,0.000012495885,0.000038590868,0.0000050088033,0.000056435812,0.000007849298,0.0001561998],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99918944,0.000023987828,0.00027934456,0.00016351628,0.0001315424,0.00021218884],"domain_scores_gemma":[0.99968284,0.000017876466,0.00003127879,0.0001399228,0.00006782823,0.00006026125],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000092930844,0.00011318373,0.00016952924,0.00012659108,0.000066671724,0.000022392987,0.000057448386,0.000114853,0.00021292265],"category_scores_gemma":[0.000033493438,0.00009103483,0.000038302587,0.0001328257,0.000046306017,0.0005033105,0.00003341237,0.00015608637,0.000010672433],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00034179233,0.0011443967,0.020689294,0.0046343384,0.00020864871,0.0011099002,0.084022135,0.49000353,0.22552216,0.000788874,0.02179337,0.14974158],"study_design_scores_gemma":[0.0029227287,0.00048732065,0.0053410875,0.00096119824,0.000244554,0.000573544,0.0043133344,0.5627762,0.40431204,0.0012142371,0.015265262,0.0015884549],"about_ca_topic_score_codex":0.0009614676,"about_ca_topic_score_gemma":0.0009910067,"teacher_disagreement_score":0.17878988,"about_ca_system_score_codex":0.00007718345,"about_ca_system_score_gemma":0.0000037201064,"threshold_uncertainty_score":0.3712293},"labels":[],"label_agreement":null},{"id":"W1968976232","doi":"10.2118/2004-181","title":"Coarse Scale Simulation in Tight Gas Reservoirs","year":2004,"lang":"en","type":"article","venue":"Canadian International Petroleum Conference","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":14,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Apache (Canada)","funders":"","keywords":"Petroleum engineering; Scale (ratio); Tight gas; Reservoir simulation; Geology; Environmental science; Computer science; Hydraulic fracturing; Physics","score_opus":0.011750943151390664,"score_gpt":0.22732640891056827,"score_spread":0.2155754657591776,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1968976232","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.93516695,0.000053567695,0.0046881204,0.0022440616,0.00045114147,0.0000505794,0.000036786503,0.00008342822,0.05722536],"genre_scores_gemma":[0.9988323,0.00004160485,0.00018555622,0.00009560003,0.000105008665,0.000012360101,0.000050981307,0.000017871913,0.00065872184],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99908084,0.000012992671,0.00021672418,0.00018440421,0.00021498375,0.00029003638],"domain_scores_gemma":[0.999432,0.000026764588,0.000021485304,0.00018423583,0.00008194906,0.00025352693],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000091586975,0.00012841092,0.0001319253,0.00050685223,0.000046468456,0.000084280684,0.00032698913,0.00009006509,0.0005155437],"category_scores_gemma":[0.000045652843,0.00013874966,0.000054483746,0.00016576092,0.00003761462,0.00018606828,0.000015357093,0.00022674572,0.00018639122],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000031301886,0.0000067053643,0.0018269384,0.000006238866,0.000022638673,0.000039202372,0.00015222789,0.9971607,0.00007508408,0.00022446824,0.00019920584,0.0002835044],"study_design_scores_gemma":[0.00046240268,0.0000094713105,0.007606178,0.000077256824,0.0000065368663,0.0000045426395,0.00007650159,0.96452534,0.0005420729,0.0010246073,0.025457237,0.00020783544],"about_ca_topic_score_codex":0.05007892,"about_ca_topic_score_gemma":0.45850098,"teacher_disagreement_score":0.40842205,"about_ca_system_score_codex":0.00072386576,"about_ca_system_score_gemma":0.0001962146,"threshold_uncertainty_score":0.9562467},"labels":[],"label_agreement":null},{"id":"W1969152485","doi":"10.2118/163816-pa","title":"Evolution of Drilling and Completions in the Slave Point To Optimize Economics","year":2014,"lang":"en","type":"article","venue":"SPE Drilling & Completion","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Penn West Exploration (Canada)","funders":"University of Pennsylvania","keywords":"Petroleum engineering; Directional drilling; Drilling; Completion (oil and gas wells); Software deployment; Geology; Permeability (electromagnetism); Point (geometry); Engineering; Mechanical engineering; Mathematics","score_opus":0.009438271760350645,"score_gpt":0.2021059246669539,"score_spread":0.19266765290660326,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1969152485","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.6097928,0.000107359556,0.38789138,0.0005196984,0.000120815595,0.00012467771,0.000005847762,0.000052036296,0.0013853478],"genre_scores_gemma":[0.9947707,0.00009078224,0.004908799,0.000049422546,0.00012664664,0.000008649791,0.000021750626,0.000015819907,0.0000073965252],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9991833,0.00006353618,0.00030613464,0.0001635348,0.000098616,0.00018487957],"domain_scores_gemma":[0.99945354,0.00017900078,0.000044961285,0.00024064006,0.000033585082,0.00004828985],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00048881274,0.00012014698,0.00023253619,0.00020204973,0.000089194014,0.00003485089,0.00013348275,0.000052998024,0.000013544814],"category_scores_gemma":[0.000059373815,0.00010231338,0.00006632236,0.00019870317,0.000036016525,0.000059331345,0.000024073128,0.00014061402,0.000014563088],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000043831064,0.000010203585,0.000699805,0.000025863295,0.000016351678,2.228103e-7,0.00054326927,0.99639183,0.0007423502,0.0010576703,0.000060296396,0.00044776627],"study_design_scores_gemma":[0.00020937421,0.000031331794,0.014782095,0.00006127378,0.00002722427,0.0000046424952,0.00021487325,0.9789191,0.00036651373,0.0016450129,0.003598754,0.00013979219],"about_ca_topic_score_codex":0.0002937471,"about_ca_topic_score_gemma":0.00027583807,"teacher_disagreement_score":0.38497788,"about_ca_system_score_codex":0.00009325619,"about_ca_system_score_gemma":0.0000053910417,"threshold_uncertainty_score":0.41722187},"labels":[],"label_agreement":null},{"id":"W1969320902","doi":"10.2118/0609-0059-jpt","title":"Maximizing Energy at Coalface for Coalbed-Methane Fracturing","year":2009,"lang":"en","type":"article","venue":"Journal of Petroleum Technology","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":7,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Canyon; Coalbed methane; Petroleum engineering; Geology; Hydraulic fracturing; Mining engineering; Coal; Natural gas; Coal mining; Drilling; Fossil fuel; Engineering; Waste management; Geomorphology","score_opus":0.004783844126872479,"score_gpt":0.21246163568480453,"score_spread":0.20767779155793206,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1969320902","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.664406,0.0076922206,0.31816524,0.0066406177,0.0006878075,0.00006315125,0.000006580209,0.00046735973,0.0018710213],"genre_scores_gemma":[0.9944932,0.0004872224,0.0041213604,0.00011509296,0.00024676256,0.0000035393032,0.000002177867,0.000030106496,0.0005005303],"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9986967,0.000015414373,0.0005313539,0.00014052133,0.00020605534,0.00040997795],"domain_scores_gemma":[0.99922025,0.00008517666,0.00022468151,0.00026660558,0.00009599501,0.00010730066],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00024677976,0.00020141932,0.0005156984,0.00082762213,0.000082177474,0.00002014417,0.00041113416,0.00030893745,0.000035902773],"category_scores_gemma":[0.00010676863,0.00017244481,0.00027509168,0.00024771853,0.000043530676,0.0001143073,0.00003584125,0.00042103842,0.0000063728157],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00011522179,0.000079539204,0.00034798874,0.00005937556,0.00047154477,0.00016845689,0.000069961825,0.87942296,0.0749678,0.00022463388,0.005719638,0.038352855],"study_design_scores_gemma":[0.0025298032,0.0009181987,0.00052206236,0.00016574784,0.0003007549,0.0011348024,0.00022469835,0.06535978,0.50520736,0.004785156,0.41823542,0.00061622483],"about_ca_topic_score_codex":0.0000050619487,"about_ca_topic_score_gemma":0.000017156688,"teacher_disagreement_score":0.8140632,"about_ca_system_score_codex":0.00020687579,"about_ca_system_score_gemma":0.000023476498,"threshold_uncertainty_score":0.7032095},"labels":[],"label_agreement":null},{"id":"W1969322100","doi":"10.2118/2005-001","title":"Pressure Transient Analysis of the Vertical Fractured Well in Three-Separate Zone With Crossflow in Boxed Reservoirs","year":2005,"lang":"en","type":"article","venue":"Canadian International Petroleum Conference","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Geology; Transient analysis; Transient (computer programming); Mechanics; Transient response; Physics; Computer science; Engineering; Electrical engineering","score_opus":0.007690456013825945,"score_gpt":0.2131971348436564,"score_spread":0.20550667882983045,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1969322100","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.987541,0.00020806317,0.002276463,0.0022710855,0.000092240276,0.00007064406,0.00006505813,0.00001702154,0.0074583823],"genre_scores_gemma":[0.99930876,0.000024718052,0.00006815091,0.00008310005,0.00003210292,0.00001717217,0.000025508225,0.000013402194,0.00042708093],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99874014,0.000035018216,0.00035605667,0.00022427925,0.00033232666,0.00031220898],"domain_scores_gemma":[0.9993638,0.0000460008,0.00003235649,0.0003063925,0.00008844007,0.0001630369],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00014694259,0.0001563897,0.00029177323,0.00069867296,0.000031645657,0.000052167503,0.00052776415,0.000103804756,0.0007510472],"category_scores_gemma":[0.000032240354,0.00011854953,0.00011833718,0.0006781408,0.00008618453,0.000115511335,0.000016988994,0.00034873045,0.000008776666],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000034522443,0.000019330315,0.042928874,0.000009414334,0.00048633476,0.000014068017,0.0003491112,0.95576763,0.000115499315,0.00007624785,0.0001064764,0.00009248891],"study_design_scores_gemma":[0.00035065314,0.0000070872316,0.24096504,0.0000461433,0.00011441026,9.2346704e-7,0.000028392184,0.74527407,0.0006312563,0.000013693283,0.012451854,0.000116472875],"about_ca_topic_score_codex":0.044094075,"about_ca_topic_score_gemma":0.9038298,"teacher_disagreement_score":0.8597358,"about_ca_system_score_codex":0.0002535589,"about_ca_system_score_gemma":0.00018122501,"threshold_uncertainty_score":0.9622714},"labels":[],"label_agreement":null},{"id":"W1969607923","doi":"10.2118/138877-ms","title":"Fracture Extent and Zonal Communication Evaluation Using Chemical Gas Tracers","year":2010,"lang":"en","type":"article","venue":"SPE Eastern Regional Meeting","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":18,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Oncolytics Biotech (Canada)","funders":"","keywords":"Wellhead; TRACER; Petroleum engineering; Geology; Siltstone; Fracture (geology); Mineralogy; Geotechnical engineering; Geomorphology","score_opus":0.020418693379420746,"score_gpt":0.26039431772550253,"score_spread":0.23997562434608177,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1969607923","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99503934,0.00082647137,0.0014634925,0.0009021902,0.00011744965,0.00009382367,9.806494e-7,0.000080804435,0.0014754146],"genre_scores_gemma":[0.99485725,0.00005248457,0.0046418337,0.0000672089,0.0002925261,0.0000065972376,0.000025783194,0.000025264795,0.000031059233],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9990104,0.000046413275,0.00020205314,0.00017726918,0.00037713037,0.00018675208],"domain_scores_gemma":[0.99945056,0.00007693052,0.000058969305,0.00024241938,0.0000727063,0.00009843915],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004347374,0.00014212608,0.00014062207,0.00007469496,0.000107064574,0.00005691936,0.00013925669,0.00012836089,0.00006909887],"category_scores_gemma":[0.00006459583,0.00013153182,0.00006736568,0.000086708744,0.00006844567,0.00011721859,0.000038187816,0.00043141533,0.000010917708],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000029788574,0.000054240056,0.006287348,0.00012761675,0.00021650249,0.0000063810894,0.001518439,0.8135242,0.14011472,0.00004175076,0.00045931878,0.037619688],"study_design_scores_gemma":[0.00027953583,0.000004366739,0.0017412545,0.000112544774,0.000076608485,0.00004409305,0.00018240514,0.9909259,0.003616843,0.00036775167,0.0024582916,0.000190411],"about_ca_topic_score_codex":0.00009260004,"about_ca_topic_score_gemma":0.000058738457,"teacher_disagreement_score":0.17740169,"about_ca_system_score_codex":0.00004777547,"about_ca_system_score_gemma":0.00001965949,"threshold_uncertainty_score":0.53637123},"labels":[],"label_agreement":null},{"id":"W1969743205","doi":"10.2118/143305-pa","title":"A Method To Implement Permeability Anisotropy Associated With Fault Damage Zones in Reservoir Simulation","year":2011,"lang":"en","type":"article","venue":"SPE Reservoir Evaluation & Engineering","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"ConocoPhillips (Canada)","funders":"ConocoPhillips; U.S. Department of Energy","keywords":"Anisotropy; Permeability (electromagnetism); Geology; Physics","score_opus":0.05001610204884383,"score_gpt":0.3202628802481692,"score_spread":0.27024677819932535,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1969743205","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.70141363,0.0001003442,0.29618955,0.00011504736,0.00008423889,0.0007527852,0.00001551659,0.00039795603,0.0009309187],"genre_scores_gemma":[0.95893973,0.000014158626,0.040507708,0.000016220434,0.00007453698,0.00021186062,0.00007745798,0.000091102076,0.000067223096],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9968248,0.00027930594,0.00067586196,0.0005265318,0.0010080261,0.0006854572],"domain_scores_gemma":[0.99837416,0.00027728733,0.00007920503,0.00067382335,0.0003494223,0.00024610842],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0030906762,0.00040026128,0.00048675312,0.00064228487,0.00009256177,0.000067678935,0.00036868922,0.0001779702,0.0005363625],"category_scores_gemma":[0.00068712694,0.00037090905,0.00012563565,0.0013897103,0.000015095829,0.00039465513,0.0000983741,0.000401347,0.000039080176],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000041101117,0.0000680219,0.002375565,0.000069039685,0.0001493802,0.00001051552,0.0016868424,0.9936671,0.0008852473,0.00004352528,0.000044630364,0.00095898856],"study_design_scores_gemma":[0.00080813526,0.00010694953,0.067221895,0.00014847056,0.00009583222,0.0000012158563,0.00021225918,0.9275865,0.0025384794,0.00019774142,0.0006517423,0.00043080832],"about_ca_topic_score_codex":0.00043354233,"about_ca_topic_score_gemma":0.001145171,"teacher_disagreement_score":0.2575261,"about_ca_system_score_codex":0.00087904796,"about_ca_system_score_gemma":0.00007471374,"threshold_uncertainty_score":0.9998743},"labels":[],"label_agreement":null},{"id":"W1969823885","doi":"10.2118/113933-ms","title":"Kuparuk MWAG Project after 20 Years","year":2008,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":25,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"ConocoPhillips (Canada)","funders":"ConocoPhillips; U.S. Department of Energy","keywords":"Maturity (psychological); Flood myth; Petroleum engineering; Fossil fuel; Grid; Environmental science; Geology; Hydrology (agriculture); Computer science; Engineering; Geotechnical engineering; Geography; Waste management; Archaeology","score_opus":0.009394547317319726,"score_gpt":0.2068888590343188,"score_spread":0.19749431171699908,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1969823885","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.901642,0.00039823854,0.0031714046,0.00007224186,0.00014368792,0.000072959985,0.0000032496196,0.0005659975,0.09393017],"genre_scores_gemma":[0.98730314,0.000115511735,0.000618958,0.00005540974,0.00009866044,0.000015909882,0.0000035860546,0.000018157109,0.011770677],"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","domain_scores_codex":[0.99951625,0.0000071260524,0.00009561948,0.000096659656,0.0001119099,0.00017246469],"domain_scores_gemma":[0.9997523,0.0000097323855,0.0000047553294,0.00018021683,0.000008915628,0.00004408366],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000031786185,0.00008057413,0.000102748774,0.00008325346,0.000024197896,0.000010038342,0.00007891246,0.00005045901,0.00052312325],"category_scores_gemma":[0.0000049076666,0.00006556718,0.000075725184,0.00014733101,0.000020326128,0.00005494082,0.000014624262,0.00009673438,0.00041947153],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000043050288,0.00013891209,0.016172813,0.00016626186,0.0009811536,0.0014941406,0.004233872,0.50452197,0.0012029539,0.000019097179,0.46101972,0.010006047],"study_design_scores_gemma":[0.0006319184,0.000047510282,0.06462866,0.00002920676,0.00007892712,0.00011552213,0.00012029304,0.08175757,0.008345662,0.00004270185,0.8433436,0.00085842505],"about_ca_topic_score_codex":0.00012513615,"about_ca_topic_score_gemma":0.00006515789,"teacher_disagreement_score":0.42276442,"about_ca_system_score_codex":0.000018559593,"about_ca_system_score_gemma":0.00000988079,"threshold_uncertainty_score":0.5727833},"labels":[],"label_agreement":null},{"id":"W1969882599","doi":"10.2118/75221-ms","title":"Successful Acid Treatments in Horizontal Openholes Using Dynamic Diversion and Downhole Mixing—An In-Depth Postjob Evaluation","year":2002,"lang":"en","type":"article","venue":"SPE/DOE Improved Oil Recovery Symposium","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":11,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Petro-Canada","funders":"","keywords":"Wellbore; Well stimulation; Mixing (physics); Annulus (botany); Coiled tubing; Petroleum engineering; Completion (oil and gas wells); Fracture (geology); Geology; Process (computing); Hydraulic fracturing; Geotechnical engineering; Materials science; Composite material; Computer science; Reservoir engineering; Petroleum; Physics","score_opus":0.011571535931131362,"score_gpt":0.23775905746713577,"score_spread":0.2261875215360044,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1969882599","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99465495,0.0011919416,0.00013057118,0.00012292378,0.00047145353,0.00022948976,0.000025782738,0.0000948845,0.0030779722],"genre_scores_gemma":[0.9975278,0.0014376173,0.0003734147,0.000021050082,0.00006259599,0.000024477144,0.000073533556,0.00005556201,0.00042398187],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9980537,0.00013049998,0.00043556865,0.00053104677,0.0003419465,0.00050720596],"domain_scores_gemma":[0.9993031,0.000038414764,0.000084342246,0.00037323008,0.000044716115,0.0001562053],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00035860547,0.0003569983,0.00040556886,0.0005095062,0.0001153801,0.00016357013,0.00022653308,0.0002286764,0.00010888505],"category_scores_gemma":[0.00003010459,0.00034246864,0.00009590693,0.0004034823,0.000043182114,0.0010081743,0.00009031554,0.000298544,0.000029263208],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00011509587,0.00035371754,0.012292226,0.0001950053,0.00021994204,0.00007948853,0.0013748055,0.36159933,0.50149375,5.257622e-7,0.000033336502,0.122242756],"study_design_scores_gemma":[0.0020529304,0.00023613717,0.007245219,0.00016460205,0.00015536844,0.000019073264,0.00031846075,0.9768983,0.012322566,0.000029027078,0.00008105182,0.00047725387],"about_ca_topic_score_codex":0.0025518944,"about_ca_topic_score_gemma":0.004567463,"teacher_disagreement_score":0.615299,"about_ca_system_score_codex":0.0008472186,"about_ca_system_score_gemma":0.000027190967,"threshold_uncertainty_score":0.9999027},"labels":[],"label_agreement":null},{"id":"W1970067600","doi":"10.2118/147395-ms","title":"Removing Formation Damage and Stimulation of Deep Illitic-Sandstone Reservoirs Using Green Fluids","year":2011,"lang":"en","type":"article","venue":"SPE Annual Technical Conference and Exhibition","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":29,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"AkzoNobel (Canada)","funders":"AkzoNobel","keywords":"Illite; Permeability (electromagnetism); Geology; Clay minerals; Ethylene diamine; Mineralogy; Porosity; Chemistry; Geotechnical engineering; Nuclear chemistry","score_opus":0.02985052718190007,"score_gpt":0.2482410383985288,"score_spread":0.21839051121662872,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1970067600","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.85047984,0.00013801781,0.14683457,0.00004864791,0.000019639254,0.0000962529,0.000012057209,0.00011764789,0.0022533129],"genre_scores_gemma":[0.9965308,0.00017211914,0.0031959238,0.00001409459,0.000031413314,0.000002777636,0.000027410995,0.000011400281,0.000014073095],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99924684,0.000027442271,0.00027962326,0.00014537001,0.00013900103,0.00016173301],"domain_scores_gemma":[0.9996014,0.000027329315,0.00004548347,0.00014810062,0.00010264496,0.00007501939],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00018889815,0.00011711062,0.00018723564,0.00014005939,0.00007576828,0.000020393087,0.00006117001,0.00013403484,0.000056241868],"category_scores_gemma":[0.000034931258,0.000108115586,0.000036658086,0.00014371998,0.000096690455,0.00052432646,0.00004757396,0.00014079819,0.0000018663898],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0005595175,0.00041067114,0.010832056,0.004215838,0.00035929403,0.00010213685,0.026361324,0.0940236,0.7271466,0.0076649063,0.00065824913,0.1276658],"study_design_scores_gemma":[0.00054894714,0.00017732785,0.027511355,0.0003182494,0.00012967079,0.000033177344,0.0012757987,0.9204906,0.041597437,0.0074092825,0.00011515008,0.00039297348],"about_ca_topic_score_codex":0.0003024968,"about_ca_topic_score_gemma":0.000114733935,"teacher_disagreement_score":0.82646704,"about_ca_system_score_codex":0.000024546622,"about_ca_system_score_gemma":0.000006646004,"threshold_uncertainty_score":0.44088256},"labels":[],"label_agreement":null},{"id":"W1970212884","doi":"10.1021/ef9013218","title":"Performance Prediction of Waterflooding in Western Canadian Heavy Oil Reservoirs Using Artificial Neural Network","year":2010,"lang":"en","type":"article","venue":"Energy & Fuels","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":23,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Saskatchewan Research Council (Canada); University of Regina","funders":"","keywords":"Artificial neural network; Backpropagation; Petroleum engineering; Multivariate statistics; Computer science; Reservoir simulation; Predictive modelling; Partial least squares regression; Minification; Machine learning; Environmental science; Process engineering; Engineering","score_opus":0.013018837619481225,"score_gpt":0.20417124754682775,"score_spread":0.19115240992734653,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1970212884","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9973362,0.00008858249,0.00013731855,0.000066253015,0.00084177597,0.000014448793,0.0000059521212,0.00006513988,0.0014442949],"genre_scores_gemma":[0.99898136,0.000055460583,0.00015735783,0.00002173794,0.00058387796,0.000005366259,0.000017031793,0.000029737905,0.00014805899],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99890536,0.000026410095,0.0003205673,0.00015938222,0.00014803889,0.00044025038],"domain_scores_gemma":[0.999525,0.000018963518,0.000032845546,0.00024917815,0.000026196714,0.0001477848],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00019973377,0.00014031863,0.00020860886,0.00023907646,0.000097486794,0.00003226117,0.00016400055,0.00014525537,0.000044512577],"category_scores_gemma":[0.000010389609,0.00013537733,0.000061668536,0.00032330008,0.000033808818,0.00019307475,0.000023172217,0.00029806883,0.0000031206337],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00000658415,0.000006568907,0.018956812,0.000036129917,0.000023420214,0.000008237808,0.00014386185,0.95995605,0.017614925,0.000007972649,0.000028530962,0.0032108773],"study_design_scores_gemma":[0.00016633807,0.00002525554,0.013324304,0.000104708255,0.00002928598,0.000011138304,0.00003145437,0.90051186,0.081049845,0.00004006483,0.0044822646,0.0002235022],"about_ca_topic_score_codex":0.058913317,"about_ca_topic_score_gemma":0.26222762,"teacher_disagreement_score":0.20331432,"about_ca_system_score_codex":0.00006979747,"about_ca_system_score_gemma":0.00004012577,"threshold_uncertainty_score":0.9473535},"labels":[],"label_agreement":null},{"id":"W1970279233","doi":"10.2118/100313-ms","title":"Production Data Analysis of Single-Phase (Gas) CBM Wells","year":2006,"lang":"en","type":"article","venue":"SPE Gas Technology Symposium","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":15,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of British Columbia; ARC Resources (Canada)","funders":"","keywords":"Coalbed methane; Petroleum engineering; Coal; Geology; Coal mining; Permeability (electromagnetism); Environmental science; Engineering","score_opus":0.009984613559294099,"score_gpt":0.23540324240142302,"score_spread":0.22541862884212893,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1970279233","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9714897,0.0009961522,0.011510475,0.007874091,0.00046838916,0.00020474894,0.00008458386,0.0014455129,0.0059263366],"genre_scores_gemma":[0.9973065,0.00020021116,0.0012905698,0.000008266907,0.0001443302,0.000007315703,0.00030832787,0.000033059743,0.0007013904],"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9985104,0.000020173264,0.00044605025,0.0004810598,0.00020201375,0.00034026924],"domain_scores_gemma":[0.9979934,0.000019783369,0.000102131155,0.0017819174,0.0000641993,0.00003853622],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00020498842,0.00020964042,0.00048494388,0.0015073338,0.00006056956,0.00001842354,0.0006805771,0.00029151936,0.00006795206],"category_scores_gemma":[0.000041245305,0.00019940773,0.00013841898,0.002742456,0.00019798026,0.00014232287,0.00014834771,0.00024701696,0.00004558617],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000011286239,0.00033914924,0.0021314742,0.00006792583,0.0017882446,0.000022746552,0.00002846374,0.6233983,0.3608575,0.00011003043,0.008893604,0.0023513108],"study_design_scores_gemma":[0.0005807697,0.0001243234,0.0003397961,0.00004321133,0.0038450914,0.000025802108,0.00009632014,0.22108209,0.72368664,0.00096910575,0.0486715,0.00053535495],"about_ca_topic_score_codex":0.0001678473,"about_ca_topic_score_gemma":0.00024360599,"teacher_disagreement_score":0.40231618,"about_ca_system_score_codex":0.00006639997,"about_ca_system_score_gemma":0.000011680779,"threshold_uncertainty_score":0.81316113},"labels":[],"label_agreement":null},{"id":"W1970405751","doi":"10.2118/135683-ms","title":"Analysis of Nitrogen Stimulation Technique in Shallow CBM Formations","year":2010,"lang":"en","type":"article","venue":"SPE Annual Technical Conference and Exhibition","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Petroleum engineering; Permeability (electromagnetism); Geology; Coal mining; Coal; Well stimulation; Hydraulic fracturing; Anisotropy; Mining engineering; Geotechnical engineering; Petroleum; Engineering; Reservoir engineering","score_opus":0.01029840928670967,"score_gpt":0.24933051865622832,"score_spread":0.23903210936951866,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1970405751","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9283109,0.000022246453,0.067944,0.0001095023,0.00001977653,0.00015171149,0.000044836193,0.00015114133,0.0032458946],"genre_scores_gemma":[0.99857014,0.00005900021,0.0011966444,0.000010086212,0.000016238339,0.000027571363,0.000105475476,0.0000066115535,0.000008202766],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99931324,0.000014713435,0.0002865571,0.00012744869,0.00012428679,0.00013377788],"domain_scores_gemma":[0.99962574,0.00003709394,0.000036299334,0.00017088687,0.00007808355,0.000051898303],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00020009751,0.0000961131,0.00022700912,0.0004815466,0.00003146315,0.000018647092,0.000081093945,0.00017331976,0.00011291094],"category_scores_gemma":[0.000041174568,0.000088675086,0.00008646165,0.00067165506,0.000055218254,0.00022717305,0.000023782573,0.0002737041,0.000004168297],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00006716061,0.00039100292,0.082608685,0.000347599,0.0007704183,0.000017926392,0.0016659534,0.34224963,0.542605,0.0075637824,0.0006276333,0.021085246],"study_design_scores_gemma":[0.0005918701,0.00014561201,0.2496936,0.00013339569,0.0007941726,0.000011255594,0.0004214827,0.67280126,0.057921343,0.016111271,0.0007193118,0.00065542606],"about_ca_topic_score_codex":0.00010435913,"about_ca_topic_score_gemma":0.00136915,"teacher_disagreement_score":0.48468363,"about_ca_system_score_codex":0.000015085098,"about_ca_system_score_gemma":0.000010998712,"threshold_uncertainty_score":0.3616065},"labels":[],"label_agreement":null},{"id":"W1970637101","doi":"10.2118/170136-ms","title":"Experimental Studies: Shear Induced in Single Phase Permeability","year":2014,"lang":"en","type":"article","venue":"SPE Heavy Oil Conference-Canada","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Husky Energy (Canada); University of Alberta","funders":"","keywords":"Overburden pressure; Permeability (electromagnetism); Geotechnical engineering; Effective stress; Shear stress; Overburden; Geology; Relative permeability; Isotropy; Pore water pressure; Shear (geology); Materials science; Composite material; Chemistry; Porosity","score_opus":0.03644062347047592,"score_gpt":0.2682480325493466,"score_spread":0.23180740907887068,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1970637101","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.98590636,0.00034676943,0.00008819875,0.00062873476,0.0005102709,0.00005105569,0.000009070666,0.000073850424,0.012385699],"genre_scores_gemma":[0.9993253,0.000028498698,0.00007477104,0.0001691514,0.00010893046,0.000019443001,0.000010390507,0.000022996532,0.00024055917],"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9984502,0.0000820683,0.0003626609,0.0003033844,0.0003704664,0.00043122098],"domain_scores_gemma":[0.99923724,0.00010958972,0.00003128023,0.00037576622,0.00006452222,0.00018157273],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00018028945,0.00024151208,0.00043679276,0.00006810622,0.0000805585,0.000035056615,0.00021224133,0.00007436577,0.00029623485],"category_scores_gemma":[0.00013491647,0.00022531481,0.0000519461,0.00020031807,0.000048740458,0.000077907105,0.000044244207,0.0002889543,0.0000096260555],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00053658604,0.0033114338,0.0061141737,0.003399373,0.0024100505,0.0006745196,0.022819323,0.4127055,0.12586461,0.00046352492,0.07959236,0.34210855],"study_design_scores_gemma":[0.008238815,0.00071182393,0.0042947885,0.00066809356,0.00012103296,0.00002171979,0.01912408,0.3591012,0.45834458,0.00030608565,0.14599924,0.0030685416],"about_ca_topic_score_codex":0.88699704,"about_ca_topic_score_gemma":0.98657537,"teacher_disagreement_score":0.33904,"about_ca_system_score_codex":0.0008982432,"about_ca_system_score_gemma":0.00052543264,"threshold_uncertainty_score":0.91880715},"labels":[],"label_agreement":null},{"id":"W1971010012","doi":"10.2118/79032-ms","title":"CHOPS in Jilin Province, China","year":2002,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":10,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Waterloo","funders":"","keywords":"Geology; Oil sands; Oil production; Structural basin; Permeability (electromagnetism); Oil field; Annulus (botany); Geochemistry; Petroleum engineering; Porosity; Fault block; Petrology; Geomorphology; Geotechnical engineering; Asphalt; Archaeology; Materials science; Geography","score_opus":0.0054007551584429915,"score_gpt":0.1768051554937743,"score_spread":0.1714044003353313,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1971010012","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.55948806,0.0006169712,0.0025093863,0.0003888605,0.00010448906,0.00007660975,8.7502605e-7,0.0004481763,0.4363666],"genre_scores_gemma":[0.9882016,0.00010605508,0.00023068013,0.00002362263,0.00004421596,0.000004453832,0.0000010536138,0.000011187128,0.011377105],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9995678,0.00000683601,0.00010987605,0.00008509299,0.00007388552,0.00015649751],"domain_scores_gemma":[0.99979824,0.000008330323,0.000004661313,0.00014512027,0.0000029230612,0.000040741244],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000045860812,0.000070380884,0.00009571849,0.00009577911,0.000014392284,0.000013998605,0.00008488687,0.000043561955,0.0013166842],"category_scores_gemma":[0.0000089332025,0.00005593452,0.000037320868,0.00016492297,0.000007934364,0.000056547484,0.000010052904,0.00012290946,0.00030143847],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[8.4253224e-7,0.00004881818,0.002630956,0.00005072858,0.000030126857,0.000035646164,0.0002587164,0.96781325,0.00018787158,0.000023284785,0.012878444,0.016041322],"study_design_scores_gemma":[0.00019751146,0.0000069684343,0.009829897,0.000012482171,0.0000048725956,0.000002352583,0.000015905936,0.95647234,0.001506843,0.000036522884,0.031765763,0.0001485434],"about_ca_topic_score_codex":0.00012756605,"about_ca_topic_score_gemma":0.00033974965,"teacher_disagreement_score":0.4287136,"about_ca_system_score_codex":0.000028261327,"about_ca_system_score_gemma":0.0000016000895,"threshold_uncertainty_score":0.99959624},"labels":[],"label_agreement":null},{"id":"W1971167665","doi":"10.1029/2006jb004701","title":"A numerical model for coupled fluid flow and matrix deformation with applications to disequilibrium compaction and delta stability","year":2007,"lang":"en","type":"article","venue":"Journal of Geophysical Research Atmospheres","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":111,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Dalhousie University","funders":"","keywords":"Viscoplasticity; Mechanics; Geology; Compressibility; Geotechnical engineering; Compaction; Bingham plastic; Rheology; Darcy–Weisbach equation; Newtonian fluid; Deformation (meteorology); Constitutive equation; Materials science; Porous medium; Finite element method; Porosity; Thermodynamics; Physics; Composite material","score_opus":0.023473145444523513,"score_gpt":0.31436528803575686,"score_spread":0.29089214259123336,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1971167665","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.5134902,0.00015603656,0.48595107,0.00016101643,0.0000071469067,0.00018885052,0.0000042827555,0.0000142796725,0.000027132],"genre_scores_gemma":[0.98274904,0.0000522242,0.01697612,0.000008116126,0.0001436507,0.000021417354,0.0000035996195,0.000017111312,0.000028712659],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9987392,0.000030455016,0.00030101967,0.00012461768,0.0004786041,0.00032611957],"domain_scores_gemma":[0.99865043,0.00040580903,0.000043728556,0.00014262678,0.00036972266,0.00038765877],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00078631676,0.00010779829,0.00024732304,0.000038330916,0.00013148913,0.00007351834,0.000109784014,0.000051127587,0.0000060132625],"category_scores_gemma":[0.000120780984,0.00007573128,0.0000631347,0.00031871977,0.00008166566,0.00025792167,0.000028459634,0.00030047607,0.0000022829997],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0009787013,0.00015265934,0.00077700237,0.00030541452,0.00016657735,0.000003957304,0.00057843444,0.9712599,0.008383334,0.0000731798,0.00037719923,0.01694367],"study_design_scores_gemma":[0.00038808878,0.0002807137,0.007447112,0.000028841878,0.000028114908,0.00000982461,0.00016091594,0.98962927,0.0010284176,0.00060849654,0.0003008682,0.000089328896],"about_ca_topic_score_codex":0.000086073276,"about_ca_topic_score_gemma":0.000069994116,"teacher_disagreement_score":0.46925887,"about_ca_system_score_codex":0.00011391455,"about_ca_system_score_gemma":0.000049529674,"threshold_uncertainty_score":0.30882323},"labels":[],"label_agreement":null},{"id":"W1971216176","doi":"10.2118/166446-ms","title":"Magnitude-Based Calibrated Discrete Fracture Network Methodology","year":2013,"lang":"en","type":"article","venue":"SPE Annual Technical Conference and Exhibition","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":11,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Microsemi (Canada)","funders":"","keywords":"Microseism; Geology; Scaling; Hydraulic fracturing; Wellbore; Fracture (geology); Caprock; Permeability (electromagnetism); Hypocenter; Geotechnical engineering; Mechanics; Seismology; Petroleum engineering; Induced seismicity; Geometry; Mathematics","score_opus":0.020891664118930255,"score_gpt":0.256522511626372,"score_spread":0.23563084750744176,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1971216176","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.12560315,0.00058911263,0.85705566,0.0056980737,0.00016799135,0.00046168073,0.00003727533,0.001397885,0.008989151],"genre_scores_gemma":[0.9938408,0.000120847,0.0050570956,0.00058242097,0.00015874847,0.00004053219,0.00009002341,0.000020688087,0.00008884391],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99896175,0.00009396513,0.00023713737,0.00023938387,0.00013259529,0.00033515645],"domain_scores_gemma":[0.99940705,0.00011690934,0.000031635816,0.00020787009,0.000088380846,0.00014813639],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00018060017,0.00018919793,0.00027791585,0.00006940771,0.00008663843,0.00008130395,0.0001190766,0.0002812372,0.0008345692],"category_scores_gemma":[0.000048155012,0.00014952703,0.00007644301,0.00020140814,0.00010533927,0.0002390037,0.000035437864,0.00038502913,0.00008776176],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00010034752,0.00012872637,0.0021377562,0.00039900845,0.00026758338,0.00007402205,0.00035685152,0.7518508,0.023871576,0.0013645297,0.19244257,0.027006272],"study_design_scores_gemma":[0.0030123089,0.0010996306,0.0932719,0.00080101826,0.000555859,0.000088850065,0.0008610715,0.68103236,0.04568143,0.09021921,0.07981049,0.00356588],"about_ca_topic_score_codex":0.00023283818,"about_ca_topic_score_gemma":0.00006907843,"teacher_disagreement_score":0.8682377,"about_ca_system_score_codex":0.000018518595,"about_ca_system_score_gemma":0.000017282046,"threshold_uncertainty_score":0.91379476},"labels":[],"label_agreement":null},{"id":"W1971267240","doi":"10.2118/126058-ms","title":"Multi-Stage Acid Stimulation Improves Production Values in Carbonate Formations in Western Canada","year":2009,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":9,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Petroleum engineering; Carbonate; Stage (stratigraphy); Oil production; Software deployment; Dolomite; Fossil fuel; Production (economics); Completion (oil and gas wells); Unconventional oil; Natural gas field; Enhanced oil recovery; Permeability (electromagnetism); Geology; Drilling; Natural gas; Environmental science; Computer science; Engineering; Materials science; Geochemistry; Waste management; Chemistry; Mechanical engineering; Paleontology; Economics","score_opus":0.012151655269167387,"score_gpt":0.2381238190511165,"score_spread":0.2259721637819491,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1971267240","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99594194,0.000084550695,0.0024618683,0.00036194225,0.00011231012,0.0001205351,0.0000015860926,0.00009383629,0.00082142523],"genre_scores_gemma":[0.99839747,0.0000177315,0.0005650457,0.000031485928,0.000026506805,0.000006400157,0.0000151034865,0.000006685001,0.0009336002],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9994065,0.000014760547,0.00020923524,0.00010382566,0.000107415646,0.00015822944],"domain_scores_gemma":[0.9998009,0.00000799195,0.000016500226,0.00012847994,0.000015136014,0.00003098895],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000095418116,0.00008622975,0.000107534666,0.00016346728,0.000023201908,0.00001707881,0.00005579093,0.000039394636,0.0000071998466],"category_scores_gemma":[0.000025031937,0.00007758976,0.000018769957,0.0002262727,0.0000042518323,0.00021359853,0.000005238419,0.00011528702,0.0000019696454],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000014051137,0.00001367792,0.003513457,0.000016725586,0.0000054472857,0.000002437128,0.00033437545,0.9908654,0.0037639416,6.277677e-7,0.00003979755,0.0014426794],"study_design_scores_gemma":[0.00017879266,0.000005380989,0.20578024,0.000014427613,0.0000037533503,4.522639e-7,0.00010550445,0.7866928,0.006931191,0.000011956363,0.00017808714,0.00009744298],"about_ca_topic_score_codex":0.15379016,"about_ca_topic_score_gemma":0.80558836,"teacher_disagreement_score":0.6517982,"about_ca_system_score_codex":0.00019825296,"about_ca_system_score_gemma":0.000029491624,"threshold_uncertainty_score":0.85184485},"labels":[],"label_agreement":null},{"id":"W1971328295","doi":"10.2118/162814-ms","title":"Understanding Induced Fracture Complexity in Different Geological Settings Using DFIT Net Fracture Pressure","year":2012,"lang":"en","type":"article","venue":"SPE Canadian Unconventional Resources Conference","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":34,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Encana (Canada)","funders":"","keywords":"Geology; Foreland basin; Tectonics; Structural basin; Tectonic subsidence; Paleontology; Tectonic phase; Sedimentary basin; Seismology","score_opus":0.10700800494654078,"score_gpt":0.258433949742435,"score_spread":0.15142594479589422,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1971328295","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9778446,0.00072748534,0.010166115,0.002143459,0.00032439007,0.0002613535,0.000065332475,0.00013565831,0.008331609],"genre_scores_gemma":[0.998578,0.000014833195,0.00015693465,0.00053767266,0.0003665061,0.000008673959,0.00010565211,0.000032273056,0.00019942758],"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","domain_scores_codex":[0.99789953,0.00010942888,0.00036746485,0.00031529737,0.00040087395,0.000907403],"domain_scores_gemma":[0.9987332,0.00012782143,0.00008268543,0.00027262088,0.000050165938,0.00073347165],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00025927505,0.00035753043,0.0004171918,0.0004010371,0.00021213417,0.00012460454,0.00034541578,0.00038007725,0.0025911806],"category_scores_gemma":[0.000096467105,0.00030795232,0.0001567493,0.0002897269,0.00012598853,0.00021503463,0.0000468176,0.00085839815,0.000028678274],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000044294953,0.0001311437,0.17187592,0.00035376428,0.0006906268,0.00013568005,0.003683135,0.8128635,0.0006690818,0.00312997,0.0060583595,0.00036451922],"study_design_scores_gemma":[0.0013147948,0.000067548644,0.432825,0.0007435562,0.0002781145,0.00007966655,0.0020052257,0.36963698,0.0006924405,0.010865496,0.17969608,0.0017951194],"about_ca_topic_score_codex":0.023522275,"about_ca_topic_score_gemma":0.06372094,"teacher_disagreement_score":0.44322652,"about_ca_system_score_codex":0.00066676247,"about_ca_system_score_gemma":0.00012091923,"threshold_uncertainty_score":0.99993724},"labels":[],"label_agreement":null},{"id":"W1971484938","doi":"10.2118/162749-ms","title":"Well Production Performance Analysis for Unconventional Shale Gas Reservoirs: A Conventional Approach","year":2012,"lang":"en","type":"article","venue":"SPE Canadian Unconventional Resources Conference","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Devon Energy (Canada)","funders":"","keywords":"Unconventional oil; Directional drilling; Petroleum engineering; Hydraulic fracturing; Oil shale; Geology; Drilling; Production (economics); Petroleum industry; Tight gas; Fossil fuel; Mining engineering; Natural resource economics; Engineering; Economics; Mechanical engineering","score_opus":0.022665483218373566,"score_gpt":0.21621884805764785,"score_spread":0.1935533648392743,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1971484938","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.90175444,0.0012711553,0.037268236,0.0010752464,0.0013186401,0.0008395942,0.00040286925,0.00031205878,0.05575778],"genre_scores_gemma":[0.98675275,0.00009321272,0.0018178987,0.00006535822,0.0008267032,0.00021060435,0.0013999181,0.000047855447,0.008785698],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99727434,0.00007630477,0.00055514555,0.0004979417,0.0006184719,0.0009777813],"domain_scores_gemma":[0.99818176,0.0000943356,0.00012095867,0.00043753727,0.00034607353,0.0008193051],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0008003023,0.00036228995,0.00044076247,0.0010291844,0.0004133297,0.00013590182,0.00044164815,0.00021008095,0.0028129232],"category_scores_gemma":[0.00012023555,0.00037490047,0.0006018494,0.0010605098,0.00017990575,0.0004824619,0.000036581263,0.0003280347,0.00021518671],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00010920348,0.00028491276,0.14584807,0.0008071596,0.004834176,0.0000071048976,0.0008103514,0.82037216,0.00016140817,0.005477691,0.01944373,0.0018440142],"study_design_scores_gemma":[0.0011464544,0.00008739419,0.09466346,0.00019327186,0.0013650754,0.000059780796,0.0006855951,0.55395406,0.0008117364,0.0013804422,0.3443073,0.0013454319],"about_ca_topic_score_codex":0.0034803322,"about_ca_topic_score_gemma":0.011998648,"teacher_disagreement_score":0.32486355,"about_ca_system_score_codex":0.0004517874,"about_ca_system_score_gemma":0.00026415277,"threshold_uncertainty_score":0.9998703},"labels":[],"label_agreement":null},{"id":"W1971487251","doi":"10.2118/144093-ms","title":"Application of Propane (LPG) Based Hydraulic Fracturing In The McCully Gas Field, New Brunswick, Canada","year":2011,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":36,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Oil shale; Hydraulic fracturing; Geology; Petroleum engineering; Shale gas; Tight gas; Permeability (electromagnetism); Natural gas field; Mining engineering; Natural gas; Engineering; Waste management; Paleontology","score_opus":0.008172854495979954,"score_gpt":0.1859745956719542,"score_spread":0.17780174117597425,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1971487251","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.74173313,0.00045521458,0.18493927,0.0025225873,0.0001616591,0.0005866072,0.0000014712426,0.00022755525,0.06937253],"genre_scores_gemma":[0.9987018,0.000011029986,0.0006352291,0.0003994207,0.000049624054,0.000008452002,0.000004870328,0.000014190294,0.00017537382],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9991684,0.000025188594,0.0002521536,0.00013455111,0.00021513946,0.00020454395],"domain_scores_gemma":[0.99941194,0.00008502694,0.000037698013,0.0003847994,0.00001799591,0.0000625265],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00014166682,0.00012389172,0.00016435886,0.00008034688,0.000027644171,0.000009113618,0.00030648088,0.000065176064,0.00016361265],"category_scores_gemma":[0.000027654209,0.0000837703,0.000055921275,0.00025111824,0.000011010837,0.00005152749,0.000013017491,0.00019382892,0.0000069121816],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000038904578,0.00013541209,0.03282673,0.0003574913,0.00016044715,0.000046944544,0.0023701282,0.92220384,0.0010726916,0.00020163857,0.011046285,0.029539503],"study_design_scores_gemma":[0.0008907614,0.00008468071,0.13860716,0.00008640199,0.00010981717,0.000010389694,0.00058762264,0.5659685,0.25531572,0.00028264525,0.037407197,0.00064908323],"about_ca_topic_score_codex":0.87832785,"about_ca_topic_score_gemma":0.8596736,"teacher_disagreement_score":0.35623533,"about_ca_system_score_codex":0.000047936963,"about_ca_system_score_gemma":0.00028540916,"threshold_uncertainty_score":0.34160537},"labels":[],"label_agreement":null},{"id":"W1971670325","doi":"10.2118/140525-ms","title":"Single Versus Multiwell Microseismic Recording: What Effect Monitoring Configureation Has On Interpretation","year":2011,"lang":"en","type":"article","venue":"SPE Hydraulic Fracturing Technology Conference","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Canadian Apheresis Group","funders":"","keywords":"Geophone; Microseism; Decimation; Azimuth; Geology; Fracture (geology); Seismic array; Event (particle physics); Noise (video); Seismology; Acoustics; Geodesy; Computer science; Mathematics; Geotechnical engineering; Geometry; Artificial intelligence; Physics; Telecommunications","score_opus":0.03186046791587765,"score_gpt":0.23703675728265822,"score_spread":0.20517628936678056,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1971670325","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9603617,0.0007278269,0.02243861,0.00060901704,0.0027477164,0.00037550787,0.0000025677784,0.002354146,0.010382871],"genre_scores_gemma":[0.99771297,0.00034693166,0.0014889602,0.000032369106,0.00014642967,0.00006717531,0.000018247774,0.00008156808,0.000105363484],"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99800086,0.00006588597,0.0004585863,0.0006064849,0.00024921578,0.0006189826],"domain_scores_gemma":[0.9986386,0.0002002704,0.00015140678,0.00079137116,0.000089765475,0.00012859642],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00020452675,0.0005109167,0.00051192136,0.00078989775,0.00022205987,0.00024745622,0.00061717734,0.0005811119,0.0001679103],"category_scores_gemma":[0.00018893059,0.0004926279,0.0001660471,0.00044300882,0.00023661483,0.0005826603,0.00008971647,0.0009163122,0.00039716758],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0011895931,0.00035655583,0.0019615558,0.000386057,0.00117789,0.00023060113,0.005537957,0.107386,0.09908066,0.00017857064,0.00041724672,0.78209734],"study_design_scores_gemma":[0.001199629,0.00053040066,0.00081947655,0.00065739464,0.00012290021,0.000015497508,0.00045228165,0.042359482,0.9488198,0.00063875114,0.003743559,0.0006408074],"about_ca_topic_score_codex":0.00018033362,"about_ca_topic_score_gemma":0.000037092243,"teacher_disagreement_score":0.84973913,"about_ca_system_score_codex":0.00027796117,"about_ca_system_score_gemma":0.000026709427,"threshold_uncertainty_score":0.9997525},"labels":[],"label_agreement":null},{"id":"W1971694927","doi":"10.2118/149400-ms","title":"Effect of Heterogeneity in a Horizontal Well With Multiple Fractures on the Long-Term Forecast in Shale Gas Reservoirs","year":2011,"lang":"en","type":"article","venue":"Canadian Unconventional Resources Conference","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":26,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Hydraulic fracturing; Shale gas; Petroleum engineering; Oil shale; Permeability (electromagnetism); Homogeneous; Geology; Completion (oil and gas wells); Directional drilling; Exponent; Drilling; Fracture (geology); Tight gas; Well stimulation; Reservoir engineering; Geotechnical engineering; Mathematics; Petroleum; Engineering","score_opus":0.016068877132755063,"score_gpt":0.21481836029020668,"score_spread":0.1987494831574516,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1971694927","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9921484,0.00012377206,0.00005865993,0.000062989944,0.000042410156,0.00022458278,0.000027505468,0.000018041817,0.0072936555],"genre_scores_gemma":[0.9997664,0.000015349837,0.000013706241,0.000024961178,0.000024178707,0.000047646827,0.000022385819,0.000020545229,0.000064845546],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99878854,0.00013201416,0.00024928476,0.00023091276,0.00023758944,0.0003616583],"domain_scores_gemma":[0.9991825,0.00024137521,0.000050626546,0.0002923484,0.000035035955,0.00019806663],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000339578,0.0002021827,0.00026153578,0.0003571089,0.000056496,0.000026623224,0.00036129245,0.000106058695,0.0005033672],"category_scores_gemma":[0.00007692062,0.00013665468,0.000101085185,0.00026765015,0.00012679375,0.000061656414,0.00002097361,0.0003360908,0.000020169222],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00032076458,0.000052948788,0.9622429,0.0002055316,0.00014756063,0.00032518985,0.0012990343,0.03302508,0.00011495837,0.000094863004,0.00008570806,0.0020854487],"study_design_scores_gemma":[0.0013831325,0.00060778856,0.9480145,0.0007692791,0.00003904254,0.000020311014,0.00016883298,0.02594516,0.021914337,0.000115867304,0.0006035294,0.00041824472],"about_ca_topic_score_codex":0.048869558,"about_ca_topic_score_gemma":0.720079,"teacher_disagreement_score":0.67120945,"about_ca_system_score_codex":0.00016176689,"about_ca_system_score_gemma":0.00008383256,"threshold_uncertainty_score":0.9574641},"labels":[],"label_agreement":null},{"id":"W1971897482","doi":"10.2118/165153-ms","title":"Thermal Decomposition of Chelating Agents and a New Mechanism of Formation Damage","year":2013,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":11,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"AkzoNobel (Canada)","funders":"","keywords":"Ethylenediaminetetraacetic acid; Chelation; Chemistry; Titration; Dipicolinic acid; Thermal decomposition; Carbonate; Thermal stability; Inorganic chemistry; Decomposition; Iminodiacetic acid; Acetic acid; Nuclear chemistry; Organic chemistry","score_opus":0.010264527215308758,"score_gpt":0.2194993925680666,"score_spread":0.20923486535275784,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1971897482","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.90760684,0.00001789908,0.08647011,0.000031400985,0.000011304392,0.000044326378,3.7752034e-7,0.000028594823,0.005789125],"genre_scores_gemma":[0.99700224,0.000010360957,0.002868997,0.0000074238164,0.000010203316,0.0000013801491,0.0000036710271,0.0000047392314,0.00009097395],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99971735,0.0000063005928,0.00013138067,0.000031524036,0.000058858972,0.000054601023],"domain_scores_gemma":[0.9998587,0.000011242366,0.000026962949,0.00005983556,0.00001447494,0.00002882954],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00003768998,0.000040783074,0.00007855614,0.000047271194,0.000011891254,0.000006889318,0.000029993307,0.000028897917,0.00021013648],"category_scores_gemma":[0.0000038103424,0.000032805565,0.000024125553,0.000045430526,0.00000460755,0.00016722044,0.000011185106,0.000030188783,0.000005864953],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000027905346,0.000022177694,0.0004382411,0.00036822868,0.00014754903,5.2496176e-7,0.0024347447,0.5127336,0.46500704,0.00034380268,0.0005829931,0.017918333],"study_design_scores_gemma":[0.00012148416,0.000010335221,0.0057795728,0.00002321285,0.000014031978,4.6110424e-7,0.00008627738,0.8030441,0.19063975,0.00023379944,0.0000076413035,0.000039357987],"about_ca_topic_score_codex":0.00028858293,"about_ca_topic_score_gemma":0.0000074120703,"teacher_disagreement_score":0.2903105,"about_ca_system_score_codex":0.0000057639395,"about_ca_system_score_gemma":0.0000016945799,"threshold_uncertainty_score":0.23008472},"labels":[],"label_agreement":null},{"id":"W1972460712","doi":"10.2118/171626-ms","title":"Factors Controlling Fluid Migration and Distribution in the Eagle Ford Shale","year":2014,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":28,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Calgary","funders":"Natural Sciences and Engineering Research Council of Canada; Alberta Innovates","keywords":"Oil shale; Geology; Unconventional oil; Eagle; Buoyancy; Shale oil; Petroleum; Fossil fuel; Petroleum engineering; Source rock; Shale oil extraction; Petrology; Mining engineering; Geochemistry; Paleontology; Structural basin; Mechanics; Chemistry","score_opus":0.008787385029293585,"score_gpt":0.19973865669005483,"score_spread":0.19095127166076126,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1972460712","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.90029633,0.000083441846,0.09815237,0.00025216484,0.000028298344,0.000043632397,0.0000021270987,0.00005039123,0.001091218],"genre_scores_gemma":[0.99978137,0.00002758734,0.000021814812,0.000025146539,0.000035920457,0.0000047954763,0.000038464408,0.000004099278,0.00006081558],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99965155,0.00002302532,0.00009484542,0.00006214701,0.00007264974,0.00009576073],"domain_scores_gemma":[0.9997931,0.00008776415,0.000007516811,0.00008573956,0.0000067377464,0.000019124696],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001799995,0.000059640417,0.00008230003,0.000024421208,0.000041325042,0.000039545714,0.00005352252,0.00003594268,0.000014185707],"category_scores_gemma":[0.000037379123,0.00003378848,0.000028638988,0.00007319679,0.00000893792,0.000058864298,0.0000047537683,0.00007095826,0.0000036974275],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000009283373,0.00004184586,0.07499182,0.000083975814,0.00008464118,0.0000014570984,0.0022111188,0.90808135,0.0030652685,0.0006747288,0.0022839373,0.008470573],"study_design_scores_gemma":[0.00019048704,0.0000127885905,0.04003092,0.0000071066424,0.000013972642,4.349038e-7,0.000233235,0.94694066,0.002288834,0.00011191046,0.010093688,0.00007593826],"about_ca_topic_score_codex":0.00025606583,"about_ca_topic_score_gemma":0.0005739552,"teacher_disagreement_score":0.099485,"about_ca_system_score_codex":0.000012944755,"about_ca_system_score_gemma":0.0000011858589,"threshold_uncertainty_score":0.13778543},"labels":[],"label_agreement":null},{"id":"W1972475114","doi":"10.2118/03-05-02","title":"A Practical and Economical Fracturing Solution For Low Permeability Shallow Reservoirs","year":2003,"lang":"en","type":"article","venue":"Journal of Canadian Petroleum Technology","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Petroleum engineering; Fracturing fluid; Hydraulic fracturing; Permeability (electromagnetism); Slurry; Geology; Environmental science; Chemistry; Environmental engineering","score_opus":0.010906986272772819,"score_gpt":0.22865362481403934,"score_spread":0.21774663854126652,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1972475114","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9608596,0.00068644097,0.020932786,0.015495327,0.00031229603,0.00009536071,0.0000104840665,0.00006966028,0.0015380698],"genre_scores_gemma":[0.9910741,0.00015593103,0.008550373,0.000053767795,0.00008611922,0.0000074016866,9.63853e-7,0.000023687895,0.000047693993],"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","domain_scores_codex":[0.99887055,0.000032568143,0.00041579027,0.0001522872,0.00009550947,0.00043329742],"domain_scores_gemma":[0.99913543,0.000112608264,0.000099606805,0.00021067371,0.000088301305,0.00035336096],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000530452,0.00014352788,0.0003510296,0.0015301469,0.00010800031,0.00003913478,0.00015524749,0.0003300007,0.00004848025],"category_scores_gemma":[0.0007193792,0.00013502839,0.00013338901,0.00023200919,0.000107380925,0.00017424392,0.000011367201,0.00058885454,0.0000038734597],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00039491995,0.0004377868,0.060343128,0.0014173092,0.0037476448,0.0013004394,0.0008271234,0.82137316,0.012092411,0.014963142,0.05707702,0.026025934],"study_design_scores_gemma":[0.0028906132,0.0006697556,0.0065802406,0.00016384416,0.00034914247,0.0028085986,0.0007287089,0.2743801,0.011390571,0.011252034,0.6878661,0.0009203133],"about_ca_topic_score_codex":0.00073969335,"about_ca_topic_score_gemma":0.035234433,"teacher_disagreement_score":0.6307891,"about_ca_system_score_codex":0.00038490296,"about_ca_system_score_gemma":0.0003139803,"threshold_uncertainty_score":0.98237},"labels":[],"label_agreement":null},{"id":"W1972642295","doi":"10.2118/88989-pa","title":"New Iterative Coupling Between a Reservoir Simulator and a Geomechanics Module","year":2004,"lang":"en","type":"article","venue":"SPE Journal","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":178,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Geomechanics; Coupling (piping); Convergence (economics); Modular design; Computer science; Iterative method; Flow (mathematics); Computational science; Algorithm; Applied mathematics; Mechanics; Mathematical optimization; Mathematics; Geology; Mechanical engineering; Engineering; Geotechnical engineering; Physics","score_opus":0.011235777288691703,"score_gpt":0.23594856852778348,"score_spread":0.22471279123909177,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1972642295","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.6583507,0.00092941214,0.3397731,0.00048438736,0.0001432166,0.00004199262,0.000003425821,0.0000784856,0.00019529619],"genre_scores_gemma":[0.9948599,0.00025142287,0.0038733182,0.000020810166,0.00079043943,5.28128e-7,0.0000020549028,0.000027773362,0.00017378358],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99916935,0.000007691956,0.00023012159,0.000115774936,0.00021022111,0.00026683044],"domain_scores_gemma":[0.99946207,0.000031394757,0.000040832194,0.00013046674,0.00003908132,0.00029613578],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00018957605,0.00014109683,0.0002199819,0.00013910909,0.00015171707,0.00015595793,0.00012620793,0.00008667827,0.00006453386],"category_scores_gemma":[0.000035212113,0.00011723634,0.000085250664,0.00016374145,0.000009142096,0.00018843565,0.000033335727,0.0004795064,0.000024886724],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000034905554,0.000003967966,0.00027455186,0.000013619226,0.00013221533,0.000034523113,0.00035038678,0.99789554,0.00025767038,0.000020777954,0.00022221825,0.0007910516],"study_design_scores_gemma":[0.0020088358,0.00013462998,0.0014161379,0.00027664145,0.00017025822,0.00018773462,0.0002127702,0.965319,0.005602495,0.016608885,0.0075453445,0.0005172648],"about_ca_topic_score_codex":0.000040644944,"about_ca_topic_score_gemma":0.00002010879,"teacher_disagreement_score":0.33650917,"about_ca_system_score_codex":0.000110165485,"about_ca_system_score_gemma":0.000047788555,"threshold_uncertainty_score":0.47807592},"labels":[],"label_agreement":null},{"id":"W1972921184","doi":"10.2118/0913-0127-jpt","title":"Advancements in Completion Technology Increase Production in the Williston Basin","year":2013,"lang":"en","type":"article","venue":"Journal of Petroleum Technology","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Completion (oil and gas wells); Geology; Oil shale; Drilling; Structural basin; Directional drilling; Petroleum; Tight oil; Mining engineering; Petroleum engineering; Paleontology; Engineering","score_opus":0.004865455378024751,"score_gpt":0.21220233166507843,"score_spread":0.2073368762870537,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1972921184","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.98725617,0.00070459535,0.0012794604,0.010071136,0.00018337286,0.00008782576,4.0629334e-7,0.000059970615,0.0003570775],"genre_scores_gemma":[0.99894136,0.0002851685,0.00059502275,0.000038280366,0.00006317365,0.00002519656,0.0000011805495,0.000011436992,0.00003919873],"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","domain_scores_codex":[0.9989239,0.00004962074,0.00048263164,0.00011539999,0.00018362392,0.00024484092],"domain_scores_gemma":[0.9994818,0.000023979306,0.00013696532,0.00026549527,0.00006927636,0.000022514925],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00043282204,0.000119081684,0.00029396923,0.0019555541,0.00003161919,0.000013755569,0.00038054975,0.00019401178,0.000036498786],"category_scores_gemma":[0.00019345882,0.00008507544,0.00005312715,0.0010453605,0.00009010915,0.00018791805,0.000027939057,0.0007761043,0.000024916917],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00005628358,0.00058873376,0.17899857,0.00013674611,0.00017267474,0.0002845924,0.00036162464,0.718256,0.035721175,0.00025254086,0.0040923683,0.061078686],"study_design_scores_gemma":[0.010576058,0.0023888715,0.4659664,0.0017259319,0.00034553529,0.005199414,0.014296324,0.13739175,0.06894289,0.051979207,0.23898333,0.0022042904],"about_ca_topic_score_codex":0.00008560594,"about_ca_topic_score_gemma":0.0001575472,"teacher_disagreement_score":0.58086425,"about_ca_system_score_codex":0.00018463675,"about_ca_system_score_gemma":0.000014168702,"threshold_uncertainty_score":0.34692758},"labels":[],"label_agreement":null},{"id":"W1973037278","doi":"10.2118/167606-ms","title":"Pressure Testing of Segmented Horizontal Wells in Anisotropic Composite Reservoirs","year":2013,"lang":"en","type":"article","venue":"SPE Nigeria Annual International Conference and Exhibition","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Anisotropy; Inflow; Horizontal plane; Injection well; Flow (mathematics); Geology; Perpendicular; Petroleum engineering; Mechanics; Computer science; Simulation; Geometry; Mathematics; Physics; Optics","score_opus":0.01255651977154546,"score_gpt":0.2306446417068419,"score_spread":0.21808812193529645,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1973037278","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99205893,0.000089936824,0.0007297291,0.00032270377,0.00015347246,0.00010698286,0.000046536632,0.000052709947,0.0064389803],"genre_scores_gemma":[0.99896175,0.00009331783,0.00055988133,0.000020700913,0.000073973104,0.000013390206,0.000069886315,0.00000971763,0.00019737109],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99924904,0.000025214262,0.00025738613,0.00014917603,0.00017497262,0.00014419259],"domain_scores_gemma":[0.9996082,0.0000324723,0.00004642479,0.0000869363,0.0001753877,0.00005054728],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000065252985,0.00011290207,0.00016233507,0.00014828533,0.000028452776,0.000056115623,0.00011440466,0.0000712496,0.00039590607],"category_scores_gemma":[0.000024360552,0.00010756126,0.000033333803,0.00011682704,0.000042523647,0.00035168935,0.000039436964,0.00013361336,0.000023967552],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00011670707,0.00029510632,0.16024181,0.0005306831,0.0006534381,0.000043526332,0.004731296,0.15222193,0.6634225,0.00093170285,0.0055056717,0.011305612],"study_design_scores_gemma":[0.0018633758,0.0003191785,0.26376703,0.0009165537,0.000063101244,0.000030919648,0.0041369786,0.64551306,0.07592479,0.0033414946,0.0033346554,0.0007888662],"about_ca_topic_score_codex":0.0010017583,"about_ca_topic_score_gemma":0.00013672598,"teacher_disagreement_score":0.5874977,"about_ca_system_score_codex":0.000025539279,"about_ca_system_score_gemma":0.000010748817,"threshold_uncertainty_score":0.4386221},"labels":[],"label_agreement":null},{"id":"W1973047602","doi":"10.2118/146953-ms","title":"An Integrated Workflow for Reservoir Modeling and Flow Simulation of the Nikanassin Tight Gas Reservoir in the Western Canada Sedimentary Basin","year":2011,"lang":"en","type":"article","venue":"SPE Annual Technical Conference and Exhibition","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":23,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Calgary","funders":"Alberta Innovates","keywords":"Tight gas; Petrophysics; Geology; Permeability (electromagnetism); Petroleum engineering; Structural basin; Natural gas field; Reservoir modeling; Petrology; Hydraulic fracturing; Facies; Porosity; Workflow; Computer simulation; Geotechnical engineering; Geomorphology; Natural gas; Engineering; Computer science; Simulation","score_opus":0.026747281204803432,"score_gpt":0.2476328986720648,"score_spread":0.22088561746726137,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1973047602","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.96852,0.00008986637,0.029777067,0.00093130104,0.00004305198,0.0002832971,0.00006666873,0.000043800046,0.00024497733],"genre_scores_gemma":[0.9989719,0.00005644351,0.00070038787,0.00013953284,0.000035310455,0.000021111988,0.00005080851,0.000011811855,0.000012715946],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99907243,0.00009036475,0.0002751682,0.00018787652,0.00018705815,0.00018712787],"domain_scores_gemma":[0.9994765,0.000082424514,0.000035599336,0.0002619081,0.00008990287,0.000053645468],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003593008,0.00013489473,0.00018298895,0.00006305062,0.00009374133,0.00003007782,0.00019666897,0.0001131624,0.000011806882],"category_scores_gemma":[0.00004160766,0.00008316779,0.000039049064,0.00020551072,0.00006625386,0.00022199501,0.00003391732,0.00024520734,1.824484e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000120900804,0.0000651618,0.0023757683,0.000109814246,0.000030570824,0.000005568015,0.0017128292,0.98916143,0.0006103006,0.00004387006,0.0010905308,0.0046732547],"study_design_scores_gemma":[0.000268038,0.00007601121,0.0043710005,0.00017893284,0.000033647273,0.0000025260847,0.00089541834,0.99074715,0.001421561,0.0013450338,0.0005224102,0.00013826782],"about_ca_topic_score_codex":0.056113522,"about_ca_topic_score_gemma":0.1984205,"teacher_disagreement_score":0.14230697,"about_ca_system_score_codex":0.00004556904,"about_ca_system_score_gemma":0.0000561026,"threshold_uncertainty_score":0.9501719},"labels":[],"label_agreement":null},{"id":"W1973386578","doi":"10.2118/149226-ms","title":"Effective Caprock Determination for SAGD Projects","year":2011,"lang":"en","type":"article","venue":"Canadian Unconventional Resources Conference","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":7,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Ivanhoe Energy (Canada); Geomechanica (Canada)","funders":"","keywords":"Caprock; Geology; Petroleum engineering; Steam-assisted gravity drainage; Oil sands; Facies; Permeability (electromagnetism); Steam injection; Geomechanics; Geotechnical engineering; Petrology; Geomorphology; Materials science; Structural basin","score_opus":0.025933515593534323,"score_gpt":0.2118141147045499,"score_spread":0.18588059911101557,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1973386578","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.82716185,0.00044907286,0.05281026,0.00015323528,0.00062810816,0.0013642083,0.0001651643,0.0003332127,0.116934896],"genre_scores_gemma":[0.99763477,0.0000063923735,0.0006392579,0.000047488564,0.000086268505,0.00021029891,0.000039723418,0.000020518024,0.0013152865],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9992066,0.000022342183,0.00015174341,0.00019220769,0.00012289018,0.0003042388],"domain_scores_gemma":[0.9993746,0.000057808436,0.000029570254,0.00014071981,0.00013021112,0.00026704805],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000119608565,0.00013609219,0.00013912815,0.00025062615,0.0001234764,0.00003932203,0.00017845251,0.00009636106,0.0003460442],"category_scores_gemma":[0.000078640885,0.00013466082,0.00010701627,0.00013455993,0.000046521236,0.00009020283,0.000008580359,0.00010715793,0.00004872988],"study_design_candidate":"design_other","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00044139728,0.00042393428,0.038423516,0.0053646895,0.0036056696,0.00064313447,0.060820296,0.060517628,0.005292153,0.019925645,0.030808115,0.7737338],"study_design_scores_gemma":[0.0024050297,0.0004867856,0.09095588,0.000595133,0.00037909867,0.00006918216,0.0016042248,0.5006405,0.028815841,0.013899053,0.35803208,0.0021171384],"about_ca_topic_score_codex":0.010737024,"about_ca_topic_score_gemma":0.08150689,"teacher_disagreement_score":0.7716167,"about_ca_system_score_codex":0.00017486025,"about_ca_system_score_gemma":0.00012841221,"threshold_uncertainty_score":0.99585056},"labels":[],"label_agreement":null},{"id":"W1973644740","doi":"10.2118/170032-ms","title":"Forward Modeling of SAGD-Induced Heave and Caprock Deformation Analysis","year":2014,"lang":"en","type":"article","venue":"SPE Heavy Oil Conference-Canada","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":13,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Alberta Energy","funders":"","keywords":"Caprock; Geology; Finite element method; Deformation (meteorology); Geotechnical engineering; Yield surface; Flow (mathematics); Overburden; Mechanics; Constitutive equation; Structural engineering; Engineering","score_opus":0.012134858983741047,"score_gpt":0.19571025442150483,"score_spread":0.18357539543776377,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1973644740","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9514138,0.00010991072,0.03802078,0.00039441924,0.00013301296,0.000039084327,0.000016408647,0.0000547795,0.009817781],"genre_scores_gemma":[0.9993854,0.000086461354,0.00025532153,0.0000638748,0.000044220713,0.000005362773,0.000030241607,0.000014694263,0.000114410344],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99874073,0.000034602286,0.00039115996,0.00018444635,0.0003665289,0.0002825287],"domain_scores_gemma":[0.9993155,0.000047933383,0.000061377046,0.00028205477,0.00012839297,0.00016476389],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00014964951,0.00018418665,0.00044474655,0.00016135866,0.00008213974,0.000033042703,0.0001406282,0.000078361154,0.0000560585],"category_scores_gemma":[0.00004762554,0.00016679501,0.00007991807,0.00036210322,0.000013979348,0.000096090465,0.000027010343,0.00017210118,0.0000016649282],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000071054938,0.000004783852,0.0005532447,0.000180414,0.00045963304,0.0000013318423,0.00022240325,0.98745126,0.0001283829,0.000036614783,0.0002494326,0.010705374],"study_design_scores_gemma":[0.00016577606,0.0000127647545,0.0005249916,0.00003145917,0.0002399128,0.0000013060911,0.00026178034,0.995746,0.0020627764,0.000076770346,0.000679878,0.00019658603],"about_ca_topic_score_codex":0.93764764,"about_ca_topic_score_gemma":0.9915307,"teacher_disagreement_score":0.05388308,"about_ca_system_score_codex":0.00014906883,"about_ca_system_score_gemma":0.0003515978,"threshold_uncertainty_score":0.68017036},"labels":[],"label_agreement":null},{"id":"W1973723667","doi":"10.2118/170821-ms","title":"Multistage Hydraulic Fracturing Using Coiled Tubing-Activated Frac Sleeves: Case Study From The Permian Basin","year":2014,"lang":"en","type":"article","venue":"SPE Annual Technical Conference and Exhibition","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":10,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Petroleum engineering; Hydraulic fracturing; Drilling; Oil shale; Coiled tubing; Directional drilling; Unconventional oil; Tight oil; Completion (oil and gas wells); Geology; Petroleum; Workover; Fossil fuel; Engineering; Waste management; Mechanical engineering; Paleontology","score_opus":0.019119798716070373,"score_gpt":0.2561301402301852,"score_spread":0.23701034151411485,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1973723667","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.97375166,0.00007096248,0.02460168,0.00022386895,0.000077934375,0.0002709094,0.000040015097,0.00039375178,0.0005692299],"genre_scores_gemma":[0.99914783,0.00003996989,0.00032504057,0.00015010522,0.00022317676,0.000019363286,0.000037542202,0.000037011603,0.000019934605],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9984598,0.00016045984,0.00037345587,0.00040437048,0.00025918786,0.00034273317],"domain_scores_gemma":[0.99900854,0.00025247035,0.000067434645,0.00044059908,0.00007924402,0.0001517281],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003363885,0.00029223753,0.00036861774,0.0000903199,0.0003623757,0.00018182166,0.00018749537,0.00020365443,0.00012373197],"category_scores_gemma":[0.00012525285,0.00021697169,0.00009714473,0.00022161994,0.00011352374,0.0003394826,0.00009497627,0.00059865497,0.000015100427],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00058225036,0.0036965304,0.040056966,0.0007018065,0.0024396772,0.009307396,0.055823177,0.3457949,0.33075103,0.00033461984,0.006515986,0.20399566],"study_design_scores_gemma":[0.0048004356,0.0011382872,0.059755336,0.0010053979,0.0010556441,0.0012294495,0.04664888,0.81405276,0.055210672,0.0017714682,0.010203119,0.0031285614],"about_ca_topic_score_codex":0.0051786676,"about_ca_topic_score_gemma":0.0010354426,"teacher_disagreement_score":0.46825787,"about_ca_system_score_codex":0.000063946114,"about_ca_system_score_gemma":0.000017038543,"threshold_uncertainty_score":0.8847849},"labels":[],"label_agreement":null},{"id":"W1973788350","doi":"10.2118/119254-ms","title":"An Adaptive Continuum/Discontinuum Coupled Reservoir Geomechanics Simulation Approach for Fractured Reservoirs","year":2009,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Geomechanica (Canada); University of Alberta","funders":"","keywords":"Geomechanics; Reservoir simulation; Petroleum engineering; Permeability (electromagnetism); Geology; Fluid dynamics; Porosity; Induced seismicity; Fracture (geology); Geotechnical engineering; Effective stress; Mechanics; Seismology","score_opus":0.01614164840273608,"score_gpt":0.25644445028015084,"score_spread":0.24030280187741476,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1973788350","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.06153124,0.0002492604,0.93247277,0.00019164733,0.00013354176,0.00066653953,0.000021351412,0.0008847474,0.0038488954],"genre_scores_gemma":[0.9785325,0.000020608637,0.019625762,0.0001583858,0.00035518094,0.00005722586,0.00026759077,0.00006725261,0.000915471],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9979597,0.000057463647,0.0004952039,0.0005011795,0.00036137004,0.0006250884],"domain_scores_gemma":[0.99853164,0.00016108484,0.000085836706,0.00075392326,0.00021158413,0.00025590422],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0005035139,0.00037926403,0.00052019476,0.0002454223,0.00020735682,0.0001454076,0.00046899045,0.0003248373,0.00008300013],"category_scores_gemma":[0.000107358144,0.00032399013,0.00026200598,0.00037967038,0.000022204698,0.0005028898,0.00002134301,0.0003329353,0.000011152587],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00016688232,0.00010304635,0.000007816644,0.000028926803,0.00011610978,0.0000025524296,0.00028844498,0.9946135,0.0019213471,0.0000947105,0.0017467564,0.00090989564],"study_design_scores_gemma":[0.0008725527,0.00030527785,0.00032981855,0.000016058233,0.00008532615,0.0000010952592,0.00029461278,0.9901021,0.0028923033,0.001425414,0.0032226678,0.00045273136],"about_ca_topic_score_codex":0.00005789406,"about_ca_topic_score_gemma":0.0001320233,"teacher_disagreement_score":0.9170013,"about_ca_system_score_codex":0.00010031193,"about_ca_system_score_gemma":0.000022419674,"threshold_uncertainty_score":0.9999212},"labels":[],"label_agreement":null},{"id":"W1973811159","doi":"10.2118/165719-ms","title":"Investigating Microseismic Responses and Interaction Between Offset Hydraulic Fracture Treatments During Horizontal Well Completions","year":2013,"lang":"en","type":"article","venue":"SPE Eastern Regional Meeting","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Seneca Polytechnic","funders":"","keywords":"Microseism; Hydraulic fracturing; Geology; Seismology; Offset (computer science); Moment (physics); Geodesy; Geotechnical engineering; Computer science; Physics","score_opus":0.016826080081696754,"score_gpt":0.23582201816647932,"score_spread":0.21899593808478257,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1973811159","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99592805,0.00036838494,0.00039854695,0.0015337613,0.00011692773,0.00018366393,0.000009862265,0.00023468687,0.0012261147],"genre_scores_gemma":[0.9977172,0.00006106731,0.0008550979,0.00014727004,0.0004813178,0.000027268328,0.00008066875,0.00005404022,0.0005760437],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9985696,0.00009037393,0.0003800634,0.00033208876,0.0002519162,0.0003759682],"domain_scores_gemma":[0.999227,0.00018894066,0.00011325764,0.00021410511,0.000045267723,0.00021145638],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00010561436,0.0002971651,0.00030647486,0.00022121171,0.0003110258,0.00015827532,0.00014515789,0.00012903358,0.00006429421],"category_scores_gemma":[0.000042686188,0.00027371288,0.00011543428,0.00016577798,0.00008735261,0.00033052408,0.000069612695,0.00037779706,0.00024616625],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000058541937,0.00013683636,0.676477,0.00075533346,0.0018725473,0.000064040185,0.004202688,0.19600806,0.10263736,0.000008597304,0.0054182126,0.012360798],"study_design_scores_gemma":[0.002227979,0.00016197163,0.77493775,0.0018338313,0.00040442767,0.00030023366,0.003164982,0.16877571,0.024512207,0.0006383176,0.021426907,0.0016156827],"about_ca_topic_score_codex":0.0010421961,"about_ca_topic_score_gemma":0.000039222956,"teacher_disagreement_score":0.098460756,"about_ca_system_score_codex":0.00011927585,"about_ca_system_score_gemma":0.00001213419,"threshold_uncertainty_score":0.9999715},"labels":[],"label_agreement":null},{"id":"W1973873621","doi":"10.2118/171628-ms","title":"Determining Interwell Connectivity and Reservoir Complexity through Frac Pressure Hits and Production Interference Analysis","year":2014,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":107,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Nexen (Canada)","funders":"NERC Environmental Bioinformatics Centre","keywords":"Wellhead; Microseism; Interference (communication); Fracture (geology); Geology; Perforation; Production (economics); Hydraulic fracturing; Petroleum engineering; Process (computing); Computer science; Engineering; Geotechnical engineering; Seismology; Telecommunications; Mechanical engineering","score_opus":0.021423348801647025,"score_gpt":0.24375038868545088,"score_spread":0.22232703988380384,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1973873621","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.87894213,0.00026845073,0.11633583,0.00030468337,0.00009672012,0.00007739652,0.0000033174897,0.0002396846,0.0037317574],"genre_scores_gemma":[0.9976193,0.0001331507,0.0016445698,0.000031753312,0.00008331566,0.000008071064,0.0000068028553,0.000015550515,0.00045749865],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99897027,0.000094988056,0.0002155387,0.0003812803,0.000121760015,0.00021618987],"domain_scores_gemma":[0.9993296,0.00014928186,0.000042104475,0.0003459429,0.00004727276,0.000085764594],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002888745,0.00018815826,0.00037418515,0.00014992771,0.00012172089,0.00008893415,0.00011861594,0.000090099966,0.00007663371],"category_scores_gemma":[0.00020574845,0.00015574857,0.000070494774,0.00032523813,0.00012114578,0.00029178485,0.00011185984,0.00022291065,0.000004408708],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00006875636,0.0001286976,0.12629141,0.0014215279,0.0056536337,0.000007774921,0.007394832,0.8236543,0.0046613645,0.0003725911,0.0021227452,0.028222399],"study_design_scores_gemma":[0.00019754397,0.00006051236,0.06715017,0.00006408236,0.00071713945,0.000009466003,0.0002072127,0.92006063,0.0073695867,0.0009981878,0.0028216743,0.00034377197],"about_ca_topic_score_codex":0.00031937083,"about_ca_topic_score_gemma":0.001474647,"teacher_disagreement_score":0.11867713,"about_ca_system_score_codex":0.000014971242,"about_ca_system_score_gemma":0.000003869709,"threshold_uncertainty_score":0.6351242},"labels":[],"label_agreement":null},{"id":"W1974082314","doi":"10.2118/105489-ms","title":"World's First Annular Safety Valve for Dual Concentric Water Injection","year":2007,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"ExxonMobil (Canada)","funders":"","keywords":"Concentric; Water injection (oil production); Geology; Annulus (botany); Engineering; Petroleum engineering; Geometry; Mathematics","score_opus":0.005813257566416354,"score_gpt":0.2110633015587881,"score_spread":0.20525004399237176,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1974082314","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.21471137,0.0003697358,0.7481459,0.00041773045,0.0010215504,0.00034375084,0.000009034155,0.0008320325,0.034148917],"genre_scores_gemma":[0.99456966,0.000021364054,0.00055695616,0.000054838158,0.00029423105,0.000006378517,0.000032098702,0.000021907981,0.004442551],"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","domain_scores_codex":[0.9992147,0.00000521852,0.0002030154,0.00012848499,0.0001085491,0.0003400087],"domain_scores_gemma":[0.9996705,0.000063987405,0.000009742157,0.00014082585,0.00003524227,0.00007969254],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002691704,0.000110703135,0.00013575284,0.00013204287,0.000109509296,0.000023628854,0.000059048194,0.00006427326,0.00031648154],"category_scores_gemma":[0.000012498761,0.00007639296,0.00016504714,0.00019764138,0.00001407117,0.000078291974,0.0000143051875,0.00009431573,0.000076812146],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000033676813,0.000025473186,0.0011980755,0.000087789565,0.0002724573,0.000009112384,0.00052007753,0.9860669,0.00038259666,0.00004156639,0.007867176,0.0034951228],"study_design_scores_gemma":[0.0008776901,0.00005199671,0.0042025405,0.000020619465,0.00012118009,0.000012211647,0.00017010946,0.13176185,0.08375276,0.00010292653,0.778511,0.00041511786],"about_ca_topic_score_codex":0.00007788233,"about_ca_topic_score_gemma":0.0005943351,"teacher_disagreement_score":0.854305,"about_ca_system_score_codex":0.00008763297,"about_ca_system_score_gemma":0.0000028763427,"threshold_uncertainty_score":0.3465251},"labels":[],"label_agreement":null},{"id":"W1974270593","doi":"10.2118/86480-ms","title":"Application of New Fracturing Technique Improves Stimulation Success for Openhole Horizontal Completions","year":2004,"lang":"en","type":"article","venue":"SPE International Symposium and Exhibition on Formation Damage Control","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":27,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Well stimulation; Submarine pipeline; Process (computing); Geology; Hydraulic fracturing; Petroleum engineering; Completion (oil and gas wells); Computer science; Petroleum; Geotechnical engineering; Reservoir engineering","score_opus":0.006161345925563735,"score_gpt":0.23642148941878768,"score_spread":0.23026014349322393,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1974270593","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.07808542,0.000023638686,0.91778433,0.0014076575,0.0001242385,0.0006298088,0.000094911,0.00012450224,0.0017254761],"genre_scores_gemma":[0.9973071,0.000044428707,0.001667536,0.000075089716,0.00018942227,0.00013810837,0.0005182686,0.000017772792,0.000042272404],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9991415,0.000011017812,0.00037089575,0.00014637738,0.00020595192,0.00012424788],"domain_scores_gemma":[0.99949634,0.000046879082,0.00012508406,0.00013113403,0.00012913339,0.000071437986],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00013505573,0.0001379167,0.00016520417,0.00017981086,0.0001041827,0.000070969516,0.00012594923,0.00008679671,0.000022567061],"category_scores_gemma":[0.000020464862,0.00013519477,0.000090980015,0.00008864009,0.000025934321,0.000579096,0.000014029311,0.0001001049,0.000010476541],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00008304275,0.000056919456,0.00008743584,0.00007704852,0.00006978156,3.9353145e-7,0.00019065579,0.8518039,0.14036596,0.002284972,0.00016533317,0.004814588],"study_design_scores_gemma":[0.0046678595,0.00022874473,0.0051137367,0.0001499269,0.00008122481,0.000011765261,0.00008109219,0.7343507,0.24250923,0.005109441,0.00733087,0.00036542985],"about_ca_topic_score_codex":0.00012510197,"about_ca_topic_score_gemma":0.000036638547,"teacher_disagreement_score":0.9192217,"about_ca_system_score_codex":0.00012554348,"about_ca_system_score_gemma":0.000012171045,"threshold_uncertainty_score":0.5513083},"labels":[],"label_agreement":null},{"id":"W1974788942","doi":"10.2118/171651-ms","title":"Analysis of Microbes in Hydraulic Fracturing of Montney Tight Gas Formations in Western Canada","year":2014,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Shell (Canada); University of Calgary","funders":"Genome Alberta; Shell Global Solutions International; Alberta Innovates; Shell Canada; Suncor Energy Incorporated; Genome Canada","keywords":"Hydraulic fracturing; Fracturing fluid; Tight gas; Petroleum engineering; Geology; Sulfate-reducing bacteria; Limiting; Environmental science; Bacteria; Engineering","score_opus":0.003631707026159094,"score_gpt":0.1863837547943722,"score_spread":0.1827520477682131,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1974788942","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9892256,0.000103259066,0.00589523,0.000105871004,0.000028572153,0.00004301621,0.0000059109607,0.000020872461,0.0045716157],"genre_scores_gemma":[0.99963766,0.000036566307,0.00017104523,0.000029239693,0.000008902733,0.000004309927,0.000017515233,0.000009801985,0.00008494759],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99901104,0.00003090403,0.0005031371,0.000104159735,0.00015867026,0.00019211246],"domain_scores_gemma":[0.99951315,0.00009383847,0.0000593224,0.00026154122,0.00002330822,0.000048844886],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00017015947,0.00011260887,0.00043391928,0.00076379575,0.000012053088,0.0000064786473,0.00016404827,0.000057798785,0.0000695701],"category_scores_gemma":[0.000027187161,0.000098817996,0.000101645586,0.0010438699,0.000013955917,0.00009647561,0.000022689526,0.00012084642,0.0000013191236],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000012647827,0.00001565931,0.08654723,0.00006500236,0.00020758035,0.0000012738542,0.00036252,0.9116434,0.0004309958,0.0000021772353,0.000070236085,0.0006526887],"study_design_scores_gemma":[0.00023965951,0.000006448103,0.24822749,0.000053959822,0.00013549464,4.0449206e-7,0.00015149097,0.7245849,0.024686458,0.000010233145,0.0017456524,0.00015785862],"about_ca_topic_score_codex":0.5096179,"about_ca_topic_score_gemma":0.95311767,"teacher_disagreement_score":0.4434997,"about_ca_system_score_codex":0.00008826319,"about_ca_system_score_gemma":0.000031229134,"threshold_uncertainty_score":0.49364755},"labels":[],"label_agreement":null},{"id":"W1974807454","doi":"10.2118/63030-ms","title":"Refracture Reorientation Enhances Gas Production in Barnett Shale Tight Gas Wells","year":2000,"lang":"en","type":"article","venue":"SPE Annual Technical Conference and Exhibition","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":107,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"GRi Simulations (Canada)","funders":"","keywords":"Tight gas; Geology; Shale gas; Tiltmeter; Petroleum engineering; Oil shale; Wellbore; Azimuth; Hydraulic fracturing","score_opus":0.007532541376878679,"score_gpt":0.23149186729108204,"score_spread":0.22395932591420337,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1974807454","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.98795855,0.000262583,0.00042424272,0.0010746726,0.000075802986,0.00015094636,0.00000976692,0.00023974941,0.00980368],"genre_scores_gemma":[0.9964988,0.0023782991,0.00018453048,0.000056532936,0.00016953732,0.00002199076,0.00009548008,0.000012790837,0.0005819907],"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99901974,0.00003559877,0.00025453724,0.00029405425,0.0001733919,0.00022266289],"domain_scores_gemma":[0.999672,0.000019691033,0.000025866106,0.00017048352,0.000041403284,0.00007057202],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00016695898,0.00015041824,0.00018348488,0.00011381079,0.000064665845,0.000046242927,0.0000756465,0.00016992888,0.0005652726],"category_scores_gemma":[0.000027157106,0.00013185738,0.000043652588,0.00024938665,0.000055743305,0.00039120653,0.000011530815,0.00030399402,0.00007339158],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00049436773,0.00064078736,0.0038919102,0.00074521004,0.00015295544,0.00021403434,0.0057919137,0.10553901,0.14774159,0.0007436688,0.058880325,0.6751642],"study_design_scores_gemma":[0.0030076301,0.0012080187,0.13680804,0.0020971622,0.00033023683,0.0003382802,0.0030037677,0.039522063,0.623409,0.050229747,0.13625169,0.0037943835],"about_ca_topic_score_codex":0.00017472084,"about_ca_topic_score_gemma":0.00029311792,"teacher_disagreement_score":0.67136985,"about_ca_system_score_codex":0.000045804547,"about_ca_system_score_gemma":0.000009368082,"threshold_uncertainty_score":0.61893386},"labels":[],"label_agreement":null},{"id":"W1974934523","doi":"10.1016/j.ijsolstr.2011.09.022","title":"Equilibrium of a pressurized plastic fluid in a wellbore crack","year":2011,"lang":"en","type":"article","venue":"International Journal of Solids and Structures","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":13,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Dalhousie University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Crack closure; Materials science; Mechanics; Pressure drop; Spark plug; Stress intensity factor; Fracture mechanics; Geotechnical engineering; Geology; Composite material; Engineering","score_opus":0.01045846218789911,"score_gpt":0.22839588313596537,"score_spread":0.21793742094806626,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1974934523","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9969898,0.00068150705,0.0007664826,0.000035727036,0.0004370484,0.000017117763,0.0000070513875,0.0000068941977,0.0010583648],"genre_scores_gemma":[0.99912494,0.00016584413,0.00053884735,0.0000103986495,0.00013351864,3.951981e-7,9.095052e-7,0.000007850634,0.000017285283],"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","domain_scores_codex":[0.999286,0.000014152917,0.0003417273,0.000053137617,0.00021814255,0.000086843],"domain_scores_gemma":[0.99965286,0.00004885743,0.00009089288,0.000052926942,0.00010632191,0.000048140773],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00008131936,0.00007993698,0.00019418335,0.00023438664,0.00000559832,0.000017379707,0.00020787264,0.000049175225,0.000121739584],"category_scores_gemma":[0.000058962276,0.000059413527,0.000074595664,0.000049574668,0.000040533483,0.00011614677,0.000026990227,0.0001400143,3.8723647e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0017030423,0.00024939264,0.05740537,0.00051400985,0.0043362635,0.0011200211,0.016025903,0.8076381,0.090969756,0.0012874305,0.002614122,0.016136598],"study_design_scores_gemma":[0.00608301,0.0004649902,0.6788102,0.0008056143,0.00030096102,0.00079800194,0.0007426601,0.13941795,0.14311528,0.0251641,0.0035566133,0.0007406504],"about_ca_topic_score_codex":0.000045813376,"about_ca_topic_score_gemma":0.000012032851,"teacher_disagreement_score":0.66822016,"about_ca_system_score_codex":0.000014106192,"about_ca_system_score_gemma":0.000013953625,"threshold_uncertainty_score":0.24228133},"labels":[],"label_agreement":null},{"id":"W1975005170","doi":"10.1016/j.egypro.2011.02.263","title":"Geomechanical modeling for CO2 Storage in Wabamun Lake Area of Alberta, Canada","year":2011,"lang":"en","type":"article","venue":"Energy Procedia","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":15,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Petroleum engineering; Caprock; Carbon sequestration; Geology; Environmental science; Work (physics); Permeability (electromagnetism); Lead (geology); Geotechnical engineering; Petrology; Mining engineering; Engineering; Carbon dioxide; Geomorphology; Ecology","score_opus":0.01295979319035384,"score_gpt":0.1784959528605362,"score_spread":0.16553615967018237,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1975005170","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.86021405,0.00044165202,0.13073751,0.00005643518,0.00039652246,0.000111909765,0.00002574362,0.0000936266,0.007922559],"genre_scores_gemma":[0.9987961,0.000028896064,0.0004845252,0.000025429199,0.000048192476,0.00003456751,0.000018325833,0.000025232755,0.00053871557],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99928266,0.0000047241183,0.00022890932,0.00013570394,0.0001147736,0.00023325303],"domain_scores_gemma":[0.9996711,0.000046440462,0.000022772634,0.00015104821,0.000034320743,0.000074335345],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00006719245,0.00011517271,0.00021215923,0.00006257603,0.00001965876,0.0000034965667,0.00014700096,0.000080861835,0.00006693434],"category_scores_gemma":[0.000046067475,0.00010645267,0.00005746516,0.0001268307,0.000007299318,0.000044799912,0.000018685436,0.000085951746,5.336351e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000010783242,0.000018124389,0.000102065154,0.00006987305,0.000046992078,0.0000051852094,0.00029525664,0.99844635,0.00008645717,0.00016620851,0.00037259673,0.00038008325],"study_design_scores_gemma":[0.00021169434,0.000014181131,0.00004612297,0.000028993461,0.000018048127,0.0000013387543,0.00006453299,0.98986393,0.0059214314,0.00026276254,0.003419742,0.00014720287],"about_ca_topic_score_codex":0.39253864,"about_ca_topic_score_gemma":0.9452983,"teacher_disagreement_score":0.55275965,"about_ca_system_score_codex":0.000050151593,"about_ca_system_score_gemma":0.000075912896,"threshold_uncertainty_score":0.61150646},"labels":[],"label_agreement":null},{"id":"W1975118610","doi":"10.2118/96962-ms","title":"The Effects of Proppant Selection Upon Well Productivity—A Review of Over 650 Treatments in the Cardium Formation","year":2005,"lang":"en","type":"article","venue":"SPE Annual Technical Conference and Exhibition","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Productivity; Tonne; Geology; Structural basin; Petroleum engineering; Cretaceous; Well stimulation; Fracture (geology); Sedimentary rock; Environmental science; Reservoir engineering; Geochemistry; Geotechnical engineering; Paleontology; Engineering; Waste management; Petroleum","score_opus":0.006766149530085843,"score_gpt":0.23616643104808296,"score_spread":0.22940028151799713,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1975118610","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9817776,0.008906449,0.0028527642,0.0019983347,0.000063299005,0.0011358039,0.0000103047105,0.000091780996,0.0031636471],"genre_scores_gemma":[0.9867227,0.013104128,0.000031365482,0.000023248109,0.000040902563,0.00003901766,0.000010241799,0.000004295093,0.00002411921],"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9993347,0.000070875,0.00022667855,0.000093241324,0.00016504232,0.00010947266],"domain_scores_gemma":[0.999672,0.00006345566,0.000055181412,0.00013607486,0.00005752944,0.000015756586],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00032444103,0.00008313406,0.00016441339,0.0000441005,0.000043757424,0.000010733773,0.00006759214,0.00005366352,0.0000049367072],"category_scores_gemma":[0.000070203525,0.000045700872,0.000054821547,0.00019062535,0.0000368334,0.00018993217,0.00001258476,0.00012919432,0.0000020936006],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00034469008,0.0015783383,0.0022295613,0.04726559,0.00057587604,0.000016216274,0.005771429,0.016410848,0.31970337,0.0028688575,0.028122481,0.5751127],"study_design_scores_gemma":[0.0021325573,0.0017343909,0.07252458,0.015787663,0.00086839974,0.000086654945,0.00066887785,0.028429387,0.8336856,0.0023835523,0.040823296,0.00087507913],"about_ca_topic_score_codex":0.00004747238,"about_ca_topic_score_gemma":0.00013576662,"teacher_disagreement_score":0.57423764,"about_ca_system_score_codex":0.000031966953,"about_ca_system_score_gemma":0.000009863934,"threshold_uncertainty_score":0.18636276},"labels":[],"label_agreement":null},{"id":"W1975205026","doi":"10.2118/158619-ms","title":"Laboratory Study of Sand Production in Unconsolidated Reservoir","year":2012,"lang":"en","type":"article","venue":"SPE Annual Technical Conference and Exhibition","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":9,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Regina","funders":"","keywords":"Geotechnical engineering; Permeability (electromagnetism); Petroleum engineering; Geology; Water flooding; Environmental science; Compaction; Oil sands; Water flow; Materials science; Asphalt","score_opus":0.017155348673590275,"score_gpt":0.2584855939778741,"score_spread":0.2413302453042838,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1975205026","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9980259,0.00018805309,0.00012847708,0.000092357106,0.00006231891,0.00015473145,0.00000976705,0.000107060325,0.0012313407],"genre_scores_gemma":[0.9996839,0.0001313484,0.00005196157,0.0000066549464,0.00006818634,0.00001613275,0.0000116184565,0.000008899503,0.000021301441],"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","domain_scores_codex":[0.99925405,0.000051173356,0.00023775779,0.00013550876,0.000136133,0.00018536735],"domain_scores_gemma":[0.9996377,0.000018908007,0.000028393819,0.00017085468,0.00007790455,0.00006620759],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00030244194,0.000099109406,0.00018703517,0.00014554583,0.000029105622,0.000011234944,0.00005893989,0.00009615793,0.000029989618],"category_scores_gemma":[0.000062722436,0.00008682635,0.00001910935,0.00034113662,0.00004785484,0.00030461044,0.000029302964,0.00019918956,0.000005820652],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00063751463,0.0075276913,0.29987812,0.0017450048,0.0005175734,0.00007297156,0.030589571,0.0963421,0.51578563,0.0006180175,0.025643677,0.02064209],"study_design_scores_gemma":[0.003993247,0.0016744607,0.5564277,0.000918979,0.0003152993,0.000036343066,0.022385305,0.0060861483,0.40027574,0.0019726136,0.004073524,0.0018406004],"about_ca_topic_score_codex":0.00011071503,"about_ca_topic_score_gemma":0.00019736502,"teacher_disagreement_score":0.25654963,"about_ca_system_score_codex":0.00002474871,"about_ca_system_score_gemma":0.000010598919,"threshold_uncertainty_score":0.3540676},"labels":[],"label_agreement":null},{"id":"W1975248763","doi":"10.2118/165422-ms","title":"Numerical Assessment of Caprock Integrity in SAGD Operations","year":2013,"lang":"en","type":"article","venue":"SPE Heavy Oil Conference-Canada","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":7,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"University of Waterloo","keywords":"Caprock; Geology; Geomechanics; Overburden; Geotechnical engineering; Pore water pressure; Oil sands; Cabin pressurization; Deformation (meteorology); Petroleum engineering; Asphalt; Materials science","score_opus":0.013951913470084957,"score_gpt":0.23432606730749841,"score_spread":0.22037415383741346,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1975248763","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.94830537,0.00011255399,0.0045748213,0.003122891,0.0003661249,0.000113387105,0.000024018285,0.00005567159,0.043325163],"genre_scores_gemma":[0.99835885,0.000058393405,0.0008444427,0.00009237438,0.000032654047,0.000030671526,0.000017080301,0.000011917298,0.00055364636],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9989022,0.00003964761,0.00033688915,0.00015662517,0.00030449132,0.00026014005],"domain_scores_gemma":[0.9994571,0.000046785244,0.000020428482,0.00023655579,0.00010893248,0.00013015553],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00006547271,0.00014435337,0.00029755157,0.00006121898,0.000040648283,0.00003408693,0.00019160434,0.00006397995,0.0011861295],"category_scores_gemma":[0.00003790635,0.00012620787,0.000036709527,0.00021580601,0.000022060116,0.000083220984,0.000022147384,0.00040582102,0.000008449252],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000024549597,0.00006577334,0.013981846,0.00022870979,0.00012093577,0.00001843049,0.00018738832,0.9593368,0.00043345685,0.00020583167,0.013312413,0.012105935],"study_design_scores_gemma":[0.0002724479,0.000019212792,0.06859245,0.00008907223,0.000016066797,0.0000024869682,0.00037465032,0.9233702,0.0020796373,0.00006713575,0.0048156655,0.00030099734],"about_ca_topic_score_codex":0.9961838,"about_ca_topic_score_gemma":0.99791867,"teacher_disagreement_score":0.054610606,"about_ca_system_score_codex":0.0003980014,"about_ca_system_score_gemma":0.0018592833,"threshold_uncertainty_score":0.99972695},"labels":[],"label_agreement":null},{"id":"W1975283221","doi":"10.2118/71585-ms","title":"New Analytical Solutions for Predicting Pressure Distribution and Transient Behavior in Wedges and Truncated Wedges","year":2001,"lang":"en","type":"article","venue":"SPE Annual Technical Conference and Exhibition","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Wedge (geometry); Transient (computer programming); Distribution (mathematics); Computer science; Mathematics; Applied mathematics; Mathematical analysis; Geometry","score_opus":0.01996742915624303,"score_gpt":0.256513113555834,"score_spread":0.23654568439959098,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1975283221","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8832852,0.0011794016,0.11279643,0.0014024862,0.00004561879,0.0004050478,0.00020710587,0.00025779402,0.0004208916],"genre_scores_gemma":[0.9985737,0.0009516193,0.00015514257,0.000009059019,0.000057648118,0.00003515158,0.00013069763,0.000008754825,0.00007819174],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99919623,0.000016502032,0.00021007513,0.00022628029,0.00009019543,0.0002607344],"domain_scores_gemma":[0.9996688,0.00004967704,0.00001787779,0.00008422605,0.000046487716,0.00013297763],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00015170652,0.00012829901,0.00019343139,0.000076971904,0.00010635024,0.00005423891,0.00004041063,0.0001671547,0.000016622778],"category_scores_gemma":[0.00004910554,0.000116232695,0.00003763205,0.00014409814,0.00007968285,0.00018335308,0.000025891424,0.00018623353,5.854413e-7],"study_design_candidate":"design_other","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0015763954,0.0017872098,0.12203967,0.002897822,0.00091767235,0.00021883659,0.006731775,0.059452027,0.062991746,0.019897696,0.05153612,0.66995305],"study_design_scores_gemma":[0.0026710406,0.0006726052,0.46973395,0.00047107897,0.000844056,0.0001360751,0.0011559187,0.498861,0.001588461,0.0025768767,0.020397179,0.00089174154],"about_ca_topic_score_codex":0.00012849379,"about_ca_topic_score_gemma":0.0003269382,"teacher_disagreement_score":0.6690613,"about_ca_system_score_codex":0.000019263038,"about_ca_system_score_gemma":0.000014811996,"threshold_uncertainty_score":0.4739832},"labels":[],"label_agreement":null},{"id":"W1975414783","doi":"10.2118/131736-ms","title":"Modeling Shear Dominated Hydraulic Fracturing as a Coupled Fluid-solid Interaction","year":2010,"lang":"en","type":"article","venue":"International Oil and Gas Conference and Exhibition in China","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":22,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Hydraulic fracturing; Geology; Shear (geology); Geomechanics; Microseism; Geotechnical engineering; Permeability (electromagnetism); Mechanics; Petrology; Seismology; Physics","score_opus":0.008049864298293274,"score_gpt":0.24556224217555925,"score_spread":0.23751237787726598,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1975414783","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.986973,0.00006927964,0.0024509705,0.001473299,0.00042628706,0.000023692975,0.000003882739,0.000087951346,0.008491621],"genre_scores_gemma":[0.9981159,0.0012498321,0.000121713194,0.000091101545,0.00015697296,0.00001794201,0.000043356496,0.000014709508,0.0001884967],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99915886,0.000014094299,0.0002675498,0.00022458467,0.00016784188,0.00016707517],"domain_scores_gemma":[0.9996875,0.000035555462,0.000029553617,0.000097387085,0.00006025639,0.000089754976],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00013913114,0.00015850538,0.00017564069,0.00024323094,0.00007448753,0.0001528781,0.00009278223,0.000116786716,0.00023811652],"category_scores_gemma":[0.000049259823,0.00014762899,0.00004360051,0.00007778894,0.00003890207,0.000372004,0.000036620695,0.0004383057,0.000018589617],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0001608686,0.00012439242,0.00093123823,0.00017206774,0.00020467976,0.00008872876,0.003641371,0.8282142,0.06566951,0.0007494686,0.00010473881,0.09993872],"study_design_scores_gemma":[0.0004812201,0.00001606946,0.0011498192,0.00014537197,0.00001240112,0.000062844636,0.0001447363,0.9918316,0.0032066377,0.002082834,0.00068969186,0.0001767933],"about_ca_topic_score_codex":0.0009584405,"about_ca_topic_score_gemma":0.0003676361,"teacher_disagreement_score":0.16361736,"about_ca_system_score_codex":0.000028821652,"about_ca_system_score_gemma":0.000013351657,"threshold_uncertainty_score":0.6020135},"labels":[],"label_agreement":null},{"id":"W1975478412","doi":"10.2118/95675-ms","title":"The Quest for Improved Proppant Placement: Investigation of the Effects of Proppant Slurry Component Properties on Transport","year":2005,"lang":"en","type":"article","venue":"SPE Annual Technical Conference and Exhibition","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":20,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Fracture (geology); Hydraulic fracturing; Well stimulation; Complex fracture; Petroleum engineering; Permeability (electromagnetism); Geology; Wellbore; Completion (oil and gas wells); Materials science; Geotechnical engineering; Reservoir engineering; Petroleum; Chemistry","score_opus":0.01151227877796184,"score_gpt":0.21167404246284455,"score_spread":0.2001617636848827,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1975478412","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99439955,0.00028289485,0.0023537595,0.001720144,0.000060711063,0.0008939484,0.000022421014,0.000073090094,0.00019349501],"genre_scores_gemma":[0.99942064,0.00024414985,0.00009544925,0.000033479653,0.000042669664,0.00008952342,0.000011778233,0.0000094215875,0.000052884196],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99928147,0.000028172544,0.00027889706,0.00012738629,0.00014235437,0.00014174213],"domain_scores_gemma":[0.99956757,0.0000612606,0.00006743474,0.00017464638,0.00009147692,0.00003760093],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00019076248,0.000112217844,0.00016952225,0.000031762218,0.00011254363,0.000011696748,0.00011230514,0.00007676972,0.0000014315468],"category_scores_gemma":[0.000048910282,0.000057236924,0.000075336844,0.00007428964,0.00018948362,0.000078450816,0.000016671698,0.00013675565,5.151555e-7],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00027427674,0.00013565051,0.0001765081,0.0015716916,0.00011060364,5.1431704e-7,0.001504465,0.008815323,0.9713077,0.0015171975,0.0006284404,0.013957628],"study_design_scores_gemma":[0.00061091554,0.00057396496,0.005822802,0.0008493142,0.00010315821,0.0000020997304,0.0001941909,0.02768077,0.9615456,0.00066121423,0.0017704415,0.00018552814],"about_ca_topic_score_codex":0.000032833927,"about_ca_topic_score_gemma":0.00010365895,"teacher_disagreement_score":0.018865446,"about_ca_system_score_codex":0.000023824088,"about_ca_system_score_gemma":0.00002752199,"threshold_uncertainty_score":0.23340541},"labels":[],"label_agreement":null},{"id":"W1975688970","doi":"10.2118/148952-ms","title":"The Benefits of Reworking Declining CBM Wells","year":2011,"lang":"en","type":"article","venue":"Canadian Unconventional Resources Conference","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Choke; Petroleum engineering; Permeability (electromagnetism); Wellbore; Production rate; Dewatering; Natural gas; Hydraulic fracturing; Geology; Compaction; Tight gas; Environmental science; Geotechnical engineering; Engineering; Waste management","score_opus":0.0334815273797414,"score_gpt":0.20347009507581879,"score_spread":0.1699885676960774,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1975688970","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7808223,0.0030610159,0.001117058,0.0002543467,0.00052264874,0.00011690072,0.000032528005,0.000095976146,0.21397726],"genre_scores_gemma":[0.9986499,0.0001662593,0.00019214176,0.000041535666,0.00007128126,0.0000069248763,0.000006727683,0.000015735539,0.0008495277],"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","domain_scores_codex":[0.99904966,0.000029624078,0.0002788933,0.00013940684,0.00018775709,0.00031463624],"domain_scores_gemma":[0.99922633,0.0001234872,0.000057610614,0.00024554544,0.000096235024,0.00025077583],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00025684698,0.00011751807,0.00014437051,0.00014089771,0.00019920433,0.00004133493,0.00037247362,0.00008284602,0.00065078045],"category_scores_gemma":[0.00007270137,0.000094351744,0.00011126398,0.00018754689,0.00011839243,0.000049534843,0.000020431036,0.00018439439,0.000058955167],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00012843154,0.00010608705,0.108419985,0.00058266893,0.0027436058,0.00020844648,0.020299422,0.40279356,0.00042077297,0.08987265,0.014313623,0.36011076],"study_design_scores_gemma":[0.00089551805,0.0001300803,0.23533103,0.0013932438,0.0002542237,0.000044084096,0.002706612,0.08396909,0.006727003,0.009769338,0.65741587,0.0013639269],"about_ca_topic_score_codex":0.012594801,"about_ca_topic_score_gemma":0.06393204,"teacher_disagreement_score":0.6431022,"about_ca_system_score_codex":0.00005501512,"about_ca_system_score_gemma":0.000103953695,"threshold_uncertainty_score":0.9939804},"labels":[],"label_agreement":null},{"id":"W1975779564","doi":"10.2118/69574-ms","title":"Rigorous Modelling of Fractures in a Porous Medium","year":2001,"lang":"en","type":"article","venue":"SPE Latin American and Caribbean Petroleum Engineering Conference","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Dalhousie University; Toronto Metropolitan University","funders":"","keywords":"Porous medium; Permeability (electromagnetism); Fracture (geology); Mechanics; Context (archaeology); Porosity; Flow (mathematics); Orthogonality; Boundary value problem; Geology; Materials science; Geotechnical engineering; Mathematics; Mathematical analysis; Geometry; Physics; Chemistry","score_opus":0.00920971890543847,"score_gpt":0.20452072639829483,"score_spread":0.19531100749285635,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1975779564","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.853019,0.0005255561,0.14265963,0.00012188746,0.00009503302,0.00005259744,0.000009172025,0.00019857119,0.0033185831],"genre_scores_gemma":[0.9964789,0.00079930946,0.0025024326,0.00001850143,0.000068428846,0.000008545545,0.0000087056105,0.000038827828,0.00007633921],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9987823,0.00001685846,0.00035265498,0.00024395113,0.00021828721,0.00038594173],"domain_scores_gemma":[0.9994336,0.00007471548,0.00006368492,0.00026164643,0.000031982494,0.0001344097],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00011505949,0.00025749192,0.00049497146,0.0002937514,0.000023893344,0.000033124954,0.00018269033,0.0000721032,0.000052877076],"category_scores_gemma":[0.000024604367,0.00024882922,0.00006742116,0.00036393214,0.000094839765,0.00007440392,0.000034967197,0.00036242887,0.0000031303982],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000007610509,0.00001558301,0.0033475447,0.000055502343,0.000049577266,0.00003372594,0.00041256635,0.99071,0.0008485081,0.00004481115,0.000015381715,0.0044591837],"study_design_scores_gemma":[0.00025322565,0.000049600418,0.01207598,0.00008487254,0.000026287233,0.000012361091,0.000292209,0.98505336,0.0008962567,0.000045145644,0.0009091956,0.00030152054],"about_ca_topic_score_codex":0.0012566852,"about_ca_topic_score_gemma":0.00020953431,"teacher_disagreement_score":0.14345993,"about_ca_system_score_codex":0.000046125035,"about_ca_system_score_gemma":0.000023347622,"threshold_uncertainty_score":0.9999964},"labels":[],"label_agreement":null},{"id":"W1975849736","doi":"10.2118/74666-pa","title":"Coreflood Studies Examine New Technologies That Minimize Intervention Throughout Well Life Cycle","year":2006,"lang":"en","type":"article","venue":"SPE Production & Operations","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Nalco (Canada)","funders":"Barts and The London School of Medicine and Dentistry; Society of Petroleum Engineers","keywords":"Petroleum engineering; Subsea; Water cut; Wellbore; Emulsion; Scale (ratio); Environmental science; Brine; Engineering; Marine engineering; Chemistry","score_opus":0.024562277152392373,"score_gpt":0.2727283556803999,"score_spread":0.2481660785280075,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1975849736","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.5513605,0.031674944,0.33984652,0.04313581,0.0064452225,0.0013624888,0.000027173523,0.008125284,0.018022059],"genre_scores_gemma":[0.97273135,0.0009173707,0.015462893,0.000015766407,0.0006169463,0.000045605855,0.00005871927,0.000027893399,0.010123433],"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99904627,0.00002496612,0.00029607126,0.00028215605,0.00015903031,0.00019150009],"domain_scores_gemma":[0.9994767,0.000012071956,0.000031322645,0.00036543809,0.000081256185,0.000033242282],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00011740365,0.00017417881,0.00021708588,0.00016681661,0.00020899759,0.00008199527,0.0001251306,0.00008356836,0.00011255938],"category_scores_gemma":[0.000117618954,0.00014944348,0.000103776765,0.00033327512,0.00007398019,0.0003324324,0.000042364576,0.0001745609,0.00015271813],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000002680816,0.000057476293,0.0003259766,0.00003822928,0.00014329003,9.660953e-7,0.0002450133,0.9799507,0.0009239682,0.000050397637,0.015624045,0.0026372387],"study_design_scores_gemma":[0.0031964395,0.00027462692,0.009646454,0.0004587299,0.0011772348,0.00007953471,0.024919443,0.31727344,0.46487427,0.0043657916,0.17128965,0.0024443956],"about_ca_topic_score_codex":0.00019991393,"about_ca_topic_score_gemma":0.0006824147,"teacher_disagreement_score":0.6626773,"about_ca_system_score_codex":0.00007333846,"about_ca_system_score_gemma":0.00001713813,"threshold_uncertainty_score":0.60941285},"labels":[],"label_agreement":null},{"id":"W1975892284","doi":"10.2118/152631-ms","title":"Implications of Fracturing Pressure Data Recorded during a Horizontal Completion on Stage Spacing Design","year":2012,"lang":"en","type":"article","venue":"SPE Hydraulic Fracturing Technology Conference","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":55,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"ConocoPhillips (Canada)","funders":"University of Texas at Austin; U.S. Department of Energy","keywords":"Hydraulic fracturing; Geology; Fracture (geology); Oil shale; Transverse plane; Perforation; Microseism; Stress (linguistics); Tight gas; Completion (oil and gas wells); Geotechnical engineering; Shale gas; Petroleum engineering; Engineering; Seismology; Structural engineering","score_opus":0.04283854291425343,"score_gpt":0.26286549560311984,"score_spread":0.2200269526888664,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1975892284","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.74499214,0.0013394653,0.24243084,0.001420332,0.00052576547,0.00068688183,0.00012802993,0.0021386053,0.0063379356],"genre_scores_gemma":[0.99179584,0.0002556621,0.0073449938,0.000030006282,0.00021549546,0.000053757994,0.000085035244,0.00008893547,0.00013026784],"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99729794,0.000083839055,0.0006712013,0.0006476524,0.00036202185,0.0009373131],"domain_scores_gemma":[0.996875,0.00018959442,0.00027564203,0.0023553101,0.00009594127,0.00020854287],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0004574419,0.0005035106,0.00068567845,0.000816187,0.0002798929,0.000059864295,0.0014453842,0.00050277123,0.0003090271],"category_scores_gemma":[0.0002443349,0.0004962238,0.0001146218,0.00061087334,0.00020650173,0.000600055,0.00046032478,0.0010968496,0.00008744146],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00017941653,0.0005861026,0.010357637,0.0010735744,0.0016040017,0.000035883724,0.0013530902,0.85719025,0.096070945,0.00140228,0.0011403131,0.029006489],"study_design_scores_gemma":[0.0017347272,0.00023169984,0.064243816,0.0008574224,0.00053209893,0.00012496261,0.00057485397,0.15831535,0.74163556,0.0019050224,0.027809646,0.002034836],"about_ca_topic_score_codex":0.00013418429,"about_ca_topic_score_gemma":0.00004118364,"teacher_disagreement_score":0.69887495,"about_ca_system_score_codex":0.00013231154,"about_ca_system_score_gemma":0.000048224534,"threshold_uncertainty_score":0.99974895},"labels":[],"label_agreement":null},{"id":"W1975927046","doi":"10.2118/165448-ms","title":"Impact of Thermal Pore Pressure on the Caprock Integrity during the SAGD Operation","year":2013,"lang":"en","type":"article","venue":"SPE Heavy Oil Conference-Canada","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":8,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"BitCan (Canada)","funders":"","keywords":"Caprock; Geology; Pore water pressure; Petroleum engineering; Thermal; Characterisation of pore space in soil; Geotechnical engineering; Petrology; Thermodynamics","score_opus":0.011064692500040696,"score_gpt":0.20528394976114578,"score_spread":0.1942192572611051,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1975927046","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.98538315,0.00013207435,0.000028117296,0.0022325704,0.00013483259,0.0001101828,0.00002880602,0.000031856704,0.011918405],"genre_scores_gemma":[0.9981403,0.00004501522,0.000007160802,0.00007832859,0.00009932072,0.000024529494,0.000010296007,0.000017065007,0.0015779854],"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","domain_scores_codex":[0.9989018,0.000072228286,0.00023345446,0.00014718538,0.00036575503,0.00027958147],"domain_scores_gemma":[0.99922127,0.00009728371,0.000048271966,0.00043245903,0.00011659368,0.000084106316],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00009900139,0.0001926773,0.00021151971,0.0000258007,0.00017383335,0.000073967225,0.0003624323,0.000067930196,0.0016213101],"category_scores_gemma":[0.0000531415,0.000094317824,0.00008757647,0.000113942886,0.000043144384,0.00007925982,0.000033430064,0.00050593313,0.000011203048],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000029349112,0.000033547836,0.0052730427,0.00020503777,0.00075789634,0.000009936862,0.00087370566,0.95702344,0.003123935,0.00010334355,0.025795922,0.0067708255],"study_design_scores_gemma":[0.0006779893,0.000119146505,0.53114754,0.00028346572,0.00016550264,0.000015328154,0.00156204,0.42345983,0.031605847,0.000103945444,0.0100197205,0.0008396374],"about_ca_topic_score_codex":0.9683362,"about_ca_topic_score_gemma":0.949406,"teacher_disagreement_score":0.5335636,"about_ca_system_score_codex":0.0001650245,"about_ca_system_score_gemma":0.00070417987,"threshold_uncertainty_score":0.99929136},"labels":[],"label_agreement":null},{"id":"W1975970372","doi":"10.2118/162845-pa","title":"The Use of Microseismicity To Understand Subsurface-Fracture Systems and To Increase the Effectiveness of Completions: Eagle Ford Shale, Texas","year":2013,"lang":"en","type":"article","venue":"SPE Reservoir Evaluation & Engineering","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":9,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Microsemi (Canada)","funders":"","keywords":"Microseism; Geology; Seismology; Hydraulic fracturing; Oil shale; Focal mechanism; Shale gas; Fracture (geology); Tectonics; Petrology; Petroleum engineering; Mining engineering; Geotechnical engineering; Paleontology","score_opus":0.03442980461081176,"score_gpt":0.2553319013759539,"score_spread":0.22090209676514216,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1975970372","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.92349946,0.0018418516,0.072638646,0.00035346794,0.00012956632,0.001364463,0.000021585985,0.000064085514,0.00008684799],"genre_scores_gemma":[0.99901277,0.00012407325,0.0006079416,0.000016489006,0.00003800609,0.000086435495,0.000011868297,0.00003602408,0.00006640699],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9983289,0.00026352055,0.00041680364,0.00020163674,0.00050573744,0.00028338467],"domain_scores_gemma":[0.99738795,0.0015116696,0.000064583975,0.00054371805,0.00034798888,0.00014408705],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0018098434,0.00020953422,0.00033258,0.00016774268,0.00012658772,0.00014279367,0.000276104,0.00008513775,0.000022946026],"category_scores_gemma":[0.00084787747,0.00013736253,0.00008660668,0.0005228928,0.000045048022,0.00019118318,0.000090894195,0.00019260637,0.000015758946],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00002346844,0.000010778136,0.0005563447,0.00029991596,0.00014863354,2.713608e-7,0.00019773621,0.99037254,0.007500189,0.0000440516,0.0006503526,0.00019574555],"study_design_scores_gemma":[0.00032032907,0.00004757178,0.0431905,0.00035535666,0.00009752228,0.0000035878422,0.00022224546,0.9430164,0.0059495145,0.000068957874,0.006526366,0.00020160964],"about_ca_topic_score_codex":0.002315826,"about_ca_topic_score_gemma":0.000088643304,"teacher_disagreement_score":0.075513266,"about_ca_system_score_codex":0.00015860323,"about_ca_system_score_gemma":0.000030623258,"threshold_uncertainty_score":0.5601481},"labels":[],"label_agreement":null},{"id":"W1976369434","doi":"10.2118/157310-ms","title":"Core Flood Study of a New Emulsified Acid with Reservoir Cores","year":2012,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":18,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"AkzoNobel (Canada)","funders":"Qatar Petroleum","keywords":"Anhydrite; Carbonate; Core sample; Permeability (electromagnetism); Chemistry; Petroleum engineering; Solubility; Core (optical fiber); Geology; Mineralogy; Materials science; Metallurgy; Composite material; Membrane; Gypsum","score_opus":0.040505915881273016,"score_gpt":0.2599202069824386,"score_spread":0.21941429110116561,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1976369434","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9891173,0.00034046473,0.0019800744,0.000027935988,0.00007617739,0.00014348906,0.0000012133581,0.00020486006,0.008108468],"genre_scores_gemma":[0.9972,0.0000117452255,0.0007398727,0.000011013921,0.00012960615,0.000004870655,0.0000035479716,0.000028947572,0.0018703617],"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","domain_scores_codex":[0.99912405,0.0000152274,0.00020250691,0.000113184025,0.00025725138,0.0002877828],"domain_scores_gemma":[0.9993272,0.00002803814,0.000028285545,0.00040098422,0.000031475458,0.00018402148],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00010424134,0.00014954092,0.00026420367,0.000108778884,0.000037022004,0.000012804279,0.00018290136,0.00005511794,0.00026536206],"category_scores_gemma":[0.000018240895,0.00009819312,0.00005092997,0.00028991085,0.000017745931,0.00012589892,0.000035932477,0.00013940416,0.00003306055],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00016027234,0.0012059181,0.24930644,0.00021811604,0.0019863313,0.000023731847,0.016075626,0.7039757,0.003654912,0.000044297434,0.020952579,0.0023961118],"study_design_scores_gemma":[0.014721701,0.0032779176,0.5948848,0.0003289206,0.0019737685,0.00006764449,0.0378326,0.109409824,0.20924754,0.00015826931,0.025123911,0.0029730613],"about_ca_topic_score_codex":0.0008601082,"about_ca_topic_score_gemma":0.0007802556,"teacher_disagreement_score":0.59456587,"about_ca_system_score_codex":0.000017702696,"about_ca_system_score_gemma":0.0000113255255,"threshold_uncertainty_score":0.40041992},"labels":[],"label_agreement":null},{"id":"W1976385943","doi":"10.2118/90273-pa","title":"Sand-Production Prediction: A New Set of Criteria for Modeling Based on Large-Scale Transient Experiments and Numerical Investigation","year":2006,"lang":"en","type":"article","venue":"SPE Journal","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":62,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta; Dalhousie University","funders":"Natural Sciences and Engineering Research Council of Canada; Killam Trusts","keywords":"Deformation (meteorology); Drawdown (hydrology); Geotechnical engineering; Flow (mathematics); Transient (computer programming); Mechanics; Computer simulation; Cylinder; Shear (geology); Petroleum engineering; Geology; Computer science; Engineering; Mechanical engineering","score_opus":0.02058246844884984,"score_gpt":0.2580469176110226,"score_spread":0.23746444916217277,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1976385943","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.35889983,0.00020042286,0.63985586,0.00053165236,0.00028185433,0.000061465995,0.000009428708,0.00003087561,0.00012859188],"genre_scores_gemma":[0.99218476,0.000021066484,0.0069249845,0.000017336286,0.00076796644,0.0000032126848,0.000017363214,0.000013271644,0.00005004731],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9993782,0.00001744971,0.00022998637,0.00009749073,0.00015386939,0.00012302888],"domain_scores_gemma":[0.9997713,0.000008021556,0.000033257595,0.00007315307,0.000033428994,0.00008082076],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00015930558,0.00008063982,0.00012387242,0.00009842044,0.00007799826,0.00002806834,0.000033193275,0.000046194273,0.000030743617],"category_scores_gemma":[0.000009417341,0.00007010081,0.00006586418,0.00008001519,0.000009229255,0.00008938164,0.0000024104154,0.00010668088,5.5160774e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000029713161,0.000015849142,0.00014487622,0.000028628401,0.000018940265,5.5978404e-7,0.00031423895,0.98661655,0.00969411,0.0000011528139,0.0028397625,0.00029559826],"study_design_scores_gemma":[0.00052708696,0.000060660026,0.00031835827,0.00006145057,0.00003616513,0.000010481951,0.00006502677,0.9758257,0.02199375,0.00020292014,0.0008356578,0.000062716965],"about_ca_topic_score_codex":0.000021389895,"about_ca_topic_score_gemma":0.0000025491236,"teacher_disagreement_score":0.6332849,"about_ca_system_score_codex":0.000038804345,"about_ca_system_score_gemma":0.000017083057,"threshold_uncertainty_score":0.2858628},"labels":[],"label_agreement":null},{"id":"W1976409021","doi":"10.2118/169141-ms","title":"Enhancing Well Stimulation with Improved Salt Tolerant Surfactant for Bakken Formation","year":2014,"lang":"en","type":"article","venue":"SPE Improved Oil Recovery Symposium","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Imbibition; Petroleum engineering; Pulmonary surfactant; Oil in place; Enhanced oil recovery; Emulsion; Carbonate; Water injection (oil production); Hydraulic fracturing; Geology; Chemistry; Chemical engineering; Petroleum; Organic chemistry; Engineering","score_opus":0.004001327579136598,"score_gpt":0.19039862830603907,"score_spread":0.18639730072690247,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1976409021","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.38150147,0.00008755716,0.60889506,0.00057701155,0.0011878093,0.0004822142,0.000042149135,0.00064901356,0.0065776836],"genre_scores_gemma":[0.9926563,0.00011490345,0.0044166273,0.0000894268,0.0003932312,0.0000777756,0.00014177636,0.000100327576,0.0020096167],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99830353,0.00004112636,0.00053023,0.00036115624,0.00021343114,0.00055049744],"domain_scores_gemma":[0.9989013,0.00020564148,0.00014920969,0.00045479657,0.00013328827,0.00015574323],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0004161788,0.00034896456,0.00041972066,0.00017642937,0.00016341188,0.00015718643,0.00019324562,0.00018708795,0.000034082073],"category_scores_gemma":[0.000053628417,0.00025971147,0.00019340878,0.00019457088,0.000022912714,0.00062731723,0.0000259331,0.0002185022,0.000034066677],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00017699169,0.000027516462,0.000030855124,0.00052541256,0.00013517434,7.1139164e-7,0.00018661075,0.5862389,0.40036875,0.000004359398,0.0001369534,0.01216774],"study_design_scores_gemma":[0.0009086733,0.0002424274,0.00006279782,0.00008540042,0.00010016252,0.0000039210786,0.00003648119,0.75568324,0.23571412,0.00007280644,0.0067229476,0.00036698848],"about_ca_topic_score_codex":0.00014222204,"about_ca_topic_score_gemma":0.0006393252,"teacher_disagreement_score":0.61115485,"about_ca_system_score_codex":0.0002122981,"about_ca_system_score_gemma":0.00003771613,"threshold_uncertainty_score":0.9999855},"labels":[],"label_agreement":null},{"id":"W1976499057","doi":"10.2118/124919-ms","title":"Measuring Hydraulic Fracture Growth in Naturally Fractured Rock","year":2009,"lang":"en","type":"article","venue":"SPE Annual Technical Conference and Exhibition","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":148,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Shell (Canada); Golder Associates (Canada)","funders":"Commonwealth Scientific and Industrial Research Organisation","keywords":"Geology; Tiltmeter; Microseism; Hydraulic fracturing; Shear (geology); Geotechnical engineering; Fracture (geology); Perpendicular; Offset (computer science); Seismology; Petrology; Geometry","score_opus":0.011955429292188315,"score_gpt":0.22331515801106,"score_spread":0.21135972871887168,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1976499057","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.83925253,0.0047606016,0.08690886,0.020540541,0.0003082782,0.0009063969,0.000049750433,0.0029015804,0.044371445],"genre_scores_gemma":[0.99828416,0.0004954954,0.00024184136,0.0007593774,0.00011707357,0.000007334144,0.0000361934,0.000015277732,0.00004325888],"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","domain_scores_codex":[0.99878204,0.000029260254,0.00029472596,0.00029771283,0.00024880577,0.00034745145],"domain_scores_gemma":[0.99954194,0.00003345846,0.000034121007,0.00018009021,0.00007899293,0.00013140826],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00014830263,0.0002345396,0.00030199345,0.00020314986,0.00007117109,0.00007415472,0.00016121216,0.00032113597,0.000063756655],"category_scores_gemma":[0.0000694736,0.00020054441,0.00008450113,0.00028640032,0.00002593885,0.00037359184,0.000025031863,0.0006983815,0.000026823922],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00068500807,0.0013235715,0.0047252486,0.0011624782,0.00043320577,0.0011553344,0.008637825,0.58256257,0.17009172,0.0051667322,0.07677102,0.14728527],"study_design_scores_gemma":[0.004997929,0.0012986802,0.5350556,0.0022384974,0.0003044251,0.0002631551,0.001214268,0.13242483,0.16218211,0.11173946,0.043254837,0.005026206],"about_ca_topic_score_codex":0.00007619107,"about_ca_topic_score_gemma":0.0000743945,"teacher_disagreement_score":0.53033036,"about_ca_system_score_codex":0.000058911068,"about_ca_system_score_gemma":0.000016298549,"threshold_uncertainty_score":0.81779635},"labels":[],"label_agreement":null},{"id":"W1976845506","doi":"10.2118/170952-ms","title":"60 Years of Multi-Fractured Vertical, Deviated and Horizontal Wells: What Have We Learned?","year":2014,"lang":"en","type":"article","venue":"SPE Annual Technical Conference and Exhibition","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":62,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Apache (Canada)","funders":"","keywords":"Petroleum engineering; Casing; Completion (oil and gas wells); Geology; Hydraulic fracturing; Perforation; Fracture (geology); Tight gas; Submarine pipeline; Tight oil; Geotechnical engineering; Mining engineering; Engineering; Oil shale; Mechanical engineering","score_opus":0.016977549818718934,"score_gpt":0.24920643738826673,"score_spread":0.2322288875695478,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1976845506","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.97339076,0.0013948072,0.023372246,0.0007764321,0.000073546995,0.00013753196,0.000014277377,0.0002469148,0.0005934651],"genre_scores_gemma":[0.9966111,0.0028445935,0.00038364012,0.000044699453,0.000036861846,0.000004864927,0.000027954657,0.000014788317,0.00003146488],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9991881,0.000035789315,0.00022324172,0.00021274322,0.00014475593,0.00019534236],"domain_scores_gemma":[0.9995781,0.00006367407,0.000023249526,0.00016129385,0.000054859036,0.00011882905],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00014737337,0.00013653365,0.0002575099,0.00008420316,0.00004167811,0.00007321588,0.00007756241,0.0001984529,0.000041597443],"category_scores_gemma":[0.00007802701,0.00012379793,0.000055622884,0.0000877648,0.0001441228,0.00030229005,0.000048200112,0.0002487175,0.00001572083],"study_design_candidate":"design_other","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00028916608,0.00064987264,0.0016271686,0.0012370999,0.0004968052,0.00013601477,0.0052671717,0.017843928,0.2552876,0.0018994113,0.005675697,0.7095901],"study_design_scores_gemma":[0.0064581316,0.0025271466,0.10906969,0.0031042865,0.0006830298,0.00009291589,0.0071876105,0.58366454,0.20225917,0.011030235,0.07085372,0.0030695503],"about_ca_topic_score_codex":0.00006420973,"about_ca_topic_score_gemma":0.00009270044,"teacher_disagreement_score":0.70652056,"about_ca_system_score_codex":0.000014521378,"about_ca_system_score_gemma":0.000008272168,"threshold_uncertainty_score":0.50483334},"labels":[],"label_agreement":null},{"id":"W1976934651","doi":"10.2118/98005-ms","title":"Large-Scale Laboratory Investigation of the Effects of Proppant and Fracturing-Fluid Properties on Transport","year":2006,"lang":"en","type":"article","venue":"SPE International Symposium and Exhibition on Formation Damage Control","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":47,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Fracturing fluid; Slurry; Petroleum engineering; Fracture (geology); Hydraulic fracturing; Rheology; Comminution; Completion (oil and gas wells); Geology; Geotechnical engineering; Lost circulation; Well stimulation; Materials science; Drilling fluid; Reservoir engineering; Engineering; Mechanical engineering; Drilling; Composite material; Petroleum; Metallurgy","score_opus":0.0026293138250164925,"score_gpt":0.16710563952957735,"score_spread":0.16447632570456086,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1976934651","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99533373,0.0000987559,0.002163702,0.00080307206,0.0001537411,0.00022453113,0.000049145176,0.000038818005,0.0011345043],"genre_scores_gemma":[0.9995847,0.00009217486,0.000015516353,0.00011038593,0.00006608226,0.000019302415,0.000035789548,0.000009547242,0.00006655442],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99924994,0.000034300716,0.00028481655,0.00009255146,0.00025246653,0.00008593549],"domain_scores_gemma":[0.9996357,0.000037876747,0.00010003123,0.00010393645,0.000093329865,0.000029140328],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00011895349,0.000106750114,0.00013707364,0.00009542475,0.00006051587,0.000018304278,0.00006921936,0.00005854961,0.000008976372],"category_scores_gemma":[0.00001530735,0.00007348988,0.00005157909,0.000071748866,0.00006022107,0.00023382912,0.0000079275405,0.00009294031,0.0000021233209],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00020686243,0.00016592542,0.007537236,0.0013495429,0.00017223545,0.0000032049743,0.0027024143,0.295834,0.6899564,0.001073617,0.0005993503,0.00039918438],"study_design_scores_gemma":[0.0018323947,0.00012642142,0.059606276,0.0005495111,0.00006365629,0.0000025193426,0.00009763444,0.10715615,0.8290634,0.00026507385,0.0010726063,0.00016433232],"about_ca_topic_score_codex":0.000026220598,"about_ca_topic_score_gemma":0.000022993538,"teacher_disagreement_score":0.18867786,"about_ca_system_score_codex":0.00003016636,"about_ca_system_score_gemma":0.000007235298,"threshold_uncertainty_score":0.29968303},"labels":[],"label_agreement":null},{"id":"W1977034673","doi":"10.1115/1.3180808","title":"A Robust Asymptotically Based Modeling Approach for Two-Phase Flow in Porous Media","year":2009,"lang":"en","type":"article","venue":"Journal of Heat Transfer","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":12,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Memorial University of Newfoundland","funders":"Memorial University of Newfoundland","keywords":"Pressure gradient; Phase (matter); Porous medium; Two-phase flow; Flow (mathematics); Mathematics; Mechanics; Porosity; Thermodynamics; Physics; Mathematical analysis; Materials science","score_opus":0.0215831841685388,"score_gpt":0.24148908133234465,"score_spread":0.21990589716380585,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1977034673","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.18901108,0.00039633215,0.80973685,0.00037623823,0.000074044656,0.00008366162,0.00000503314,0.000027299151,0.0002894391],"genre_scores_gemma":[0.9703185,0.000037491984,0.029262539,0.00012147067,0.00022254657,0.0000030836266,0.000008005659,0.000023696823,0.0000026584514],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99873835,0.000027199136,0.000559035,0.000112596,0.00026937324,0.00029345535],"domain_scores_gemma":[0.9995651,0.0000667128,0.000005523195,0.0001215292,0.00008040378,0.00016068215],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000467771,0.0001607986,0.00040616698,0.00029115827,0.000032726315,0.000031298903,0.00016264012,0.00010469561,0.000022285485],"category_scores_gemma":[0.000032325574,0.00012651176,0.0002689587,0.00018199535,0.000010624119,0.00013131174,0.0000013137138,0.0003844527,7.2222394e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00013100417,0.0002086975,0.000005794669,0.000048073733,0.000052752803,0.000041211217,0.00022812045,0.99450403,0.0019129501,0.0000043666246,0.000046871384,0.002816152],"study_design_scores_gemma":[0.0037786334,0.00015564647,0.00002447549,0.000069950576,0.0000950756,0.00003201865,0.000035981455,0.99406224,0.0015130024,0.000050364466,0.000037596237,0.00014499178],"about_ca_topic_score_codex":0.000006780085,"about_ca_topic_score_gemma":0.000014552232,"teacher_disagreement_score":0.7813074,"about_ca_system_score_codex":0.00007275837,"about_ca_system_score_gemma":0.000046075977,"threshold_uncertainty_score":0.51589996},"labels":[],"label_agreement":null},{"id":"W1977363855","doi":"10.2118/100360-ms","title":"Simulation of Tectonic Deformation and Large-Area Casing Shear Mechanisms—Part A: Operations","year":2006,"lang":"en","type":"article","venue":"All Days","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Waterloo","funders":"","keywords":"Casing; Geology; Shearing (physics); Differential stress; Shear stress; Shear (geology); Slip (aerodynamics); Mechanics; Geotechnical engineering; Stress field; Slip line field; Deformation (meteorology); Structural engineering; Engineering; Finite element method; Petrology; Physics; Petroleum engineering","score_opus":0.00887425926558185,"score_gpt":0.2166965331763225,"score_spread":0.20782227391074065,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1977363855","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.41401082,0.00026104535,0.5835579,0.00006818909,0.000066368484,0.00007911677,0.000013732661,0.00011946254,0.0018233886],"genre_scores_gemma":[0.9987562,0.000021898188,0.0010588098,0.000012557897,0.000028833492,0.0000034149825,0.000066008506,0.000010350793,0.00004192762],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99956137,0.0000116772135,0.00016663964,0.00006840038,0.00007802567,0.00011386576],"domain_scores_gemma":[0.99979883,0.000029985342,0.000014939426,0.000106573425,0.000027074308,0.00002259872],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000099752484,0.000067424655,0.000095723095,0.00007523827,0.00006642578,0.000023299084,0.000032988064,0.000050497056,0.00003116326],"category_scores_gemma":[0.000015934122,0.00006140514,0.000030317215,0.00009146947,0.0000074524482,0.00015186056,0.000011552585,0.000056598205,0.0000065712334],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[6.3969236e-7,0.000008136048,0.000041714404,0.000022275184,0.000021416665,4.650863e-7,0.00010863706,0.99760413,0.0017346815,0.00018020577,0.000049567465,0.00022813304],"study_design_scores_gemma":[0.00012708882,0.000008298845,0.0007678988,0.0000153668,0.000033773,0.0000015091771,0.00002919117,0.9934328,0.00381964,0.0002643428,0.0014297874,0.00007027032],"about_ca_topic_score_codex":0.0001641849,"about_ca_topic_score_gemma":0.00023730536,"teacher_disagreement_score":0.5847454,"about_ca_system_score_codex":0.000025827901,"about_ca_system_score_gemma":0.0000047307585,"threshold_uncertainty_score":0.2504029},"labels":[],"label_agreement":null},{"id":"W1977468073","doi":"10.2118/60321-ms","title":"Case History: Observations From Diagnostic Injection Tests in Multiple Pay Sands of the Mamm Creek Field, Piceance Basin, Colorado","year":2000,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":18,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Carbon Engineering (Canada)","funders":"","keywords":"Permeability (electromagnetism); Geology; Petroleum engineering; Perforation; Borehole; Water injection (oil production); Hydraulic fracturing; Drilling; Structural basin; Geotechnical engineering; Fracture (geology); Engineering; Materials science; Geomorphology; Chemistry; Composite material","score_opus":0.01720024571037586,"score_gpt":0.19668205035790587,"score_spread":0.17948180464753,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1977468073","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99664015,0.00017471417,0.0007806769,0.00025236947,0.00018337095,0.000096497715,0.000010741165,0.000078868004,0.0017826007],"genre_scores_gemma":[0.9979992,0.00007256753,0.00030280554,0.00019721796,0.000047554277,0.00001783022,0.0000067428377,0.000012236446,0.0013438718],"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","domain_scores_codex":[0.99940336,0.00003742347,0.00021263643,0.00012124798,0.00009794702,0.00012736874],"domain_scores_gemma":[0.99888796,0.0007527005,0.000024514224,0.0002788147,0.00002089077,0.000035122554],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00006292411,0.00008981194,0.00014738439,0.000045843673,0.000050778603,0.000010171562,0.00011272798,0.000104774255,0.00089679315],"category_scores_gemma":[0.00029829112,0.00006406662,0.000068832305,0.00023990269,0.000024775663,0.000086627406,0.000012524854,0.00023461001,0.000011809982],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000071378336,0.00006409506,0.2616049,0.000026735866,0.00004352515,0.00008225124,0.00059054856,0.7223971,0.00019212592,0.0000013229918,0.010562974,0.004427301],"study_design_scores_gemma":[0.00075423915,0.000052248302,0.6245216,0.00010118745,0.00008066848,0.000042518106,0.00017731414,0.32958138,0.0017768695,0.00007720719,0.042547867,0.0002869288],"about_ca_topic_score_codex":0.026622968,"about_ca_topic_score_gemma":0.044264413,"teacher_disagreement_score":0.3928157,"about_ca_system_score_codex":0.00012607819,"about_ca_system_score_gemma":0.000018659332,"threshold_uncertainty_score":0.9819256},"labels":[],"label_agreement":null},{"id":"W1977560763","doi":"10.2118/04-01-04","title":"Propagation of In Situ Horizontal Fractures in Shale Due to Steam Injection","year":2004,"lang":"en","type":"article","venue":"Journal of Canadian Petroleum Technology","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Calgary","funders":"Natural Sciences and Engineering Research Council of Canada; Hong Kong Polytechnic University; University of Hong Kong","keywords":"Oil shale; Steam injection; Petroleum engineering; Geology; Hydraulic fracturing; Overburden; Geotechnical engineering; Oil sands; Borehole; Asphalt; Materials science; Composite material","score_opus":0.003451668300912992,"score_gpt":0.19859512520949302,"score_spread":0.19514345690858004,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1977560763","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99536973,0.0002897951,0.0013698535,0.001782894,0.00013195815,0.000047563382,0.0000019819865,0.000020377413,0.0009858472],"genre_scores_gemma":[0.9995482,0.000035316403,0.00031112685,0.000024885023,0.000051781783,0.000003454907,9.4958153e-7,0.0000133043395,0.000011001787],"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99912447,0.000010961447,0.00041294735,0.0000811705,0.00013319279,0.00023728478],"domain_scores_gemma":[0.9996166,0.00000836048,0.00008508033,0.00012107856,0.000048965256,0.00011990386],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00017861943,0.00009542021,0.0002966598,0.0061140377,0.000016099055,0.0000075853486,0.00018349735,0.00021663347,0.000010960728],"category_scores_gemma":[0.000073869625,0.000090953545,0.00005675615,0.0012200888,0.00002408931,0.000101857906,0.000009034922,0.0004912795,0.0000037300217],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000014562334,0.000025678328,0.00352654,0.000022879287,0.00003425038,0.00032339268,0.00022807722,0.9791084,0.011503676,0.00004888191,0.00010421085,0.005059459],"study_design_scores_gemma":[0.007175996,0.0037192171,0.3458544,0.0015732752,0.00014582006,0.0034320483,0.005049446,0.011009961,0.59286255,0.0062546874,0.021536745,0.0013858393],"about_ca_topic_score_codex":0.022518689,"about_ca_topic_score_gemma":0.6353612,"teacher_disagreement_score":0.9680984,"about_ca_system_score_codex":0.00071171904,"about_ca_system_score_gemma":0.000183991,"threshold_uncertainty_score":0.98399043},"labels":[],"label_agreement":null},{"id":"W1977757270","doi":"10.2118/158503-ms","title":"The Evaluation of Open-hole Completions for Steam-Assisted Gravity Drainage Wells In a Heavily Karsted and Fractured Carbonate Formation","year":2012,"lang":"en","type":"article","venue":"SPE Heavy Oil Conference Canada","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Laricina Energy (Canada)","funders":"","keywords":"Steam-assisted gravity drainage; Geology; Borehole; Petroleum engineering; Drilling; Completion (oil and gas wells); Carbonate; Oil sands; Steam injection; Asphalt; Carbonate rock; Mining engineering; Geochemistry; Geotechnical engineering; Engineering; Sedimentary rock; Archaeology","score_opus":0.042164960609134855,"score_gpt":0.28438303127188463,"score_spread":0.24221807066274978,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1977757270","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.98391706,0.0016238361,0.0015555684,0.0028903594,0.00039597155,0.00066489883,0.00014045177,0.000038070088,0.008773793],"genre_scores_gemma":[0.99949706,0.00006262447,0.00010525896,0.000064620566,0.000022916385,0.000080308506,0.000073357856,0.000012139642,0.0000816961],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99883354,0.00012112626,0.00031105746,0.00011263865,0.0003286894,0.00029296416],"domain_scores_gemma":[0.99922454,0.00015957118,0.00007876932,0.00023230327,0.00020005167,0.00010478934],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00089118804,0.00012806412,0.00022994456,0.00006864817,0.00016092726,0.00006867968,0.00019947547,0.000059640206,0.000016985798],"category_scores_gemma":[0.00011281596,0.00010263184,0.000031858297,0.00019064533,0.000043159183,0.00021871629,0.00003598696,0.00014280825,5.122906e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00043699853,0.00038230943,0.0046138405,0.002164822,0.00085664995,0.000007900584,0.010246008,0.590961,0.009980537,0.0042510806,0.020088946,0.35600996],"study_design_scores_gemma":[0.002075687,0.000037908932,0.10920017,0.00018851635,0.00019103126,0.000004663579,0.0014610335,0.83643913,0.0035830531,0.0012922422,0.04510925,0.00041731857],"about_ca_topic_score_codex":0.28826627,"about_ca_topic_score_gemma":0.79376984,"teacher_disagreement_score":0.5055036,"about_ca_system_score_codex":0.00029210062,"about_ca_system_score_gemma":0.0002969296,"threshold_uncertainty_score":0.7164732},"labels":[],"label_agreement":null},{"id":"W1977763762","doi":"10.2118/101614-ms","title":"Comparative Study of Flowback Analysis Using Polymer Concentrations and Fracturing Fluid Tracer Methods: A Field Study","year":2006,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Oncolytics Biotech (Canada)","funders":"","keywords":"TRACER; Chemistry; Polymer; Aqueous solution; Analytical Chemistry (journal); Chromatography; Physics","score_opus":0.02257661822374425,"score_gpt":0.32653721324659685,"score_spread":0.3039605950228526,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1977763762","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9042776,0.00055358716,0.09345625,0.000011621053,0.000035937705,0.00025165107,0.0000021107564,0.00007654113,0.001334679],"genre_scores_gemma":[0.99615365,0.0000058045534,0.003632227,0.000008285528,0.000042609274,0.0000109505145,0.0000031751185,0.000012533705,0.0001307338],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9987714,0.00015961843,0.00044812297,0.00023876129,0.00018872728,0.00019332534],"domain_scores_gemma":[0.9993194,0.00023245793,0.00005486572,0.0002859642,0.00004758629,0.000059756127],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00021448244,0.00018756106,0.0005825696,0.00029890632,0.00011422824,0.000049509785,0.00009977929,0.00005675318,0.00024607778],"category_scores_gemma":[0.000009769921,0.00015392332,0.00012092267,0.00073335384,0.00002330649,0.00012202302,0.000031268875,0.0001456982,0.0000015340195],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000008560951,0.00052402326,0.027253317,0.000012527095,0.0026473366,0.000004946972,0.006007308,0.9577846,0.005518579,0.000002013673,0.00004730361,0.00018946423],"study_design_scores_gemma":[0.00087075663,0.00018370195,0.036796324,0.000008416341,0.0031291551,0.0000014068943,0.022297695,0.83938885,0.09696666,0.00000853157,0.000029574927,0.00031892592],"about_ca_topic_score_codex":0.004026009,"about_ca_topic_score_gemma":0.0023513685,"teacher_disagreement_score":0.11839577,"about_ca_system_score_codex":0.000024718525,"about_ca_system_score_gemma":0.000007958831,"threshold_uncertainty_score":0.6276811},"labels":[],"label_agreement":null},{"id":"W1977771028","doi":"10.2118/80409-pa","title":"Semianalytical Modeling of Complex-Geometry Reservoirs","year":2002,"lang":"en","type":"article","venue":"SPE Reservoir Evaluation & Engineering","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":9,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Regina","funders":"","keywords":"Laplace transform; Computation; Complex geometry; Geometry; Geology; Computer science; Algorithm; Mathematics; Mathematical analysis","score_opus":0.05661896508873406,"score_gpt":0.2736306575461084,"score_spread":0.2170116924573743,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1977771028","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.82023096,0.0051548937,0.14744832,0.0006764544,0.00047254187,0.00055713556,0.000026853464,0.0009832061,0.024449648],"genre_scores_gemma":[0.9952574,0.00044503596,0.0037050783,0.000010858823,0.00020105552,0.00003124479,0.00003715301,0.000083737934,0.000228462],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9971251,0.00006520457,0.0007411324,0.00033759337,0.0011831713,0.00054781546],"domain_scores_gemma":[0.9985763,0.00014575807,0.00006096126,0.00071265275,0.00027873967,0.00022558677],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0010393913,0.000323959,0.00051086117,0.0006877964,0.000076138596,0.000052618387,0.00043922212,0.00019626431,0.0018508164],"category_scores_gemma":[0.00052431657,0.0003291744,0.00026255348,0.0011781276,0.000034864705,0.00027286453,0.00008290958,0.0004297341,0.00012713067],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000003302967,0.000028782308,0.00010531334,0.00018186212,0.00019671764,0.0000040565747,0.00014743161,0.99533325,0.0021791528,0.000051117793,0.00084828865,0.00092072785],"study_design_scores_gemma":[0.0004417314,0.000022404865,0.00020009156,0.00010785671,0.00014338487,0.00000645164,0.00007012454,0.99533856,0.0014229785,0.000117056166,0.0017964148,0.00033296924],"about_ca_topic_score_codex":0.000044202534,"about_ca_topic_score_gemma":0.000016666498,"teacher_disagreement_score":0.17502643,"about_ca_system_score_codex":0.00025341066,"about_ca_system_score_gemma":0.00001881652,"threshold_uncertainty_score":0.999916},"labels":[],"label_agreement":null},{"id":"W1977780036","doi":"10.2118/158934-pa","title":"Modelling of Cold Heavy-Oil Production With Sand For Subsequent Thermal/Solvent Injection Applications","year":2014,"lang":"en","type":"article","venue":"Journal of Canadian Petroleum Technology","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":27,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Alberta","funders":"Natural Sciences and Engineering Research Council of Canada; Amirkabir University of Technology","keywords":"Petroleum engineering; Enhanced oil recovery; Process (computing); Wormhole; Environmental science; Oil field; Thermal; Porosity; Process engineering; Computer science; Oil production; Production (economics); Petrophysics; Diffusion; Geology; Geotechnical engineering; Engineering; Meteorology","score_opus":0.00815539193075075,"score_gpt":0.18768588365699013,"score_spread":0.1795304917262394,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1977780036","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.50667274,0.0008867591,0.48766056,0.003240609,0.00020529523,0.00012011252,0.000007841551,0.000078355384,0.0011277406],"genre_scores_gemma":[0.99688953,0.00013163821,0.0026462893,0.000011644774,0.00014961784,0.000031331972,0.0000017379024,0.000021283515,0.00011690706],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99927664,0.000010419521,0.0003040027,0.00009342379,0.000112783564,0.00020274648],"domain_scores_gemma":[0.99936,0.000015507481,0.00015068644,0.00019081784,0.00017550701,0.00010748599],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00021992179,0.000095029456,0.00023627511,0.0015088735,0.00006892551,0.000009799683,0.00014591974,0.00012603994,0.0000034010593],"category_scores_gemma":[0.000016800012,0.00007948705,0.00007631405,0.0004611116,0.000050665254,0.00006318671,0.0000036330653,0.00022886044,8.2882127e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000015320189,0.000012543349,0.00016035026,0.000058906055,0.00011427025,0.0000010880718,0.000024779467,0.99335295,0.0027961137,0.00014990216,0.0001872631,0.0031265148],"study_design_scores_gemma":[0.0010002821,0.00081888994,0.000078732635,0.00021042544,0.000333723,0.00027302618,0.0002301372,0.59823185,0.15838003,0.00061044784,0.23947269,0.00035976092],"about_ca_topic_score_codex":0.001950807,"about_ca_topic_score_gemma":0.010119603,"teacher_disagreement_score":0.49021682,"about_ca_system_score_codex":0.00019536584,"about_ca_system_score_gemma":0.000100166515,"threshold_uncertainty_score":0.5646976},"labels":[],"label_agreement":null},{"id":"W1978223710","doi":"10.2118/123651-ms","title":"A Comprehensive Modeling Analysis of Borehole Stability and Production Liner Deformation for Inclined/Horizontal Wells Completed in a Highly Compacting Chalk Formation","year":2009,"lang":"en","type":"article","venue":"SPE Annual Technical Conference and Exhibition","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":7,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"ConocoPhillips (Canada)","funders":"","keywords":"Geotechnical engineering; Geology; Borehole; Deformation (meteorology); Casing; Poromechanics; Overburden; Porosity; Overburden pressure; Compaction; Porous medium; Petroleum engineering","score_opus":0.0325438148777379,"score_gpt":0.2664732247966686,"score_spread":0.2339294099189307,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1978223710","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.884432,0.00007946708,0.11455656,0.0004178543,0.000017067412,0.00025930576,0.000046471447,0.000086341824,0.00010490888],"genre_scores_gemma":[0.9986067,0.00016574893,0.00085854286,0.00002175226,0.000032371176,0.00001181286,0.00029684708,0.000005438378,7.800433e-7],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99901164,0.000031518783,0.00047020722,0.00018802426,0.00013437583,0.00016424622],"domain_scores_gemma":[0.99950427,0.00004306042,0.00007896429,0.0001232729,0.00019947694,0.000050950945],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00025632695,0.0001317813,0.00035650344,0.00034403137,0.00006888129,0.000027407332,0.000043892698,0.00011089025,0.000003585747],"category_scores_gemma":[0.00004998967,0.00011999478,0.0000755325,0.00044567103,0.000037144437,0.0004984372,0.00001679945,0.00015807588,3.0794314e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00030809993,0.00022908158,0.00065945147,0.0006440028,0.00020589113,0.0000014973782,0.0037660492,0.8529245,0.11373313,0.00051197654,0.000069675,0.02694662],"study_design_scores_gemma":[0.00031441107,0.00014016943,0.005868954,0.00007952087,0.00013934886,0.0000026648504,0.00092258217,0.98459643,0.0068750232,0.00088793575,0.000033658434,0.00013929053],"about_ca_topic_score_codex":0.0001416811,"about_ca_topic_score_gemma":0.00030853288,"teacher_disagreement_score":0.1316719,"about_ca_system_score_codex":0.000059041766,"about_ca_system_score_gemma":0.000007924789,"threshold_uncertainty_score":0.4893245},"labels":[],"label_agreement":null},{"id":"W1978672902","doi":"10.1016/j.jngse.2013.05.005","title":"A new method for production data analysis of tight and shale gas reservoirs during transient linear flow period","year":2013,"lang":"en","type":"article","venue":"Journal of Natural Gas Science and Engineering","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":46,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Mechanics; Thermal diffusivity; Tight gas; Permeability (electromagnetism); Darcy's law; Porous medium; Petroleum engineering; Geotechnical engineering; Thermodynamics; Chemistry; Porosity; Hydraulic fracturing; Geology; Physics","score_opus":0.011780604608044002,"score_gpt":0.2569312479487403,"score_spread":0.24515064334069628,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1978672902","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9330406,0.0020671566,0.06378941,0.0006736878,0.00028450304,0.00010416837,0.0000045299744,0.000024900706,0.000011017569],"genre_scores_gemma":[0.9050573,0.00038880267,0.09431235,0.000003705025,0.00017815595,0.0000016775999,0.0000025550273,0.000011529251,0.000043938235],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9987607,0.0000088567895,0.00036923404,0.00021999206,0.0003852394,0.00025597963],"domain_scores_gemma":[0.9992003,0.00004513722,0.00007830939,0.00025792202,0.00022857798,0.00018976757],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00081316824,0.00013554559,0.0003673229,0.0007763104,0.000093454524,0.00007642675,0.00033884117,0.00004666131,0.000009346458],"category_scores_gemma":[0.00029778006,0.00010183758,0.00009761314,0.001155231,0.000055296565,0.00090515864,0.000047849015,0.00023265554,2.0309318e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000009388264,0.0000054457787,0.00007253991,0.00012973188,0.00028862612,0.0000023727498,0.0006367733,0.8693434,0.123950295,8.264335e-7,0.00015898753,0.0054015806],"study_design_scores_gemma":[0.00019988413,0.00003661317,0.0048097065,0.00007325946,0.0003586094,0.000063657084,0.00014671538,0.98008585,0.013741725,0.0000062354734,0.00035681002,0.000120914425],"about_ca_topic_score_codex":0.00003628432,"about_ca_topic_score_gemma":0.000011466315,"teacher_disagreement_score":0.11074244,"about_ca_system_score_codex":0.00004801741,"about_ca_system_score_gemma":0.000039270442,"threshold_uncertainty_score":0.41528156},"labels":[],"label_agreement":null},{"id":"W1978849258","doi":"10.2118/04-12-03","title":"Rheology of Sandy Polyacrylamide Gels: Application to Conformance in Cold Production","year":2004,"lang":"en","type":"article","venue":"Journal of Canadian Petroleum Technology","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":12,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Saskatchewan Research Council (Canada); University of Alberta","funders":"","keywords":"Polyacrylamide; Petroleum engineering; Rheology; Permeability (electromagnetism); Geology; Geotechnical engineering; Borehole; Materials science; Composite material; Chemistry","score_opus":0.003210402737683153,"score_gpt":0.18925797522170232,"score_spread":0.18604757248401915,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1978849258","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.98125684,0.0005497218,0.009965463,0.007298128,0.00019146258,0.000071018076,0.000002852125,0.000034319743,0.00063021417],"genre_scores_gemma":[0.9988709,0.00019193566,0.00072767853,0.000055545286,0.000059333444,0.000007628497,7.3620254e-7,0.0000120719415,0.000074164425],"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9991151,0.0000075228177,0.00043149036,0.00008812115,0.00010315225,0.00025461157],"domain_scores_gemma":[0.9994629,0.0000075800067,0.00011709676,0.00019735146,0.00008489858,0.00013015179],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00018860571,0.000090651316,0.00028179583,0.003930217,0.000021870474,0.0000044095787,0.00023774846,0.00017867873,0.0000068349223],"category_scores_gemma":[0.00007440781,0.00008885254,0.00004907536,0.0011190234,0.00005627347,0.000077956,0.000009473657,0.000321232,0.000008858739],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000011122926,0.000014681866,0.0027700868,0.000028402943,0.00005349602,0.0000289439,0.0000936661,0.9691389,0.023271963,0.0011785621,0.000286007,0.0031241234],"study_design_scores_gemma":[0.003312346,0.0010535086,0.029072851,0.0005103487,0.00015333408,0.0012220662,0.0010855623,0.014926169,0.70091796,0.0028846182,0.24396549,0.0008957383],"about_ca_topic_score_codex":0.008072558,"about_ca_topic_score_gemma":0.1503497,"teacher_disagreement_score":0.9542128,"about_ca_system_score_codex":0.00037177638,"about_ca_system_score_gemma":0.00016723083,"threshold_uncertainty_score":0.9985328},"labels":[],"label_agreement":null},{"id":"W1978909789","doi":"10.2118/171636-ms","title":"A Flowback-Guided Approach for Production Data Analysis in Tight Reservoirs","year":2014,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":9,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Nexen (Canada); University of Alberta","funders":"Natural Sciences and Engineering Research Council of Canada; Alberta Innovates - Technology Futures","keywords":"Hydraulic fracturing; Petroleum engineering; Tight gas; Shale gas; Production (economics); Unconventional oil; Environmental science; Completion (oil and gas wells); Oil shale; Geology","score_opus":0.031813389854687915,"score_gpt":0.2637201843976917,"score_spread":0.23190679454300378,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1978909789","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.06838382,0.000112800466,0.9119122,0.00052043726,0.00014397163,0.00029543974,0.000013253868,0.0003510506,0.018267013],"genre_scores_gemma":[0.96406823,0.000031979976,0.03288816,0.000022376269,0.00022411245,0.00004746175,0.0005624483,0.000025999267,0.0021292528],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99875295,0.000045046098,0.00030471638,0.00045019883,0.00017202017,0.00027507826],"domain_scores_gemma":[0.9985481,0.00004927788,0.000022515347,0.0012739848,0.000037275935,0.00006887314],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008582314,0.00014474566,0.00032260027,0.0004694123,0.000053118012,0.000036965215,0.00047645083,0.000089721616,0.000050604773],"category_scores_gemma":[0.00022284285,0.000117011696,0.00011898582,0.0011820226,0.000023943181,0.00019606097,0.00007372677,0.00012742393,0.000011452544],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000004573542,0.00003085074,0.0010481507,0.00008452969,0.0003915004,2.487973e-7,0.000084759005,0.98455983,0.00013889272,0.00001471436,0.012904815,0.00073711196],"study_design_scores_gemma":[0.00018783931,0.0000064742285,0.0010459104,0.0000048782795,0.00026916456,7.53775e-7,0.000055570483,0.9848413,0.0008571323,0.000056377077,0.012508533,0.00016608454],"about_ca_topic_score_codex":0.000224568,"about_ca_topic_score_gemma":0.0007946119,"teacher_disagreement_score":0.89568436,"about_ca_system_score_codex":0.00004287674,"about_ca_system_score_gemma":0.000007678053,"threshold_uncertainty_score":0.47715983},"labels":[],"label_agreement":null},{"id":"W1978909791","doi":"10.1190/tle31080898.1","title":"Environmental challenges in fracturing of unconventional resources","year":2012,"lang":"en","type":"article","venue":"The Leading Edge","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":8,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Geomechanica (Canada)","funders":"","keywords":"Hydraulic fracturing; Unconventional oil; Session (web analytics); Petroleum engineering; Directional drilling; Tight oil; Tight gas; Shale gas; Oil shale; Work (physics); Resource (disambiguation); Emerging technologies; Fossil fuel; Drilling; Geology; Computer science; Engineering; Waste management; Mechanical engineering","score_opus":0.022211301440826593,"score_gpt":0.22142750545591716,"score_spread":0.19921620401509058,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1978909791","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.981541,0.009505123,0.000094176015,0.00016557379,0.00016264402,0.00003093339,0.0000014173932,0.00004002482,0.008459101],"genre_scores_gemma":[0.998985,0.000534977,0.000029838573,0.0000075172416,0.00022728977,0.0000042787397,0.000001434156,0.0000133434305,0.00019633803],"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","domain_scores_codex":[0.9994776,0.00002896274,0.00013151152,0.00005900501,0.00011241508,0.00019049611],"domain_scores_gemma":[0.9997094,0.00008512673,0.000021862608,0.00014943715,0.000001311676,0.000032817417],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00027964814,0.00007491142,0.00011707888,0.00007401425,0.00002917437,0.000004406136,0.00012908246,0.00004221217,0.000071522074],"category_scores_gemma":[0.00000961552,0.000053699496,0.000059095608,0.000055838766,0.000037324626,0.000074185,0.000026227137,0.00015157039,0.00007888713],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000033189765,0.00039410513,0.074217126,0.00062213984,0.0006399227,0.000014877878,0.057178322,0.74102855,0.021947317,0.00035978336,0.0018731875,0.10169148],"study_design_scores_gemma":[0.0009638018,0.00004656857,0.68859047,0.00039548837,0.00011506974,0.000044464177,0.0054949992,0.023236087,0.08631619,0.000631826,0.19333144,0.0008336299],"about_ca_topic_score_codex":0.000008480786,"about_ca_topic_score_gemma":0.000009332413,"teacher_disagreement_score":0.71779245,"about_ca_system_score_codex":0.000042055777,"about_ca_system_score_gemma":0.0000014045593,"threshold_uncertainty_score":0.2189802},"labels":[],"label_agreement":null},{"id":"W1978970750","doi":"10.2118/0614-0048-jpt","title":"Energized Fractures: Shale Revolution Revisits the Energized Fracture","year":2014,"lang":"en","type":"article","venue":"Journal of Petroleum Technology","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":32,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Oil shale; Directional drilling; Petroleum engineering; Productivity; Hydraulic fracturing; Lagging; Natural resource economics; Scrutiny; Fracture (geology); Engineering; Mining engineering; Geology; Drilling; Waste management; Economics; Geotechnical engineering; Political science; Law; Mechanical engineering; Economic growth","score_opus":0.00283085919134612,"score_gpt":0.20360206986035728,"score_spread":0.20077121066901116,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1978970750","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.6578401,0.017307248,0.29517046,0.023494275,0.0012934734,0.00011854025,0.000003761953,0.0007009891,0.0040712003],"genre_scores_gemma":[0.9966823,0.0010339913,0.0009580913,0.0003014722,0.00066532346,0.000005002961,0.000002126934,0.00003618341,0.00031549655],"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","domain_scores_codex":[0.99842817,0.00010430928,0.000617627,0.00015167161,0.0003501001,0.00034811348],"domain_scores_gemma":[0.9987485,0.00015394345,0.00033109423,0.0005302314,0.00014603397,0.00009022044],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00067814346,0.00023379542,0.0005625755,0.00059883465,0.00014143348,0.00003807015,0.000718994,0.00042630942,0.00012534249],"category_scores_gemma":[0.0004071455,0.00014095072,0.00031594018,0.0004488236,0.00010501254,0.000128817,0.00005015431,0.00113078,0.00002127411],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000056467452,0.0000471467,0.0005700083,0.000059813476,0.000486753,0.00004043053,0.00010174119,0.9544062,0.009613449,0.00023823629,0.02197627,0.012403476],"study_design_scores_gemma":[0.0018129897,0.00025491207,0.0017604737,0.0002021002,0.00036185537,0.00048451935,0.00018346852,0.082990766,0.021520998,0.0032711627,0.88674295,0.00041379995],"about_ca_topic_score_codex":0.00001061878,"about_ca_topic_score_gemma":0.0000131514835,"teacher_disagreement_score":0.87141544,"about_ca_system_score_codex":0.000105848805,"about_ca_system_score_gemma":0.000027767124,"threshold_uncertainty_score":0.5747804},"labels":[],"label_agreement":null},{"id":"W1979582799","doi":"10.2523/iptc-17675-ms","title":"Improving Gas Relative Permeability in Tight Gas Formations by Using Microemulsions","year":2014,"lang":"en","type":"article","venue":"International Petroleum Technology Conference","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Nalco (Canada)","funders":"Crisman Institute for Petroleum Research, Texas A and M University; Texas A and M University","keywords":"Microemulsion; Petroleum engineering; Relative permeability; Surface tension; Pulmonary surfactant; Permeability (electromagnetism); Capillary pressure; Capillary action; Adsorption; Tight gas; Chemical engineering; Fracturing fluid; Chemistry; Hydraulic fracturing; Enhanced oil recovery; Materials science; Geology; Composite material; Porous medium; Thermodynamics; Organic chemistry","score_opus":0.007417112234199725,"score_gpt":0.22440499807199452,"score_spread":0.2169878858377948,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1979582799","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8058836,0.00006832953,0.18575664,0.0020552776,0.00019782042,0.00005556709,0.000022301781,0.00030389614,0.005656567],"genre_scores_gemma":[0.9979518,0.00003289643,0.001713236,0.000025969823,0.000030359679,0.000023308912,0.000031330255,0.00001563069,0.00017548364],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9989429,0.00003136727,0.00034597664,0.00024349635,0.00016713765,0.00026910525],"domain_scores_gemma":[0.9994095,0.00007906167,0.00007209601,0.00028036098,0.000110487345,0.000048492773],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00017067778,0.00016521114,0.00020510584,0.00054553826,0.000086870394,0.00004279174,0.00044851194,0.00021334922,0.0001318161],"category_scores_gemma":[0.00024918097,0.0001623481,0.000067092355,0.00024677376,0.00013399195,0.00028500773,0.00009918123,0.00051799015,0.000042728574],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00003258482,0.00034726362,0.053785823,0.00012543809,0.0005479307,0.000022801598,0.0009859898,0.55851066,0.31714246,0.012842549,0.001425804,0.05423069],"study_design_scores_gemma":[0.00030305472,0.0000167859,0.0005538576,0.000049493836,0.000015649497,0.000013279874,0.00010871147,0.98068446,0.009857669,0.0036540036,0.004557418,0.00018559665],"about_ca_topic_score_codex":0.000173193,"about_ca_topic_score_gemma":0.00021863953,"teacher_disagreement_score":0.4221738,"about_ca_system_score_codex":0.00024483597,"about_ca_system_score_gemma":0.000025982881,"threshold_uncertainty_score":0.6620363},"labels":[],"label_agreement":null},{"id":"W1979587889","doi":"10.2118/167176-ms","title":"Analysis of Transient Linear Flow in Tight Oil and Gas Reservoirs with Stress-Sensitive Permeability and Multi-Phase Flow","year":2013,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":19,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"Alberta Innovates - Technology Futures","keywords":"Permeability (electromagnetism); Tight gas; Flow (mathematics); Mechanics; Relative permeability; Volumetric flow rate; Petroleum engineering; Fluid dynamics; Two-phase flow; Transient flow; Geotechnical engineering; Hydraulic fracturing; Geology; Steady state (chemistry); Chemistry; Physics; Porosity","score_opus":0.008207497866859753,"score_gpt":0.2279146033216945,"score_spread":0.21970710545483474,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1979587889","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9902059,0.00017852725,0.008634507,0.00024135181,0.0000111682875,0.00007065228,0.00004824304,0.000056082867,0.0005535563],"genre_scores_gemma":[0.99159616,0.00032939552,0.0078039635,0.000011415133,0.000011582334,0.000013816299,0.000035718527,0.000017020246,0.00018090387],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99888104,0.00006096363,0.00031392457,0.00031045827,0.00018731941,0.00024631526],"domain_scores_gemma":[0.99931896,0.000098717544,0.000027179083,0.00030441987,0.00009208109,0.00015867055],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00017760386,0.00019754586,0.0005084954,0.0003893753,0.000039122555,0.00002708905,0.000069857364,0.00009499156,0.00015113264],"category_scores_gemma":[0.000031097683,0.00013937098,0.00009311601,0.0006665989,0.0001292637,0.00014447437,0.000022915825,0.00018101053,0.0000023238392],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000031998054,0.00015139075,0.010301422,0.00016161143,0.0008624981,0.000014866557,0.0021476385,0.97543055,0.000671619,3.5840029e-7,0.000015891055,0.010210184],"study_design_scores_gemma":[0.0009777197,0.000049384675,0.04323036,0.00003952087,0.00035931275,0.0000013930734,0.0005620167,0.9520385,0.00253863,0.0000016347251,0.000029054421,0.00017242557],"about_ca_topic_score_codex":0.0016779965,"about_ca_topic_score_gemma":0.0068745483,"teacher_disagreement_score":0.032928936,"about_ca_system_score_codex":0.000030835978,"about_ca_system_score_gemma":0.000010277297,"threshold_uncertainty_score":0.5683384},"labels":[],"label_agreement":null},{"id":"W1979647119","doi":"10.2118/165544-pa","title":"Understanding the Thermo-Hydromechanical Pressurization in Two-Phase (Steam/Water) Flow and Its Application in Low-Permeability Caprock Formations in Steam-Assisted-Gravity-Drainage Projects","year":2014,"lang":"en","type":"article","venue":"SPE Journal","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Suncor Energy (Canada); University of Alberta","funders":"","keywords":"Caprock; Petroleum engineering; Geology; Permeability (electromagnetism); Cabin pressurization; Geotechnical engineering; Oil sands; Steam-assisted gravity drainage; Asphalt; Materials science; Composite material","score_opus":0.02211012917590232,"score_gpt":0.26081564561879306,"score_spread":0.23870551644289073,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1979647119","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.882334,0.00012775764,0.11612841,0.00036805077,0.000067157525,0.00036207808,0.0000027332508,0.00003614965,0.0005736653],"genre_scores_gemma":[0.99969864,0.000070682356,0.00007100443,0.000017032864,0.000075231,0.000027449798,0.000010729292,0.000017562868,0.000011687832],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99865,0.00021468468,0.00045375118,0.00016546153,0.00021386836,0.00030224],"domain_scores_gemma":[0.9995794,0.000076901524,0.00006309268,0.00018380309,0.00002315402,0.000073637035],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0012644922,0.00014572788,0.00021762816,0.00030467022,0.00014136422,0.000082398255,0.00016027967,0.00008647005,0.000009230927],"category_scores_gemma":[0.00008808909,0.00009805404,0.000048822745,0.00036322037,0.00002192221,0.0003101909,0.000036048106,0.0005552847,0.000004271522],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000024127976,0.00013954303,0.0008174002,0.00017021924,0.000023375298,0.000007291386,0.0035056185,0.98507494,0.007587468,0.000107182095,0.000008840135,0.0025340184],"study_design_scores_gemma":[0.0013145978,0.000026954813,0.002681281,0.0001012471,0.00001705796,0.00003141965,0.00052606215,0.98993534,0.0015134572,0.0036615974,0.00005417843,0.00013681554],"about_ca_topic_score_codex":0.00006014551,"about_ca_topic_score_gemma":0.0015787302,"teacher_disagreement_score":0.11736462,"about_ca_system_score_codex":0.0003521122,"about_ca_system_score_gemma":0.000020386033,"threshold_uncertainty_score":0.39985278},"labels":[],"label_agreement":null},{"id":"W1979880440","doi":"10.2118/1012-0126-jpt","title":"Improving Horizontal Completions in Heterogeneous Tight Shales","year":2012,"lang":"en","type":"article","venue":"Journal of Petroleum Technology","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":7,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Oil shale; Completion (oil and gas wells); Petroleum engineering; Wellbore; Geology; Permeability (electromagnetism); Tight oil; Hydraulic fracturing; Mining engineering; Paleontology","score_opus":0.006119378322148085,"score_gpt":0.2083763752807394,"score_spread":0.2022569969585913,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1979880440","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9816225,0.0038284983,0.013240592,0.00037644376,0.0003566412,0.000018572002,0.0000020207394,0.00010161405,0.0004530744],"genre_scores_gemma":[0.9982951,0.00011088649,0.0013313332,0.000008852247,0.0002079485,0.0000024425233,8.29379e-7,0.000018466015,0.000024098701],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99908894,0.000016789176,0.00037401958,0.00006054291,0.00012885722,0.00033082304],"domain_scores_gemma":[0.9996169,0.000024912002,0.00009798636,0.00015113174,0.000029675897,0.00007935701],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00019017301,0.00011286425,0.00028496998,0.0008564461,0.000035621106,0.000011331299,0.00023503974,0.00016442827,0.000046655994],"category_scores_gemma":[0.000040545783,0.00009510214,0.000120067176,0.00025244965,0.00004796762,0.00012640822,0.00003646407,0.0005074926,0.000019735166],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00004385692,0.0005547371,0.1196588,0.0001914643,0.00078426115,0.0006496439,0.0004792981,0.71489894,0.120444715,0.000449779,0.0013877676,0.04045672],"study_design_scores_gemma":[0.008164509,0.0022184013,0.059656806,0.0007456151,0.0009303612,0.01979244,0.0032219496,0.4096703,0.25295702,0.002453407,0.23700066,0.0031885232],"about_ca_topic_score_codex":0.000014541949,"about_ca_topic_score_gemma":0.00006305608,"teacher_disagreement_score":0.30522865,"about_ca_system_score_codex":0.00013400624,"about_ca_system_score_gemma":0.000011864628,"threshold_uncertainty_score":0.3878153},"labels":[],"label_agreement":null},{"id":"W1980096480","doi":"10.2118/167218-ms","title":"Effects of Non-Darcy Flow and Penetrating Ratio on Performance of Horizontal Wells with Multiple Fractures","year":2013,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":7,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Regina","funders":"Natural Sciences and Engineering Research Council of Canada; Petroleum Technology Research Centre","keywords":"Darcy's law; Pressure drop; Mechanics; Permeability (electromagnetism); Dimensionless quantity; Relative permeability; Laplace transform; Darcy–Weisbach equation; Hydraulic conductivity; Fluid dynamics; Mathematics; Geotechnical engineering; Geology; Porous medium; Mathematical analysis; Porosity; Physics; Chemistry; Soil science","score_opus":0.0017407563139406651,"score_gpt":0.1724774529052909,"score_spread":0.17073669659135024,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1980096480","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99410117,0.000075820084,0.0036590174,0.000010464917,0.000025974714,0.00014319747,7.0989e-7,0.000031289303,0.0019523747],"genre_scores_gemma":[0.99759513,0.000039332954,0.002209459,0.000010938312,0.000029511713,0.0000112117705,0.0000022606011,0.000014122246,0.00008805312],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9994886,0.000008956213,0.00014673949,0.00009759144,0.00013478394,0.00012334321],"domain_scores_gemma":[0.9996355,0.00013708044,0.000032836386,0.00012039263,0.00002739849,0.000046746776],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00004076956,0.00011492599,0.00019126467,0.00006804962,0.000030604464,0.000017742095,0.00006125799,0.000048431433,0.000044691904],"category_scores_gemma":[0.000013171818,0.000074150994,0.000032061864,0.00007405396,0.000029798099,0.00014358854,0.000010852799,0.00010604197,0.0000059287017],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000027986755,0.0000665827,0.02186185,0.0011534729,0.00020761379,0.0000026362352,0.00054148736,0.8178839,0.15005478,0.0000026823443,0.00025524816,0.007941721],"study_design_scores_gemma":[0.00027804394,0.00019674427,0.097645216,0.00007889195,0.000015520734,7.8133235e-7,0.000034714925,0.48758185,0.41407874,6.1529454e-7,0.000012962953,0.00007591362],"about_ca_topic_score_codex":0.0002773508,"about_ca_topic_score_gemma":0.000044649358,"teacher_disagreement_score":0.3303021,"about_ca_system_score_codex":0.000007922601,"about_ca_system_score_gemma":0.0000058416504,"threshold_uncertainty_score":0.30237898},"labels":[],"label_agreement":null},{"id":"W1980310278","doi":"10.2118/146709-ms","title":"Formulation of an Emulsified Thermal Acid Blend for SAGD Applications in Eastern Alberta","year":2011,"lang":"en","type":"article","venue":"Canadian Unconventional Resources Conference","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Corrosion; Emulsion; Naphthenic acid; Dissolution; Acetic acid; Organic acid; Wax; Aqueous solution; Chemical engineering; Calcite; Solvent; Materials science; Compatibility (geochemistry); Asphaltene; Corrosion inhibitor; Petroleum engineering; Chemistry; Metallurgy; Organic chemistry; Composite material; Mineralogy; Geology","score_opus":0.028543306183306777,"score_gpt":0.22338494604222958,"score_spread":0.1948416398589228,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1980310278","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9770597,0.0000770913,0.00541998,0.00003025922,0.000037588165,0.00024044061,0.00005278688,0.000020936744,0.017061172],"genre_scores_gemma":[0.9988074,0.0000023473626,0.0004106301,0.000013353824,0.000029653322,0.00008283567,0.00012749663,0.000015099094,0.0005112417],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9992777,0.000016967122,0.00023587051,0.00015147608,0.000098970435,0.00021897718],"domain_scores_gemma":[0.9994553,0.00004085976,0.00004306679,0.00019198946,0.0000701235,0.00019866797],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00009078383,0.00010634668,0.00014355435,0.00024499136,0.000053081618,0.000016969878,0.00021036081,0.00008269141,0.00035445832],"category_scores_gemma":[0.000018167524,0.00010644579,0.000074485455,0.00013870027,0.000034023265,0.00011565941,0.000007529605,0.0000779362,0.000010089998],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00043509013,0.000792286,0.2261201,0.0023188225,0.0016812973,0.000044851422,0.046875972,0.44050607,0.01780631,0.074964754,0.00039328067,0.18806118],"study_design_scores_gemma":[0.0018073819,0.00017406067,0.29494664,0.000227862,0.00014207256,0.0000058158853,0.0015709121,0.638055,0.019620033,0.009773004,0.032729767,0.0009473816],"about_ca_topic_score_codex":0.045352094,"about_ca_topic_score_gemma":0.41321126,"teacher_disagreement_score":0.36785918,"about_ca_system_score_codex":0.000064046464,"about_ca_system_score_gemma":0.00007377024,"threshold_uncertainty_score":0.961005},"labels":[],"label_agreement":null},{"id":"W1980408742","doi":"10.2118/05-04-06","title":"Modelling of Sand Transport Through Wormholes","year":2005,"lang":"en","type":"article","venue":"Journal of Canadian Petroleum Technology","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":36,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Wormhole; Permeability (electromagnetism); Petroleum engineering; Mechanics; Geology; Laminar flow; Oil field; Geotechnical engineering; Oil production; Relative permeability; Production rate; Wellbore; Petrology; Engineering; Physics; Chemistry; Porosity; Process engineering","score_opus":0.010032122092177756,"score_gpt":0.19162080092382788,"score_spread":0.18158867883165014,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1980408742","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8819311,0.0061532874,0.090647966,0.0055994163,0.00020295363,0.000033666067,0.000014468813,0.00008789411,0.015329226],"genre_scores_gemma":[0.99374074,0.0009838854,0.0049914736,0.000034980334,0.00012230579,7.759825e-7,8.9652343e-7,0.000020607016,0.00010436467],"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","domain_scores_codex":[0.9989962,0.000006408262,0.00048059318,0.00007252967,0.00015394592,0.00029033035],"domain_scores_gemma":[0.9994767,0.0000126724,0.000108783075,0.00018244288,0.00007515398,0.00014428401],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00013077958,0.00011781043,0.00035848818,0.0019429682,0.00003521142,0.0000055864575,0.0002963601,0.00021484013,0.00006566555],"category_scores_gemma":[0.000009436012,0.00010551728,0.00015306972,0.0005715944,0.0000699144,0.00013585265,0.0000040540217,0.00043431763,0.0000053609347],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000004076308,0.000007959754,0.0004048107,0.000018357967,0.00013749098,0.000048713406,0.00010602062,0.9962099,0.00036793167,0.00007000268,0.0005996709,0.002025041],"study_design_scores_gemma":[0.0011492848,0.00017990271,0.00023713324,0.00023977802,0.00028210768,0.00053426804,0.00039443074,0.38190216,0.052526336,0.001678493,0.56040543,0.000470677],"about_ca_topic_score_codex":0.0038651503,"about_ca_topic_score_gemma":0.019660603,"teacher_disagreement_score":0.61430776,"about_ca_system_score_codex":0.00012954239,"about_ca_system_score_gemma":0.000118470045,"threshold_uncertainty_score":0.998228},"labels":[],"label_agreement":null},{"id":"W1980484626","doi":"10.2118/155497-pa","title":"A Comprehensive Model of High-Rate Matrix-Acid Stimulation for Long Horizontal Wells in Carbonate Reservoirs: Part II—Wellbore/Reservoir Coupled-Flow Modeling and Field Application","year":2011,"lang":"en","type":"article","venue":"SPE Journal","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":44,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"ConocoPhillips (Canada)","funders":"Texas A and M University; ConocoPhillips","keywords":"Petroleum engineering; Injection well; Wellbore; Geology; Mechanics; Carbonate; Volumetric flow rate; Geotechnical engineering; Materials science","score_opus":0.021813952247305837,"score_gpt":0.23982439575229417,"score_spread":0.21801044350498833,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1980484626","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.6935588,0.0006091649,0.30530697,0.00010523882,0.000090598005,0.00018379855,0.000011520329,0.000030773448,0.000103125916],"genre_scores_gemma":[0.9897793,0.00067704165,0.009264761,0.000017359234,0.00014894942,0.000019359626,0.000019550958,0.00003574577,0.00003795521],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9987045,0.000033974706,0.00055579236,0.00020306701,0.00019912705,0.00030356087],"domain_scores_gemma":[0.9993081,0.00006184286,0.00012505922,0.00022345548,0.00015898873,0.00012255741],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003512804,0.00019565759,0.00036397832,0.00024635717,0.00012209229,0.000032589283,0.0001781355,0.00015429109,0.000021525186],"category_scores_gemma":[0.000030631367,0.00018095889,0.000111927315,0.00016640764,0.000024951449,0.00024734638,0.000054092092,0.00035526286,0.0000015811712],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00015570417,0.000033624514,0.00045390663,0.0001295912,0.000086556036,0.0000056205417,0.00065273745,0.99532986,0.0025169963,0.000021345728,0.000067347195,0.0005467141],"study_design_scores_gemma":[0.0008702283,0.000112445065,0.00028516725,0.00009537045,0.00006313449,0.000009411088,0.00010620197,0.9908043,0.0045310548,0.00288274,0.000052043088,0.00018789378],"about_ca_topic_score_codex":0.0004803594,"about_ca_topic_score_gemma":0.00023610104,"teacher_disagreement_score":0.29622048,"about_ca_system_score_codex":0.000072880066,"about_ca_system_score_gemma":0.00003053997,"threshold_uncertainty_score":0.7379289},"labels":[],"label_agreement":null},{"id":"W1980571284","doi":"10.2118/135490-ms","title":"Modeling CHOPS Using a Coupled Flow-Geomechanics Simulator With Nonequilibrium Foamy-Oil Reactions: A Multiwell History Matching Study","year":2010,"lang":"en","type":"article","venue":"SPE Annual Technical Conference and Exhibition","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":30,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Regina; Husky Energy (Canada)","funders":"","keywords":"Geomechanics; Permeability (electromagnetism); Petroleum engineering; Enhanced oil recovery; Coupling (piping); Geology; Oil production; Computer science; Geotechnical engineering; Engineering; Mechanical engineering; Chemistry","score_opus":0.018091878090414692,"score_gpt":0.2381658776059269,"score_spread":0.2200739995155122,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1980571284","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8306321,0.000081985476,0.16823481,0.000040032246,0.00014326147,0.00015444751,0.000009921496,0.0004463653,0.00025706433],"genre_scores_gemma":[0.9968192,0.00007147681,0.0027929072,0.000023102233,0.000141867,0.000024237479,0.00002065035,0.00004498979,0.00006157341],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9986185,0.000027718423,0.00035912255,0.0003795772,0.00029069706,0.00032437276],"domain_scores_gemma":[0.99923295,0.00004194519,0.000049438528,0.00035031667,0.00015959851,0.00016575663],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00029701355,0.00026284426,0.00033080668,0.00017847096,0.0001407713,0.000068892,0.00013553145,0.00021777475,0.00008353822],"category_scores_gemma":[0.00004310635,0.00022874172,0.000074604024,0.00016759268,0.000046136247,0.00044104888,0.00006238682,0.0007641964,0.000010452257],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00004711738,0.00013173929,0.000024091947,0.000080419726,0.00005402146,0.000022960083,0.0006770049,0.93914163,0.059156947,0.000034836732,0.000023348844,0.0006058797],"study_design_scores_gemma":[0.00054434984,0.000104580584,0.000030318088,0.0001085138,0.00009888002,0.000027545899,0.00093855313,0.9971036,0.00022602362,0.00020082206,0.00029004333,0.00032679355],"about_ca_topic_score_codex":0.0007512468,"about_ca_topic_score_gemma":0.0009098903,"teacher_disagreement_score":0.16618708,"about_ca_system_score_codex":0.00012324203,"about_ca_system_score_gemma":0.00005921093,"threshold_uncertainty_score":0.93278164},"labels":[],"label_agreement":null},{"id":"W1980764829","doi":"10.2118/134265-ms","title":"A Comprehensive Model of High-Rate Matrix Acid Stimulation for Long Horizontal Wells in Carbonate Reservoirs","year":2010,"lang":"en","type":"article","venue":"SPE Annual Technical Conference and Exhibition","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":34,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"ConocoPhillips (Canada)","funders":"Texas A and M University; ConocoPhillips","keywords":"Wormhole; Petroleum engineering; Penetration (warfare); Penetration rate; Carbonate; Wellbore; Injection well; Matrix (chemical analysis); Mechanics; Volumetric flow rate; Geology; Geotechnical engineering; Materials science; Engineering; Composite material; Physics","score_opus":0.015420188331835545,"score_gpt":0.2586013473712636,"score_spread":0.24318115903942808,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1980764829","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9646441,0.0000559297,0.034285035,0.00022234432,0.000056554654,0.00022615332,0.00008589366,0.00009874889,0.00032526758],"genre_scores_gemma":[0.99791604,0.000098647644,0.0017732746,0.0000135136925,0.00004522101,0.000024758929,0.00008164277,0.000016125021,0.00003076033],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99915475,0.00001774273,0.0002942395,0.0002056668,0.00012241573,0.00020516757],"domain_scores_gemma":[0.9995217,0.000060527247,0.000044022978,0.00016983524,0.00013634768,0.00006756669],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00015801044,0.00014125908,0.000268085,0.00015338663,0.0000380714,0.000023507782,0.00009512595,0.00020959465,0.000014671137],"category_scores_gemma":[0.000035262616,0.00013156547,0.000066061155,0.00014155658,0.00007706256,0.00020037995,0.000036706202,0.00030451055,0.0000024787907],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00016965235,0.00007227266,0.00045742298,0.00032634177,0.000037124413,0.000007409528,0.000312129,0.55602217,0.4385621,0.0018468071,0.00030362318,0.001882992],"study_design_scores_gemma":[0.0008842389,0.00015756632,0.008327417,0.00010333589,0.00004203906,0.0000036166716,0.00012786896,0.9195986,0.058523327,0.011829871,0.00011987054,0.00028224642],"about_ca_topic_score_codex":0.00022758485,"about_ca_topic_score_gemma":0.0005642899,"teacher_disagreement_score":0.38003877,"about_ca_system_score_codex":0.000020714799,"about_ca_system_score_gemma":0.00001979817,"threshold_uncertainty_score":0.5365084},"labels":[],"label_agreement":null},{"id":"W1980801541","doi":"10.2118/152121-ms","title":"Data Driven Modeling Improves the Understanding of Hydraulic Fracture Stimulated Horizontal Eagle Ford Completions","year":2012,"lang":"en","type":"article","venue":"SPE Hydraulic Fracturing Technology Conference","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":12,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Nalcor Energy (Canada)","funders":"","keywords":"Eagle; Perforation; Completion (oil and gas wells); Production (economics); Petroleum engineering; Geology; Hydraulic fracturing; Ranking (information retrieval); Fracture (geology); Quality (philosophy); Reservoir simulation; Reservoir modeling; Computer science; Engineering; Paleontology; Artificial intelligence; Mechanical engineering","score_opus":0.055870428958880815,"score_gpt":0.26411305279663316,"score_spread":0.20824262383775236,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1980801541","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.36291718,0.0019104036,0.6238416,0.0047842152,0.000592251,0.0005206791,0.000084277155,0.0015518847,0.0037975016],"genre_scores_gemma":[0.9967764,0.00027199925,0.00226274,0.00013158566,0.00023992166,0.000026240412,0.00015755433,0.00008726342,0.000046274523],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9971943,0.000067465175,0.00073348207,0.00055026624,0.00043735027,0.0010171399],"domain_scores_gemma":[0.9970916,0.00021237115,0.00021411014,0.002196533,0.00009367108,0.00019172007],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00042585656,0.00052770623,0.0006897074,0.000558167,0.00044266612,0.000087152606,0.0021146361,0.0005919696,0.00020136194],"category_scores_gemma":[0.0001871592,0.00041062894,0.00016658357,0.0007868655,0.00042485315,0.0006428749,0.00067070767,0.001412385,0.000066658984],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000022851982,0.00012970786,0.0007126783,0.00013579537,0.0006943915,0.000011258345,0.0008686989,0.98655856,0.005388279,0.00088290335,0.0011029548,0.0034919207],"study_design_scores_gemma":[0.00049433904,0.000048931524,0.00044188203,0.00014100916,0.0002236973,0.000039710052,0.0008835373,0.9708097,0.006333365,0.0035384155,0.016511915,0.00053346955],"about_ca_topic_score_codex":0.00032270313,"about_ca_topic_score_gemma":0.00016371849,"teacher_disagreement_score":0.6338592,"about_ca_system_score_codex":0.000206179,"about_ca_system_score_gemma":0.00006856215,"threshold_uncertainty_score":0.99983454},"labels":[],"label_agreement":null},{"id":"W1980863947","doi":"10.1080/10916466.2010.511384","title":"The Relationship Between the Productivity Index and the Diffusivity Coefficient and Its Application in Reservoir Characterization","year":2012,"lang":"en","type":"article","venue":"Petroleum Science and Technology","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Regina","funders":"","keywords":"Petrophysics; Thermal diffusivity; Wellbore; Petroleum engineering; Permeability (electromagnetism); Reservoir modeling; Index (typography); Skewness; Drawdown (hydrology); Geology; Soil science; Statistics; Mathematics; Geotechnical engineering; Thermodynamics; Computer science; Chemistry; Porosity","score_opus":0.00978892933092444,"score_gpt":0.22972819525239638,"score_spread":0.21993926592147195,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1980863947","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9860329,0.00077359955,0.001808142,0.011056296,0.000035676647,0.00016262312,0.0000012363612,0.000055096905,0.00007440791],"genre_scores_gemma":[0.9996976,0.00015302775,0.0000027938884,0.000010576582,0.000040173116,0.000062418716,0.0000011013979,0.0000042311913,0.000028047341],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9992665,0.000045407418,0.00011963052,0.00016085213,0.00017025448,0.00023732697],"domain_scores_gemma":[0.99934775,0.00028760656,0.000040831717,0.0002543408,0.000036303547,0.00003319905],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0018583932,0.0000738053,0.00009848671,0.0001595222,0.0006643978,0.000059812566,0.00021456993,0.00006639306,1.8357261e-7],"category_scores_gemma":[0.0006346689,0.000035905854,0.000007737275,0.0008826665,0.0009510059,0.00018906835,0.0001320322,0.00027394656,0.0000011693676],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000005887329,0.000011985068,0.983337,0.000014936873,0.000006885296,8.232126e-8,0.00038388788,0.0010870924,0.0019913332,0.00381817,0.0000026084128,0.009340138],"study_design_scores_gemma":[0.0001613323,0.000005522699,0.9048003,0.000004898973,0.0000099430235,0.0000043711893,0.00010563563,0.0924707,0.0006251159,0.0006415797,0.0011169,0.000053704844],"about_ca_topic_score_codex":0.00002443211,"about_ca_topic_score_gemma":0.000059908143,"teacher_disagreement_score":0.091383606,"about_ca_system_score_codex":0.000030121406,"about_ca_system_score_gemma":0.000012738234,"threshold_uncertainty_score":0.5110078},"labels":[],"label_agreement":null},{"id":"W1981189427","doi":"10.2118/84309-ms","title":"Ultra-Lightweight Proppant Development Yields Exciting New Opportunities in Hydraulic Fracturing Design","year":2003,"lang":"en","type":"article","venue":"SPE Annual Technical Conference and Exhibition","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":37,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Hydraulic fracturing; Petroleum engineering; Well stimulation; Perforation; Settling; Fracturing fluid; Rheology; Comminution; Materials science; Geology; Geotechnical engineering; Environmental science; Composite material; Reservoir engineering","score_opus":0.0458060940381898,"score_gpt":0.24070764489462584,"score_spread":0.19490155085643604,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1981189427","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.4044374,0.001424723,0.53184843,0.001337268,0.00019522938,0.0007128338,0.000008744922,0.0011097203,0.058925647],"genre_scores_gemma":[0.9950852,0.00061983534,0.003789311,0.00009429116,0.000057263194,0.000026792412,0.000015174389,0.00002292784,0.00028922103],"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9986373,0.00005940651,0.0004090971,0.00028266927,0.00021640454,0.00039512833],"domain_scores_gemma":[0.9994843,0.00007300875,0.00004275058,0.0001663701,0.000042891,0.00019065384],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003493313,0.0002361407,0.00028453418,0.00021000701,0.00010603699,0.00008140977,0.00011125789,0.000212166,0.00014488302],"category_scores_gemma":[0.00007472956,0.00020721412,0.00004935349,0.00018067901,0.000053366628,0.00030705243,0.000020072204,0.00038798607,0.00001833032],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00033153087,0.0011180097,0.0036947168,0.002465722,0.00078632036,0.0019833264,0.0290211,0.2898631,0.14600183,0.018100321,0.038768888,0.46786514],"study_design_scores_gemma":[0.0024203889,0.00043329762,0.008344463,0.0023476824,0.00014719802,0.0003318475,0.005669719,0.014269149,0.84120685,0.018246165,0.103337966,0.0032452918],"about_ca_topic_score_codex":0.00006281039,"about_ca_topic_score_gemma":0.00008309334,"teacher_disagreement_score":0.69520503,"about_ca_system_score_codex":0.00007158473,"about_ca_system_score_gemma":0.00010976154,"threshold_uncertainty_score":0.84499466},"labels":[],"label_agreement":null},{"id":"W1981585262","doi":"10.2118/169821-ms","title":"Well Completions and Profitability: A Horn River Shale Case Study","year":2014,"lang":"en","type":"article","venue":"SPE Hydrocarbon Economics and Evaluation Symposium","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Nexen (Canada)","funders":"","keywords":"Profitability index; Workflow; Net present value; Cash flow; Discounted cash flow; Production (economics); Computer science; Productivity; Probabilistic logic; Oil shale; Monte Carlo method; Operations research; Petroleum engineering; Engineering; Business; Finance; Economics; Statistics; Mathematics","score_opus":0.014997235126632483,"score_gpt":0.23693810130253184,"score_spread":0.22194086617589937,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1981585262","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9914371,0.00012448021,0.0003176155,0.00044250477,0.00013802345,0.0003921211,0.000004496606,0.00006823164,0.007075464],"genre_scores_gemma":[0.9994139,0.00019622856,0.0000814579,0.00003466858,0.00010646911,0.00004714037,0.0000116125075,0.000022512988,0.00008597744],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99908453,0.000085705455,0.00027424167,0.000296814,0.00008847208,0.00017026362],"domain_scores_gemma":[0.99947286,0.00005811934,0.00004232087,0.0002725077,0.000035984387,0.00011821334],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007786023,0.00015742525,0.00023486037,0.000120169134,0.00014211246,0.00008869987,0.000054419157,0.000062883686,0.000037093487],"category_scores_gemma":[0.000012010787,0.00015742525,0.000043142285,0.000064712425,0.000060419465,0.00011345545,0.00004254424,0.000103576356,0.000023233713],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000011339669,0.00014562326,0.022994561,0.00007890813,0.00032331463,0.0000151401055,0.00426646,0.9658598,0.00024122909,0.00010501392,0.00013943308,0.0058191814],"study_design_scores_gemma":[0.00065865024,0.000076688,0.002730404,0.000005079338,0.00017944412,0.00009813466,0.0005830486,0.9929234,0.000067010595,0.00047144853,0.0020139685,0.00019274415],"about_ca_topic_score_codex":0.00038134682,"about_ca_topic_score_gemma":0.00049216405,"teacher_disagreement_score":0.027063584,"about_ca_system_score_codex":0.00006567881,"about_ca_system_score_gemma":0.00001369549,"threshold_uncertainty_score":0.6419616},"labels":[],"label_agreement":null},{"id":"W1981752953","doi":"10.1016/j.ijrmms.2010.07.002","title":"Experimental investigation of borehole ballooning due to flow of non-Newtonian fluids into fractured rocks","year":2010,"lang":"en","type":"article","venue":"International Journal of Rock Mechanics and Mining Sciences","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":21,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Borehole; Geology; Drilling fluid; Backflow; Breathing; Petrology; Consolidation (business); Geotechnical engineering; Drilling; Petroleum engineering; Mechanics; Materials science; Geomorphology; Inlet","score_opus":0.006832745170656903,"score_gpt":0.24812423130064035,"score_spread":0.24129148612998344,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1981752953","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.869139,0.00018417825,0.12961714,0.00018009458,0.0007393461,0.000022297298,0.00000223154,0.0000056496788,0.00011005548],"genre_scores_gemma":[0.9680959,0.000015776815,0.031707857,0.000037657348,0.0001229278,9.070825e-7,9.82363e-7,0.0000062910303,0.000011686827],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99896526,0.000010015851,0.00036847044,0.000096013944,0.00046280603,0.00009741189],"domain_scores_gemma":[0.99943584,0.00004980694,0.00016586066,0.000059117956,0.00018832105,0.000101075806],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000399836,0.000087676905,0.00018760844,0.00032704382,0.000060603288,0.000042956806,0.0003610118,0.0000547904,0.000022768309],"category_scores_gemma":[0.00009343524,0.0000712021,0.000067875204,0.00015809582,0.000018607716,0.00019789694,0.00005679177,0.00014051537,5.2804575e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000007535985,0.000010805285,0.0002940994,0.0000082917295,0.000060280716,0.000005116079,0.0036748692,0.54768795,0.44662553,0.000026176365,0.00008590068,0.0015134795],"study_design_scores_gemma":[0.00018118024,0.00014992525,0.00031039183,0.0001310267,0.000014246455,0.00003802431,0.0008344833,0.6449242,0.35278,0.00027776894,0.00027935716,0.000079370766],"about_ca_topic_score_codex":0.000046169065,"about_ca_topic_score_gemma":0.000025589596,"teacher_disagreement_score":0.098956905,"about_ca_system_score_codex":0.000019985084,"about_ca_system_score_gemma":0.000053769956,"threshold_uncertainty_score":0.29035372},"labels":[],"label_agreement":null},{"id":"W1981912324","doi":"10.1016/j.petrol.2014.06.002","title":"A method for evaluation of water flooding performance in fractured reservoirs","year":2014,"lang":"en","type":"article","venue":"Journal of Petroleum Science and Engineering","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":16,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"National Science and Technology Major Project; National Natural Science Foundation of China","keywords":"Imbibition; Water flooding; Petroleum engineering; Permeability (electromagnetism); Porosity; Flooding (psychology); Water saturation; Relative permeability; Water cut; Chart; Porous medium; Geotechnical engineering; Saturation (graph theory); Water injection (oil production); Geology; Environmental science; Soil science; Mathematics; Chemistry; Statistics","score_opus":0.01035478327845671,"score_gpt":0.25478848753875843,"score_spread":0.24443370426030173,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1981912324","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.91835386,0.00020081551,0.08103985,0.00006889248,0.00015064195,0.000033254222,2.7539573e-7,0.000008949801,0.00014345704],"genre_scores_gemma":[0.9909013,0.00003901892,0.008948458,0.000004709622,0.00008977201,0.0000035252806,2.4602267e-7,0.000009014013,0.0000039455863],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99879944,0.00001706131,0.00032556683,0.000086162334,0.00054402166,0.00022776541],"domain_scores_gemma":[0.99947166,0.00007013085,0.000051945768,0.000093914496,0.00024140468,0.00007091513],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006058507,0.00008543958,0.00022322426,0.000578975,0.000041493076,0.000030461963,0.00017924476,0.00003960785,0.00000370575],"category_scores_gemma":[0.00027959526,0.000059628157,0.000051760093,0.00024467232,0.000025153693,0.00037234908,0.000018064871,0.00015509792,2.4996694e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000054633188,0.0000042024794,0.000258008,0.00008729471,0.000012611645,2.3322046e-7,0.00034608546,0.9349016,0.0608108,0.0000030047454,0.000005722985,0.0035650025],"study_design_scores_gemma":[0.000493365,0.000052069332,0.004595011,0.00009337974,0.000036088946,0.000008730557,0.00004864218,0.92841816,0.0653233,0.00002311672,0.00083700725,0.00007114537],"about_ca_topic_score_codex":0.0000047052654,"about_ca_topic_score_gemma":0.0000030010663,"teacher_disagreement_score":0.07254745,"about_ca_system_score_codex":0.00009073249,"about_ca_system_score_gemma":0.000030917785,"threshold_uncertainty_score":0.24315657},"labels":[],"label_agreement":null},{"id":"W1982073372","doi":"10.2118/2000-073","title":"Analysis of Swelling and Softening in Shale (Colorado Group) Around a Drilled Hole","year":2000,"lang":"en","type":"article","venue":"Canadian International Petroleum Conference","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Calgary","funders":"University of Calgary","keywords":"Swelling; Oil shale; Geotechnical engineering; Geology; Drilling fluid; Softening; Drilling; Petroleum engineering; Materials science; Composite material; Metallurgy","score_opus":0.009377700526561589,"score_gpt":0.20861430644772191,"score_spread":0.19923660592116033,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1982073372","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9806849,0.00017157274,0.0012519994,0.00017166935,0.000067604524,0.000027323482,0.000038040755,0.000026063532,0.01756085],"genre_scores_gemma":[0.99901235,0.0001738058,0.00010328683,0.000040469,0.00003565843,0.000008482659,0.000053851265,0.000011243905,0.0005608609],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.999146,0.000016701939,0.00026194646,0.0001913987,0.00015689955,0.00022706513],"domain_scores_gemma":[0.999565,0.000047480404,0.000028672977,0.00013789094,0.000043009903,0.0001779686],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00011699988,0.000119383585,0.00026408964,0.0009597359,0.000035985224,0.00006610441,0.0002207335,0.00007130059,0.0011681926],"category_scores_gemma":[0.000020394185,0.00012917812,0.000084948166,0.00039961148,0.000047595295,0.000119816345,0.000010095209,0.00016304987,0.000012412396],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000058663295,0.000006799134,0.036372334,0.000009923772,0.00046852246,0.000023174283,0.00025101023,0.9604469,0.00008588647,0.000099893616,0.000019150113,0.0022105724],"study_design_scores_gemma":[0.00019404043,0.000008268009,0.048500925,0.000034393128,0.000096586155,0.0000018136826,0.00011764944,0.9480702,0.00003663,0.000054351345,0.0027496954,0.00013542802],"about_ca_topic_score_codex":0.047081795,"about_ca_topic_score_gemma":0.24341723,"teacher_disagreement_score":0.19633543,"about_ca_system_score_codex":0.00016017801,"about_ca_system_score_gemma":0.00004711902,"threshold_uncertainty_score":0.9997449},"labels":[],"label_agreement":null},{"id":"W1982076921","doi":"10.2118/157897-ms","title":"Flow Loop for X-Ray CT Imaging of Sand Transport","year":2012,"lang":"en","type":"article","venue":"SPE Heavy Oil Conference Canada","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Alberta Innovates","funders":"","keywords":"Laminar flow; Turbulence; Settling; Flow (mathematics); Scanner; Materials science; Geology; Mechanics; Aperture (computer memory); Optics; Physics; Acoustics","score_opus":0.010778858190941274,"score_gpt":0.20870847666704664,"score_spread":0.19792961847610538,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1982076921","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8944499,0.003961998,0.05757011,0.0019020863,0.00220863,0.00022744566,0.00037024534,0.00024504776,0.039064568],"genre_scores_gemma":[0.99826354,0.00007856474,0.00075054175,0.00007163975,0.000116483956,0.000011996448,0.000034366873,0.000023531258,0.00064935046],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9990358,0.000010494696,0.00023288428,0.00011822254,0.00019825906,0.0004043882],"domain_scores_gemma":[0.9994496,0.000046873054,0.00002813747,0.00021464739,0.00006668677,0.000194048],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00013264753,0.00014899064,0.0002745714,0.00005437839,0.000049519615,0.000009741814,0.0001449196,0.000024955525,0.00020353116],"category_scores_gemma":[0.000018795641,0.00013831677,0.000081687285,0.000103732236,0.000031434844,0.000098182296,0.000005716491,0.00011432216,0.0000024149963],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00006400799,0.00009208552,0.033424918,0.0026292992,0.0007420317,0.00008070893,0.0013894849,0.78749216,0.0039155143,0.00013675843,0.033836316,0.13619673],"study_design_scores_gemma":[0.001579271,0.000033349337,0.010887179,0.00036770105,0.00039610462,0.00003165425,0.0007327792,0.6786881,0.08990022,0.000099424615,0.21595591,0.0013283277],"about_ca_topic_score_codex":0.16767752,"about_ca_topic_score_gemma":0.24016349,"teacher_disagreement_score":0.1821196,"about_ca_system_score_codex":0.000090306625,"about_ca_system_score_gemma":0.00028583696,"threshold_uncertainty_score":0.837865},"labels":[],"label_agreement":null},{"id":"W1982150862","doi":"10.2118/00-03-05","title":"Analysis of Transient Pressure Response Near a Horizontal Well-A Coupled Diffusion-deformation Approach","year":2000,"lang":"en","type":"article","venue":"Journal of Canadian Petroleum Technology","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Suncor Energy (Canada); University of Calgary","funders":"Southwest University; Southwest Jiaotong University; Suncor Energy Incorporated; McMaster University; U.S. Department of Energy","keywords":"Thermal diffusivity; Mechanics; Diffusion equation; Pressure gradient; Compressibility; Mass diffusivity; Permeability (electromagnetism); Porous medium; Porosity; Pore water pressure; Geotechnical engineering; Thermodynamics; Geology; Chemistry; Physics; Engineering","score_opus":0.003004332796023859,"score_gpt":0.17620873603358433,"score_spread":0.17320440323756048,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1982150862","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9945654,0.00083874754,0.0018569672,0.0008781321,0.000064399166,0.000046976256,0.000025165136,0.000051639287,0.0016725587],"genre_scores_gemma":[0.99891585,0.00027747662,0.00045549226,0.000019663617,0.000028663024,0.0000032970065,0.000008983035,0.000019074112,0.00027149828],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99857384,0.000053682965,0.0006300445,0.00011434741,0.00029457104,0.00033351744],"domain_scores_gemma":[0.99916315,0.000032438536,0.0001470218,0.00030885302,0.00009839534,0.00025012274],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004195209,0.00016240275,0.0005980777,0.0051296894,0.00008666147,0.000024977862,0.00036982985,0.000300347,0.0004720957],"category_scores_gemma":[0.00003542184,0.00013976077,0.0003527246,0.0025322703,0.000097711134,0.00012031771,0.000006627198,0.000468237,0.0000078296525],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00021137597,0.00003891864,0.00070580916,0.000029260196,0.0021030915,0.000045664146,0.00040210327,0.99221027,0.0013204875,0.00000661245,0.0004567777,0.0024696195],"study_design_scores_gemma":[0.0006418659,0.00021650166,0.010631014,0.00002639783,0.0016821172,0.0001242252,0.00037531054,0.89198565,0.00042325343,0.00001114832,0.09369416,0.0001883495],"about_ca_topic_score_codex":0.005143317,"about_ca_topic_score_gemma":0.014228679,"teacher_disagreement_score":0.10022462,"about_ca_system_score_codex":0.00016639504,"about_ca_system_score_gemma":0.00016485857,"threshold_uncertainty_score":0.7939937},"labels":[],"label_agreement":null},{"id":"W1982222600","doi":"10.2118/02-04-01","title":"A Model for Sand Transport Through a Partially Filled Wormhole in Cold Production","year":2002,"lang":"en","type":"article","venue":"Journal of Canadian Petroleum Technology","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"Natural Sciences and Engineering Research Council of Canada; McGill University","keywords":"Wormhole; Slurry; Bingham plastic; Rheology; Mechanics; Geotechnical engineering; Yield (engineering); Flow (mathematics); Petroleum engineering; Materials science; Geology; Physics; Composite material; Classical mechanics","score_opus":0.015158137657337069,"score_gpt":0.2018781325221651,"score_spread":0.18671999486482804,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1982222600","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9326993,0.0031545702,0.03446111,0.025562886,0.0005159126,0.00025120078,0.0000272362,0.0001528234,0.0031749269],"genre_scores_gemma":[0.99692076,0.0004227165,0.0018494051,0.000056238063,0.00009110185,0.000018762797,0.0000010587426,0.000023255932,0.0006166837],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9989958,0.0000068661016,0.00041461134,0.00011282185,0.00011243954,0.0003574804],"domain_scores_gemma":[0.99955904,0.000010353339,0.00007644388,0.00016887688,0.0000643044,0.00012099934],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00015737237,0.00011975658,0.0003212701,0.0017616829,0.000046344885,0.0000093016715,0.0001964479,0.00021603245,0.000035954952],"category_scores_gemma":[0.00005279497,0.00011232601,0.00012082588,0.00065166346,0.00003912482,0.00013368542,0.0000027757271,0.00037168164,0.0000032119265],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000010758312,0.000020935047,0.00056099804,0.00002637407,0.000082394225,0.000063734195,0.00023125626,0.9917692,0.0011943635,0.000048312842,0.005308702,0.00068294763],"study_design_scores_gemma":[0.0011017995,0.00011693208,0.00016699846,0.000084144,0.00008512676,0.0001281812,0.00010322008,0.8908395,0.005251183,0.0007094872,0.10118319,0.00023024404],"about_ca_topic_score_codex":0.0010731943,"about_ca_topic_score_gemma":0.14689705,"teacher_disagreement_score":0.14582385,"about_ca_system_score_codex":0.00021918924,"about_ca_system_score_gemma":0.00007911524,"threshold_uncertainty_score":0.86866987},"labels":[],"label_agreement":null},{"id":"W1982427612","doi":"10.4043/20113-ms","title":"Sand Control in Long Horizontal Section Wells","year":2009,"lang":"en","type":"article","venue":"Offshore Technology Conference","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":12,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Submarine pipeline; Petroleum engineering; Geology; Hydraulics; Environmental geology; Completion (oil and gas wells); Marine engineering; Geotechnical engineering; Engineering","score_opus":0.004465093620924687,"score_gpt":0.20269469540658017,"score_spread":0.1982296017856555,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1982427612","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.93525535,0.00069256645,0.04684516,0.0020938173,0.0002537311,0.0001690141,0.0000034930245,0.0011054449,0.013581396],"genre_scores_gemma":[0.999524,0.00012406484,0.00012232907,0.00004778733,0.000056396086,0.000010319629,0.0000050384338,0.000010326152,0.00009973197],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9991932,0.000013527969,0.00019765014,0.0002047588,0.0000943863,0.00029651422],"domain_scores_gemma":[0.99962234,0.000015868714,0.000023100656,0.0002658936,0.000029994446,0.0000427708],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00008636711,0.00015508092,0.00025528707,0.00041588716,0.000037343674,0.000022933842,0.00022386409,0.00032734845,0.000088221546],"category_scores_gemma":[0.000022475422,0.00014650603,0.00004748529,0.0004213108,0.00006547102,0.00007846556,0.00001254766,0.00046282812,0.000038398608],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00013015707,0.00042978453,0.1362249,0.00015861179,0.0004897758,0.0009120836,0.00080734486,0.16117056,0.108808696,0.0031793884,0.006805478,0.5808832],"study_design_scores_gemma":[0.005349439,0.00094036234,0.284999,0.00047426613,0.00020757002,0.00025033337,0.0005699893,0.53805125,0.13419175,0.012413489,0.020403141,0.0021494108],"about_ca_topic_score_codex":0.000027427393,"about_ca_topic_score_gemma":0.00021075536,"teacher_disagreement_score":0.5787338,"about_ca_system_score_codex":0.000065681124,"about_ca_system_score_gemma":0.000017028608,"threshold_uncertainty_score":0.5974343},"labels":[],"label_agreement":null},{"id":"W1982429727","doi":"10.2118/0413-0028-jpt","title":"Openhole, Multistage Fracturing Holds Big Potential in Argentina","year":2013,"lang":"en","type":"article","venue":"Journal of Petroleum Technology","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Geology; Petroleum engineering","score_opus":0.004160589296136779,"score_gpt":0.1938840561060716,"score_spread":0.18972346680993482,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1982429727","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9817604,0.000993602,0.014752269,0.0009906351,0.000496362,0.000049678867,0.0000011112226,0.000116725765,0.0008392212],"genre_scores_gemma":[0.99789214,0.00024096914,0.0013049636,0.000024603683,0.0001911712,0.0000072011276,7.981046e-7,0.000031377454,0.00030679142],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99861246,0.000023476969,0.00061479333,0.00013299935,0.00022190405,0.00039436144],"domain_scores_gemma":[0.99937797,0.0000206192,0.00017000803,0.00026397879,0.00007338235,0.00009407113],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00021108886,0.00017972694,0.000427009,0.0013769435,0.00004112966,0.000051754763,0.00048691998,0.0002840785,0.00021754678],"category_scores_gemma":[0.00006255465,0.00015109408,0.00016830918,0.0003964751,0.00005800635,0.00021174441,0.00007488091,0.0009071964,0.000093322094],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000014254357,0.0001438219,0.010296596,0.000079296115,0.00028597555,0.0008286522,0.000083244886,0.90064436,0.05616184,0.00001790462,0.0018727835,0.029571248],"study_design_scores_gemma":[0.009629089,0.00082664954,0.23263897,0.0007981204,0.0003989716,0.0023188437,0.002312893,0.4343797,0.19520402,0.0038787236,0.11531395,0.002300058],"about_ca_topic_score_codex":0.000088726025,"about_ca_topic_score_gemma":0.00004122289,"teacher_disagreement_score":0.46626467,"about_ca_system_score_codex":0.00010757382,"about_ca_system_score_gemma":0.000019282645,"threshold_uncertainty_score":0.61614376},"labels":[],"label_agreement":null},{"id":"W1983036809","doi":"10.2118/2009-103","title":"A Method for Estimating Hydrocarbon Cumulative Production Distribution of Individual Wells in Naturally Fractured Carbonates, Sandstones, Shale Gas, Coalbed Methane and Tight Gas Formations","year":2009,"lang":"en","type":"article","venue":"Canadian International Petroleum Conference","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":16,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Calgary","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Coalbed methane; Geology; Oil shale; Petroleum engineering; Drilling; Hydraulic fracturing; Natural gas; Carbonate; Methane; Fossil fuel; Petrology; Coal mining; Coal; Paleontology","score_opus":0.010881913948805779,"score_gpt":0.25191690181383475,"score_spread":0.24103498786502897,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1983036809","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.91936404,0.00041894187,0.07337487,0.0035566338,0.00044078374,0.00033376293,0.00048383564,0.00006804469,0.0019591083],"genre_scores_gemma":[0.9896649,0.000028406244,0.009129096,0.000055393764,0.00009044096,0.000029020026,0.00090889726,0.000010897698,0.00008296176],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99889,0.000037663514,0.00036170223,0.00022134479,0.00023569181,0.00025359206],"domain_scores_gemma":[0.9993548,0.00010924495,0.00010666152,0.00012084819,0.00016134774,0.00014711906],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00031019235,0.00016979016,0.00025265384,0.0003830422,0.000052248317,0.00005754269,0.00020293694,0.00011637227,0.000021714939],"category_scores_gemma":[0.00023571073,0.0001716024,0.000059887385,0.00017222766,0.000033128577,0.00024167963,0.000012393027,0.0002373335,8.556727e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000041804913,0.0000313837,0.0008594297,0.00008146504,0.00024264521,0.000007017089,0.0017711323,0.9806918,0.001722422,0.001056784,0.0006951723,0.012798979],"study_design_scores_gemma":[0.00044718946,0.000037737747,0.009817479,0.00011959955,0.000049545004,0.000011868602,0.000102017155,0.9819742,0.0036852257,0.001662935,0.001895785,0.00019644226],"about_ca_topic_score_codex":0.010336555,"about_ca_topic_score_gemma":0.020210026,"teacher_disagreement_score":0.07030086,"about_ca_system_score_codex":0.00028255273,"about_ca_system_score_gemma":0.00014028916,"threshold_uncertainty_score":0.99766856},"labels":[],"label_agreement":null},{"id":"W1983046905","doi":"10.2118/131786-ms","title":"Integration of Microseismic and Other Post-Fracture Surveillance With Production Analysis: A Tight Gas Study","year":2010,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":30,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Tight gas; Hydraulic fracturing; Microseism; Petroleum engineering; Geology; Fracture (geology); Permeability (electromagnetism); Hydraulic conductivity; Geotechnical engineering; Soil science; Seismology","score_opus":0.0032637566246469223,"score_gpt":0.20313626144999003,"score_spread":0.1998725048253431,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1983046905","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9937624,0.000065404354,0.0053833686,0.00017617551,0.0000467436,0.00012853388,0.0000028095242,0.00008623486,0.00034834014],"genre_scores_gemma":[0.99915665,0.000008093129,0.00048766582,0.000031504547,0.00004646675,0.0000069558314,0.000007677585,0.0000140670845,0.00024093798],"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","domain_scores_codex":[0.9994478,0.000021381195,0.00014918306,0.00017060475,0.000115263334,0.000095735304],"domain_scores_gemma":[0.9995704,0.000015379035,0.000027500659,0.00027439147,0.00007740882,0.000034893896],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00016148771,0.00011366517,0.00020985806,0.00019593714,0.000032310916,0.000024440596,0.00006452344,0.000052785825,0.00006131601],"category_scores_gemma":[0.000018653835,0.000070232774,0.00004499221,0.00041522965,0.000031016432,0.00006872463,0.0000074635022,0.00018129578,0.0000020878103],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000072684656,0.00028428342,0.21768363,0.00008261167,0.0032095693,0.000004372402,0.0037489533,0.43005762,0.33973557,0.0000041844423,0.00044239752,0.0046741297],"study_design_scores_gemma":[0.0006458019,0.0002946727,0.71228313,0.00002674018,0.0011804692,0.000022346512,0.0020176016,0.10960016,0.16838747,0.0000182672,0.004912767,0.00061059854],"about_ca_topic_score_codex":0.00065717706,"about_ca_topic_score_gemma":0.009566067,"teacher_disagreement_score":0.4945995,"about_ca_system_score_codex":0.0000068910713,"about_ca_system_score_gemma":0.0000055702603,"threshold_uncertainty_score":0.53380895},"labels":[],"label_agreement":null},{"id":"W1983154361","doi":"10.1080/10916466.2011.586967","title":"Production Data Analysis of Horizontal Wells Using Vertical Well Decline Models, a Field Case Study of an Oil Field","year":2013,"lang":"en","type":"article","venue":"Petroleum Science and Technology","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Oil field; Petroleum engineering; Oil production; Field (mathematics); Oil well; Geology; Environmental science; Mathematics","score_opus":0.019496927890101785,"score_gpt":0.2674563055514963,"score_spread":0.2479593776613945,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1983154361","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99628556,0.000094500494,0.0030700923,0.00027011463,0.000057077374,0.00003939191,0.0000018695994,0.00006089832,0.00012051705],"genre_scores_gemma":[0.9992642,0.000040117626,0.0006531123,0.000008813649,0.000015614334,0.0000041211615,0.0000019090505,0.0000049242976,0.000007187604],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9989382,0.000013200693,0.0002605253,0.000344999,0.00024248591,0.00020056561],"domain_scores_gemma":[0.99896663,0.000035058336,0.000035122757,0.0007940977,0.00011087191,0.000058224945],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00033334526,0.00009265173,0.00028426194,0.0009676146,0.000088149754,0.000021156928,0.00044735262,0.00009468063,0.000020052617],"category_scores_gemma":[0.00013999428,0.000077095196,0.0000240748,0.0018374521,0.00018217436,0.00041579682,0.0002599753,0.0001592962,7.5001907e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000020144158,0.00082903035,0.016956426,0.00011560345,0.0008976487,0.00016330929,0.0006884494,0.8601689,0.07480124,0.00003265109,0.00007885274,0.045247786],"study_design_scores_gemma":[0.00011489412,0.00025140552,0.00010401868,0.000006511773,0.00035060846,0.00006997265,0.002035827,0.9749129,0.022011364,0.00005057641,0.000011078104,0.00008088313],"about_ca_topic_score_codex":0.0041616512,"about_ca_topic_score_gemma":0.0015332284,"teacher_disagreement_score":0.114744,"about_ca_system_score_codex":0.000017795695,"about_ca_system_score_gemma":0.000025902798,"threshold_uncertainty_score":0.62911993},"labels":[],"label_agreement":null},{"id":"W1983155457","doi":"10.2118/04-01-06","title":"Flue Gas Injection Into a Mature SAGD Steam Chamber at the Dover Project (Formerly UTF)","year":2004,"lang":"en","type":"article","venue":"Journal of Canadian Petroleum Technology","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":89,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Devon Energy (Canada); Petro-Canada","funders":"Imperial Oil Limited","keywords":"Steam-assisted gravity drainage; Flue gas; Steam injection; Petroleum engineering; Waste management; Asphalt; Environmental science; Natural gas; Production rate; Environmental engineering; Engineering; Oil sands; Materials science; Process engineering","score_opus":0.003934617217134533,"score_gpt":0.19646865255371146,"score_spread":0.19253403533657693,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1983155457","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9767382,0.0023659756,0.0005963324,0.014366917,0.0005863309,0.00009505762,0.000008503757,0.00012592525,0.0051167626],"genre_scores_gemma":[0.99816334,0.0003926637,0.00023371622,0.00018772416,0.00022763717,0.00000789501,0.0000025318022,0.000036927257,0.0007475683],"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","domain_scores_codex":[0.9987633,0.000020336018,0.00038218184,0.00013154351,0.00024700435,0.0004555936],"domain_scores_gemma":[0.9992398,0.000016372876,0.00013862515,0.00033207625,0.00009439119,0.00017874826],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00023162088,0.00019730396,0.00031431945,0.0024908138,0.00019348208,0.00003917487,0.0003171622,0.000403154,0.00007642986],"category_scores_gemma":[0.00005763314,0.0001350605,0.00018695265,0.0011333263,0.00010539106,0.00014885908,0.000028702168,0.0010165385,0.0000540077],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000589846,0.000039185754,0.0008449608,0.00009564349,0.00095665094,0.0007977412,0.0011781551,0.9370654,0.003719213,0.0002178014,0.043600347,0.011425915],"study_design_scores_gemma":[0.0013498975,0.0005377316,0.0011110534,0.00015878561,0.00020766002,0.005882465,0.0012116792,0.0025169805,0.008345458,0.0017476053,0.9764644,0.00046629],"about_ca_topic_score_codex":0.030267868,"about_ca_topic_score_gemma":0.39921567,"teacher_disagreement_score":0.93454844,"about_ca_system_score_codex":0.0012910505,"about_ca_system_score_gemma":0.00032904505,"threshold_uncertainty_score":0.9761897},"labels":[],"label_agreement":null},{"id":"W1983294024","doi":"10.2118/171083-ms","title":"Transient Shape Factors for Thermal Flow Simulation in Naturally Fractured Reservoirs: A Concept","year":2014,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Fracture (geology); Petroleum engineering; Matrix (chemical analysis); Fluid dynamics; Flow (mathematics); Geology; Computer science; Reservoir simulation; Transient (computer programming); Thermal; Mechanics; Geotechnical engineering; Materials science; Physics; Thermodynamics","score_opus":0.009937669904716319,"score_gpt":0.23441881024890782,"score_spread":0.2244811403441915,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1983294024","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.83847934,0.0001420683,0.15907322,0.00022395728,0.00017339368,0.00023590725,0.0000082748065,0.00025451832,0.0014093273],"genre_scores_gemma":[0.9983293,0.0000034463314,0.001223541,0.00006987964,0.00011047941,0.000015910815,0.000060169863,0.000031050404,0.00015626631],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99907917,0.00003317377,0.0002492452,0.00018710048,0.00016534285,0.00028599336],"domain_scores_gemma":[0.9993348,0.00033656842,0.000020098518,0.00019736358,0.000036534628,0.00007461775],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001453216,0.0001726174,0.00023338184,0.00012623277,0.000048120375,0.000036810437,0.0001561365,0.00015277069,0.0002555501],"category_scores_gemma":[0.000101353486,0.0001273327,0.0001461316,0.00015236119,0.000017106504,0.0001404803,0.0000087139015,0.00018949415,0.0000064652827],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000138670775,0.000012750487,0.00014345141,0.000029378347,0.000037567905,5.2481954e-7,0.0013358331,0.9933815,0.00065352547,0.000004074161,0.00016239617,0.0042251525],"study_design_scores_gemma":[0.00053135375,0.000028699738,0.0072445264,0.000018111563,0.000016022608,9.2282654e-8,0.000082214596,0.9808227,0.0032608241,0.000032267846,0.0077804895,0.00018271632],"about_ca_topic_score_codex":0.00005631488,"about_ca_topic_score_gemma":0.00018579052,"teacher_disagreement_score":0.15984991,"about_ca_system_score_codex":0.00004801732,"about_ca_system_score_gemma":0.0000068436225,"threshold_uncertainty_score":0.5192477},"labels":[],"label_agreement":null},{"id":"W1983418082","doi":"10.2118/0414-0042-jpt","title":"Data Gathering to Smooth the Bumpy Path to Optimization","year":2014,"lang":"en","type":"article","venue":"Journal of Petroleum Technology","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Mile; Completion (oil and gas wells); Production (economics); Mining engineering; Geology; Engineering; Petroleum engineering; Business; Economics","score_opus":0.008663138657874362,"score_gpt":0.2262938103693184,"score_spread":0.21763067171144404,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1983418082","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.10954182,0.00020584594,0.88109004,0.008068386,0.00027883297,0.00003786869,0.0000042282545,0.00013546464,0.00063748896],"genre_scores_gemma":[0.98378307,0.00006883323,0.015690235,0.00016455681,0.00018717715,0.0000025330985,0.0000015756095,0.000024637598,0.000077412784],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99916196,0.000023146793,0.00030705967,0.0001172857,0.00017834626,0.0002122125],"domain_scores_gemma":[0.99907285,0.000040692503,0.00007731196,0.00066395587,0.00005805329,0.0000871432],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00047954594,0.00010788676,0.00022855867,0.0004328612,0.000060294926,0.00003351455,0.0010309712,0.00010103366,0.000030087402],"category_scores_gemma":[0.00025853183,0.000071096074,0.00005148047,0.00041004346,0.000021231002,0.00008438808,0.00016686808,0.00033835432,0.000025347037],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000004720327,0.000008697377,0.00012243798,0.000008134917,0.0000534784,0.00000569115,0.00004049652,0.98806757,0.0012634173,0.00001799972,0.0025625553,0.007844804],"study_design_scores_gemma":[0.00023225573,0.00018406374,0.00025560736,0.000077021425,0.000063534644,0.00006961363,0.00018206998,0.7307947,0.0015931866,0.00010826356,0.26628053,0.00015916441],"about_ca_topic_score_codex":0.000006976256,"about_ca_topic_score_gemma":0.000022887303,"teacher_disagreement_score":0.87424123,"about_ca_system_score_codex":0.000050875835,"about_ca_system_score_gemma":0.0000113525475,"threshold_uncertainty_score":0.28992137},"labels":[],"label_agreement":null},{"id":"W1983497006","doi":"10.2118/173227-ms","title":"An Efficient Adaptive Nonlinearity Elimination Preconditioned Inexact Newton Method for Parallel Simulation of Thermal-Hydraulic-Mechanical Processes in Fractured Reservoirs","year":2015,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":8,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"National Energy Technology Laboratory; CMG Reservoir Simulation Foundation; Colorado School of Mines","keywords":"Nonlinear system; Newton's method; Computer science; Thermal hydraulics; Thermal; Control theory (sociology); Mechanics; Heat transfer; Physics; Thermodynamics; Artificial intelligence","score_opus":0.03137298737065538,"score_gpt":0.3142747755599066,"score_spread":0.28290178818925127,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1983497006","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.19201723,0.000073875526,0.8066255,0.00021863947,0.00005863616,0.00044495112,0.00002080266,0.000141903,0.0003984848],"genre_scores_gemma":[0.9656571,0.000005664351,0.033908956,0.000028946431,0.00008618988,0.00007149006,0.0001683556,0.00003110073,0.000042173742],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9986137,0.00011726172,0.00046474912,0.00027629873,0.00028700734,0.0002409791],"domain_scores_gemma":[0.99874777,0.00039579632,0.00010362288,0.0002736997,0.0003425406,0.00013654784],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007277708,0.00019230654,0.000343985,0.0002522765,0.00004059143,0.000027160282,0.00018928967,0.00020792485,0.000032627246],"category_scores_gemma":[0.00044715544,0.00016257762,0.00008550196,0.00041208477,0.000018712051,0.00026505798,0.00001959889,0.0001788981,0.0000031609384],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00018434573,0.00020416369,0.000033186076,0.000116226045,0.00005115749,8.1684334e-7,0.0010387911,0.9966199,0.0007491326,0.000020953357,0.000050360402,0.000930985],"study_design_scores_gemma":[0.0009811197,0.000204705,0.0010377909,0.000034322078,0.000043567106,4.3865506e-7,0.00030431492,0.9809513,0.015651504,0.0003492109,0.00024998095,0.0001917091],"about_ca_topic_score_codex":0.00028003985,"about_ca_topic_score_gemma":0.0005028821,"teacher_disagreement_score":0.7736399,"about_ca_system_score_codex":0.00011782668,"about_ca_system_score_gemma":0.00007310691,"threshold_uncertainty_score":0.6629723},"labels":[],"label_agreement":null},{"id":"W1983710969","doi":"10.2118/59276-ms","title":"Heavy-Oil Production Enhancement by Encouraging Sand Production","year":2000,"lang":"en","type":"article","venue":"SPE/DOE Improved Oil Recovery Symposium","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":29,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Petroleum engineering; Oil production; Production (economics); Geology; Environmental science; Production rate; Oil field; Geotechnical engineering; Engineering; Process engineering","score_opus":0.003787099096790729,"score_gpt":0.19229578669264985,"score_spread":0.18850868759585912,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1983710969","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.91498286,0.003031346,0.0009782598,0.006628961,0.006172909,0.0002559452,0.000029783285,0.0011698295,0.06675013],"genre_scores_gemma":[0.79252917,0.013210199,0.0005372669,0.00013376788,0.0018260197,0.00014520645,0.00013248235,0.00013993845,0.19134593],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99751437,0.000063142914,0.00057796796,0.00075456157,0.00039705366,0.00069288677],"domain_scores_gemma":[0.9989222,0.000024144683,0.000093237635,0.0007003133,0.000077894765,0.00018216461],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00039142207,0.00043466387,0.00041662308,0.00018546982,0.0002449993,0.00015809484,0.00024247557,0.00018033679,0.00059882127],"category_scores_gemma":[0.000047244288,0.00041260594,0.0002115985,0.00043465284,0.000060841765,0.00064899784,0.000027686825,0.0004343131,0.0002891489],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000105174666,0.00013451182,0.000022641236,0.00033385196,0.00024490966,0.000004015041,0.0003106064,0.20564021,0.45957372,1.8613571e-7,0.023246106,0.31038406],"study_design_scores_gemma":[0.00038770665,0.00012099133,0.000023055669,0.00017545754,0.00014109157,0.000031460557,0.00006442311,0.020308854,0.80362594,0.000029553934,0.17437464,0.0007167988],"about_ca_topic_score_codex":0.00030921385,"about_ca_topic_score_gemma":0.000054390493,"teacher_disagreement_score":0.34405226,"about_ca_system_score_codex":0.0003947922,"about_ca_system_score_gemma":0.000046561923,"threshold_uncertainty_score":0.9998326},"labels":[],"label_agreement":null},{"id":"W1983910656","doi":"10.2118/00-05-04","title":"Analysis of Hydraulic Fracturing of High Permeability Gas Wells to Reduce Non-Darcy Skin Effects","year":2000,"lang":"en","type":"article","venue":"Journal of Canadian Petroleum Technology","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":30,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"University of Calgary","keywords":"Permeability (electromagnetism); Darcy's law; Hydraulic fracturing; Petroleum engineering; Geology; Geotechnical engineering; Reservoir simulation; Porous medium; Mechanics; Porosity; Chemistry","score_opus":0.0026798400339978936,"score_gpt":0.19608477879385997,"score_spread":0.19340493875986206,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1983910656","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9950826,0.0004183402,0.000675462,0.0016647049,0.000135426,0.00007188872,0.000019411747,0.000035109253,0.0018970197],"genre_scores_gemma":[0.9988285,0.00022661514,0.0006081852,0.00006503289,0.000079735626,0.000004321586,0.0000029905493,0.000031925545,0.00015272322],"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9979193,0.000050017057,0.00092966785,0.0002225271,0.0003507047,0.0005277641],"domain_scores_gemma":[0.9983864,0.00010744436,0.00024240422,0.00064561405,0.0001618628,0.00045626904],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00039488557,0.00024864692,0.0011848982,0.008396314,0.000054237214,0.000017631277,0.0006805235,0.00034370102,0.00046983192],"category_scores_gemma":[0.00012218209,0.0002317258,0.00050511473,0.0040596565,0.00012383336,0.0001341671,0.00002406648,0.00061677065,0.0000133924195],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000031410265,0.000052628406,0.0035173825,0.00011792543,0.0021700785,0.00010847792,0.00018823713,0.96902674,0.003969803,0.000010289443,0.000585133,0.020221919],"study_design_scores_gemma":[0.0026245508,0.0014422336,0.35552964,0.000661275,0.005209407,0.00027034082,0.00066049583,0.064200126,0.49638036,0.00072034774,0.070916176,0.0013850251],"about_ca_topic_score_codex":0.03207852,"about_ca_topic_score_gemma":0.035369165,"teacher_disagreement_score":0.9048266,"about_ca_system_score_codex":0.00033082342,"about_ca_system_score_gemma":0.00019162464,"threshold_uncertainty_score":0.9822328},"labels":[],"label_agreement":null},{"id":"W1983934212","doi":"10.2118/07-01-07","title":"Effect of Solution Gas on 1D Steam Rise in Oil Sands","year":2007,"lang":"en","type":"article","venue":"Journal of Canadian Petroleum Technology","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":23,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Laricina Energy (Canada)","funders":"ConocoPhillips","keywords":"Petroleum engineering; Oil sands; Steam injection; Work (physics); Fossil fuel; Environmental science; Chemistry; Waste management; Engineering; Materials science; Mechanical engineering","score_opus":0.002718153234125192,"score_gpt":0.20235040708078314,"score_spread":0.19963225384665795,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1983934212","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99163246,0.0010228899,0.000364662,0.0012221882,0.00021902134,0.000015003584,0.000002629676,0.00003192662,0.0054892357],"genre_scores_gemma":[0.99937356,0.00034363713,0.00008053939,0.000014592393,0.00007215863,9.768285e-7,6.2219004e-7,0.000016912292,0.00009702041],"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99888575,0.000034872646,0.00044579434,0.00007951289,0.00017377673,0.00038030738],"domain_scores_gemma":[0.9993851,0.000081210084,0.000118868804,0.0001896261,0.00004204035,0.00018310998],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009989383,0.00012618072,0.0003837139,0.005707292,0.000027546117,0.0000053769995,0.00024068315,0.00028179225,0.000024819565],"category_scores_gemma":[0.00013943181,0.00010753106,0.00012348258,0.0008737896,0.00005629238,0.000049621267,0.000008347797,0.0006317732,0.0000072186394],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00026674077,0.0000678295,0.013623784,0.00026757695,0.00041981557,0.0014779543,0.00013163383,0.6449359,0.0130902305,0.00009895717,0.004272856,0.3213467],"study_design_scores_gemma":[0.011444598,0.0090993345,0.020658907,0.0019140536,0.00061986473,0.0016775309,0.0005708873,0.09068039,0.50836575,0.0006877951,0.35271433,0.0015665349],"about_ca_topic_score_codex":0.005437334,"about_ca_topic_score_gemma":0.102149665,"teacher_disagreement_score":0.55425555,"about_ca_system_score_codex":0.0004228379,"about_ca_system_score_gemma":0.00007397033,"threshold_uncertainty_score":0.91423374},"labels":[],"label_agreement":null},{"id":"W1983990708","doi":"10.2118/60314-ms","title":"Use of Hydraulic Fracture Diagnostics to Optimize Fracturing Jobs in the Arcabuz-Culebra Field","year":2000,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":13,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"GRi Simulations (Canada)","funders":"","keywords":"Hydraulic fracturing; Tiltmeter; Microseism; Geology; Fracture (geology); Well stimulation; Field (mathematics); Petroleum engineering; Geotechnical engineering; Seismology; Reservoir engineering","score_opus":0.011161787452376982,"score_gpt":0.21694752339288192,"score_spread":0.20578573594050495,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1983990708","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.96362424,0.00041849134,0.014130242,0.00533642,0.00010625266,0.00032635176,0.000006548091,0.0002070028,0.015844436],"genre_scores_gemma":[0.9925151,0.0006146213,0.002045651,0.0041070343,0.00010440197,0.000022356415,0.0000064317182,0.00002845394,0.0005559672],"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","domain_scores_codex":[0.9987655,0.0000498443,0.00035894566,0.00019823803,0.00028629065,0.00034118022],"domain_scores_gemma":[0.99841124,0.00089115254,0.000022963637,0.0005532512,0.000020567184,0.00010081145],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00016460907,0.00021238922,0.00029795527,0.00016492324,0.000049800048,0.00007391004,0.00038727428,0.0001594435,0.0020744768],"category_scores_gemma":[0.00020234361,0.00014054276,0.00014139451,0.00040986532,0.00001939702,0.00016815076,0.00002610215,0.0004423186,0.00009816514],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00000961411,0.000038012724,0.0010235166,0.000026838634,0.000045671266,0.000027015094,0.0009780828,0.97771776,0.000028502383,0.000004032956,0.014036677,0.0060642874],"study_design_scores_gemma":[0.0008442709,0.00019723519,0.07767848,0.0003332942,0.00018345112,0.000027970618,0.000495039,0.2670146,0.042276233,0.0002471074,0.6094992,0.0012031029],"about_ca_topic_score_codex":0.0013249024,"about_ca_topic_score_gemma":0.00025346293,"teacher_disagreement_score":0.71070313,"about_ca_system_score_codex":0.00002623934,"about_ca_system_score_gemma":0.000008797315,"threshold_uncertainty_score":0.99883777},"labels":[],"label_agreement":null},{"id":"W1983991449","doi":"10.2118/133456-ms","title":"Thirty Years of Gas Shale Fracturing: What Have We Learned?","year":2010,"lang":"en","type":"article","venue":"SPE Annual Technical Conference and Exhibition","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":718,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Apache (Canada)","funders":"","keywords":"Oil shale; Petroleum engineering; Shale gas; Geology; Fracture (geology); Tight gas; Natural gas; Hydraulic fracturing; Fracturing fluid; Mining engineering; Engineering; Geotechnical engineering; Waste management","score_opus":0.014961060775596379,"score_gpt":0.24879923467641935,"score_spread":0.23383817390082295,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1983991449","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99159616,0.0003213193,0.00218171,0.0009832768,0.00013688393,0.00009682093,0.000016132279,0.00024766958,0.004420045],"genre_scores_gemma":[0.99690664,0.00243394,0.00035810412,0.000035299166,0.0000980417,0.000006104127,0.000018471044,0.000015186748,0.00012824367],"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9991863,0.000014216665,0.00021704657,0.00019828822,0.00018225501,0.0002019177],"domain_scores_gemma":[0.9995036,0.000047542348,0.000037923255,0.00024254914,0.00006421005,0.00010413417],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001542093,0.00012723639,0.0002171677,0.00009880298,0.000041430096,0.00007411061,0.00012788277,0.0002284909,0.00025443113],"category_scores_gemma":[0.000047896512,0.00011684815,0.00008245015,0.00009243699,0.00012830785,0.00041550587,0.000051947794,0.0005158239,0.000027526235],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00010163063,0.00034220115,0.0017204189,0.00067350816,0.00022795715,0.00011477873,0.003782737,0.008394654,0.34221485,0.003061755,0.009297943,0.6300675],"study_design_scores_gemma":[0.0027142323,0.0010229701,0.057954017,0.0019435255,0.00043310752,0.00022997281,0.0087450715,0.054745663,0.66575104,0.06881674,0.13463312,0.0030105477],"about_ca_topic_score_codex":0.00005761372,"about_ca_topic_score_gemma":0.0001330763,"teacher_disagreement_score":0.627057,"about_ca_system_score_codex":0.000009559208,"about_ca_system_score_gemma":0.00001395644,"threshold_uncertainty_score":0.4764929},"labels":[],"label_agreement":null},{"id":"W1984068285","doi":"10.2118/0701-0055-jpt","title":"Design, Implementation, and Analysis of Multilayer Pressure-Transient Tests","year":2001,"lang":"en","type":"article","venue":"Journal of Petroleum Technology","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Transient (computer programming); Exhibition; Transient analysis; Engineering; Environmental science; Operations research; Computer science; Transient response; Archaeology; History; Electrical engineering; Operating system","score_opus":0.008411269015329959,"score_gpt":0.2584885631361311,"score_spread":0.25007729412080115,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1984068285","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8132233,0.0022503682,0.18384665,0.0004679289,0.000055844856,0.000030469022,0.0000036432693,0.000049165512,0.00007265154],"genre_scores_gemma":[0.99627054,0.0007432733,0.002905819,0.000008996778,0.000021031077,0.0000020857708,0.0000011540461,0.000010767689,0.000036307705],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9990543,0.00002452985,0.00048801603,0.00008723026,0.00017514601,0.00017073829],"domain_scores_gemma":[0.9994359,0.000050986262,0.00017513857,0.0001634012,0.000120641744,0.00005393832],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00025206598,0.000106715146,0.00042550004,0.0015733129,0.000027490985,0.000009494437,0.00016952255,0.00011494608,0.00008745065],"category_scores_gemma":[0.000020954178,0.000086159955,0.00013383082,0.00085506786,0.000053794425,0.000076416545,0.00001702498,0.00020671176,8.3135706e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000018306882,0.000038950937,0.030950466,0.000023743574,0.0035013552,0.000036106336,0.00013797512,0.9382914,0.020338887,0.000007618452,0.00026122772,0.006394016],"study_design_scores_gemma":[0.0034254235,0.0009338239,0.20640634,0.00009348193,0.014139804,0.000490967,0.0025839475,0.63031983,0.10082915,0.00032547626,0.0397809,0.00067083957],"about_ca_topic_score_codex":0.000014469841,"about_ca_topic_score_gemma":0.000045727284,"teacher_disagreement_score":0.30797148,"about_ca_system_score_codex":0.000023426335,"about_ca_system_score_gemma":0.000013469818,"threshold_uncertainty_score":0.3513501},"labels":[],"label_agreement":null},{"id":"W1984300607","doi":"10.2118/170943-ms","title":"Experimental and Analytical Core and Geomechanical Data Analysis of a Tight Oil Carbonate Formation","year":2014,"lang":"en","type":"article","venue":"SPE Annual Technical Conference and Exhibition","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Geology; Mohr–Coulomb theory; Geomechanics; Permeability (electromagnetism); Geotechnical engineering; Oil shale; Tight oil; Petrophysics; Compressive strength; Hydraulic fracturing; Petrology; Petroleum engineering; Porosity; Materials science; Composite material; Finite element method; Engineering","score_opus":0.026860665989074845,"score_gpt":0.2682206350663055,"score_spread":0.24135996907723065,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1984300607","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.96707696,0.00036671187,0.029579645,0.00023360232,0.000019505876,0.000049994218,0.00010832947,0.0001166902,0.0024485395],"genre_scores_gemma":[0.9990534,0.00032717676,0.00033167997,0.00002741258,0.00002606334,0.0000039211636,0.00020291851,0.000007197094,0.000020195805],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9991455,0.000024213152,0.0002609649,0.00025611653,0.00016210404,0.00015109254],"domain_scores_gemma":[0.9994717,0.000055412387,0.000037292386,0.00027814205,0.000042717384,0.00011471949],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00024228859,0.000126783,0.0003248083,0.00019228761,0.00004904037,0.00003748225,0.0001024683,0.00013046128,0.000032634864],"category_scores_gemma":[0.00004649061,0.00010696532,0.00004238491,0.00025217354,0.00012286523,0.000270687,0.00014446191,0.00014444045,0.0000011432352],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0007858892,0.0012807738,0.00796524,0.003051227,0.006365146,0.00009373456,0.00648939,0.025676044,0.54568464,0.08353516,0.0087037,0.31036904],"study_design_scores_gemma":[0.00027693764,0.00010535314,0.0032968118,0.00004938214,0.00049224606,0.000010717394,0.00022434756,0.9905795,0.0036787493,0.00053525553,0.0005630934,0.00018759536],"about_ca_topic_score_codex":0.00006374873,"about_ca_topic_score_gemma":0.00006874115,"teacher_disagreement_score":0.9649035,"about_ca_system_score_codex":0.000012802353,"about_ca_system_score_gemma":0.000005190513,"threshold_uncertainty_score":0.43619192},"labels":[],"label_agreement":null},{"id":"W1984458757","doi":"10.2118/2005-176","title":"Dissolved Gas Effects in SAGD","year":2005,"lang":"en","type":"article","venue":"Canadian International Petroleum Conference","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Petro-Canada","funders":"","keywords":"Petroleum engineering; Environmental science; Computer science; Geology","score_opus":0.006576965129199853,"score_gpt":0.2066891496356462,"score_spread":0.20011218450644633,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1984458757","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8879731,0.0001585604,0.0017733776,0.0029114431,0.0004820044,0.00004706671,0.000019904712,0.00008891375,0.106545605],"genre_scores_gemma":[0.99789804,0.00004784447,0.00016421778,0.00016334005,0.00018703098,0.00001865763,0.000030474857,0.000015134249,0.0014752453],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9992349,0.00001322532,0.00016060084,0.00015092238,0.000150308,0.00029002695],"domain_scores_gemma":[0.99951,0.000038121547,0.0000142148365,0.00014659727,0.000035919973,0.00025513486],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00006617948,0.000119731325,0.0001286776,0.00038049504,0.00002888042,0.000068720394,0.00030998033,0.00006653518,0.00065758405],"category_scores_gemma":[0.000048499453,0.00012525181,0.00005235063,0.00009684961,0.00002318672,0.00012825584,0.000012461098,0.00020319222,0.0002572299],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000003903273,0.000014061657,0.010659582,0.000023615783,0.000094141935,0.00008584007,0.0002185864,0.97680104,0.0003277899,0.0011495689,0.0033212504,0.007300649],"study_design_scores_gemma":[0.00036807003,0.000008574928,0.031568512,0.00007910046,0.000008880738,0.0000069703437,0.000032079628,0.83295226,0.0007399841,0.00023089108,0.13375732,0.00024732642],"about_ca_topic_score_codex":0.022775883,"about_ca_topic_score_gemma":0.46081808,"teacher_disagreement_score":0.4380422,"about_ca_system_score_codex":0.0005303332,"about_ca_system_score_gemma":0.000107440064,"threshold_uncertainty_score":0.9837315},"labels":[],"label_agreement":null},{"id":"W1984619920","doi":"10.2118/75162-ms","title":"Improved Oil Sweep through Discrete Fracture Network Modeling of Gel Injections in the South Oregon Basin Field, Wyoming","year":2002,"lang":"en","type":"article","venue":"SPE/DOE Improved Oil Recovery Symposium","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Golder Associates (Canada)","funders":"","keywords":"Water injection (oil production); Petroleum engineering; Structural basin; Fracture (geology); Geology; Forcing (mathematics); Oil field; Environmental science; Geotechnical engineering; Geomorphology; Atmospheric sciences","score_opus":0.008692584752768495,"score_gpt":0.20477811603747648,"score_spread":0.196085531284708,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1984619920","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.6288852,0.008033746,0.24523522,0.012479718,0.005979178,0.0008091616,0.00018175556,0.0012957699,0.09710023],"genre_scores_gemma":[0.9930634,0.0018230375,0.0013374315,0.0006236248,0.0008788609,0.00006260984,0.000028630802,0.00010164278,0.0020807977],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99722236,0.00014462958,0.0008711896,0.0005441727,0.0003507837,0.0008668401],"domain_scores_gemma":[0.99834335,0.0003251793,0.00019560182,0.00094859506,0.000076160075,0.00011109295],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00046530506,0.00051505666,0.0006733681,0.00020264753,0.00024938857,0.00015974122,0.0006193958,0.0004563669,0.00012499439],"category_scores_gemma":[0.00013559828,0.0003917943,0.0004948889,0.0007924489,0.000056324774,0.00052020047,0.000094988696,0.001133002,0.00001918802],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000050636714,0.000051951116,0.00009131187,0.00021982926,0.00020422583,0.00000822915,0.0029384987,0.98676354,0.003163696,0.000004631949,0.0008153795,0.0056880703],"study_design_scores_gemma":[0.0006586515,0.0001262168,0.000030128629,0.00020776613,0.00016950254,0.000012831239,0.00074265664,0.9902956,0.0026189345,0.00015116988,0.004469833,0.00051671505],"about_ca_topic_score_codex":0.0030414278,"about_ca_topic_score_gemma":0.00086237607,"teacher_disagreement_score":0.36417815,"about_ca_system_score_codex":0.00015662363,"about_ca_system_score_gemma":0.000033783857,"threshold_uncertainty_score":0.9998534},"labels":[],"label_agreement":null},{"id":"W1984677037","doi":"10.2118/138222-ms","title":"Horn River Frac Water: Past, Present, and Future","year":2010,"lang":"en","type":"article","venue":"Canadian Unconventional Resources and International Petroleum Conference","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Encana (Canada)","funders":"","keywords":"Environmental science; Water supply; Current (fluid); Petroleum engineering; French horn; Surface water; Geology; Environmental engineering; Hydrology (agriculture); Geotechnical engineering","score_opus":0.006582192887735454,"score_gpt":0.19861114099730845,"score_spread":0.192028948109573,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1984677037","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9641082,0.000320658,0.00018858508,0.007564228,0.000777571,0.00004196776,0.00008092208,0.000050735664,0.026867114],"genre_scores_gemma":[0.99332124,0.00020812755,0.000080661244,0.00011469483,0.0018569541,0.000009920383,0.000083084575,0.000014928449,0.0043104133],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9991516,0.000012426926,0.00016304954,0.00022172424,0.0001936246,0.0002575586],"domain_scores_gemma":[0.9993512,0.000022244136,0.000020744214,0.0001221272,0.000091411355,0.0003922631],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000096075775,0.00015184043,0.00012916121,0.0002312411,0.00013478799,0.0001734203,0.00020046037,0.00011332553,0.0014998233],"category_scores_gemma":[0.0000055860155,0.00012368552,0.000060626782,0.00003830804,0.00013650033,0.00014737032,0.000039752627,0.00032218482,0.00003611798],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00029909657,0.0003315208,0.2615231,0.0009207342,0.0069841305,0.0009048386,0.012583779,0.08717054,0.026700344,0.0668634,0.19353843,0.34218007],"study_design_scores_gemma":[0.00022847352,0.000012036069,0.023105316,0.000012848701,0.00001662882,0.000035763514,0.00010176347,0.04382343,0.00012377277,0.000834547,0.93153286,0.00017257195],"about_ca_topic_score_codex":0.0056178025,"about_ca_topic_score_gemma":0.013685556,"teacher_disagreement_score":0.73799443,"about_ca_system_score_codex":0.000036057478,"about_ca_system_score_gemma":0.000032169348,"threshold_uncertainty_score":0.99941295},"labels":[],"label_agreement":null},{"id":"W1984745671","doi":"10.2118/99387-ms","title":"The Study and Field Applications of Hydraulic Fracturing Technology in Clay-Carbonate Reservoirs with High Temperature, Deep Well Depth, and Densely Distributed Natural Fractures","year":2006,"lang":"en","type":"article","venue":"All Days","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Petro-Canada","funders":"","keywords":"Hydraulic fracturing; Geology; Petroleum engineering; Porosity; Carbonate; Illite; Fracturing fluid; Saturation (graph theory); Permeability (electromagnetism); Geotechnical engineering; Clay minerals; Mineralogy; Materials science","score_opus":0.0025824763889198063,"score_gpt":0.20212704558846722,"score_spread":0.1995445691995474,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1984745671","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9942884,0.0037178497,0.00040474217,0.00072426,0.00002947451,0.00034798888,0.0000050514955,0.000111779955,0.00037047092],"genre_scores_gemma":[0.9993704,0.00024338924,0.00014374725,0.000037034,0.000036196234,0.00008545971,0.000026256756,0.000024526444,0.000033003947],"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","domain_scores_codex":[0.9989605,0.000035115787,0.00028274453,0.00026410274,0.00017022542,0.0002873156],"domain_scores_gemma":[0.999213,0.00026103194,0.000061157894,0.0003810293,0.000039080416,0.000044727374],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00013406064,0.00020470296,0.00026450344,0.00019596555,0.00014069404,0.00005960273,0.0002313998,0.00016538268,0.00000300624],"category_scores_gemma":[0.000026610734,0.00013414441,0.000028825447,0.00042458982,0.00010237721,0.00007579643,0.000073360236,0.0005391431,9.903886e-7],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00026966786,0.00048344157,0.20464148,0.00032600464,0.0014170111,0.0002140109,0.0011454166,0.7697803,0.008438164,0.0005105612,0.0010934202,0.011680537],"study_design_scores_gemma":[0.0046288907,0.0005862861,0.79423004,0.0002050299,0.00063080224,0.0001117788,0.002851164,0.062892444,0.106667034,0.00972301,0.015817534,0.0016559621],"about_ca_topic_score_codex":0.0012864337,"about_ca_topic_score_gemma":0.0070215203,"teacher_disagreement_score":0.70688784,"about_ca_system_score_codex":0.000025196769,"about_ca_system_score_gemma":0.000007910337,"threshold_uncertainty_score":0.547025},"labels":[],"label_agreement":null},{"id":"W1984891773","doi":"10.2118/171664-ms","title":"Integrated Characterization of Hydraulically Fractured Shale Gas Reservoirs Production History Matching","year":2014,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":14,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Nexen (Canada); University of Alberta","funders":"","keywords":"Petrophysics; Geology; Hydraulic fracturing; Petroleum engineering; Reservoir modeling; Tight gas; Fracture (geology); Oil shale; Flow (mathematics); Hydraulic conductivity; Reservoir simulation; Permeability (electromagnetism); Geotechnical engineering; Porosity; Soil science; Mechanics","score_opus":0.007273086164951409,"score_gpt":0.18484437079481209,"score_spread":0.1775712846298607,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1984891773","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8738168,0.00007266455,0.11305718,0.00043032653,0.0005109508,0.00011339922,0.0000019780648,0.00048890285,0.011507778],"genre_scores_gemma":[0.9968053,0.00005961025,0.0009042708,0.00006255327,0.00018788349,0.000010889645,0.000103251165,0.000038757287,0.0018274462],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9989279,0.000062516374,0.00035644462,0.0002219144,0.00023066721,0.00020054389],"domain_scores_gemma":[0.9993468,0.00002884011,0.00007602202,0.00037621,0.000092801594,0.00007931837],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002795955,0.0001696033,0.00027031844,0.00019765469,0.00003884499,0.000014353982,0.00017738825,0.00012739355,0.00038988687],"category_scores_gemma":[0.00010615025,0.00014114543,0.00009700601,0.00020508566,0.00003874541,0.00020843212,0.000021995995,0.00023709406,0.000036263893],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000024966861,0.00006619228,0.00025265326,0.00024198751,0.0001363989,0.0000015739546,0.0013166898,0.29983884,0.6849527,0.000041506883,0.0034143673,0.009712144],"study_design_scores_gemma":[0.00041230218,0.00007714155,0.011641768,0.00019435592,0.00011355231,0.000009155016,0.00011710783,0.530215,0.25629306,0.00040736678,0.19986488,0.00065427984],"about_ca_topic_score_codex":0.0001473068,"about_ca_topic_score_gemma":0.000054995366,"teacher_disagreement_score":0.42865962,"about_ca_system_score_codex":0.00015905329,"about_ca_system_score_gemma":0.000017861561,"threshold_uncertainty_score":0.5755744},"labels":[],"label_agreement":null},{"id":"W1984957727","doi":"10.2118/149222-pa","title":"Effect of Natural-Fracture Density on Production Variability of Individual Wells in the Nikanassin Tight Gas Formation","year":2013,"lang":"en","type":"article","venue":"Journal of Canadian Petroleum Technology","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":10,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Calgary","funders":"Natural Sciences and Engineering Research Council of Canada; Alberta Innovates; University of Calgary; ConocoPhillips","keywords":"Tight gas; Porosity; Curvature; Permeability (electromagnetism); Geology; Fracture (geology); Natural gas field; Soil science; Reservoir simulation; Geotechnical engineering; Mineralogy; Petroleum engineering; Natural gas; Mathematics; Geometry; Engineering; Hydraulic fracturing","score_opus":0.002497075305127139,"score_gpt":0.1827992230789979,"score_spread":0.18030214777387077,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1984957727","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9927233,0.00014749615,0.00012460719,0.0063917963,0.00017824527,0.00010671838,0.000002467786,0.000013195904,0.00031216585],"genre_scores_gemma":[0.99975103,0.000043075717,0.000076427976,0.000050206832,0.000053810607,0.0000040697737,0.0000026362225,0.000007751304,0.000011000963],"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99884963,0.00015550898,0.00044750565,0.00008109296,0.00026135938,0.00020489597],"domain_scores_gemma":[0.9992034,0.0001231805,0.00022858722,0.00027690153,0.00010861476,0.00005932566],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0011500188,0.00011941189,0.00034284647,0.0019266802,0.000034142726,0.000013037718,0.0003581149,0.00022226256,0.00002496108],"category_scores_gemma":[0.00037230612,0.000075193784,0.00010371314,0.0007303149,0.00007314708,0.00016492709,0.00000962567,0.0007540515,0.0000036981078],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00016861001,0.00021424037,0.044555247,0.0011075629,0.00095274934,0.00011308057,0.0020951098,0.8107708,0.020395363,0.0001553575,0.045782067,0.07368983],"study_design_scores_gemma":[0.0025128564,0.0023901525,0.22551687,0.00069467217,0.0006155046,0.00086702674,0.0009786196,0.028906472,0.7055169,0.0026330478,0.028670521,0.0006973955],"about_ca_topic_score_codex":0.00369871,"about_ca_topic_score_gemma":0.009056039,"teacher_disagreement_score":0.7818643,"about_ca_system_score_codex":0.00018222485,"about_ca_system_score_gemma":0.000057577854,"threshold_uncertainty_score":0.55913675},"labels":[],"label_agreement":null},{"id":"W1985350631","doi":"10.2118/07-08-05","title":"Laboratory Testing of Novel Sealant for Leaky Wells","year":2007,"lang":"en","type":"article","venue":"Journal of Canadian Petroleum Technology","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Alberta; Encana (Canada)","funders":"École Polytechnique Fédérale de Lausanne; University of Calgary","keywords":"Emulsion; Porosity; Sealant; Materials science; Settling; Composite material; Asphalt; Permeability (electromagnetism); Water injection (oil production); Volumetric flow rate; Porous medium; Geotechnical engineering; Petroleum engineering; Mineralogy; Geology; Chemistry; Environmental science; Mechanics; Environmental engineering","score_opus":0.010161253344541795,"score_gpt":0.21328010292864352,"score_spread":0.20311884958410173,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1985350631","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.94441617,0.0017295618,0.04631188,0.002611939,0.00056352,0.00008337537,0.000071232396,0.000110828594,0.0041014706],"genre_scores_gemma":[0.99092275,0.000038425893,0.008743191,0.00005287612,0.00014054407,0.0000010684737,8.5721825e-7,0.000025149346,0.00007515297],"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","domain_scores_codex":[0.99890935,0.000004328455,0.00048684585,0.00007499297,0.0001306579,0.00039384657],"domain_scores_gemma":[0.99906796,0.000107289234,0.00017350136,0.00016852474,0.000261422,0.00022132657],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005508061,0.00011096767,0.00032609425,0.0030966296,0.000044168566,0.000007981121,0.00028517735,0.00022426387,0.000009711812],"category_scores_gemma":[0.00027985752,0.00010245746,0.0001001056,0.0009748745,0.000060526483,0.000055221877,0.000008614616,0.00036293437,0.0000017637864],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000052520554,0.00010909701,0.017110243,0.00041828165,0.0010821372,0.00045507864,0.00018151844,0.7940989,0.14960378,0.0006805776,0.01719721,0.019010633],"study_design_scores_gemma":[0.0022141186,0.0006243079,0.004697247,0.00030358357,0.0002485859,0.0005322833,0.0007295087,0.04639848,0.1531406,0.0002874983,0.79029083,0.00053297234],"about_ca_topic_score_codex":0.002242072,"about_ca_topic_score_gemma":0.02629046,"teacher_disagreement_score":0.7730936,"about_ca_system_score_codex":0.00018746586,"about_ca_system_score_gemma":0.0002355697,"threshold_uncertainty_score":0.9914772},"labels":[],"label_agreement":null},{"id":"W1985457848","doi":"10.2118/162238-ms","title":"Acidizing—Lessons from the Past and New Opportunities","year":2012,"lang":"en","type":"article","venue":"SPE Canadian Unconventional Resources Conference","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":16,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Petroleum engineering; Completion (oil and gas wells); Wellbore; Oil shale; Current (fluid); Geology; Petroleum industry; Environmental science","score_opus":0.06385326691748477,"score_gpt":0.23658664577564717,"score_spread":0.1727333788581624,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1985457848","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8484497,0.011892697,0.0031234624,0.034711134,0.00092680403,0.00020780845,0.0004143114,0.00023139597,0.100042656],"genre_scores_gemma":[0.9952138,0.00027504723,0.00012108243,0.00036792486,0.0005964735,0.0000049202467,0.00006631812,0.00001617948,0.0033382592],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99916416,0.000032644468,0.00014127816,0.00012210324,0.00017357127,0.00036622508],"domain_scores_gemma":[0.99891603,0.00012999859,0.000024856574,0.00019277101,0.000030978852,0.0007053361],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00012654468,0.00013900037,0.00012941353,0.00008785453,0.00017375001,0.00012291632,0.00021502878,0.00007217673,0.0015037714],"category_scores_gemma":[0.000043997326,0.00010874416,0.0000633829,0.000087054184,0.00009861593,0.0001226046,0.000026921907,0.00018293496,0.0000752974],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000043458345,0.00007927841,0.19846447,0.00021662972,0.0029839915,0.00022413861,0.025288397,0.024190415,0.00083738985,0.0688998,0.43913487,0.23963715],"study_design_scores_gemma":[0.00016314734,0.000006539857,0.05958685,0.00008385872,0.00006828327,0.000011904939,0.0013334539,0.002410767,0.000078503654,0.002024821,0.9339662,0.0002656218],"about_ca_topic_score_codex":0.08248933,"about_ca_topic_score_gemma":0.12491346,"teacher_disagreement_score":0.49483138,"about_ca_system_score_codex":0.000068978574,"about_ca_system_score_gemma":0.00015063272,"threshold_uncertainty_score":0.99940896},"labels":[],"label_agreement":null},{"id":"W1985497982","doi":"10.2118/116096-ms","title":"Hydraulic-Fracture Production Forecast in Tight-Gas Reservoirs Using Wireline Formation Testers","year":2008,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Phoenix Canada Oil Company (Canada)","funders":"","keywords":"Wireline; Drawdown (hydrology); Petroleum engineering; Tight gas; Hydraulic fracturing; Fracture (geology); Petrophysics; Geology; Production (economics); Geotechnical engineering; Engineering","score_opus":0.021024940566225045,"score_gpt":0.22172480114293294,"score_spread":0.2006998605767079,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1985497982","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9708421,0.00021302052,0.023374304,0.0015668272,0.00023209615,0.00020211302,0.0000011859951,0.00036160773,0.0032067245],"genre_scores_gemma":[0.99703026,0.00023572207,0.0018570302,0.00012227784,0.00023932592,0.000011306858,0.000031861553,0.000037290472,0.0004349152],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9987629,0.000031813328,0.00038815098,0.00022280254,0.00025805115,0.0003362786],"domain_scores_gemma":[0.9994624,0.000024806195,0.00004777164,0.00032679504,0.000051018567,0.00008717003],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001795099,0.00020463964,0.00023471244,0.0003650838,0.00013103274,0.000025450394,0.00014167355,0.00014039103,0.00006221172],"category_scores_gemma":[0.000058647027,0.00017103255,0.00008970916,0.00056253397,0.000035025765,0.00065819605,0.000024488088,0.00029615447,0.00003738008],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000008910498,0.000024644456,0.00081409817,0.000059716804,0.000022904884,0.000019820334,0.0007014792,0.9910741,0.0016032836,5.2343864e-7,0.0049673505,0.0007031583],"study_design_scores_gemma":[0.00031229475,0.000018828854,0.0017391999,0.000073802694,0.000021492295,0.00013405344,0.00016758425,0.95449036,0.028836865,0.000042866184,0.013873332,0.00028931472],"about_ca_topic_score_codex":0.0004464025,"about_ca_topic_score_gemma":0.00040911732,"teacher_disagreement_score":0.036583744,"about_ca_system_score_codex":0.0002227645,"about_ca_system_score_gemma":0.00001950558,"threshold_uncertainty_score":0.69745046},"labels":[],"label_agreement":null},{"id":"W1985697642","doi":"10.2118/2005-156","title":"Sand Production Prediction in Oil Wellbores: A Set of Criteria for Design of Reticulated Expandable Completion Techniques Based on Large-Scale Transient Experiments","year":2005,"lang":"en","type":"article","venue":"Canadian International Petroleum Conference","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Dalhousie University; University of Alberta","funders":"","keywords":"Transient (computer programming); Scale (ratio); Completion (oil and gas wells); Production (economics); Transient analysis; Computer science; Oil production; Set (abstract data type); Petroleum engineering; Engineering drawing; Engineering; Transient response; Physics","score_opus":0.020964558486345434,"score_gpt":0.25722643817955715,"score_spread":0.23626187969321172,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1985697642","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7812053,0.000061932325,0.21173805,0.0012958446,0.00039335704,0.00027426644,0.0006339069,0.0000899579,0.0043073897],"genre_scores_gemma":[0.9969685,0.000023693021,0.002460145,0.0000217108,0.00006991247,0.00008194101,0.00019247223,0.000012453007,0.00016918205],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.999183,0.000030939133,0.0002898869,0.00016194046,0.00017601257,0.0001582425],"domain_scores_gemma":[0.9995797,0.000023142327,0.000049165836,0.00012898284,0.00014685465,0.000072149],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00020223923,0.000101005186,0.00016156831,0.00042532987,0.000027086278,0.000015344236,0.00012038948,0.00007048397,0.00020061257],"category_scores_gemma":[0.00003382605,0.000105169405,0.000047778973,0.00009384732,0.000027967268,0.00008492083,0.0000030311764,0.000076120516,0.000001349877],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00007945545,0.000046747675,0.0002466011,0.000061853556,0.000033539014,7.4810185e-7,0.0004776995,0.97318256,0.024049442,0.000014037626,0.0011963442,0.00061099697],"study_design_scores_gemma":[0.00038519918,0.000066997716,0.00078748964,0.00021943738,0.000010636989,7.488489e-7,0.00007187534,0.89005166,0.102500126,0.000012977593,0.0058110505,0.000081811406],"about_ca_topic_score_codex":0.0022633334,"about_ca_topic_score_gemma":0.0059628305,"teacher_disagreement_score":0.2157632,"about_ca_system_score_codex":0.0002715446,"about_ca_system_score_gemma":0.000084601896,"threshold_uncertainty_score":0.42886838},"labels":[],"label_agreement":null},{"id":"W1985733177","doi":"10.1144/sp374.19","title":"Advances in the study of naturally fractured hydrocarbon reservoirs: a broad integrated interdisciplinary applied topic","year":2014,"lang":"en","type":"article","venue":"Geological Society London Special Publications","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":36,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Petroleum engineering; Geology","score_opus":0.008305268195024945,"score_gpt":0.24689643031998304,"score_spread":0.2385911621249581,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1985733177","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9240449,0.0005172266,0.004412694,0.0038163657,0.0001864492,0.000698353,0.000005134477,0.0002674543,0.06605141],"genre_scores_gemma":[0.9986312,0.00014364622,0.00026202106,0.00014272501,0.0004951464,0.0001527048,0.00005438068,0.000010890598,0.00010730892],"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","domain_scores_codex":[0.9984852,0.00013197219,0.00045707624,0.0002951886,0.00033274427,0.00029782683],"domain_scores_gemma":[0.99900293,0.0002773447,0.00008582657,0.00050028006,0.00007297459,0.000060616716],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00046877153,0.00019333264,0.00034132227,0.00008947642,0.00016813533,0.00006123478,0.00074482133,0.00019513915,0.00015205922],"category_scores_gemma":[0.00012887298,0.000118814256,0.00019010832,0.0010484104,0.00012795074,0.00016704979,0.00017205934,0.00066993217,0.000010458321],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00015310466,0.0039884388,0.026007373,0.00021162195,0.00056085386,0.000006215412,0.049801912,0.7982057,0.0007297411,0.0055544544,0.036270354,0.07851024],"study_design_scores_gemma":[0.003720086,0.0007799745,0.40555006,0.00006594475,0.00020376642,0.0000068627633,0.028634828,0.12779965,0.00026639638,0.01880599,0.4130254,0.0011410421],"about_ca_topic_score_codex":0.000054668042,"about_ca_topic_score_gemma":0.0007213377,"teacher_disagreement_score":0.67040604,"about_ca_system_score_codex":0.0000636786,"about_ca_system_score_gemma":0.000013179293,"threshold_uncertainty_score":0.48451045},"labels":[],"label_agreement":null},{"id":"W1985759692","doi":"10.2118/71586-ms","title":"Transient Pressure Response of Fluvial Reservoir With Branching Channel and Splay","year":2001,"lang":"en","type":"article","venue":"SPE Annual Technical Conference and Exhibition","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Regina","funders":"","keywords":"Laplace transform; Computation; Decoupling (probability); Geology; Algorithm; Computer science; Geometry; Engineering; Mathematics; Mathematical analysis; Control engineering","score_opus":0.010302132774261664,"score_gpt":0.22561495720653107,"score_spread":0.2153128244322694,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1985759692","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9847715,0.00036425245,0.012866351,0.0005268502,0.000021075566,0.00011488178,0.00003014142,0.00013349003,0.0011714839],"genre_scores_gemma":[0.99910575,0.0005189645,0.00017587656,0.000021775586,0.000035392386,0.000008320382,0.00001033226,0.000013203141,0.00011041034],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99920666,0.00004751602,0.00018851568,0.00019719858,0.0001705332,0.00018958976],"domain_scores_gemma":[0.9996117,0.000065062544,0.00002666364,0.0001371326,0.00006300919,0.00009648164],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002560652,0.00013657569,0.00022107884,0.000102432066,0.00006930603,0.000027925586,0.00006520444,0.00012391181,0.000029263048],"category_scores_gemma":[0.000033009466,0.000105824285,0.000036014884,0.00015263449,0.00011750173,0.00019556092,0.000024233688,0.00021514451,0.0000015639939],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.017443819,0.0008704008,0.0042567994,0.003129421,0.0011704698,0.00063716393,0.02090538,0.30399576,0.6004691,0.0020309484,0.009204654,0.035886094],"study_design_scores_gemma":[0.013266919,0.008240836,0.32448974,0.0063999854,0.0017420062,0.0015314083,0.008697188,0.38403234,0.18181834,0.0099593075,0.054724235,0.005097701],"about_ca_topic_score_codex":0.0000676404,"about_ca_topic_score_gemma":0.00011415988,"teacher_disagreement_score":0.41865078,"about_ca_system_score_codex":0.0000078607545,"about_ca_system_score_gemma":0.000013346266,"threshold_uncertainty_score":0.4315389},"labels":[],"label_agreement":null},{"id":"W1985846444","doi":"10.1016/j.jnnfm.2013.07.006","title":"Incomplete fluid–fluid displacement of yield-stress fluids. Part 2: Highly inclined pipes","year":2013,"lang":"en","type":"article","venue":"Journal of Non-Newtonian Fluid Mechanics","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":51,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Western University; University of British Columbia","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Displacement (psychology); Stress (linguistics); Yield (engineering); Mechanics; Herschel–Bulkley fluid; Fluid dynamics; Geology; Materials science; Physics; Composite material; Philosophy; Psychology","score_opus":0.009432184829369448,"score_gpt":0.21346376921608765,"score_spread":0.2040315843867182,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1985846444","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7834601,0.0034054336,0.20497267,0.0021299298,0.0034297244,0.000681892,0.000115411705,0.00020025388,0.0016046134],"genre_scores_gemma":[0.9925444,0.0018919674,0.0040977225,0.00015425023,0.00073425926,0.000017984272,0.00001564302,0.00009831499,0.00044542341],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9961981,0.00007640179,0.0018129922,0.00029069875,0.0009506934,0.0006710865],"domain_scores_gemma":[0.9976696,0.0002027334,0.00043970096,0.00066072127,0.0005140274,0.0005132379],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00073283113,0.00050362834,0.0010908378,0.0005588257,0.00014102744,0.000109353045,0.00086334744,0.00030011727,0.00058157975],"category_scores_gemma":[0.00018519652,0.00041532985,0.00060376024,0.0005060593,0.000047275327,0.00047400547,0.00016921184,0.00059920165,0.000112053865],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00009366739,0.00030517692,0.00016588086,0.00057278294,0.0012693186,0.000095407624,0.00069638086,0.21453135,0.74273,0.0000758054,0.035189956,0.0042742235],"study_design_scores_gemma":[0.0014559479,0.0005921453,0.00037099828,0.0009999821,0.00041648897,0.000081593884,0.00032023512,0.68046993,0.29575163,0.00037303337,0.018487921,0.00068010966],"about_ca_topic_score_codex":0.0001532315,"about_ca_topic_score_gemma":0.000037182755,"teacher_disagreement_score":0.46593857,"about_ca_system_score_codex":0.00021874411,"about_ca_system_score_gemma":0.00012940988,"threshold_uncertainty_score":0.9998298},"labels":[],"label_agreement":null},{"id":"W1985865998","doi":"10.2118/109190-pa","title":"Predicting Accelerating Subsidence Above the Highly Compacting Luconia Carbonate Reservoirs, Offshore Sarawak Malaysia","year":2009,"lang":"en","type":"article","venue":"SPE Reservoir Evaluation & Engineering","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":11,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Shell (Canada)","funders":"","keywords":"Geology; Compaction; Compressibility; Carbonate; Geotechnical engineering; Pore water pressure; Subsidence; Submarine pipeline; Overburden; Petrology; Geomorphology; Mechanics; Materials science","score_opus":0.02330897837962954,"score_gpt":0.2623092866195616,"score_spread":0.23900030823993207,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1985865998","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9816044,0.004033298,0.003613176,0.0018858017,0.00061005366,0.0007101846,0.000010911511,0.0011515078,0.0063806474],"genre_scores_gemma":[0.9968122,0.000306827,0.001650641,0.00006839873,0.00082585425,0.000068720496,0.000052516454,0.00010525135,0.000109563734],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9956631,0.00019204295,0.0009558184,0.0005922892,0.0015627675,0.0010339738],"domain_scores_gemma":[0.9976951,0.00045054438,0.00018513617,0.0010457854,0.0003549341,0.00026848423],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0027126563,0.00059179787,0.00057135295,0.0004083737,0.00045275147,0.00043658778,0.00089902355,0.00024359237,0.00014807639],"category_scores_gemma":[0.0009578951,0.000495658,0.00028600497,0.0012431599,0.00004676683,0.00073142577,0.00010920282,0.0011472219,0.000053042146],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000010190191,0.00001583812,0.001733512,0.00007716607,0.00015700173,0.00001390481,0.0007571332,0.98911357,0.0055172024,0.00009518831,0.00033121524,0.002178059],"study_design_scores_gemma":[0.00046133963,0.000041512187,0.01672367,0.0003137959,0.00015935325,0.000029515548,0.00030475977,0.97418976,0.005913421,0.0002108626,0.0011226954,0.0005293026],"about_ca_topic_score_codex":0.00018566426,"about_ca_topic_score_gemma":0.000103228485,"teacher_disagreement_score":0.0152078075,"about_ca_system_score_codex":0.0005276254,"about_ca_system_score_gemma":0.000102848506,"threshold_uncertainty_score":0.9997495},"labels":[],"label_agreement":null},{"id":"W1986054621","doi":"10.1016/j.finel.2005.11.009","title":"Computing sand production under foamy oil flow in porous media via least-squares finite elements","year":2006,"lang":"en","type":"article","venue":"Finite Elements in Analysis and Design","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"China University of Petroleum, Beijing; University of Calgary","keywords":"Porous medium; Gas oil ratio; Petroleum engineering; Porosity; Flow (mathematics); Drawdown (hydrology); Bubble; Finite element method; Displacement (psychology); Geotechnical engineering; Oil field; Mechanics; Fossil fuel; Enhanced oil recovery; Dispersion (optics); Geology; Engineering; Aquifer; Groundwater; Physics; Waste management; Structural engineering","score_opus":0.012616361040793422,"score_gpt":0.22503102610453965,"score_spread":0.21241466506374623,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1986054621","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.4371894,0.0015234073,0.5594586,0.000111304325,0.00024792893,0.00019849432,0.000019587818,0.00015764892,0.001093622],"genre_scores_gemma":[0.9914119,0.00030377,0.0074848356,0.000042258653,0.00016308775,0.000020346082,0.00019756377,0.000032379965,0.00034384898],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.997473,0.00017588449,0.00092614646,0.00048982754,0.0004118487,0.000523301],"domain_scores_gemma":[0.9991804,0.000247569,0.000131475,0.0003120414,0.000046550304,0.0000820037],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0009324761,0.0003140942,0.0005584667,0.0012949457,0.00011450233,0.00009726175,0.00016389554,0.00012356864,0.00014151788],"category_scores_gemma":[0.00008113228,0.00029800474,0.00013759935,0.0018971734,0.0000385394,0.00015929881,0.000049558745,0.00027309943,0.00001513851],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000016205177,0.0001004987,0.044511717,0.00004451556,0.00043889962,0.000019968842,0.0002915579,0.9291563,0.0001877609,0.0000017143528,0.00015804727,0.0250728],"study_design_scores_gemma":[0.000779082,0.000024892624,0.04139123,0.0000657958,0.0003790963,8.9618976e-7,0.00014139918,0.9553398,0.0008509223,0.00032879077,0.00032690295,0.00037122687],"about_ca_topic_score_codex":0.0008111122,"about_ca_topic_score_gemma":0.0022715463,"teacher_disagreement_score":0.5542225,"about_ca_system_score_codex":0.00012647409,"about_ca_system_score_gemma":0.00001565895,"threshold_uncertainty_score":0.9999472},"labels":[],"label_agreement":null},{"id":"W1986064349","doi":"10.2118/146551-ms","title":"The Sanding Mechanisms of Water Injectors and their Quantification in Terms of Sand Production: Example of the Buzzard Field (UKCS)","year":2011,"lang":"en","type":"article","venue":"SPE Annual Technical Conference and Exhibition","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":15,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Nexen (Canada); Geomechanica (Canada)","funders":"Suncor Energy Incorporated","keywords":"Injector; Petroleum engineering; Water hammer; Geology; Flow (mathematics); Current (fluid); Hammer; Geotechnical engineering; Water injection (oil production); Environmental science; Mechanics; Engineering; Mechanical engineering","score_opus":0.025911271075267243,"score_gpt":0.2219633112478367,"score_spread":0.19605204017256944,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1986064349","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.98974216,0.000058282723,0.008566599,0.00020794383,0.00005902304,0.00012899823,0.0000056899494,0.000020603129,0.0012107154],"genre_scores_gemma":[0.9996769,0.0001999167,0.00008243848,0.0000036665426,0.000011149272,0.0000061278824,0.0000025965842,0.0000042373454,0.000013004178],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99947685,0.000027795284,0.00022814654,0.00010550831,0.000072799776,0.00008887986],"domain_scores_gemma":[0.9996854,0.000040137973,0.000045016546,0.00017682293,0.000036984336,0.000015624444],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000257238,0.00006877385,0.000136804,0.000050164508,0.000043656444,0.0000067212536,0.000081628255,0.00007107855,0.000012104966],"category_scores_gemma":[0.0000371657,0.000033544136,0.00003482956,0.000098678225,0.00010720506,0.00007665732,0.000037465114,0.00010569603,2.0988807e-7],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000079355115,0.000066763765,0.003062647,0.0002706569,0.00005089387,4.550411e-7,0.005086125,0.000384555,0.97331643,0.0054507437,0.00014179858,0.012089563],"study_design_scores_gemma":[0.000068899884,0.000062475745,0.007306013,0.00009848059,0.0000117718155,0.000002358414,0.00037005372,0.00039514812,0.9762001,0.015395368,0.00003700252,0.00005230041],"about_ca_topic_score_codex":0.00025545654,"about_ca_topic_score_gemma":0.00014184156,"teacher_disagreement_score":0.012037262,"about_ca_system_score_codex":0.0000050891263,"about_ca_system_score_gemma":0.0000038261664,"threshold_uncertainty_score":0.13678901},"labels":[],"label_agreement":null},{"id":"W1986701743","doi":"10.2118/116054-ms","title":"Using Industry Standards as a Way to Predict Sand Performance and Approve Sand Deposits: Is there a Catch 22?","year":2008,"lang":"en","type":"article","venue":"SPE Annual Technical Conference and Exhibition","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Oil sands; Standardization; Hydraulic fracturing; Mining engineering; Geology; Petroleum engineering; Asphalt; Computer science; Archaeology","score_opus":0.018674471839712322,"score_gpt":0.2581660970746616,"score_spread":0.23949162523494927,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1986701743","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.986966,0.00035912002,0.005950159,0.0002137733,0.00002661802,0.00015854998,0.00007633367,0.00016186724,0.006087567],"genre_scores_gemma":[0.9982448,0.0009533873,0.00043619794,0.00011725014,0.00008623605,0.000012960701,0.000010024223,0.00001904624,0.00012005543],"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99892575,0.0000183745,0.00021668561,0.0002810097,0.00028673405,0.00027144156],"domain_scores_gemma":[0.99946094,0.000019359362,0.000026973135,0.0001790722,0.0001107896,0.00020289831],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00014451267,0.00019363037,0.00024922972,0.000097631906,0.00019146664,0.00006155359,0.00008553531,0.0003236545,0.00007798681],"category_scores_gemma":[0.000031389478,0.00016390966,0.00004045669,0.00020382073,0.0001139851,0.0002548661,0.00006603983,0.00045960146,0.0000059059357],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.002270909,0.0011621711,0.20018445,0.0056769843,0.0019585278,0.0012788746,0.04442301,0.090928,0.25238356,0.00065392005,0.14428335,0.25479624],"study_design_scores_gemma":[0.0063126083,0.0040971283,0.25381762,0.005134515,0.0008921361,0.003051857,0.0055506094,0.2083913,0.4699716,0.002555277,0.03484598,0.0053793574],"about_ca_topic_score_codex":0.00017428132,"about_ca_topic_score_gemma":0.000027931013,"teacher_disagreement_score":0.24941687,"about_ca_system_score_codex":0.000058066802,"about_ca_system_score_gemma":0.000052124367,"threshold_uncertainty_score":0.66840416},"labels":[],"label_agreement":null},{"id":"W1986756019","doi":"10.2118/159765-pa","title":"3D Modeling of Multistage Hydraulic Fractures and Two-Way-Coupling Geomechanics/Fluid-Flow Simulation of a Horizontal Well in the Nikanassin Tight Gas Formation, Western Canada Sedimentary Basin","year":2014,"lang":"en","type":"article","venue":"SPE Reservoir Evaluation & Engineering","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":11,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Calgary","funders":"Natural Sciences and Engineering Research Council of Canada; Alberta Innovates; University of Calgary; ConocoPhillips","keywords":"Geomechanics; Geology; Tight gas; Hydraulic fracturing; Permeability (electromagnetism); Petroleum engineering; Unconventional oil; Sedimentary basin; Sedimentary rock; Petrology; Geotechnical engineering; Reservoir simulation; Structural basin; Geomorphology; Geochemistry; Oil shale","score_opus":0.01136835223739248,"score_gpt":0.23932819326783838,"score_spread":0.2279598410304459,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1986756019","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.6992668,0.0006601962,0.299349,0.00013345954,0.00011325494,0.0003039124,0.000010605081,0.000043858552,0.00011892277],"genre_scores_gemma":[0.9982425,0.00008279722,0.0013856376,0.000025214002,0.00010680231,0.000026145359,0.000086934924,0.000041295694,0.0000026631017],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9978109,0.000090454756,0.0007115116,0.00023032913,0.00084417855,0.0003126519],"domain_scores_gemma":[0.9989859,0.00029341003,0.00012371187,0.00037943598,0.000141144,0.00007644047],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001577476,0.00026249487,0.00038471117,0.0003220591,0.00007025077,0.00003882083,0.000239536,0.00009999952,0.00003907389],"category_scores_gemma":[0.00017531095,0.00022870356,0.000075448814,0.0003756654,0.000012753779,0.0003448473,0.000045225195,0.00028011043,0.0000012859374],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000013154162,0.000014829273,0.00017792656,0.00023212597,0.00005456809,0.0000017659661,0.0004958947,0.99625844,0.0015457465,0.0000048455872,0.000023667737,0.0011770489],"study_design_scores_gemma":[0.0007406097,0.000026132357,0.0005358653,0.0001862422,0.00008707283,0.0000029655878,0.00019863567,0.99304,0.0045678783,0.000040194103,0.0003565915,0.00021776337],"about_ca_topic_score_codex":0.027340103,"about_ca_topic_score_gemma":0.031098329,"teacher_disagreement_score":0.29897574,"about_ca_system_score_codex":0.00026892358,"about_ca_system_score_gemma":0.000061794824,"threshold_uncertainty_score":0.9865816},"labels":[],"label_agreement":null},{"id":"W1986768417","doi":"10.2118/153990-ms","title":"Selective Stimulation of Multiple Sets of Perforations With Straddle Tools: Lessons Learned Lead to Equipment and Methodology Optimization","year":2012,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"ConocoPhillips (Canada)","funders":"","keywords":"Straddle; Perforation; Lead (geology); Reliability (semiconductor); Completion (oil and gas wells); Engineering; Computer science; Train; Reliability engineering; Petroleum engineering; Mechanical engineering; Geology","score_opus":0.12313107432191842,"score_gpt":0.3378637504696499,"score_spread":0.21473267614773148,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1986768417","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.32612023,0.000044791625,0.6729369,0.00009897892,0.000015850332,0.000101702164,0.000005656195,0.000031265074,0.0006446099],"genre_scores_gemma":[0.8634283,0.000017114384,0.13644233,0.000004898406,0.000010907952,0.000008867583,0.000018833245,0.000009488973,0.00005923449],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99948525,0.00005397068,0.00015904482,0.00008374934,0.00009044992,0.00012753585],"domain_scores_gemma":[0.99955934,0.0001864513,0.000034795434,0.00009889324,0.00006816568,0.00005238008],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00021004089,0.00007615612,0.00017293039,0.00011567505,0.000033497137,0.0000065934946,0.00003360059,0.00005075833,0.000036233378],"category_scores_gemma":[0.00009238159,0.00006038349,0.000021535438,0.00019789964,0.000019951773,0.00016035912,0.000013404169,0.00005415664,0.0000010434721],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000017732504,0.00002861142,0.0030411368,0.000038632596,0.00009174355,4.1932836e-8,0.0012847079,0.9860974,0.005787518,0.000030849616,0.000019117339,0.0035624981],"study_design_scores_gemma":[0.00025964004,0.000092887276,0.012572036,0.000016320091,0.000059386544,8.93728e-7,0.00048570693,0.9282567,0.05812606,0.000011090548,0.000029197914,0.000090074274],"about_ca_topic_score_codex":0.00009328969,"about_ca_topic_score_gemma":0.00010658485,"teacher_disagreement_score":0.5373081,"about_ca_system_score_codex":0.000025618963,"about_ca_system_score_gemma":0.000010429661,"threshold_uncertainty_score":0.24623671},"labels":[],"label_agreement":null},{"id":"W1986847163","doi":"10.2118/0714-0119-jpt","title":"Fracture Stimulation in the First Joint-Appraisal Shale-Gas Project in China","year":2014,"lang":"en","type":"article","venue":"Journal of Petroleum Technology","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Oil shale; Shale gas; China; Geology; Hydraulic fracturing; Petroleum engineering; Natural gas; Mining engineering; Geochemistry; Engineering; Geography; Waste management; Archaeology; Paleontology","score_opus":0.005937565665614811,"score_gpt":0.2348889228564043,"score_spread":0.2289513571907895,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1986847163","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9807338,0.0003607333,0.0100789955,0.0075356765,0.0001725599,0.00005363708,5.670708e-7,0.00006632611,0.0009976965],"genre_scores_gemma":[0.9993696,0.00007073282,0.00030451917,0.00005916815,0.00016193916,0.0000053096924,0.0000011545368,0.000016291702,0.000011271439],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9989143,0.00005117864,0.00047490423,0.00010154575,0.00021575023,0.00024232265],"domain_scores_gemma":[0.9994741,0.000100960984,0.00014138807,0.00023780562,0.000025578518,0.00002013833],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006672539,0.00013880682,0.00033612404,0.0012119864,0.000036261947,0.000024324163,0.00038532406,0.00025895282,0.000016216321],"category_scores_gemma":[0.00028621816,0.00009000335,0.0001054527,0.00057117484,0.000042348587,0.00011330773,0.00002352664,0.0010944396,0.0000059946788],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000012928701,0.00005905522,0.022989474,0.000035315956,0.00003571709,0.000059145346,0.00041288018,0.9722126,0.00019508052,0.00003389652,0.0010188041,0.0029351108],"study_design_scores_gemma":[0.0021348994,0.0004397225,0.26397592,0.00024907364,0.00006954657,0.00046337987,0.0005937932,0.6366194,0.0010422337,0.0018203513,0.09224202,0.0003496486],"about_ca_topic_score_codex":0.000054007432,"about_ca_topic_score_gemma":0.00030334247,"teacher_disagreement_score":0.3355932,"about_ca_system_score_codex":0.000077782,"about_ca_system_score_gemma":0.00001833125,"threshold_uncertainty_score":0.47548568},"labels":[],"label_agreement":null},{"id":"W1986855244","doi":"10.2118/148995-ms","title":"Investigation of Primary Recovery in Tight Oil Formations: A Look at the Cardium Formation, Alberta","year":2011,"lang":"en","type":"article","venue":"Canadian Unconventional Resources Conference","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":12,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Calgary","funders":"University of Calgary","keywords":"Petroleum engineering; Tight oil; Profit (economics); Permeability (electromagnetism); Tight gas; Geology; Environmental science; Computer science; Hydraulic fracturing; Oil shale; Economics; Paleontology; Chemistry","score_opus":0.02121369225187204,"score_gpt":0.17365004516921642,"score_spread":0.1524363529173444,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1986855244","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.84349394,0.0005032067,0.00040388008,0.00038134612,0.00012735827,0.000093789786,0.00004413537,0.000024707511,0.15492767],"genre_scores_gemma":[0.99611855,0.000092602684,0.00008297405,0.00012770419,0.00002468503,0.000035568108,0.00013106884,0.000010383846,0.003376464],"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","domain_scores_codex":[0.9990826,0.000053340016,0.0003522535,0.00011039624,0.0001878043,0.00021358416],"domain_scores_gemma":[0.99936754,0.00008324023,0.000074103045,0.00022711275,0.000091488815,0.00015651646],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00021676546,0.00011307965,0.0001575311,0.00028289805,0.00010102193,0.000023999173,0.00022195636,0.00008142927,0.00067148043],"category_scores_gemma":[0.00005384813,0.00009371613,0.00009257804,0.00026268186,0.00010692237,0.00025659346,0.000023533734,0.0001298546,0.00007159303],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00025019038,0.00013456144,0.20258461,0.0062470958,0.002499446,0.00012575266,0.14327405,0.4580129,0.0044726734,0.01591922,0.08904753,0.07743195],"study_design_scores_gemma":[0.0025120068,0.00014797658,0.5311843,0.0018002806,0.00033411256,0.00012475034,0.0038583244,0.11446043,0.015870383,0.014809434,0.31297436,0.0019235938],"about_ca_topic_score_codex":0.053766496,"about_ca_topic_score_gemma":0.49790168,"teacher_disagreement_score":0.4441352,"about_ca_system_score_codex":0.00036224962,"about_ca_system_score_gemma":0.00020789499,"threshold_uncertainty_score":0.95253456},"labels":[],"label_agreement":null},{"id":"W1986985360","doi":"10.2118/153042-ms","title":"Identifying Fault Activation in Unconventional Reservoirs in Real Time Using Microseismic Monitoring","year":2012,"lang":"en","type":"article","venue":"SPE/EAGE European Unconventional Resources Conference and Exhibition","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":16,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Microsemi (Canada)","funders":"","keywords":"Microseism; Fault (geology); Hydraulic fracturing; Identification (biology); Geology; Fracture (geology); Event (particle physics); Computer science; Seismology; Real-time computing; Reliability engineering; Petroleum engineering; Engineering; Geotechnical engineering","score_opus":0.03393404863783527,"score_gpt":0.25994820947619474,"score_spread":0.22601416083835946,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1986985360","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9908267,0.00022744467,0.0019367802,0.000044423738,0.00019561875,0.00012962629,0.000007994866,0.00010245158,0.0065289056],"genre_scores_gemma":[0.99825037,0.00021186905,0.0004748735,0.000013464737,0.00041430257,0.000007109345,0.000111548165,0.000043420467,0.00047304734],"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","domain_scores_codex":[0.9980898,0.00024649952,0.00053755805,0.0003073311,0.0003554955,0.00046331863],"domain_scores_gemma":[0.9994314,0.00007313943,0.00010561391,0.00016814514,0.00005673256,0.00016500788],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00089047593,0.0002428322,0.00025323086,0.0005269084,0.00014174372,0.00014601539,0.0001475809,0.00009956791,0.00023016159],"category_scores_gemma":[0.000055413613,0.00026285034,0.0001091572,0.00036990727,0.000075724194,0.00076583435,0.000083971114,0.00037146715,0.00010053335],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00018815124,0.00043299087,0.1333717,0.00078194315,0.00023159418,0.00014406923,0.007856006,0.2859929,0.56219804,0.00044193488,0.00024020945,0.008120479],"study_design_scores_gemma":[0.0036393595,0.00008249255,0.7684221,0.0042587603,0.000116803916,0.00007003721,0.0042495164,0.18142833,0.03159546,0.0018853608,0.0025775267,0.0016742432],"about_ca_topic_score_codex":0.00032684344,"about_ca_topic_score_gemma":0.00004035975,"teacher_disagreement_score":0.6350504,"about_ca_system_score_codex":0.0002195558,"about_ca_system_score_gemma":0.00002338858,"threshold_uncertainty_score":0.99998236},"labels":[],"label_agreement":null},{"id":"W1987212397","doi":"10.2118/77750-ms","title":"Monitoring Fracturing Fluid Flowback with Chemical Tracers: A Field Case Study","year":2002,"lang":"en","type":"article","venue":"SPE Annual Technical Conference and Exhibition","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":27,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Oncolytics Biotech (Canada)","funders":"","keywords":"Fracturing fluid; Fracture (geology); Petroleum engineering; Completion (oil and gas wells); Geology; Hydraulic fracturing; Geotechnical engineering","score_opus":0.018263161773872903,"score_gpt":0.24242160298471213,"score_spread":0.22415844121083922,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1987212397","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9932279,0.00021321437,0.0038031584,0.00020300846,0.000038948223,0.00015959289,0.0000035297764,0.0003587365,0.0019919327],"genre_scores_gemma":[0.99911875,0.00018093213,0.00040755878,0.00002200145,0.00017598254,0.00002672474,0.0000022135412,0.000019969242,0.000045858123],"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9990343,0.000019263109,0.0002151409,0.0002731745,0.00019491931,0.00026319126],"domain_scores_gemma":[0.9995071,0.000059071204,0.000021226238,0.00022400297,0.00005116651,0.00013743034],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000088938126,0.00019398695,0.000230013,0.00008152509,0.00010000631,0.000081785984,0.00008905606,0.00014720835,0.00014904563],"category_scores_gemma":[0.00002527837,0.0001564682,0.00005145877,0.00016143477,0.000042338506,0.0002603192,0.000037795555,0.00039648206,0.000020308853],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0006056804,0.0045450893,0.027603408,0.0016515382,0.0019176402,0.04133863,0.04676805,0.08017081,0.15995246,0.000120390716,0.017714852,0.61761147],"study_design_scores_gemma":[0.010207775,0.0070370757,0.0061957566,0.0028561302,0.0016319139,0.01555853,0.088376224,0.24824198,0.60689914,0.0009896648,0.0052260654,0.0067797625],"about_ca_topic_score_codex":0.00013242319,"about_ca_topic_score_gemma":0.00008073586,"teacher_disagreement_score":0.6108317,"about_ca_system_score_codex":0.000031824384,"about_ca_system_score_gemma":0.0000042633988,"threshold_uncertainty_score":0.6380588},"labels":[],"label_agreement":null},{"id":"W1987307443","doi":"10.2118/170139-ms","title":"Coupled Wellbore/Near-Well Flow and Geomechanical Thermal Simulation of Cyclic Steam Stimulation with Different Geometric Fractures","year":2014,"lang":"en","type":"article","venue":"SPE Heavy Oil Conference-Canada","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"Natural Sciences and Engineering Research Council of Canada; Alberta Innovates - Technology Futures; CMG Reservoir Simulation Foundation","keywords":"Geomechanics; Steam injection; Geology; Petroleum engineering; Permeability (electromagnetism); Fracture (geology); Flow (mathematics); Fluid dynamics; Geotechnical engineering; Hydraulic fracturing; Mechanics; Chemistry","score_opus":0.006979594741556207,"score_gpt":0.19926658938549005,"score_spread":0.19228699464393384,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1987307443","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9725881,0.00014390136,0.025708953,0.00017133536,0.00013988256,0.000079833844,0.000013820039,0.00005624935,0.0010978905],"genre_scores_gemma":[0.9994225,0.000062496794,0.00015637962,0.000060698367,0.00008087082,0.000005221862,0.000053180484,0.000031341973,0.00012729371],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99841774,0.000056970628,0.0003534868,0.00026631105,0.00057877606,0.00032670452],"domain_scores_gemma":[0.99895895,0.0003332466,0.00009258851,0.00030983472,0.00011539308,0.00019001077],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00011480106,0.0002725162,0.00045503123,0.0001243077,0.00010798379,0.000052042396,0.00015316425,0.000117235795,0.00034480373],"category_scores_gemma":[0.000064388325,0.00020480547,0.000045216777,0.00027909715,0.000048867518,0.00007526385,0.000030706113,0.00026858065,0.0000023247273],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00004765529,0.000019869947,0.0014906575,0.00012580935,0.00010057305,0.0000030593565,0.000047930826,0.97869444,0.00015143026,0.000004524109,0.00009186898,0.019222176],"study_design_scores_gemma":[0.0006151972,0.000072772884,0.040981907,0.00005687783,0.00007369561,0.0000011349197,0.000034044067,0.9542548,0.002045831,0.000023531,0.0015859131,0.0002542683],"about_ca_topic_score_codex":0.49199277,"about_ca_topic_score_gemma":0.82050383,"teacher_disagreement_score":0.32851106,"about_ca_system_score_codex":0.00014128463,"about_ca_system_score_gemma":0.00023717758,"threshold_uncertainty_score":0.8351725},"labels":[],"label_agreement":null},{"id":"W1987343650","doi":"10.2118/2009-056-ea","title":"Benefits of Quality Hydrocarbon Fracturing Fluid Recycling","year":2009,"lang":"en","type":"article","venue":"Canadian International Petroleum Conference","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Citation; Quality (philosophy); Popularity; Computer science; Operations research; Library science; Engineering; Political science; Physics; Law","score_opus":0.017213503013230467,"score_gpt":0.2430210079298344,"score_spread":0.22580750491660392,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1987343650","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.91445786,0.00023506371,0.0012248346,0.0011701483,0.00035608577,0.000028760023,0.000038112077,0.000079532976,0.08240963],"genre_scores_gemma":[0.9990119,0.00011326746,0.00014711525,0.0001701234,0.0001570473,0.0000029464707,0.000035530178,0.000012244536,0.00034983482],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9989163,0.000018183862,0.00034567027,0.00018488817,0.000263524,0.0002713797],"domain_scores_gemma":[0.9993081,0.000041907762,0.000056871246,0.00023317545,0.000105531486,0.00025440368],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00015829926,0.00014670202,0.00021665226,0.00034282924,0.00004773138,0.00005082232,0.00039278393,0.00009572432,0.00026384846],"category_scores_gemma":[0.00008732748,0.00015641704,0.00009926011,0.00010213603,0.000025260617,0.00012891412,0.000010927152,0.00020862346,0.00002506447],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000055129276,0.000009112678,0.0012428683,0.000014471451,0.0000882839,0.000005514204,0.00013464989,0.99064624,0.0013540707,0.0014609656,0.00022911541,0.0048092166],"study_design_scores_gemma":[0.00078638096,0.00007825271,0.27648926,0.00040216473,0.00006258687,0.000018279103,0.0001688359,0.66067487,0.0324387,0.0023612904,0.025546506,0.0009728535],"about_ca_topic_score_codex":0.017797275,"about_ca_topic_score_gemma":0.027507761,"teacher_disagreement_score":0.32997134,"about_ca_system_score_codex":0.00021421206,"about_ca_system_score_gemma":0.0000971052,"threshold_uncertainty_score":0.9902377},"labels":[],"label_agreement":null},{"id":"W1987387464","doi":"10.2118/100065-ms","title":"Rate-Time Flow Behavior of Heavy Oil From Horizontal and Multilateral Wells","year":2006,"lang":"en","type":"article","venue":"SPE/DOE Symposium on Improved Oil Recovery","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"ConocoPhillips (Canada)","funders":"ConocoPhillips","keywords":"Permeability (electromagnetism); Geology; Petroleum engineering; Transient analysis; Exponent; Flow (mathematics); Transient (computer programming); Exponential function; Mechanics; Petrology; Steady state (chemistry); Mathematics; Physics; Chemistry; Computer science","score_opus":0.0030836400622827314,"score_gpt":0.1814173033016864,"score_spread":0.17833366323940367,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1987387464","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9889703,0.0003773142,0.000110984285,0.00014008285,0.0008380045,0.000070343674,0.00030534464,0.00023994903,0.008947668],"genre_scores_gemma":[0.9880031,0.0005419954,0.0011711365,0.00005033215,0.0005287544,0.00003497841,0.00020364548,0.000107439206,0.009358629],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99814034,0.000061618746,0.00057668646,0.00048514962,0.00024561648,0.0004905877],"domain_scores_gemma":[0.99904686,0.00013981615,0.0001074605,0.0004974814,0.000047291014,0.00016106205],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00016987193,0.00042398134,0.00060147035,0.00021361452,0.00008508352,0.00010187286,0.00021556915,0.0002895723,0.00018069957],"category_scores_gemma":[0.000016020027,0.00038445834,0.0002880226,0.0001717719,0.00007635209,0.00024041638,0.00006025497,0.000347133,0.00013140889],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00024293302,0.00023218643,0.0004153702,0.00016515615,0.00023670298,0.000047093203,0.00010194854,0.11332967,0.8487301,0.0000013092913,0.0011109714,0.035386577],"study_design_scores_gemma":[0.0026263988,0.00052985904,0.004721913,0.00026245986,0.0004612697,0.000013780146,0.000036830115,0.2732275,0.71144235,0.00006980341,0.005400561,0.0012072681],"about_ca_topic_score_codex":0.0033840076,"about_ca_topic_score_gemma":0.00021967768,"teacher_disagreement_score":0.15989785,"about_ca_system_score_codex":0.00013443537,"about_ca_system_score_gemma":0.000029712437,"threshold_uncertainty_score":0.9998607},"labels":[],"label_agreement":null},{"id":"W1987461917","doi":"10.2118/97279-ms","title":"North Slope Heavy-Oil Sand-Control Strategy: Detailed Case Study of Sand Production Predictions and Field Measurements for Alaskan Heavy-Oil Multilateral Field Developments","year":2005,"lang":"en","type":"article","venue":"SPE Annual Technical Conference and Exhibition","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":23,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"ConocoPhillips (Canada)","funders":"","keywords":"Oil sands; Petroleum engineering; Oil field; Production (economics); Resource (disambiguation); Environmental science; Drilling; Fossil fuel; Geology; Mining engineering; Engineering; Geography; Computer science; Waste management; Mechanical engineering; Archaeology","score_opus":0.02630877160145282,"score_gpt":0.2628628267975365,"score_spread":0.23655405519608366,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1987461917","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9943261,0.00012261787,0.0041864454,0.0003177762,0.0000698215,0.0002623581,0.00003235326,0.00013017129,0.00055233855],"genre_scores_gemma":[0.9989906,0.00020925427,0.00042332296,0.00003942006,0.00011572186,0.00009554523,0.000021760066,0.000013643399,0.00009071075],"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9988314,0.0000337709,0.00040107113,0.00030863425,0.00019040109,0.00023471749],"domain_scores_gemma":[0.9994481,0.00005161472,0.000057529225,0.00016472948,0.00016844165,0.00010953721],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00018820798,0.00019241859,0.000286785,0.000100085956,0.00017471406,0.000052550808,0.00006299643,0.00013711893,0.00001833649],"category_scores_gemma":[0.00006793328,0.00016878717,0.000050680057,0.00010683315,0.000034686655,0.00030135913,0.000025538382,0.00021135891,0.0000010189603],"study_design_candidate":"design_other","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.002757183,0.0033847147,0.053737033,0.0018380815,0.001862999,0.00023627162,0.010367217,0.11419466,0.023123465,0.00001615003,0.009096379,0.77938586],"study_design_scores_gemma":[0.04322257,0.01547504,0.10441296,0.0026085414,0.0042559667,0.0026407137,0.015867677,0.2506548,0.5470354,0.00048116883,0.0068146614,0.0065305284],"about_ca_topic_score_codex":0.0003286648,"about_ca_topic_score_gemma":0.0037250442,"teacher_disagreement_score":0.7728553,"about_ca_system_score_codex":0.00003327122,"about_ca_system_score_gemma":0.000024852437,"threshold_uncertainty_score":0.6882941},"labels":[],"label_agreement":null},{"id":"W1987604212","doi":"10.2118/68300-ms","title":"Maintaining Fracture Performance Through Active Scale Control","year":2001,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":29,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Schlumberger (Canada)","funders":"","keywords":"Fracture (geology); Scale (ratio); Petroleum engineering; Hydraulic fracturing; Investment (military); Environmental science; Geology; Geotechnical engineering","score_opus":0.005126377236404953,"score_gpt":0.20651889119580938,"score_spread":0.20139251395940444,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1987604212","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.554699,0.00018711973,0.17918485,0.000683187,0.00013964532,0.000092993214,0.0000023357597,0.0006182931,0.26439255],"genre_scores_gemma":[0.9969457,0.00034461825,0.0005028984,0.00052564486,0.0002116,0.000010295156,0.0000053531626,0.00002427941,0.0014296306],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99927187,0.000012518286,0.00013563693,0.00013830137,0.00014272898,0.00029897038],"domain_scores_gemma":[0.99964964,0.000040447132,0.000016422982,0.00020475546,0.00002325034,0.00006549413],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000062606116,0.00014363637,0.00018559008,0.000046293517,0.00009507836,0.00002824879,0.00012982146,0.00009474607,0.0009314333],"category_scores_gemma":[0.000007520944,0.000110753725,0.00008391619,0.00015796386,0.000023710874,0.0002384036,0.000011163726,0.00025381197,0.00012371402],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000151851,0.000011286319,0.0027015298,0.000011935039,0.00011403193,0.000010429894,0.00039348868,0.99013025,0.00011771505,0.000005683516,0.0012400905,0.0052483515],"study_design_scores_gemma":[0.00094987644,0.000045615994,0.018052366,0.00004248297,0.00007928386,0.00003563842,0.00061819213,0.6866496,0.011035537,0.00012380844,0.28190953,0.0004580249],"about_ca_topic_score_codex":0.000056027347,"about_ca_topic_score_gemma":0.000030156532,"teacher_disagreement_score":0.44224668,"about_ca_system_score_codex":0.000053050666,"about_ca_system_score_gemma":0.000006797533,"threshold_uncertainty_score":0.9999819},"labels":[],"label_agreement":null},{"id":"W1987698143","doi":"10.2118/2004-061","title":"Estimation of Residual Gas Saturation From Different Reservoirs","year":2004,"lang":"en","type":"article","venue":"Canadian International Petroleum Conference","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":9,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"Canada Research Chairs","keywords":"Residual; Saturation (graph theory); Estimation; Environmental science; Petroleum engineering; Computer science; Statistics; Geology; Mathematics; Algorithm; Engineering","score_opus":0.010115554953356766,"score_gpt":0.21352155807469872,"score_spread":0.20340600312134197,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1987698143","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9785074,0.00006377722,0.009965086,0.0017495406,0.00043069548,0.000039615712,0.00014918532,0.000059694215,0.009034988],"genre_scores_gemma":[0.9988423,0.000051266245,0.00038704785,0.000033560493,0.0001289368,0.0000096361355,0.00035540754,0.000014720593,0.00017711784],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9991024,0.000014694609,0.00025760548,0.00016240594,0.00027699184,0.00018589561],"domain_scores_gemma":[0.99944055,0.000033739798,0.000047906567,0.00020237005,0.000086577376,0.00018886113],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000050485127,0.00013189102,0.00015575737,0.0002890718,0.000047288187,0.00006607925,0.0003026505,0.00008654228,0.0003827342],"category_scores_gemma":[0.00006612431,0.0001290881,0.00005980243,0.00007101239,0.00004189552,0.0001615603,0.000015612775,0.00016779253,0.000043154123],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000006042978,0.000007608338,0.0003812143,0.00000909822,0.00009440626,0.000008354947,0.00018539582,0.9960621,0.00097185996,0.00089878467,0.00038297885,0.00099214],"study_design_scores_gemma":[0.00085747696,0.00004051165,0.035875738,0.00023283316,0.000055862725,0.0000055328064,0.00019525067,0.91234326,0.038212832,0.008359332,0.0034208212,0.00040053457],"about_ca_topic_score_codex":0.06901384,"about_ca_topic_score_gemma":0.17461608,"teacher_disagreement_score":0.105602235,"about_ca_system_score_codex":0.00041345498,"about_ca_system_score_gemma":0.00014766595,"threshold_uncertainty_score":0.9371857},"labels":[],"label_agreement":null},{"id":"W1987941037","doi":"10.2118/79028-ms","title":"Injection Pressures for Geomechanical Enhancement of Recovery Processes in the Athabasca Oil Sands","year":2002,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":18,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Geomechanica (Canada)","funders":"","keywords":"Shearing (physics); Oil sands; Geology; Overburden pressure; Geotechnical engineering; Hydraulic fracturing; Geomechanics; Comminution; Anisotropy; Tectonics; Stress field; Shear stress; Oil field; Stress (linguistics); Petroleum engineering; Asphalt; Mechanics; Materials science; Structural engineering; Engineering; Composite material; Finite element method; Seismology","score_opus":0.013370987147217442,"score_gpt":0.21946613892303674,"score_spread":0.2060951517758193,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1987941037","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8192185,0.004141535,0.13433094,0.0006302778,0.00031731316,0.00030140716,0.000013048705,0.00019670633,0.040850226],"genre_scores_gemma":[0.9975062,0.00055959047,0.00022925313,0.000026457465,0.00005029652,0.000067104746,0.0000033415229,0.0000075076746,0.0015502296],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9994987,0.000012196032,0.00016550571,0.00008674823,0.00011714763,0.00011969145],"domain_scores_gemma":[0.99970627,0.00011093802,0.000018698393,0.00012516072,0.000025204672,0.00001372286],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00015031459,0.000067944275,0.000114072216,0.0000646508,0.00002580926,0.000013583342,0.00010975564,0.000046710924,0.0001864789],"category_scores_gemma":[0.00006338863,0.000042894368,0.00005506522,0.00018667939,0.000007642859,0.000063041276,0.00000846042,0.00006342628,0.0000038315675],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000059946873,0.00049000076,0.00035222582,0.002932212,0.00041777344,0.0000028430493,0.0040292838,0.89452195,0.0033266644,0.000042233376,0.022504164,0.07132069],"study_design_scores_gemma":[0.0012395339,0.00060608354,0.0004576919,0.0002586308,0.00018620581,0.000009366121,0.00092216424,0.60782367,0.32914805,0.00049035606,0.05833522,0.00052305317],"about_ca_topic_score_codex":0.00010955825,"about_ca_topic_score_gemma":0.00029744898,"teacher_disagreement_score":0.32582137,"about_ca_system_score_codex":0.00001397421,"about_ca_system_score_gemma":0.0000038233165,"threshold_uncertainty_score":0.20418131},"labels":[],"label_agreement":null},{"id":"W1988037825","doi":"10.2118/98200-ms","title":"New Method To Estimate Damaged Formation Permeability With Well Testing","year":2006,"lang":"en","type":"article","venue":"SPE International Symposium and Exhibition on Formation Damage Control","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Waterloo","funders":"","keywords":"Permeability (electromagnetism); Porosity; Geology; Mechanics; Concentric; Materials science; Geotechnical engineering; Geometry; Chemistry; Mathematics; Physics","score_opus":0.006212135156766379,"score_gpt":0.2438809275570087,"score_spread":0.2376687924002423,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1988037825","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.07838013,0.000011452633,0.87841964,0.002952675,0.00012339938,0.00029466997,0.0000324328,0.00030562992,0.039479982],"genre_scores_gemma":[0.98237735,0.0000051467564,0.016438093,0.00022158223,0.00023660061,0.000029636163,0.00019226913,0.00002170254,0.00047761117],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99880344,0.00005270419,0.00038775234,0.00019297028,0.00035388995,0.00020925526],"domain_scores_gemma":[0.9993335,0.00011399905,0.00008966461,0.00016423195,0.00016901112,0.00012956557],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00030246482,0.00020012776,0.00018533628,0.00020855814,0.00014848482,0.00021328038,0.00012385324,0.0000687166,0.0001173662],"category_scores_gemma":[0.000033032487,0.00017061763,0.000056456927,0.00020039288,0.00001588865,0.0008558773,0.000018395785,0.00015549536,0.00010689133],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000078405785,0.00002691297,0.00040584753,0.000048646176,0.000033934495,0.0000044531857,0.00016551344,0.97915494,0.012182645,0.00038844108,0.0017328854,0.005777374],"study_design_scores_gemma":[0.0017769549,0.00012468368,0.008238818,0.00012643021,0.000051110008,0.000037447222,0.000059310947,0.9616346,0.017676627,0.0006407844,0.0093225185,0.00031074783],"about_ca_topic_score_codex":0.00016590665,"about_ca_topic_score_gemma":0.000121224395,"teacher_disagreement_score":0.90399724,"about_ca_system_score_codex":0.0001557803,"about_ca_system_score_gemma":0.000010798219,"threshold_uncertainty_score":0.69575846},"labels":[],"label_agreement":null},{"id":"W1988100870","doi":"10.2118/0311-0097-jpt","title":"Relationship Between the Hydraulic Fracture and Observed Microseismicity in the Bossier Sands of Texas","year":2011,"lang":"en","type":"article","venue":"Journal of Petroleum Technology","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Microseism; Geology; Hydraulic fracturing; Permeability (electromagnetism); Petroleum engineering; Pore water pressure; Geotechnical engineering; Mining engineering; Seismology","score_opus":0.027518879766508478,"score_gpt":0.22652237289664112,"score_spread":0.19900349313013266,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1988100870","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99154925,0.0019469904,0.0020622695,0.00387681,0.000039084185,0.00003457425,0.0000016049496,0.00002338527,0.00046600212],"genre_scores_gemma":[0.9994494,0.000075226904,0.00026595104,0.000108175074,0.000063609965,0.0000014429609,5.9581606e-7,0.000011435289,0.000024217865],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9990674,0.0000699022,0.00045831944,0.000075830765,0.00015107203,0.00017744422],"domain_scores_gemma":[0.99921715,0.00023554069,0.0002027822,0.00027605554,0.000039680228,0.000028779714],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006295195,0.00011662385,0.0003013671,0.0003787833,0.000057503705,0.000012513442,0.00049696205,0.0002475723,0.000013324],"category_scores_gemma":[0.00014938795,0.000061925995,0.00010486027,0.00040252876,0.0001720412,0.00007946233,0.00003202119,0.0010091179,0.000002050842],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000014094294,0.00003406342,0.9856213,0.00003575728,0.00014104178,0.000023947077,0.00087305333,0.011479255,0.0002597924,0.000047745867,0.0007706042,0.0006993503],"study_design_scores_gemma":[0.00036292375,0.00008701467,0.98626,0.000034463472,0.00012151201,0.0000796189,0.0003482483,0.00073293666,0.0033195931,0.0029468553,0.0056243567,0.00008245549],"about_ca_topic_score_codex":0.000058031048,"about_ca_topic_score_gemma":0.000025819598,"teacher_disagreement_score":0.010746318,"about_ca_system_score_codex":0.00002842127,"about_ca_system_score_gemma":0.000016587579,"threshold_uncertainty_score":0.43841714},"labels":[],"label_agreement":null},{"id":"W1988113239","doi":"10.2113/gscanmin.38.4.1034","title":"Fracture and Fracture Networks Theory and Applications of Transport in Porous Media.: By Pierre M. Adler and Jean-Francois Thovert. Kluwer Academic Publishers, Dordrecht, The Netherlands, 1999, 429 pages. US$213 (hardcover). (ISBN 0-7923 5647-0).","year":2000,"lang":"en","type":"article","venue":"The Canadian Mineralogist","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"University of New Brunswick","funders":"","keywords":"Engineering physics; Media studies; Materials science; Sociology; Engineering","score_opus":0.004331754788372447,"score_gpt":0.18727404638454645,"score_spread":0.182942291596174,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1988113239","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.555191,0.3776464,0.00568777,0.040180728,0.00036964804,0.0026745421,0.00088403496,0.0003487344,0.01701718],"genre_scores_gemma":[0.9803181,0.014842777,0.000017541488,0.0029197074,0.00028696412,0.000060759154,0.00020665492,0.00005449434,0.0012929508],"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","domain_scores_codex":[0.9983614,0.00013547309,0.00039494754,0.00035534237,0.00022144458,0.00053135527],"domain_scores_gemma":[0.99858594,0.0004423191,0.00007325971,0.0005115541,0.000029178273,0.00035775054],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00074289687,0.00035539432,0.00042015297,0.00014605124,0.0002541045,0.00011192767,0.00043297495,0.0005221022,0.0003908317],"category_scores_gemma":[0.000047392998,0.00022190412,0.000074050506,0.00039697977,0.0004597958,0.00024169002,0.000016799382,0.0012464814,0.0000027561132],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000103764636,0.000034991746,0.020735212,0.00014653752,0.00049377704,0.00004445635,0.005195652,0.49114558,0.00006342961,0.00007535165,0.4153547,0.066606544],"study_design_scores_gemma":[0.00077289395,0.000023431863,0.056908123,0.00007129293,0.00021253264,0.000035233832,0.0004411775,0.00859676,0.000029711953,0.0007550663,0.93160367,0.00055008294],"about_ca_topic_score_codex":0.110074304,"about_ca_topic_score_gemma":0.40161163,"teacher_disagreement_score":0.516249,"about_ca_system_score_codex":0.00008062551,"about_ca_system_score_gemma":0.00007284482,"threshold_uncertainty_score":0.90489876},"labels":[],"label_agreement":null},{"id":"W1988341964","doi":"10.2118/0409-0073-jpt","title":"Low-Damage Massive Hydraulic Fracturing Technique in Tight Gas Formations With High Temperature and High Pressure","year":2009,"lang":"en","type":"article","venue":"Journal of Petroleum Technology","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Tight gas; Hydraulic fracturing; Fracturing fluid; Petroleum engineering; Geology; High pressure; Engineering","score_opus":0.0017498283332631835,"score_gpt":0.18126152614338184,"score_spread":0.17951169781011866,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1988341964","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9879592,0.00086483406,0.004988749,0.0055708103,0.00005731858,0.00010420639,0.0000047488243,0.0001847746,0.00026537103],"genre_scores_gemma":[0.99627906,0.00035494848,0.0031121345,0.00006193008,0.00008894303,0.000010181927,0.0000033278925,0.000023550787,0.000065951404],"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.998834,0.000027543416,0.00045406824,0.00014772864,0.00021364882,0.0003229857],"domain_scores_gemma":[0.9993344,0.000031035954,0.00019147084,0.0002726416,0.000082314014,0.00008813741],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00017719713,0.00023131401,0.00048019303,0.0012712604,0.00007566219,0.00004699445,0.00030056448,0.0004085776,0.000023597751],"category_scores_gemma":[0.000037744092,0.00016961432,0.000067513276,0.00051525555,0.00006979873,0.0003334132,0.000029353932,0.0013180715,0.0000022155602],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00006506711,0.00013738916,0.0011303604,0.00015938618,0.00033339107,0.00067647686,0.00020750694,0.9411463,0.05059068,0.00023767965,0.0009089086,0.004406869],"study_design_scores_gemma":[0.005516809,0.002086031,0.058329586,0.0018487053,0.0006467285,0.002774352,0.0008862686,0.027654996,0.86944747,0.009987369,0.0192605,0.0015611844],"about_ca_topic_score_codex":0.0000125428705,"about_ca_topic_score_gemma":0.000033416927,"teacher_disagreement_score":0.9134913,"about_ca_system_score_codex":0.000080544785,"about_ca_system_score_gemma":0.000029635863,"threshold_uncertainty_score":0.69166714},"labels":[],"label_agreement":null},{"id":"W1988342085","doi":"10.2118/0115-0050-jpt","title":"Techbits: Learnings From the SEG/SPE/ARMA Injection-Induced Seismicity Workshop","year":2015,"lang":"en","type":"article","venue":"Journal of Petroleum Technology","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Induced seismicity; Petroleum industry; Engineering; Government (linguistics); Library science; Petroleum; Operations research; Forensic engineering; Political science; Seismology; Geology; Civil engineering; Computer science","score_opus":0.014200236811368554,"score_gpt":0.2296002749710946,"score_spread":0.21540003815972603,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1988342085","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9626173,0.0014401005,0.024573712,0.00953476,0.0006852029,0.000034034932,0.0000023435337,0.00032661328,0.0007859493],"genre_scores_gemma":[0.9983112,0.000115892806,0.0006608747,0.00014636452,0.0004837083,0.000003074741,0.0000013153293,0.000032068197,0.0002454514],"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","domain_scores_codex":[0.99871033,0.000055489905,0.00047454837,0.00013596613,0.0003262952,0.0002973955],"domain_scores_gemma":[0.9989983,0.00012493478,0.00023325867,0.0003534598,0.00017135814,0.0001187267],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004941814,0.00018739403,0.00039050257,0.00046085918,0.000095520496,0.000046843354,0.0006246189,0.00035777464,0.000041087842],"category_scores_gemma":[0.00045854304,0.00012624668,0.00017256614,0.0006257398,0.00008228188,0.00014972326,0.00008370292,0.0016341122,0.000053113727],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000043440705,0.000056910736,0.0051431046,0.000009477285,0.0006650563,0.000112400485,0.000554776,0.9415097,0.006143142,0.000018033621,0.02690387,0.018840076],"study_design_scores_gemma":[0.005247546,0.0012182412,0.0040855473,0.0005000693,0.0009780524,0.002437442,0.022590987,0.2571946,0.07147782,0.010277918,0.62251335,0.0014784278],"about_ca_topic_score_codex":0.00013664081,"about_ca_topic_score_gemma":0.00006450365,"teacher_disagreement_score":0.6843151,"about_ca_system_score_codex":0.00019477197,"about_ca_system_score_gemma":0.00006381188,"threshold_uncertainty_score":0.70994955},"labels":[],"label_agreement":null},{"id":"W1988522730","doi":"10.2118/163957-ms","title":"Practical Directional Drilling Techniques and MWD Technology in Bakken and Upper Three Forks Formation in Williston Basin North Dakota to Improve Efficiency of Drilling and Well Productivity","year":2013,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"Baker Hughes","keywords":"Drilling; Directional drilling; Petroleum engineering; Geology; Devonian; Petroleum; Structural basin; Hydraulic fracturing; Natural gas; Completion (oil and gas wells); Well drilling; Oil field; Mining engineering; Paleontology; Engineering; Mechanical engineering","score_opus":0.005113809765031454,"score_gpt":0.21758436015361787,"score_spread":0.21247055038858642,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1988522730","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9585584,0.00014807447,0.03930894,0.0009743155,0.000025191437,0.00034765404,0.0000010818917,0.00009519464,0.00054115074],"genre_scores_gemma":[0.99048287,0.00014216077,0.009260559,0.0000074517106,0.000024133504,0.0000463394,0.0000021853425,0.000011948004,0.00002236904],"study_design_codex":"observational","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99916583,0.000015571193,0.00027300033,0.00024060319,0.00010422766,0.00020078864],"domain_scores_gemma":[0.9996584,0.00007368352,0.00003642014,0.00013790949,0.000041804844,0.0000517814],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00022651523,0.00013037174,0.00023354293,0.0004849237,0.000042321517,0.000029967265,0.000045093908,0.00013241418,0.000008992194],"category_scores_gemma":[0.00009940456,0.00010977917,0.000016805052,0.00037899552,0.00006508594,0.00040595027,0.00006399253,0.00023972781,9.85527e-7],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000087584485,0.0003849547,0.6865431,0.0012106639,0.00012828525,0.000021677184,0.0022267897,0.087717034,0.06666155,0.00036680506,0.00027489214,0.15437669],"study_design_scores_gemma":[0.00058062933,0.0001994882,0.10299721,0.00022057052,0.00003586542,0.0000883169,0.00036768083,0.66427964,0.22831464,0.0013021553,0.0010686441,0.0005451364],"about_ca_topic_score_codex":0.00054672186,"about_ca_topic_score_gemma":0.0014550015,"teacher_disagreement_score":0.58354586,"about_ca_system_score_codex":0.000048017955,"about_ca_system_score_gemma":0.0000071733307,"threshold_uncertainty_score":0.44766644},"labels":[],"label_agreement":null},{"id":"W1988647986","doi":"10.2118/158389-ms","title":"Field Application Results of Water Permeability Modifier in Fracture Stimulation Treatments in Western Siberia","year":2012,"lang":"en","type":"article","venue":"SPE Annual Technical Conference and Exhibition","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Nalcor Energy (Canada); Nalco (Canada)","funders":"","keywords":"Permeability (electromagnetism); Well stimulation; Hydraulic fracturing; Water cut; Produced water; Geology; Oil production; Petroleum engineering; Fracture (geology); Water injection (oil production); Stimulation; Environmental science; Geotechnical engineering; Petroleum; Reservoir engineering; Chemistry","score_opus":0.013691742614576063,"score_gpt":0.26154258851372997,"score_spread":0.2478508458991539,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1988647986","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9922504,0.00003973983,0.0064044837,0.00026702278,0.000016211843,0.00015101548,0.000013130271,0.00004313625,0.0008148889],"genre_scores_gemma":[0.9996632,0.000053108302,0.000083483166,0.000024964733,0.00003261798,0.000021450298,0.00009262401,0.00000582095,0.000022730226],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99928755,0.000027054948,0.00027459604,0.00013882118,0.000098028424,0.00017397705],"domain_scores_gemma":[0.9997137,0.00003979857,0.00002247259,0.00015158288,0.000027643411,0.000044773846],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00019483505,0.00009652624,0.0001664709,0.00009270939,0.000014396986,0.000008757995,0.000044608125,0.00018093204,0.000021460508],"category_scores_gemma":[0.00002460604,0.000072132614,0.000029481816,0.000089938876,0.000023869132,0.00024275515,0.000018683859,0.00016253484,0.00000672975],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0014910188,0.0020284073,0.39018843,0.00081440556,0.000125578,0.00001372519,0.022337232,0.32517844,0.16869779,0.00023265203,0.00090776006,0.08798456],"study_design_scores_gemma":[0.0019879204,0.00024912998,0.83288556,0.00018995217,0.000052044456,0.0000040841164,0.00042184826,0.044135794,0.11603394,0.0026374683,0.00095822377,0.00044401624],"about_ca_topic_score_codex":0.00034076168,"about_ca_topic_score_gemma":0.0002931005,"teacher_disagreement_score":0.44269714,"about_ca_system_score_codex":0.000040695915,"about_ca_system_score_gemma":0.0000037917762,"threshold_uncertainty_score":0.29414827},"labels":[],"label_agreement":null},{"id":"W1988802822","doi":"10.2118/146785-ms","title":"Fracture Stimulation Optimization in Horizontal Cardium Completions","year":2011,"lang":"en","type":"article","venue":"Canadian Unconventional Resources Conference","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Petroleum engineering; Geology; Sedimentary depositional environment; Conglomerate; Siltstone; Oil production; Directional drilling; Permeability (electromagnetism); Cretaceous; Oil shale; Oil in place; Drilling; Petroleum; Paleontology; Engineering; Chemistry; Mechanical engineering","score_opus":0.021524394797178062,"score_gpt":0.19850911120982986,"score_spread":0.1769847164126518,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1988802822","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.5843429,0.0006564587,0.22029486,0.0005680926,0.000713464,0.0004969273,0.00016600055,0.0003742493,0.19238704],"genre_scores_gemma":[0.9985766,0.000017552913,0.00084873405,0.000063263746,0.000063873835,0.000016104608,0.00016295117,0.000016957812,0.00023396123],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9991539,0.000033579552,0.00021214795,0.00017239185,0.0001621907,0.0002658019],"domain_scores_gemma":[0.999468,0.000022933886,0.00002671379,0.00015685674,0.00007341232,0.0002520707],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000093250535,0.0001329694,0.00014982362,0.00037230755,0.00009314265,0.000040924304,0.0001608292,0.00011617622,0.002253494],"category_scores_gemma":[0.000025022868,0.00014199811,0.00007781194,0.00025015842,0.000047190188,0.00011952021,0.0000092598275,0.00020200295,0.000053934644],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000036813863,0.000009333757,0.005570503,0.000014322288,0.000035201967,0.000023288847,0.00057521445,0.9927765,0.0000105257,0.0002627234,0.00037147768,0.00034723413],"study_design_scores_gemma":[0.00039188558,0.000026969963,0.11193987,0.000079604695,0.000034241268,0.000010209765,0.00030527476,0.854893,0.00010326856,0.00067629834,0.031174837,0.00036448674],"about_ca_topic_score_codex":0.041886527,"about_ca_topic_score_gemma":0.13109352,"teacher_disagreement_score":0.41423368,"about_ca_system_score_codex":0.0002224276,"about_ca_system_score_gemma":0.000109323024,"threshold_uncertainty_score":0.9986586},"labels":[],"label_agreement":null},{"id":"W1988863925","doi":"10.2118/100451-pa","title":"Effect of Fracture Compressibility on Gas-in-Place Calculations of Stress-Sensitive Naturally Fractured Reservoirs","year":2008,"lang":"en","type":"article","venue":"SPE Reservoir Evaluation & Engineering","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":39,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Compressibility; Fracture (geology); Stress (linguistics); Material balance; Volume (thermodynamics); Matrix (chemical analysis); Compressibility factor; Mechanics; Petroleum engineering; Geotechnical engineering; Geology; Thermodynamics; Materials science; Physics; Engineering; Composite material","score_opus":0.01205397335469067,"score_gpt":0.2711680134893116,"score_spread":0.2591140401346209,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1988863925","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9938265,0.0009896985,0.003035657,0.00018483314,0.0001967164,0.0006629813,0.000048164984,0.00016374937,0.0008917028],"genre_scores_gemma":[0.99886006,0.0002211526,0.0005544455,0.000007756967,0.00009176237,0.000041921914,0.00012843995,0.000060749357,0.00003370035],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9968456,0.00032755034,0.0008011867,0.00040604608,0.0011960847,0.00042353626],"domain_scores_gemma":[0.997597,0.0009760717,0.00017152684,0.00079288473,0.0003254655,0.00013707494],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0014038649,0.00040525693,0.00077138224,0.0006100635,0.000075700846,0.0000138135065,0.00033063407,0.00029942626,0.00011836309],"category_scores_gemma":[0.00090833905,0.0003553846,0.00028487502,0.00083741924,0.00007409287,0.00023584133,0.000054199907,0.00073099864,0.000009749764],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000115257586,0.00005424335,0.0020349373,0.00039955694,0.00015872314,0.000014671784,0.0006449491,0.99012977,0.006029471,0.0000060100074,0.00020067474,0.00021174022],"study_design_scores_gemma":[0.001050148,0.00013687812,0.028542753,0.00038675504,0.00008675659,0.0000044854064,0.000030532523,0.7952688,0.17395589,0.000016447897,0.00025104248,0.00026954908],"about_ca_topic_score_codex":0.00021068231,"about_ca_topic_score_gemma":0.00010263036,"teacher_disagreement_score":0.19486101,"about_ca_system_score_codex":0.0003057355,"about_ca_system_score_gemma":0.00007217576,"threshold_uncertainty_score":0.9998898},"labels":[],"label_agreement":null},{"id":"W1988866743","doi":"10.2118/124673-ms","title":"Fracture Mapping in the San Juan Basin, New Mexico","year":2009,"lang":"en","type":"article","venue":"SPE Annual Technical Conference and Exhibition","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":9,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"ConocoPhillips (Canada)","funders":"ConocoPhillips","keywords":"Tiltmeter; Microseism; Geology; Drilling; Fracture (geology); Seismology; Infill; Structural basin; Azimuth; Geotechnical engineering; Geomorphology; Engineering; Structural engineering; Amplitude; Geometry","score_opus":0.01446916217775614,"score_gpt":0.24025679297896643,"score_spread":0.22578763080121028,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1988866743","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.6842422,0.0018510626,0.16749938,0.06506151,0.00018650547,0.00080586976,0.00003585132,0.0014330676,0.07888456],"genre_scores_gemma":[0.997874,0.00026954975,0.00028593425,0.0013582695,0.00012738169,0.0000034697805,0.000022974407,0.0000066324583,0.000051781157],"study_design_codex":"not_applicable","study_design_gemma":"observational","domain_scores_codex":[0.99921936,0.0000306057,0.0001909261,0.00017234519,0.00016535219,0.0002214301],"domain_scores_gemma":[0.9996549,0.000035301124,0.000019667714,0.0001926121,0.000023049412,0.000074479656],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00017998429,0.00013658563,0.00017342457,0.000099351084,0.00006187571,0.00007247329,0.0001505134,0.00015416529,0.000088445675],"category_scores_gemma":[0.000030461177,0.00009516877,0.00005827913,0.00024595842,0.000032887216,0.00018316103,0.000013252498,0.0003986727,0.000017065156],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00010172352,0.0005259093,0.0031413056,0.00025973626,0.00013869265,0.00034994507,0.0150938,0.058763932,0.03603639,0.0084515605,0.51068175,0.3664553],"study_design_scores_gemma":[0.0027682714,0.000864692,0.42011896,0.0013544994,0.0001956087,0.00023335863,0.008222403,0.030492213,0.023591004,0.13729718,0.37224823,0.0026135724],"about_ca_topic_score_codex":0.00010467502,"about_ca_topic_score_gemma":0.00010220548,"teacher_disagreement_score":0.41697767,"about_ca_system_score_codex":0.00002122609,"about_ca_system_score_gemma":0.000015241816,"threshold_uncertainty_score":0.38808697},"labels":[],"label_agreement":null},{"id":"W1988922361","doi":"10.2118/159262-ms","title":"Laboratory Testing and Numerical Modelling of Fracture Propagation from Deviated Wells in Poorly Consolidated Formations","year":2012,"lang":"en","type":"article","venue":"SPE Annual Technical Conference and Exhibition","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":27,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Apache (Canada)","funders":"","keywords":"Borehole; Geology; Fracture (geology); Transverse plane; Azimuth; Bevel; Differential stress; Planar; Geotechnical engineering; Stress (linguistics); Mechanics; Structural engineering; Geometry; Deformation (meteorology); Engineering; Physics; Mathematics","score_opus":0.02126509332441365,"score_gpt":0.2318643864423981,"score_spread":0.21059929311798445,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1988922361","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.83207023,0.00039966364,0.16657084,0.00015100537,0.000018504063,0.00012018778,0.00006476592,0.00013190629,0.00047290785],"genre_scores_gemma":[0.9973927,0.00011217072,0.002329236,0.000043724893,0.000034117485,0.000007890073,0.000069167225,0.000008983856,0.0000020094856],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9993135,0.00003296789,0.00026828394,0.000109835855,0.0001034427,0.0001720079],"domain_scores_gemma":[0.999597,0.00009085199,0.00004853856,0.00008629407,0.000097154305,0.00008017447],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00014771198,0.0001074898,0.00018774242,0.00009955249,0.00004112258,0.000022647519,0.000040251616,0.00014557553,0.00002170974],"category_scores_gemma":[0.00006628066,0.000095345975,0.000017457145,0.00026392954,0.00004948616,0.00044051354,0.00001992618,0.00022743385,0.000004176003],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00013474457,0.0005522515,0.045629725,0.0008033354,0.00020284577,0.000016785852,0.007427821,0.8072323,0.11705834,0.0007884077,0.0017655182,0.018387904],"study_design_scores_gemma":[0.00061365,0.000091889306,0.03919067,0.00047146052,0.000090753405,0.000007281556,0.0007346635,0.91462976,0.04096573,0.0020995038,0.00064152817,0.00046314008],"about_ca_topic_score_codex":0.00029931017,"about_ca_topic_score_gemma":0.000011287872,"teacher_disagreement_score":0.16532248,"about_ca_system_score_codex":0.000018434277,"about_ca_system_score_gemma":0.000014881143,"threshold_uncertainty_score":0.3888096},"labels":[],"label_agreement":null},{"id":"W1989035102","doi":"10.1007/s10596-013-9354-2","title":"A solution for the transition zone isosats in two-phase primary drainage in the presence of gravity","year":2013,"lang":"en","type":"article","venue":"Computational Geosciences","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Waterloo","funders":"","keywords":"Mechanics; Shock wave; Relative permeability; Physics; Buoyancy; Conservation of mass; Geotechnical engineering; Geology; Porosity","score_opus":0.012660791574228406,"score_gpt":0.2664842420651705,"score_spread":0.2538234504909421,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1989035102","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.51074755,0.0001988329,0.48723295,0.0013069847,0.000071355644,0.00027307574,0.0000054461907,0.000012536225,0.00015123509],"genre_scores_gemma":[0.9982366,0.0000070658807,0.0015665482,0.00006959502,0.000024608047,0.00006825923,0.000013249486,0.0000021919875,0.000011861272],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.999333,0.000047010417,0.00017129374,0.00009882313,0.0002236449,0.00012622951],"domain_scores_gemma":[0.9993344,0.0005142049,0.000027385024,0.00007500682,0.000035089117,0.0000139176955],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00054345804,0.000054885084,0.00008477902,0.00009217235,0.00008458699,0.000033442273,0.00020372606,0.000015553376,0.0000066581492],"category_scores_gemma":[0.000035075333,0.000032240034,0.00004234141,0.00039747907,0.0001250338,0.00017481258,0.000009104686,0.000072125076,0.0000019009207],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000031098116,0.00004542759,0.000073710056,0.000027004739,0.0000035655103,4.2901036e-7,0.0017062015,0.98985195,0.00029663777,0.00010586713,0.00008876304,0.007797332],"study_design_scores_gemma":[0.0002814766,0.000019076622,0.044021994,0.00001615978,0.000004589202,0.0000013288508,0.00027191307,0.9490001,0.000038131016,0.006247376,0.00005605632,0.000041786894],"about_ca_topic_score_codex":0.0008941597,"about_ca_topic_score_gemma":0.00030109112,"teacher_disagreement_score":0.48748904,"about_ca_system_score_codex":0.000019234822,"about_ca_system_score_gemma":0.000022574715,"threshold_uncertainty_score":0.1351708},"labels":[],"label_agreement":null},{"id":"W1989105620","doi":"10.2118/118858-ms","title":"Propped Fracturing in High Temperature Deep Carbonate Formation","year":2009,"lang":"en","type":"article","venue":"SPE Hydraulic Fracturing Technology Conference","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":13,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Petro-Canada","funders":"","keywords":"Carbonate; Hydraulic fracturing; Geology; Fracture (geology); Materials science; Geotechnical engineering; Composite material; Petroleum engineering; Metallurgy","score_opus":0.005346889802370095,"score_gpt":0.20063118767343283,"score_spread":0.19528429787106272,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1989105620","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9789848,0.0008467159,0.0048717717,0.005513243,0.00028661414,0.00040328916,0.0000036820525,0.00221149,0.006878431],"genre_scores_gemma":[0.9972129,0.0003668836,0.0018184221,0.00025046486,0.00012302517,0.000044763936,0.000033153206,0.00004966332,0.000100712154],"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99752057,0.000043432774,0.0006466156,0.0005565862,0.0003462636,0.00088653323],"domain_scores_gemma":[0.99876857,0.000043563996,0.00012631512,0.0008387157,0.00008341556,0.0001394434],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00021391759,0.0005293252,0.00062841544,0.0012392198,0.00015523848,0.0001267333,0.0007637846,0.00080561556,0.00010766836],"category_scores_gemma":[0.00010764961,0.00049478177,0.000119940305,0.0009832637,0.00011040443,0.00053779734,0.00008853925,0.0016409999,0.0000994783],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000053828426,0.00017008549,0.00081673183,0.00022115282,0.00014854861,0.00047307368,0.0009937652,0.883866,0.030540708,0.00075034035,0.000329923,0.08163581],"study_design_scores_gemma":[0.0026073668,0.00023959763,0.031417213,0.0007809696,0.000121912,0.00020866332,0.00047874908,0.3498578,0.5688865,0.034866486,0.008174334,0.0023603493],"about_ca_topic_score_codex":0.000103024024,"about_ca_topic_score_gemma":0.00026424398,"teacher_disagreement_score":0.5383458,"about_ca_system_score_codex":0.0002681408,"about_ca_system_score_gemma":0.000042632735,"threshold_uncertainty_score":0.9997504},"labels":[],"label_agreement":null},{"id":"W1989166491","doi":"10.2118/0314-0096-jpt","title":"Improved Conductivity and Proppant Applications in the Bakken Formation","year":2014,"lang":"en","type":"article","venue":"Journal of Petroleum Technology","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Hydraulic fracturing; Geology; Petroleum engineering; Unconventional oil; Hydraulic conductivity; Drilling; Fracture (geology); Completion (oil and gas wells); Geotechnical engineering; Mining engineering; Oil shale; Soil science; Engineering; Soil water; Mechanical engineering; Paleontology","score_opus":0.004854862313082203,"score_gpt":0.20529172078571226,"score_spread":0.20043685847263004,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1989166491","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8796809,0.00021040163,0.11806104,0.001692808,0.000035014757,0.00004776098,5.2926686e-7,0.000035522957,0.00023606292],"genre_scores_gemma":[0.9995274,0.00006106503,0.00032843385,0.000013784461,0.00004663823,0.000010403691,4.2167662e-7,0.000004726759,0.0000071401446],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99956536,0.00002465953,0.00020267646,0.000044048964,0.00006457502,0.00009865129],"domain_scores_gemma":[0.99970204,0.000040544695,0.00007868176,0.00013453145,0.000026975546,0.00001722545],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003670504,0.000057321355,0.00014134594,0.00027214407,0.000033139953,0.000014114315,0.00016311486,0.00008152681,0.0000018895305],"category_scores_gemma":[0.000047434198,0.00003063891,0.000031988602,0.00016454069,0.00004282369,0.00010236834,0.000013659638,0.0003174157,8.043008e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000068760426,0.00061335374,0.032906953,0.0008913037,0.0006689469,0.0000416891,0.003455226,0.39029372,0.3002283,0.005745285,0.0014143862,0.26367208],"study_design_scores_gemma":[0.0018683297,0.00047163822,0.013566699,0.00007127124,0.0001917641,0.0006643115,0.003911589,0.8594825,0.04190722,0.016732855,0.060719777,0.0004120113],"about_ca_topic_score_codex":0.0000044418366,"about_ca_topic_score_gemma":0.000038993414,"teacher_disagreement_score":0.4691888,"about_ca_system_score_codex":0.000025431033,"about_ca_system_score_gemma":0.0000044977537,"threshold_uncertainty_score":0.13790308},"labels":[],"label_agreement":null},{"id":"W1989202288","doi":"10.2118/132755-pa","title":"Fully Coupled Numerical Modelling of Ground Surface Uplift in Steam Injection","year":2010,"lang":"en","type":"article","venue":"Journal of Canadian Petroleum Technology","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Waterloo","funders":"","keywords":"Biot number; Geomechanics; Steam injection; Consolidation (business); Terzaghi's principle; Poromechanics; Geology; Geotechnical engineering; Pore water pressure; Mechanics; Petroleum engineering; Finite element method; Enhanced oil recovery; Discontinuity (linguistics); Porous medium; Engineering; Porosity; Structural engineering","score_opus":0.006544721409838305,"score_gpt":0.18981782638780584,"score_spread":0.18327310497796753,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1989202288","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.97914,0.00033593999,0.01864764,0.0008602967,0.0003662581,0.000025712361,0.0000023308214,0.000036685655,0.0005851785],"genre_scores_gemma":[0.9982743,0.00010857997,0.001460561,0.0000128763995,0.00007040256,8.7045447e-7,8.5741993e-7,0.00002218576,0.000049352464],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.998895,0.000011952295,0.0005099835,0.00009568509,0.00016837103,0.00031902303],"domain_scores_gemma":[0.9993217,0.000028031265,0.00013937792,0.00020430076,0.00012469428,0.00018192347],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00030592908,0.00012413684,0.00038924447,0.0026168134,0.000033556775,0.000012839516,0.00029003114,0.00033885695,0.000045516266],"category_scores_gemma":[0.000053582506,0.00011919545,0.00009277956,0.0011785763,0.000060057195,0.00010329377,0.000011220893,0.0011429833,0.0000044814656],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000008206761,0.000014178002,0.002567536,0.000015878153,0.00006391165,0.000059430156,0.000044983855,0.993206,0.0034197213,0.00004596309,0.000107884145,0.00044630383],"study_design_scores_gemma":[0.0004701327,0.00013985888,0.00084610406,0.000037721307,0.000038371432,0.00030151903,0.00021696737,0.9864586,0.0022418054,0.0003687819,0.008715678,0.00016447896],"about_ca_topic_score_codex":0.029037353,"about_ca_topic_score_gemma":0.122023605,"teacher_disagreement_score":0.09298625,"about_ca_system_score_codex":0.00017688415,"about_ca_system_score_gemma":0.00020239469,"threshold_uncertainty_score":0.9774284},"labels":[],"label_agreement":null},{"id":"W1989306266","doi":"10.2118/171577-ms","title":"Effect of Fracture Surface Roughness and Shear Displacement on Permeability and Proppant Transportation in a Single Fracture","year":2014,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":15,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"Natural Sciences and Engineering Research Council of Canada; Government of Alberta","keywords":"Permeability (electromagnetism); Hydraulic fracturing; Surface finish; Materials science; Geotechnical engineering; Surface roughness; Fracture (geology); Geology; Shear (geology); Rheology; Petroleum engineering; Composite material","score_opus":0.0034231726490477924,"score_gpt":0.21016711491466927,"score_spread":0.20674394226562148,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1989306266","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9936021,0.00013574774,0.0055310316,0.00021684145,0.000021614918,0.00018627061,0.0000029975747,0.000044873654,0.0002585198],"genre_scores_gemma":[0.9997642,0.00002604939,0.00010275906,0.000034996512,0.000014000454,0.000005666847,0.000012006185,0.00001346092,0.000026878297],"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","domain_scores_codex":[0.99926525,0.00007516305,0.00018584532,0.00019068818,0.00014336337,0.00013971164],"domain_scores_gemma":[0.99958223,0.00017028674,0.00002375922,0.00015519936,0.000011705559,0.000056831195],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00033411544,0.00015128424,0.0002777121,0.000047509144,0.000024835566,0.000015201022,0.00004032919,0.00010625377,0.000029418035],"category_scores_gemma":[0.000029362382,0.00010049729,0.00003734146,0.00008521329,0.000033084434,0.00006686396,0.0000036967579,0.00016925375,8.070392e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00008319864,0.000056129968,0.019108435,0.00075464085,0.00003372356,0.0000015932615,0.000953444,0.9741651,0.0024214024,0.00000309114,0.00003695781,0.0023823136],"study_design_scores_gemma":[0.0021236446,0.0011767413,0.4530582,0.00031259985,0.00014737555,0.0000016934748,0.00015809266,0.3789676,0.16046578,0.00006049065,0.0030265916,0.0005011582],"about_ca_topic_score_codex":0.00026677104,"about_ca_topic_score_gemma":0.00020046445,"teacher_disagreement_score":0.59519744,"about_ca_system_score_codex":0.00002693366,"about_ca_system_score_gemma":0.0000028284835,"threshold_uncertainty_score":0.40981603},"labels":[],"label_agreement":null},{"id":"W1990010987","doi":"10.2118/80912-ms","title":"New Hydraulic Fracturing-Fluid Technology Increases Production in the Barnett Shale and Reduces Impact on the Environment","year":2003,"lang":"en","type":"article","venue":"SPE Production and Operations Symposium","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":10,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Federated Co-operatives (Canada)","funders":"","keywords":"Hydraulic fracturing; Fracturing fluid; Petroleum engineering; Reuse; Produced water; Oil shale; Completion (oil and gas wells); Environmental science; Volume (thermodynamics); Geology; Waste management; Engineering","score_opus":0.006203350109229738,"score_gpt":0.20947385527289228,"score_spread":0.20327050516366255,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1990010987","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.96750724,0.0014477578,0.0002260725,0.02924679,0.00015963845,0.00037333393,0.0000012463607,0.000075530275,0.00096241303],"genre_scores_gemma":[0.99677366,0.0019119313,0.00020233206,0.00007422256,0.0001988239,0.000055038836,0.0000048800075,0.000014800612,0.0007643292],"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.999126,0.00009715647,0.00018051262,0.00029161343,0.00013467537,0.00017005253],"domain_scores_gemma":[0.9995439,0.00002930493,0.000018142746,0.00034945318,0.000013070625,0.000046112254],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000332595,0.00016570148,0.00012494494,0.0001871248,0.00029291917,0.00009991978,0.00009333259,0.00007192903,0.000076490716],"category_scores_gemma":[0.00014212533,0.00009263345,0.000032830234,0.00028180302,0.00007707552,0.00015585772,0.000014940515,0.000255782,0.000018154517],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000006743671,0.000072629926,0.00092454226,0.000013833788,0.000056007182,0.0000014544931,0.000977123,0.9740045,0.01931891,0.00020235164,0.0030367365,0.0013851448],"study_design_scores_gemma":[0.0007594646,0.0005009699,0.02054314,0.00021098269,0.00029548828,0.00060211023,0.004296138,0.032442622,0.8730403,0.0016384037,0.06441681,0.0012535598],"about_ca_topic_score_codex":0.00015350102,"about_ca_topic_score_gemma":0.00005858653,"teacher_disagreement_score":0.9415619,"about_ca_system_score_codex":0.000052510644,"about_ca_system_score_gemma":0.000020730231,"threshold_uncertainty_score":0.37774822},"labels":[],"label_agreement":null},{"id":"W1990380138","doi":"10.2118/168140-ms","title":"The Time-Dependent Permeability Damage Caused by Fracture Fluid","year":2014,"lang":"en","type":"article","venue":"SPE International Symposium and Exhibition on Formation Damage Control","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":62,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Encana (Canada)","funders":"","keywords":"Permeability (electromagnetism); Spark plug; Relative permeability; Imbibition; Petroleum engineering; Geology; Hydraulic fracturing; Fluid dynamics; Saturation (graph theory); Geotechnical engineering; Porosity; Mechanics; Chemistry; Engineering","score_opus":0.002765176448473378,"score_gpt":0.1929614935564783,"score_spread":0.19019631710800491,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1990380138","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.47015893,0.0003665118,0.33113363,0.067933835,0.001927742,0.0012506809,0.0005574879,0.00129992,0.12537126],"genre_scores_gemma":[0.9973735,0.00018348517,0.000012288764,0.00077279017,0.00022497909,0.000029509338,0.00024845073,0.000019047666,0.001135954],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9987944,0.000093269526,0.00033642718,0.00017593546,0.00040008986,0.00019990129],"domain_scores_gemma":[0.9992715,0.00019220676,0.000077907454,0.0002480242,0.00010956352,0.000100776786],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004409289,0.00018220067,0.0001582865,0.000068300076,0.00028108605,0.00026074465,0.00020511335,0.00010184121,0.00024114415],"category_scores_gemma":[0.00006976291,0.0001324822,0.00009264365,0.00005895287,0.00005690581,0.0004110285,0.000021678637,0.00021713432,0.0002202553],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00015592483,0.00012616956,0.00026113435,0.000074117175,0.000336118,0.0000041583253,0.00063876895,0.87257916,0.06356975,0.0006484669,0.054199528,0.0074067316],"study_design_scores_gemma":[0.0012764604,0.000056629542,0.0009000748,0.000028776729,0.00003311533,0.000003811378,0.000050994877,0.85709167,0.009496175,0.00037792523,0.13046946,0.00021491588],"about_ca_topic_score_codex":0.000019369369,"about_ca_topic_score_gemma":0.000018759489,"teacher_disagreement_score":0.5272146,"about_ca_system_score_codex":0.00011130713,"about_ca_system_score_gemma":0.0000047532935,"threshold_uncertainty_score":0.5402467},"labels":[],"label_agreement":null},{"id":"W1990713127","doi":"10.2118/109824-pa","title":"Completion Design for a Highly Compacting Deepwater Field","year":2009,"lang":"en","type":"article","venue":"SPE Drilling & Completion","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"ConocoPhillips (Canada)","funders":"Devon Energy Corporation; University of Southern California; ConocoPhillips","keywords":"Geology; Inflow; Subsea; Perforation; Petroleum engineering; Compaction; Permeability (electromagnetism); Completion (oil and gas wells); Geotechnical engineering; Materials science; Oceanography; Chemistry","score_opus":0.026713714002456746,"score_gpt":0.24875188486702038,"score_spread":0.22203817086456362,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1990713127","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.10545558,0.000109917564,0.8916629,0.0008465625,0.0002904225,0.00023448358,0.0000034178543,0.0004576042,0.00093910855],"genre_scores_gemma":[0.97973186,0.00003366106,0.019441668,0.00022041121,0.00039998296,0.0000112728085,0.00007898389,0.000026351261,0.000055828696],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9988969,0.000039553528,0.00030284072,0.00021825671,0.00018720071,0.00035522773],"domain_scores_gemma":[0.99932015,0.0002545125,0.000052622494,0.00021990467,0.00007079,0.000082033715],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00028459242,0.00019282215,0.0002905496,0.00015204694,0.00021100744,0.000087916516,0.00014177959,0.000099514466,0.000047940135],"category_scores_gemma":[0.000063480125,0.00018203084,0.00015441597,0.00015737696,0.000013147643,0.00010973466,0.000008271941,0.00017395722,0.0000422507],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000034121313,0.000023934763,0.000108154636,0.000042249798,0.00004940232,0.0000023659645,0.0002036124,0.97778296,0.0146702705,0.00009661823,0.0028398926,0.004146392],"study_design_scores_gemma":[0.00045574337,0.00016846541,0.002255285,0.00008927748,0.00006241248,0.00000768773,0.000033031658,0.94833636,0.030373698,0.001682643,0.016207157,0.00032822634],"about_ca_topic_score_codex":0.000042623004,"about_ca_topic_score_gemma":0.000010366261,"teacher_disagreement_score":0.8742763,"about_ca_system_score_codex":0.00008583831,"about_ca_system_score_gemma":0.000006151644,"threshold_uncertainty_score":0.7423002},"labels":[],"label_agreement":null},{"id":"W1990892837","doi":"10.2118/161770-pa","title":"Pore Pressure Modelling and Stress-Faulting-Regime Determination of the Montney Shale in the Western Canada Sedimentary Basin","year":2013,"lang":"en","type":"article","venue":"Journal of Canadian Petroleum Technology","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Calgary","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Geology; Oil shale; Overpressure; Compaction; Sedimentary rock; Geotechnical engineering; Well logging; Structural basin; Geomechanics; Sedimentary depositional environment; Petroleum engineering; Seismology; Geomorphology; Geochemistry; Paleontology","score_opus":0.004103226676338398,"score_gpt":0.16972635530744734,"score_spread":0.16562312863110895,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1990892837","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9855931,0.0012180643,0.00044808455,0.012243077,0.00010574273,0.00007654054,0.000022218783,0.000008413021,0.00028476524],"genre_scores_gemma":[0.9994716,0.000071246184,0.00015182284,0.00015918908,0.00003615228,0.0000040278833,0.0000013925145,0.000011066278,0.000093527306],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9991676,0.000035186502,0.00031042736,0.00007177753,0.0001961373,0.00021887195],"domain_scores_gemma":[0.9994918,0.00003928937,0.00012958386,0.00020017584,0.000059924245,0.00007921891],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00015581594,0.00010120485,0.00020360592,0.0006308872,0.000052473362,0.000019433024,0.00039596052,0.00012000336,0.000010463957],"category_scores_gemma":[0.000023776525,0.00006439743,0.000044990054,0.00032745372,0.000051506206,0.0000970799,0.000018366303,0.00044486806,2.0814079e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000026178645,0.00001125181,0.056134827,0.000068852656,0.00010953278,0.000089421505,0.00042316195,0.9379151,0.00010963744,0.0000069309885,0.0022964317,0.0028322374],"study_design_scores_gemma":[0.0009506121,0.000102593774,0.044207405,0.00042278576,0.00024613805,0.00056813465,0.002606584,0.87443477,0.0037421274,0.00040361774,0.07195903,0.00035617323],"about_ca_topic_score_codex":0.8123154,"about_ca_topic_score_gemma":0.94299585,"teacher_disagreement_score":0.13068044,"about_ca_system_score_codex":0.00011724703,"about_ca_system_score_gemma":0.00018312066,"threshold_uncertainty_score":0.2626051},"labels":[],"label_agreement":null},{"id":"W1990970172","doi":"10.2118/138400-pa","title":"Simulation Analysis of the Effects of Fractures? Geometrical Properties on the Performance of Vapour Extraction Process","year":2010,"lang":"en","type":"article","venue":"Journal of Canadian Petroleum Technology","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"Sharif University of Technology; Heriot-Watt University; University of Calgary","keywords":"Discontinuity (linguistics); Fracture (geology); Dispersion (optics); Geology; Process (computing); Petroleum engineering; Extraction (chemistry); Materials science; Mechanics; Geotechnical engineering; Computer science; Mathematics; Chemistry; Physics; Optics","score_opus":0.0044314670351420235,"score_gpt":0.21173195394983732,"score_spread":0.2073004869146953,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1990970172","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9984402,0.00022016601,0.00019891783,0.00076312874,0.00018652409,0.000051734354,0.0000027478281,0.000009584706,0.00012701542],"genre_scores_gemma":[0.9998342,0.000054829976,0.000024721781,0.00001580667,0.000035472953,0.0000023795328,3.254852e-7,0.000010015418,0.00002224298],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9990055,0.000026990338,0.00043495756,0.00006688072,0.00030253144,0.00016312595],"domain_scores_gemma":[0.9987833,0.00022732746,0.00039809843,0.00029896785,0.00023296363,0.00005934519],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00026392116,0.00010241543,0.00037206773,0.003898076,0.00005529424,0.000006292293,0.00040921668,0.00021722668,0.000025447021],"category_scores_gemma":[0.0008696762,0.000054843083,0.00021274321,0.002863284,0.000119258126,0.00006922546,0.000010096712,0.000738835,4.3314085e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000014465482,0.000022662325,0.0092363395,0.0000982338,0.0006135073,0.0000022134095,0.00007402465,0.9703437,0.018074516,0.000011123076,0.00002674968,0.0014824508],"study_design_scores_gemma":[0.00025037088,0.00027494752,0.07983621,0.00014277331,0.00095413596,0.000013309886,0.000116252944,0.5263864,0.39055386,0.000037349833,0.0013209671,0.000113430506],"about_ca_topic_score_codex":0.0009966047,"about_ca_topic_score_gemma":0.006389149,"teacher_disagreement_score":0.44395733,"about_ca_system_score_codex":0.000059048914,"about_ca_system_score_gemma":0.00010709586,"threshold_uncertainty_score":0.3565295},"labels":[],"label_agreement":null},{"id":"W1990995669","doi":"10.2118/124666-ms","title":"Managing Drilling Risk in a Mature North Sea Field","year":2009,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":16,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Apache (Canada)","funders":"","keywords":"Drilling; Overburden; Geomechanics; Measurement while drilling; Petroleum engineering; Geology; Drilling fluid; Completion (oil and gas wells); Mining engineering; Borehole; Engineering; Geotechnical engineering; Mechanical engineering","score_opus":0.003375870542105612,"score_gpt":0.19278057604580998,"score_spread":0.18940470550370436,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1990995669","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.85388446,0.0006453541,0.06698024,0.0013549717,0.00012708073,0.00007436805,0.000001507418,0.0005477255,0.07638432],"genre_scores_gemma":[0.9979951,0.00036694726,0.00097226904,0.00021494181,0.00006915859,0.0000013059887,0.000003608422,0.000008520123,0.0003681629],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9994658,0.00000795099,0.00012587947,0.00011108301,0.00008700369,0.00020223086],"domain_scores_gemma":[0.9997357,0.000029920131,0.000010408239,0.00017018757,0.0000062131535,0.000047583577],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00006331331,0.00009427719,0.00012428698,0.00013033663,0.000032292413,0.000027287471,0.0000988936,0.00006279295,0.000076433855],"category_scores_gemma":[0.000014754627,0.00007811448,0.000059550413,0.00025023066,0.000002802672,0.000063028005,0.000008139818,0.00028859315,0.000034803033],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000020785967,0.000006832349,0.012843238,0.000013783784,0.000019963589,0.000024503539,0.00015797887,0.96674246,0.000011075738,0.0000062906224,0.001373295,0.018798504],"study_design_scores_gemma":[0.00016503771,0.000015448477,0.035849135,0.00003337751,0.000019224126,0.0000020214864,0.00006097578,0.95819354,0.0010894404,0.0004399692,0.003929922,0.0002019019],"about_ca_topic_score_codex":0.00023937061,"about_ca_topic_score_gemma":0.0008318568,"teacher_disagreement_score":0.14411065,"about_ca_system_score_codex":0.000022209782,"about_ca_system_score_gemma":0.000002307057,"threshold_uncertainty_score":0.3185416},"labels":[],"label_agreement":null},{"id":"W1991027230","doi":"10.2118/86476-ms","title":"Scale Control Within North Sea Chalk/Limestone Reservoirs. The Challenge of Understanding and Optimizing Chemical Placement Methods and Retention Mechanism: - Laboratory to Field","year":2004,"lang":"en","type":"article","venue":"SPE International Symposium and Exhibition on Formation Damage Control","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":29,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Nalcor Energy (Canada)","funders":"","keywords":"Carbonate; Phosphonate; Polymer; Scale (ratio); Environmental science; Chemical engineering; Chemistry; Petroleum engineering; Geology; Engineering; Organic chemistry","score_opus":0.012608988136177031,"score_gpt":0.24876894846371284,"score_spread":0.2361599603275358,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1991027230","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.37112734,0.00011899456,0.60908514,0.017663287,0.00021071793,0.0004226388,0.00007596439,0.00008269332,0.0012132092],"genre_scores_gemma":[0.9972761,0.00027862142,0.0019579427,0.00032619058,0.00007108422,0.000029832518,0.000031510353,0.000012504097,0.000016207905],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9990679,0.00006106293,0.000328898,0.00016697432,0.00024328897,0.00013189804],"domain_scores_gemma":[0.99949884,0.000107510365,0.00009803609,0.00012369677,0.00008449543,0.0000874262],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00046854065,0.00014112474,0.00019004023,0.00013601838,0.00012028519,0.00007745881,0.000083534724,0.00007761658,0.000014082922],"category_scores_gemma":[0.000040269795,0.000105541745,0.00004228908,0.000095582036,0.00004208197,0.00030350022,0.00003116965,0.00016397258,0.0000020813302],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0008305548,0.0001543374,0.00023032702,0.0004219182,0.00065427314,0.000011105762,0.008807393,0.77689284,0.19682781,0.012896756,0.00023218789,0.0020405008],"study_design_scores_gemma":[0.007942102,0.0005700493,0.00031853697,0.00055352494,0.00022850503,0.00002628562,0.0023063195,0.76274043,0.2182821,0.0061124554,0.00036119396,0.0005585029],"about_ca_topic_score_codex":0.00003009278,"about_ca_topic_score_gemma":0.00004549423,"teacher_disagreement_score":0.62614876,"about_ca_system_score_codex":0.00012482685,"about_ca_system_score_gemma":0.000007837013,"threshold_uncertainty_score":0.43038675},"labels":[],"label_agreement":null},{"id":"W1991458255","doi":"10.2118/149400-pa","title":"Effect of Completion Heterogeneity in a Horizontal Well With Multiple Fractures on the Long-Term Forecast in Shale-Gas Reservoirs","year":2013,"lang":"en","type":"article","venue":"Journal of Canadian Petroleum Technology","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":25,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Nalcor Energy (Canada); University of Calgary","funders":"University of British Columbia; Alberta Innovates - Technology Futures; University of Southern California","keywords":"Shale gas; Completion (oil and gas wells); Hydraulic fracturing; Petroleum engineering; Oil shale; Fracture (geology); Homogeneous; Geology; Drilling; Exponent; Directional drilling; Tight gas; Flow (mathematics); Production (economics); Work (physics); Geotechnical engineering; Mathematics; Engineering; Geometry","score_opus":0.005151294496120614,"score_gpt":0.20370208460432543,"score_spread":0.1985507901082048,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1991458255","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9969716,0.00026030643,0.00009381956,0.0020611961,0.000061005645,0.00014115202,0.0000051589273,0.000018119617,0.00038764873],"genre_scores_gemma":[0.9997784,0.000067687884,0.00004004887,0.000027549357,0.000035715813,0.000017828743,0.00000249277,0.000023210985,0.000007076096],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99878997,0.00008978248,0.00041316287,0.0001210645,0.00021040541,0.00037563202],"domain_scores_gemma":[0.99921745,0.0001746018,0.00014368298,0.00028088552,0.000052034764,0.00013132022],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00038044786,0.00018218013,0.00045718253,0.0026997686,0.00003925205,0.00002102732,0.0004113109,0.00022211845,0.000062626554],"category_scores_gemma":[0.00010654735,0.00011308615,0.00010677694,0.0006847353,0.00010342193,0.00009068477,0.000017932096,0.00082512887,0.00000910274],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00015734558,0.000046587207,0.65951073,0.00010162168,0.00019848303,0.00041501506,0.000094270465,0.33314568,0.0019290015,0.000010937275,0.0005565023,0.0038337929],"study_design_scores_gemma":[0.004508918,0.004347772,0.81874865,0.0010181629,0.00010839786,0.0006462395,0.00026468717,0.076303415,0.09126315,0.00013669275,0.0020648884,0.0005890375],"about_ca_topic_score_codex":0.022425044,"about_ca_topic_score_gemma":0.52507865,"teacher_disagreement_score":0.5026536,"about_ca_system_score_codex":0.0003131801,"about_ca_system_score_gemma":0.000052396637,"threshold_uncertainty_score":0.9840847},"labels":[],"label_agreement":null},{"id":"W1991701757","doi":"10.2118/117681-ms","title":"Simulation of a SAGD Well Blowout Using a Reservoir/Wellbore Coupled Simulator","year":2008,"lang":"en","type":"article","venue":"International Thermal Operations and Heavy Oil Symposium","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Annulus (botany); Petroleum engineering; Casing; Wellbore; Steam injection; Completion (oil and gas wells); Wellhead; Injection well; Well control; Oil well; Flow (mathematics); Engineering; Mechanics; Mechanical engineering; Drilling; Materials science","score_opus":0.01623691361751568,"score_gpt":0.25624070896468587,"score_spread":0.2400037953471702,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1991701757","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.989229,0.00027361498,0.0068253838,0.00036924102,0.00021961103,0.00005830144,0.00002303184,0.00007419467,0.0029275704],"genre_scores_gemma":[0.9977408,0.00022968283,0.0005052039,0.000052781135,0.00021249207,0.000007742099,0.000035884696,0.00002683653,0.0011885775],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9990247,0.000026297206,0.00035975617,0.00016935637,0.00026465804,0.00015525124],"domain_scores_gemma":[0.99944437,0.00008640912,0.00003505106,0.00017089902,0.00018326662,0.00008003008],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00009955794,0.00015041899,0.00020220732,0.00016269919,0.00018982409,0.00004456729,0.00014578922,0.000092374976,0.00020352329],"category_scores_gemma":[0.000024194258,0.00013627768,0.00009145737,0.00013369271,0.000071802875,0.0002449626,0.00003726266,0.00013102566,0.000013819769],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000316947,0.000045085315,0.0006516689,0.000024947654,0.0001333608,0.0000069957755,0.00066331145,0.9812471,0.01708571,0.00003116023,0.000019384923,0.000059532544],"study_design_scores_gemma":[0.0004110705,0.000020334135,0.00056849344,0.000043621858,0.00003093061,0.000008751324,0.000035983194,0.99250513,0.0038273034,0.000005074098,0.0023945365,0.00014877363],"about_ca_topic_score_codex":0.0003170601,"about_ca_topic_score_gemma":0.00006200818,"teacher_disagreement_score":0.013258408,"about_ca_system_score_codex":0.00005921841,"about_ca_system_score_gemma":0.000035269528,"threshold_uncertainty_score":0.5557242},"labels":[],"label_agreement":null},{"id":"W1991756872","doi":"10.1115/imece2005-81726","title":"Modeling Horizontal Well Oil Production Using Modified Brinkman’s Model","year":2005,"lang":"en","type":"article","venue":"Applied Mechanics","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Dalhousie University","funders":"","keywords":"Darcy–Weisbach equation; Mechanics; Pressure drop; Darcy's law; Porous medium; Viscosity; Flow (mathematics); Fluid dynamics; Pipe flow; Darcy number; Pressure gradient; Volumetric flow rate; Geology; Materials science; Porosity; Geotechnical engineering; Thermodynamics; Physics; Natural convection; Heat transfer","score_opus":0.01603168520569175,"score_gpt":0.21035720453738094,"score_spread":0.19432551933168918,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1991756872","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.23164771,0.00015165968,0.76007754,0.00006390839,0.00020459616,0.000072069786,0.0000019908048,0.0005088513,0.00727169],"genre_scores_gemma":[0.98191994,0.00018030204,0.016957488,0.00003854149,0.00047122696,0.000020415133,0.0000129223245,0.00007634298,0.00032280842],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99872607,0.000006857514,0.000286016,0.00032835308,0.0002707251,0.0003819615],"domain_scores_gemma":[0.9994362,0.000005057778,0.000027795608,0.00038754233,0.000033370627,0.00011003707],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00018615376,0.00023356365,0.00024001722,0.00013677268,0.00013220489,0.000045087716,0.00018281024,0.00016959824,0.000018809025],"category_scores_gemma":[0.000005771566,0.00024181204,0.00009999777,0.00018718907,0.0000062088397,0.00015761396,0.000048675964,0.00031242453,0.00007037566],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000007961246,0.000022354894,4.7817974e-8,0.000041082832,0.00005589317,8.6918965e-7,0.00014668771,0.9620608,0.028299194,0.00079689384,0.00007999133,0.008488193],"study_design_scores_gemma":[0.0001814563,0.0000037774969,2.2782215e-8,0.000014720271,0.00007368204,0.000005925101,0.00007379084,0.9655811,0.032504972,0.0010439478,0.00023810234,0.00027847278],"about_ca_topic_score_codex":0.00003668042,"about_ca_topic_score_gemma":0.0000538157,"teacher_disagreement_score":0.7502722,"about_ca_system_score_codex":0.00017106735,"about_ca_system_score_gemma":0.000022950568,"threshold_uncertainty_score":0.9860809},"labels":[],"label_agreement":null},{"id":"W1991897192","doi":"10.2118/166176-ms","title":"Production Analysis in the Barnett Shale – Field Example for Reservoir Characterization Using Public Data","year":2013,"lang":"en","type":"article","venue":"SPE Annual Technical Conference and Exhibition","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":10,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"ConocoPhillips (Canada)","funders":"ConocoPhillips","keywords":"Oil shale; Wellhead; Geology; Petroleum engineering; Reservoir modeling; Reservoir simulation; Permeability (electromagnetism); Hydraulic fracturing; Fracture (geology); Economic geology; Hydrogeology; Environmental geology; Reservoir engineering; Geotechnical engineering; Mining engineering; Petrology; Petroleum; Paleontology","score_opus":0.06671220286451082,"score_gpt":0.2811245374742783,"score_spread":0.21441233460976747,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1991897192","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8666671,0.000046122706,0.12879805,0.0035401073,0.00004739369,0.00041993812,0.000053662676,0.00011802785,0.0003095721],"genre_scores_gemma":[0.9981223,0.000118512085,0.000546766,0.00009611328,0.00012973796,0.000058852384,0.00088115496,0.000008878938,0.000037725666],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9990759,0.00004695095,0.00023472824,0.00029147728,0.000143717,0.00020724269],"domain_scores_gemma":[0.99927926,0.00007008976,0.000036532507,0.00047227615,0.000098363525,0.000043460557],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004096787,0.00010935999,0.0001753817,0.00020219717,0.000098194236,0.00015572934,0.00025358304,0.00011740222,0.000084673],"category_scores_gemma":[0.00015124895,0.000081810096,0.000047454712,0.0005959295,0.000034086755,0.00078982115,0.00006314601,0.00017146525,0.000004771647],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00022779129,0.0014070264,0.043749414,0.001977852,0.0021342074,0.000030309517,0.0085136015,0.11004501,0.5584581,0.0051382924,0.065132864,0.20318554],"study_design_scores_gemma":[0.00036278248,0.00014491001,0.067408055,0.00009401103,0.0004010007,0.0000135209,0.0012012305,0.914904,0.0037998073,0.0030870175,0.008039739,0.0005439203],"about_ca_topic_score_codex":0.0005451048,"about_ca_topic_score_gemma":0.0005655171,"teacher_disagreement_score":0.804859,"about_ca_system_score_codex":0.000020736963,"about_ca_system_score_gemma":0.0000130959625,"threshold_uncertainty_score":0.3336119},"labels":[],"label_agreement":null},{"id":"W1992014549","doi":"10.2118/100427-ms","title":"Reservoir Permeability: Innovative Measurement Based on Novel Concept","year":2006,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Dalhousie University","funders":"","keywords":"Permeability (electromagnetism); Fluid dynamics; Conical surface; Geology; Mechanics; Flow (mathematics); Wellbore; Petroleum engineering; Darcy's law; Porosity; Porous medium; Geotechnical engineering; Geometry; Mathematics; Physics; Chemistry","score_opus":0.018984732677918767,"score_gpt":0.22067315003835994,"score_spread":0.20168841736044119,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1992014549","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.169226,0.00014095908,0.4663853,0.0022819703,0.00036552025,0.00038845572,0.000028238146,0.0013675881,0.35981596],"genre_scores_gemma":[0.9978348,5.9463895e-7,0.0011638524,0.00018413413,0.0001238414,0.000019479869,0.000018421917,0.000025436197,0.0006294444],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99868697,0.000022912607,0.0002593116,0.00022152945,0.0005418771,0.00026738734],"domain_scores_gemma":[0.99926794,0.000052520703,0.000021223725,0.00038751974,0.00021835507,0.00005242696],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00032754103,0.00017818272,0.00019667849,0.000144084,0.00006837039,0.00003473255,0.00015386181,0.00007959602,0.0003354801],"category_scores_gemma":[0.000075390286,0.00013986744,0.00008322044,0.000533274,0.0000482485,0.00005585284,0.000015056771,0.00019715521,0.000051821567],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000063660254,0.00009063319,0.00030793517,0.000022745351,0.000036036006,0.0000021588783,0.00003364408,0.9884148,0.0034786263,0.00012454344,0.0071870424,0.00029546826],"study_design_scores_gemma":[0.00081943255,0.000060252114,0.009421014,0.00004755357,0.000020318486,5.7455526e-7,0.00007012024,0.905167,0.059735864,0.0001114532,0.02418644,0.00035999843],"about_ca_topic_score_codex":0.00037608523,"about_ca_topic_score_gemma":0.00013832515,"teacher_disagreement_score":0.8286088,"about_ca_system_score_codex":0.00023100569,"about_ca_system_score_gemma":0.000032914068,"threshold_uncertainty_score":0.57036287},"labels":[],"label_agreement":null},{"id":"W1992683908","doi":"10.2118/162845-ms","title":"Using Microseismicity to Understand Subsurface Fracture Systems and Increase the Effectiveness of Completions: Eagle Ford Shale, TX","year":2012,"lang":"en","type":"article","venue":"SPE Canadian Unconventional Resources Conference","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Microsemi (Canada)","funders":"","keywords":"Microseism; Geology; Hydraulic fracturing; Seismology; Fracture (geology); Oil shale; Fault (geology); Focal mechanism; Tectonics; Source rock; Petrology; Shale gas; Petroleum engineering; Mining engineering; Geotechnical engineering; Paleontology","score_opus":0.03066656086009047,"score_gpt":0.2415394066761448,"score_spread":0.2108728458160543,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1992683908","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9750293,0.0018885642,0.020247594,0.0001226879,0.00013708003,0.00026083956,0.00013814984,0.000023937568,0.0021518616],"genre_scores_gemma":[0.999537,0.000022465729,0.00012792449,0.00006646868,0.000065975495,0.0000062187582,0.000025939918,0.000017222479,0.00013081016],"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","domain_scores_codex":[0.9989143,0.00017965272,0.000205938,0.000153129,0.00019986228,0.00034710832],"domain_scores_gemma":[0.9988549,0.00035269704,0.00004548572,0.00021037669,0.00009982154,0.00043673554],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005954467,0.00016057392,0.00023937508,0.0001655517,0.00019376293,0.00007705549,0.00018627409,0.000089510075,0.00010947073],"category_scores_gemma":[0.00010055734,0.00013016966,0.00007165026,0.0002249085,0.00012216506,0.00009686841,0.000028849996,0.00017453982,0.0000110198],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000082630366,0.000043576005,0.04604583,0.00095708616,0.00054944714,0.000013934902,0.002096483,0.94223547,0.003811498,0.0031193045,0.0008238947,0.00022084844],"study_design_scores_gemma":[0.0019456114,0.00014400722,0.4899949,0.003309099,0.00062493957,0.00022576512,0.009470902,0.3172921,0.00442195,0.0026768395,0.16794245,0.0019514438],"about_ca_topic_score_codex":0.12097478,"about_ca_topic_score_gemma":0.016787976,"teacher_disagreement_score":0.6249434,"about_ca_system_score_codex":0.00021918694,"about_ca_system_score_gemma":0.000108083834,"threshold_uncertainty_score":0.93680847},"labels":[],"label_agreement":null},{"id":"W1992744454","doi":"10.2118/161177-ms","title":"Analysis of Flow and the Presence of Fractures and Hot Streaks in Waterflood Field Cases","year":2012,"lang":"en","type":"article","venue":"SPE Canadian Unconventional Resources Conference","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":9,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Geology; Permeability (electromagnetism); Fluid pressure; Petrology; Flow (mathematics); Sedimentary rock; Structural basin; Geotechnical engineering; Petroleum engineering; Mechanics; Geomorphology; Geochemistry; Physics","score_opus":0.009413655259607428,"score_gpt":0.2149294506761881,"score_spread":0.20551579541658066,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1992744454","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9956062,0.0019566799,0.0001854639,0.00023712698,0.00003297414,0.000060356404,0.00005303235,0.0000057648112,0.0018624385],"genre_scores_gemma":[0.9995749,0.00020024143,0.00005710575,0.000039246726,0.00002272919,0.0000048002653,0.000014218649,0.000004892386,0.000081861755],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9992799,0.00005146381,0.00021917967,0.0001034841,0.00014480652,0.00020113423],"domain_scores_gemma":[0.9991552,0.00044902586,0.000043736327,0.00015214049,0.00003966071,0.0001602202],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00022763929,0.00009790075,0.0002706598,0.00036583096,0.000035343775,0.000020279007,0.00012095616,0.0000658782,0.00027568132],"category_scores_gemma":[0.00017515795,0.00006943881,0.000076950244,0.00028234717,0.00016765596,0.00006747464,0.000022661596,0.0001209145,6.031466e-7],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00021521423,0.00007552303,0.58542997,0.00046366118,0.0040604714,0.000054437583,0.014391871,0.37026232,0.00032532171,0.002745357,0.00047162155,0.021504195],"study_design_scores_gemma":[0.0012958427,0.00006481818,0.6439607,0.00030357562,0.001241772,0.000018923796,0.0023168696,0.34108433,0.004076697,0.0007915244,0.004398048,0.0004468458],"about_ca_topic_score_codex":0.08934267,"about_ca_topic_score_gemma":0.20507696,"teacher_disagreement_score":0.1157343,"about_ca_system_score_codex":0.000017310242,"about_ca_system_score_gemma":0.000035422043,"threshold_uncertainty_score":0.91672146},"labels":[],"label_agreement":null},{"id":"W1992885268","doi":"10.2118/03-10-04","title":"Mechanisms of Sand Production Through Horizontal Well Slots in Primary Production","year":2003,"lang":"en","type":"article","venue":"Journal of Canadian Petroleum Technology","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":21,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Oil production; Geology; Oil sands; Permeability (electromagnetism); Geotechnical engineering; Porosity; Petroleum engineering; Environmental science; Materials science","score_opus":0.004537447431795289,"score_gpt":0.17876907991367866,"score_spread":0.17423163248188336,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1992885268","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.97709024,0.0016203583,0.004235563,0.0034228736,0.0015318044,0.00010488134,0.0000027141898,0.000065492095,0.011926078],"genre_scores_gemma":[0.99696636,0.00040510242,0.0023450202,0.00001517329,0.000072593335,0.0000032712048,0.00000115717,0.00002227764,0.00016906831],"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9988757,0.000032499454,0.00047312284,0.00013877079,0.00018258776,0.00029734854],"domain_scores_gemma":[0.999434,0.0000073441597,0.00015282621,0.00022462643,0.00008972899,0.0000915043],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00033597968,0.00013222425,0.00035749344,0.0025811938,0.000037079433,0.00000755437,0.00017245756,0.00022527398,0.00003190106],"category_scores_gemma":[0.00013858099,0.0001246681,0.00008730876,0.0010677457,0.000058587004,0.00018069902,0.0000063853067,0.00050200237,0.000004864089],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00007909878,0.00022039819,0.0048196763,0.00043870843,0.0007164151,0.0004868916,0.00053691125,0.63573086,0.33574134,0.0026927222,0.01097692,0.007560042],"study_design_scores_gemma":[0.0010875763,0.00053982146,0.0030194602,0.00027967762,0.0001590609,0.0019157776,0.00066234096,0.00058440864,0.8856092,0.013349431,0.092290014,0.00050322845],"about_ca_topic_score_codex":0.0018618543,"about_ca_topic_score_gemma":0.019863592,"teacher_disagreement_score":0.63514644,"about_ca_system_score_codex":0.00043905477,"about_ca_system_score_gemma":0.00019859648,"threshold_uncertainty_score":0.99802136},"labels":[],"label_agreement":null},{"id":"W1992924719","doi":"10.15530/urtec-2014-1922407","title":"Horizontal Shale Gas Well Frac’ing Unplugged!","year":2014,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Nexen (Canada)","funders":"","keywords":"Oil shale; Shale gas; Petroleum engineering; Geology; Computer science; Paleontology","score_opus":0.0032510295956432143,"score_gpt":0.1773829549599789,"score_spread":0.1741319253643357,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1992924719","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.4067304,0.00018264103,0.08821286,0.00027751594,0.00036011045,0.000054496235,0.0000011809124,0.00092124945,0.50325954],"genre_scores_gemma":[0.99552786,0.000033079836,0.0010206922,0.00006816697,0.00031546346,0.0000045490897,0.000007082438,0.000030721956,0.0029923834],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9992419,0.000018456683,0.00015806148,0.0001545498,0.00015439563,0.000272671],"domain_scores_gemma":[0.9995414,0.000049645118,0.000012589435,0.00026850114,0.000014340049,0.000113506634],"candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00014607092,0.00013692223,0.00017620288,0.00008414779,0.00007039582,0.000043419397,0.00016056535,0.00008152464,0.0011780533],"category_scores_gemma":[0.000021309774,0.00011249734,0.000107652544,0.0001326346,0.000016926513,0.00008707555,0.000028481401,0.00018006393,0.0010762867],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000007745052,0.00007285553,0.0026719703,0.00020645437,0.0003679667,0.000037060287,0.00048811836,0.89930344,0.005813776,0.00043494068,0.046511065,0.044084623],"study_design_scores_gemma":[0.0002907454,0.000036348934,0.000834623,0.000026604157,0.000043389933,0.000011546345,0.000103312384,0.7465361,0.020003498,0.00025938783,0.23147121,0.0003832739],"about_ca_topic_score_codex":0.00014335984,"about_ca_topic_score_gemma":0.000086476284,"teacher_disagreement_score":0.58879745,"about_ca_system_score_codex":0.000032662367,"about_ca_system_score_gemma":0.0000038019439,"threshold_uncertainty_score":0.999735},"labels":[],"label_agreement":null},{"id":"W1992999167","doi":"10.2118/162661-ms","title":"Flowback Analysis for Fracture Characterization","year":2012,"lang":"en","type":"article","venue":"SPE Canadian Unconventional Resources Conference","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":75,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Alberta Library; University of Alberta","funders":"","keywords":"Hydraulic fracturing; Petroleum engineering; Fracture (geology); Geology; Permeability (electromagnetism); Fracturing fluid; Reservoir modeling; Geotechnical engineering; Chemistry","score_opus":0.014199539129626907,"score_gpt":0.2138573542243632,"score_spread":0.1996578150947363,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1992999167","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.59520745,0.0008061486,0.3778012,0.002877251,0.0008983154,0.0004958132,0.00078354235,0.00031270942,0.020817574],"genre_scores_gemma":[0.99545777,0.00003282893,0.00026863202,0.00031275177,0.00039937708,0.000033409633,0.0011692441,0.000023604498,0.002302387],"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","domain_scores_codex":[0.9988852,0.000022551198,0.00022405456,0.00017328348,0.00019530566,0.0004995744],"domain_scores_gemma":[0.9990233,0.000052574283,0.000043134463,0.00021690072,0.000107962434,0.00055612426],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00017786061,0.00017371103,0.00023449438,0.00048823457,0.00014370367,0.000087047854,0.00019699051,0.00013704598,0.0024089047],"category_scores_gemma":[0.0000544639,0.00017070993,0.00026380172,0.00049834675,0.000036128586,0.00018546799,0.0000090142075,0.00013836221,0.000108222564],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00005710612,0.00013799447,0.17242435,0.00046375452,0.009328234,0.000023147299,0.0042411964,0.7718458,0.0030937449,0.004570734,0.013305382,0.020508556],"study_design_scores_gemma":[0.00020752584,0.00001174804,0.12055883,0.00002812369,0.00045211767,0.0000029365187,0.000079385725,0.09477179,0.0005133095,0.00022050044,0.78277767,0.00037608363],"about_ca_topic_score_codex":0.004116605,"about_ca_topic_score_gemma":0.025036823,"teacher_disagreement_score":0.76947224,"about_ca_system_score_codex":0.00016239307,"about_ca_system_score_gemma":0.000080929385,"threshold_uncertainty_score":0.998503},"labels":[],"label_agreement":null},{"id":"W1993142898","doi":"10.2118/165477-ms","title":"SAGD Pad Performance in an Ultra-Defined Athabasca Point Bar Deposit","year":2013,"lang":"en","type":"article","venue":"SPE Heavy Oil Conference-Canada","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Bar (unit); Steam-assisted gravity drainage; Point bar; Point (geometry); Position (finance); Orientation (vector space); Process (computing); Geology; Oil sands; Geometry; Computer science; Materials science; Mathematics; Composite material; Structural basin","score_opus":0.009049143685539846,"score_gpt":0.18317121658311172,"score_spread":0.17412207289757187,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1993142898","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9706636,0.00014129843,0.00015132097,0.0009965745,0.00028109766,0.00007869322,0.000013638701,0.00010351731,0.027570274],"genre_scores_gemma":[0.99819964,0.00023313264,0.00026302625,0.00023295653,0.0000830222,0.000036159854,0.000035984627,0.000035774985,0.00088031264],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9982473,0.00004564777,0.0003951068,0.00030735103,0.00040744653,0.00059710257],"domain_scores_gemma":[0.9990545,0.000050276318,0.00003816746,0.00045939733,0.00008923161,0.00030841448],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00009308144,0.00029094657,0.0003705571,0.00009354936,0.00009703413,0.00010036727,0.0003571537,0.00010064116,0.00122381],"category_scores_gemma":[0.000026848149,0.00026599359,0.000052271982,0.00023540063,0.000031651954,0.00028144888,0.000018987277,0.0003974362,0.00008143893],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00007932215,0.00021804978,0.21625912,0.0017115314,0.0005027396,0.00036787754,0.0021774506,0.5967538,0.0036568742,0.00014366367,0.03381657,0.14431302],"study_design_scores_gemma":[0.0012039731,0.00012961624,0.386008,0.00041354535,0.00006027318,0.000032892556,0.0008853203,0.5647787,0.02527462,0.0000778576,0.019535135,0.0016000796],"about_ca_topic_score_codex":0.97947145,"about_ca_topic_score_gemma":0.99654484,"teacher_disagreement_score":0.16974889,"about_ca_system_score_codex":0.0004021596,"about_ca_system_score_gemma":0.0006456213,"threshold_uncertainty_score":0.9999792},"labels":[],"label_agreement":null},{"id":"W1993411808","doi":"10.2118/124690-ms","title":"Numerical Simulation of Seismicity Induced by Hydraulic Fracturing in Naturally Fractured Reservoirs","year":2009,"lang":"en","type":"article","venue":"All Days","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":36,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Geology; Hydraulic fracturing; Induced seismicity; Geotechnical engineering; Slippage; Geomechanics; Shear (geology); Fluid dynamics; Fracture (geology); Mechanics; Petrology; Seismology; Engineering; Structural engineering","score_opus":0.010339553141613255,"score_gpt":0.2476142365727364,"score_spread":0.23727468343112315,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1993411808","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9882084,0.000589481,0.0075901127,0.0008715696,0.000099909674,0.0001414419,0.0000053246436,0.00020878129,0.0022849531],"genre_scores_gemma":[0.99897724,0.000042155225,0.00018911807,0.0006171151,0.000064778505,0.0000034034078,0.00005024692,0.000026916912,0.000029016463],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.998542,0.000055298995,0.00044981577,0.0002592465,0.00032380698,0.0003698406],"domain_scores_gemma":[0.9992671,0.00014303514,0.000079036545,0.00036344805,0.000035792793,0.00011157969],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00018360172,0.00023118265,0.0003817239,0.00021069827,0.000037317568,0.000026741041,0.00029131977,0.0002549971,0.00003812805],"category_scores_gemma":[0.00010852864,0.00021254778,0.00012500185,0.00039010367,0.000015228786,0.00024063008,0.000021635444,0.0005743977,0.000015230409],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000017688933,0.00005252461,0.00019483788,0.000024980349,0.000052074905,0.000008117589,0.00046664805,0.9866914,0.0091498075,0.0000011785462,0.0007462241,0.0025944868],"study_design_scores_gemma":[0.0004892172,0.000059415564,0.022507066,0.000057271456,0.000029125596,0.0000011619239,0.000022745871,0.9277668,0.03950806,0.00029558357,0.00893298,0.00033057312],"about_ca_topic_score_codex":0.0005421621,"about_ca_topic_score_gemma":0.000019241343,"teacher_disagreement_score":0.058924634,"about_ca_system_score_codex":0.00010082167,"about_ca_system_score_gemma":0.0000124318885,"threshold_uncertainty_score":0.8667447},"labels":[],"label_agreement":null},{"id":"W1993700507","doi":"10.2118/100467-ms","title":"Polymer Reduction Leads to Increased Success: A Comparative Study","year":2006,"lang":"en","type":"article","venue":"SPE Gas Technology Symposium","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"ARC Resources (Canada)","funders":"","keywords":"Fracturing fluid; Polymer; Materials science; Fracture (geology); Viscosity; Comminution; Petroleum engineering; Composite material; Geology; Metallurgy","score_opus":0.005924341663777038,"score_gpt":0.23313063683245902,"score_spread":0.227206295168682,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1993700507","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9883918,0.00032614302,0.00075415353,0.0025176369,0.0002182822,0.00030381235,0.0000037934356,0.001329079,0.006155256],"genre_scores_gemma":[0.9981644,0.000011575701,0.00021656817,0.000014223215,0.00016806305,0.0000811414,0.000011361069,0.00002988781,0.0013027508],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99884045,0.00003177163,0.00027893766,0.00032018486,0.00016671969,0.000361907],"domain_scores_gemma":[0.99935794,0.000013108747,0.000034940407,0.00048104042,0.000047642505,0.000065350796],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00009755451,0.0002245392,0.00034238005,0.0007164161,0.00010670239,0.00003219131,0.0003007922,0.00019493539,0.000047719506],"category_scores_gemma":[0.000005400948,0.00021036847,0.00006782601,0.0010284949,0.00008968004,0.00008096657,0.00006274422,0.00029763952,0.00023280305],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000063599095,0.0008040457,0.03173607,0.0000465803,0.0005181964,0.00010023877,0.0011079455,0.39531055,0.55059123,0.00028992383,0.018909438,0.00052215485],"study_design_scores_gemma":[0.00097141153,0.00041768057,0.003032273,0.000040136823,0.00023104908,0.00007153689,0.0014448543,0.0056232754,0.9814244,0.00047136133,0.005558132,0.00071387895],"about_ca_topic_score_codex":0.0009535401,"about_ca_topic_score_gemma":0.00035635245,"teacher_disagreement_score":0.43083316,"about_ca_system_score_codex":0.000104877225,"about_ca_system_score_gemma":0.000012537046,"threshold_uncertainty_score":0.8578577},"labels":[],"label_agreement":null},{"id":"W1993705141","doi":"10.1190/urtec2013-172","title":"Evaluating the Effect of Natural Fractures on Production from Hydraulically Fractured Wells Using Discrete Fracture Network Models","year":2013,"lang":"en","type":"article","venue":"Unconventional Resources Technology Conference, Denver, Colorado, 12-14 August 2013","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":16,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Golder Associates (Canada)","funders":"","keywords":"Microseism; Hydraulic fracturing; Geology; Fracture (geology); Tributary; Petroleum engineering; Logging; Drainage; Drilling; Natural gas; Petrology; Geotechnical engineering; Seismology; Engineering","score_opus":0.013665773730763404,"score_gpt":0.26166076141788897,"score_spread":0.24799498768712555,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1993705141","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.98662394,0.0024214096,0.0051849745,0.0021377658,0.0009516399,0.0011721348,0.00002407857,0.0005146621,0.0009693997],"genre_scores_gemma":[0.9967711,0.00013089279,0.001132087,0.00021280606,0.00058764906,0.00020125852,0.0001371724,0.000088633766,0.0007384133],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9960335,0.000395251,0.0008995097,0.0008214104,0.0010557221,0.0007945981],"domain_scores_gemma":[0.9971813,0.00078468886,0.0005146576,0.001046223,0.00031524675,0.00015785827],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00066515314,0.0007238613,0.000946539,0.0005160831,0.00048190964,0.00017220023,0.0011116903,0.00093858055,0.001364655],"category_scores_gemma":[0.00037137838,0.0004833356,0.00044353984,0.00072564505,0.0005804705,0.00042236716,0.00022028574,0.0018987624,0.00013727565],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00014821696,0.00003930776,0.0013595503,0.000069353344,0.0007107429,0.0000068370186,0.00016126476,0.98187023,0.0023303998,0.000057347293,0.009767812,0.0034789299],"study_design_scores_gemma":[0.0012113217,0.00065491605,0.0062943674,0.0005235611,0.0005348988,0.00002090053,0.00017091051,0.95242465,0.012898943,0.013559268,0.010904911,0.0008013672],"about_ca_topic_score_codex":0.0009065701,"about_ca_topic_score_gemma":0.00020435987,"teacher_disagreement_score":0.029445603,"about_ca_system_score_codex":0.00017702814,"about_ca_system_score_gemma":0.00007119765,"threshold_uncertainty_score":0.9997618},"labels":[],"label_agreement":null},{"id":"W1993866667","doi":"10.2118/144547-ms","title":"Field Scale Modeling of Tracer Injection in Naturally Fractured Reservoirs using the Random-Walk Simulation","year":2011,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":7,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Alberta","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Random walk; Fracture (geology); Reservoir simulation; Matrix (chemical analysis); TRACER; Computer science; Displacement (psychology); Algorithm; Scale (ratio); Statistical physics; Mechanics; Geology; Geotechnical engineering; Mathematics; Materials science; Petroleum engineering; Physics; Statistics","score_opus":0.023966852479712628,"score_gpt":0.24765601652635943,"score_spread":0.2236891640466468,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1993866667","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7554773,0.00020685932,0.24049053,0.00003789979,0.00010381422,0.00009805244,3.641038e-7,0.00006319281,0.0035219828],"genre_scores_gemma":[0.99861676,0.000018534116,0.0012078774,0.000029117577,0.00004496475,0.0000032524242,0.000001629073,0.000015288995,0.0000625691],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9992463,0.000042909673,0.0002919774,0.00011196031,0.00015379433,0.00015303318],"domain_scores_gemma":[0.9995764,0.000109322675,0.000033098728,0.00020933592,0.00004547359,0.000026382442],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002529378,0.00010502155,0.00017605766,0.00015000052,0.00005073028,0.000012820824,0.00012451643,0.00013289528,0.0001291976],"category_scores_gemma":[0.000057254256,0.00006869286,0.00009748275,0.0002659502,0.000012538031,0.00016952661,0.000017425153,0.00026498843,0.0000015528851],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000722485,0.000011891212,0.00041119664,0.000021869462,0.000030888223,7.767601e-7,0.0018982444,0.996466,0.0006146451,0.0000010362749,0.000010730607,0.00046050752],"study_design_scores_gemma":[0.00038212413,0.00001448078,0.0003236175,0.00003119381,0.000025739691,9.769859e-7,0.00028339238,0.99069357,0.007979553,0.00015541841,0.000020318006,0.00008962686],"about_ca_topic_score_codex":0.0019473083,"about_ca_topic_score_gemma":0.00091904995,"teacher_disagreement_score":0.24313946,"about_ca_system_score_codex":0.000034021225,"about_ca_system_score_gemma":0.000008040276,"threshold_uncertainty_score":0.29437605},"labels":[],"label_agreement":null},{"id":"W1994255207","doi":"10.2118/95510-ms","title":"Development of Equations and Procedure for Perforation Inflow Test Analysis (PITA)","year":2005,"lang":"en","type":"article","venue":"SPE Annual Technical Conference and Exhibition","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":21,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Inflow; Casing; Perforation; Hydrostatic test; Petroleum engineering; Laplace transform; Mechanics; Oil well; Geology; Geotechnical engineering; Engineering; Mathematics; Mechanical engineering; Mathematical analysis","score_opus":0.015649010042124205,"score_gpt":0.2517157222544237,"score_spread":0.23606671221229947,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1994255207","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.5934548,0.00016486685,0.40429902,0.0006548333,0.000010564776,0.00024361063,0.000052877876,0.00015526042,0.00096418173],"genre_scores_gemma":[0.98472726,0.00008704902,0.014949635,0.000015710173,0.000037464833,0.000035593846,0.00010274154,0.0000059934728,0.000038577662],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99942005,0.0000048715706,0.0002354033,0.00013643112,0.000094751405,0.00010848757],"domain_scores_gemma":[0.9996709,0.000058571688,0.0000334215,0.000080649304,0.00010512542,0.000051321396],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00014120073,0.00008800502,0.0001678544,0.00014978107,0.00008866355,0.000025847645,0.000038709208,0.00009112134,0.000021687953],"category_scores_gemma":[0.000070168804,0.00007826461,0.00004409637,0.0002200008,0.000039873135,0.00017659515,0.000015776899,0.00008138888,0.000001601479],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0001027397,0.0007649101,0.014467669,0.0020539586,0.0017637671,0.0000025211175,0.011457859,0.2968988,0.19796991,0.0088449195,0.0034141731,0.46225876],"study_design_scores_gemma":[0.0006398537,0.00017871257,0.043876704,0.00015042757,0.0006604656,0.0000030194885,0.0008754543,0.9170071,0.03007057,0.0012643953,0.0047655352,0.00050775614],"about_ca_topic_score_codex":0.0000038472203,"about_ca_topic_score_gemma":0.0003235878,"teacher_disagreement_score":0.6201083,"about_ca_system_score_codex":0.000021949689,"about_ca_system_score_gemma":0.000027258893,"threshold_uncertainty_score":0.31915382},"labels":[],"label_agreement":null},{"id":"W1994257168","doi":"10.2118/157935-ms","title":"A Novel Approach for Determining Wormhole Coverage in CHOPS Wells","year":2012,"lang":"en","type":"article","venue":"SPE Heavy Oil Conference Canada","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":9,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Regina","funders":"","keywords":"Wormhole; Transient (computer programming); Petroleum engineering; Computer science; Type (biology); Geology; Environmental science; Physics; Theoretical physics","score_opus":0.01877820198285258,"score_gpt":0.21489408086443337,"score_spread":0.1961158788815808,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1994257168","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7088901,0.0010987838,0.18574202,0.00069102854,0.0014168198,0.00035280475,0.0001749553,0.0002599467,0.10137355],"genre_scores_gemma":[0.9965129,0.000046479014,0.0021323327,0.00018245973,0.00014996491,0.00004905131,0.00003523894,0.000029008062,0.0008625795],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99880844,0.000012204527,0.00023631084,0.00017210873,0.00018957046,0.0005813634],"domain_scores_gemma":[0.99943185,0.00006500086,0.000028913693,0.00023140549,0.000031751668,0.00021107456],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00016879315,0.00018156378,0.00026936876,0.00008759077,0.000057791905,0.000040222538,0.0001841421,0.00008428885,0.0000588732],"category_scores_gemma":[0.00004210636,0.00017702214,0.000054033608,0.00017189536,0.000018580125,0.00013784372,0.000021631417,0.00021681532,0.000003881226],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000057157125,0.00015191715,0.007379383,0.0010155111,0.00020846401,0.000021676791,0.0016846394,0.8987359,0.0017417109,0.00016176698,0.009558041,0.07928386],"study_design_scores_gemma":[0.0018990939,0.000038879178,0.008426284,0.00019421715,0.00006975063,0.000027269618,0.00089542294,0.8638853,0.007078808,0.000038360624,0.11626003,0.0011865996],"about_ca_topic_score_codex":0.15728614,"about_ca_topic_score_gemma":0.3793728,"teacher_disagreement_score":0.2876228,"about_ca_system_score_codex":0.00026192516,"about_ca_system_score_gemma":0.0002641896,"threshold_uncertainty_score":0.84832555},"labels":[],"label_agreement":null},{"id":"W1994307480","doi":"10.2118/89372-ms","title":"Some Lessons on Application of Horizontal Wells from the Western Canadian Experience","year":2004,"lang":"en","type":"article","venue":"SPE/DOE Symposium on Improved Oil Recovery","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Infill; Geology; Horizontal and vertical; Directional drilling; Structural basin; Petroleum; Drilling; Petroleum engineering; Offset (computer science); Engineering; Geomorphology; Paleontology","score_opus":0.006303786288330222,"score_gpt":0.21264829032136826,"score_spread":0.20634450403303803,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1994307480","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.97961783,0.00038493375,0.0013345934,0.0062601045,0.001332731,0.00024565717,0.00028959822,0.00020831381,0.010326237],"genre_scores_gemma":[0.99766785,0.00055547216,0.00007830048,0.0005482581,0.0004807496,0.00006177874,0.00005364311,0.00005182338,0.0005021465],"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9986047,0.00002826245,0.00033038552,0.00036503805,0.0002600987,0.0004114962],"domain_scores_gemma":[0.99882245,0.0001127469,0.0000843414,0.0007418552,0.000029269206,0.00020932523],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00011035359,0.00026487347,0.00028272974,0.00014204952,0.00013358507,0.00006612525,0.00044826994,0.00017465616,0.000020124606],"category_scores_gemma":[0.000023704088,0.00020302781,0.00018766522,0.00020345984,0.00006674534,0.00017526752,0.000027175345,0.00033060578,0.000211874],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00011719852,0.00016783204,0.0005474003,0.00009032735,0.00037847948,0.000019967543,0.0022427212,0.78404534,0.17883155,0.00026452786,0.0007874655,0.03250719],"study_design_scores_gemma":[0.0035879328,0.0011701534,0.011167107,0.00076022075,0.00033305192,0.000014945262,0.0012213932,0.034763504,0.8421074,0.002074076,0.10039423,0.0024059964],"about_ca_topic_score_codex":0.16426438,"about_ca_topic_score_gemma":0.046905573,"teacher_disagreement_score":0.7492818,"about_ca_system_score_codex":0.00044172368,"about_ca_system_score_gemma":0.00010830897,"threshold_uncertainty_score":0.9704859},"labels":[],"label_agreement":null},{"id":"W1994370498","doi":"10.2118/148994-ms","title":"Production Data and Pressure Transient Analysis of Horsehoe Canyon CBM Wells, Part II: Accounting for Dynamic Skin","year":2011,"lang":"en","type":"article","venue":"Canadian Unconventional Resources Conference","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Petroleum engineering; Canyon; Permeability (electromagnetism); Production (economics); Transient analysis; Coal mining; Geology; Oil production; Drilling; Injection well; Mechanics; Coal; Engineering; Transient response; Mechanical engineering; Chemistry","score_opus":0.027079289165259413,"score_gpt":0.21927461952694038,"score_spread":0.19219533036168096,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1994370498","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.991922,0.0012282917,0.0032927112,0.00023124054,0.00024053313,0.00025556446,0.0010255834,0.000050415983,0.0017536416],"genre_scores_gemma":[0.99805343,0.000107068445,0.00024499616,0.000016643,0.000052229643,0.00001976285,0.0004890031,0.000017504999,0.0009993678],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9987933,0.000026420434,0.00031551166,0.0003819117,0.00019228201,0.00029057876],"domain_scores_gemma":[0.99907935,0.00003121419,0.0000795476,0.00045871796,0.00013130225,0.00021989016],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00031622074,0.0001590573,0.0002950583,0.00051751477,0.00016257715,0.00003338744,0.00035469438,0.000098834804,0.00033959732],"category_scores_gemma":[0.000069666115,0.00015985325,0.00011563818,0.00042929692,0.00009641059,0.00015107835,0.00003635631,0.0001215103,0.0000016900979],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00024648017,0.00037112593,0.047797497,0.0038406106,0.033346836,0.00004894755,0.032190435,0.7975292,0.0019228876,0.0018039673,0.018133927,0.06276807],"study_design_scores_gemma":[0.00027279143,0.000045465036,0.06347509,0.0001403277,0.0027882683,0.0000046331998,0.00085205457,0.73491615,0.00044028906,0.00014908187,0.19650176,0.0004140825],"about_ca_topic_score_codex":0.025608568,"about_ca_topic_score_gemma":0.25532094,"teacher_disagreement_score":0.22971238,"about_ca_system_score_codex":0.00005164274,"about_ca_system_score_gemma":0.00012182411,"threshold_uncertainty_score":0.98087996},"labels":[],"label_agreement":null},{"id":"W1994552686","doi":"10.2118/58779-ms","title":"Gravel-Pack Evaluation Using a Memory Gamma-Gamma Density Tool","year":2000,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":9,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Oncolytics Biotech (Canada)","funders":"","keywords":"Casing; Annulus (botany); Borehole; Neutron; Well logging; Logging; Detector; Geology; SIGNAL (programming language); Perforation; Geotechnical engineering; Petroleum engineering; Materials science; Engineering; Computer science; Nuclear physics; Physics; Electrical engineering; Composite material","score_opus":0.01752601197379165,"score_gpt":0.24169238499241805,"score_spread":0.2241663730186264,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1994552686","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9630381,0.00013857252,0.009258552,0.00004840911,0.00010229052,0.00012246771,0.0000010557712,0.00029272944,0.02699786],"genre_scores_gemma":[0.99609977,0.000039764185,0.0014445283,0.000053587093,0.00014561955,0.000005764601,0.000009725733,0.000024195162,0.0021770354],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9989596,0.00004752904,0.00021327038,0.00018040561,0.00034960356,0.00024957003],"domain_scores_gemma":[0.99951255,0.000024318631,0.000015328558,0.0003190601,0.000055342585,0.00007341005],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00036952813,0.00014704933,0.00018241927,0.00009096684,0.000089522044,0.00004864337,0.00010230513,0.00009264398,0.0042779353],"category_scores_gemma":[0.000025398282,0.00012821301,0.00011295799,0.00020498117,0.000019620018,0.00012709279,0.000012029627,0.0001328827,0.00040579232],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000042541897,0.000011432977,0.0001530814,0.000024554536,0.00008167639,0.000006607477,0.00015293751,0.958859,0.0016802789,0.0000019214442,0.000592213,0.03843204],"study_design_scores_gemma":[0.00025088683,0.0000057711723,0.0026191506,0.000017648335,0.00011929738,0.000014093776,0.000052723233,0.9826278,0.012622356,0.00010647643,0.0013546448,0.00020916374],"about_ca_topic_score_codex":0.00029801068,"about_ca_topic_score_gemma":0.00009964023,"teacher_disagreement_score":0.038222875,"about_ca_system_score_codex":0.0001217549,"about_ca_system_score_gemma":0.000023700693,"threshold_uncertainty_score":0.9966323},"labels":[],"label_agreement":null},{"id":"W1995016523","doi":"10.1016/j.petrol.2010.08.004","title":"Experimental and visual analysis of diffusive mass transfer between matrix and fracture under static conditions","year":2010,"lang":"en","type":"article","venue":"Journal of Petroleum Science and Engineering","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":11,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Mass transfer; Diffusion; Enhanced oil recovery; Kerosene; Petroleum engineering; Viscosity; Porous medium; Chemistry; Materials science; Mechanics; Mineralogy; Geology; Porosity; Geotechnical engineering; Thermodynamics; Composite material; Chromatography","score_opus":0.004068917349020318,"score_gpt":0.24950795618070185,"score_spread":0.24543903883168153,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1995016523","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.95937824,0.00046285157,0.03995114,0.00008622781,0.000068115776,0.000016893564,0.000007886893,0.000011857377,0.000016808703],"genre_scores_gemma":[0.99941796,0.000065157095,0.0004352701,0.000009419659,0.00005544559,8.0183815e-7,0.0000012585593,0.00000883365,0.0000058772926],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99914294,0.0000055820396,0.00026481642,0.00010453554,0.00030658304,0.00017555749],"domain_scores_gemma":[0.9995651,0.00008042471,0.00003893898,0.00006289741,0.0000620612,0.00019055455],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002924702,0.00011737861,0.00032668587,0.0007607037,0.00007461233,0.00006828831,0.00008984339,0.000054769676,0.000018432986],"category_scores_gemma":[0.00002542319,0.00009381265,0.00006777704,0.0004706696,0.00015283712,0.00031021357,0.000014489131,0.0002843441,1.2612082e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00000251367,0.000011210004,0.0037827126,0.00003720101,0.00038606545,0.0000054569723,0.00047554146,0.44701687,0.5481643,0.00002035527,0.0000054891325,0.00009229746],"study_design_scores_gemma":[0.00052926526,0.0001222972,0.22242625,0.000044460026,0.0009912761,0.00003884642,0.0011409762,0.7277143,0.04654312,0.000020649277,0.00018021329,0.0002483546],"about_ca_topic_score_codex":0.000012047096,"about_ca_topic_score_gemma":0.0000025185248,"teacher_disagreement_score":0.5016212,"about_ca_system_score_codex":0.000023155024,"about_ca_system_score_gemma":0.00002158151,"threshold_uncertainty_score":0.38255686},"labels":[],"label_agreement":null},{"id":"W1995097062","doi":"10.2118/0911-0076-jpt","title":"Defining Horizontal-Well Objectives in Unconventional and Tight Gas Reservoirs","year":2011,"lang":"en","type":"article","venue":"Journal of Petroleum Technology","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Tight gas; Directional drilling; Petroleum engineering; Completion (oil and gas wells); Unconventional oil; Drilling; Tight oil; Formation evaluation; Geology; Reservoir simulation; Permeability (electromagnetism); Well control; Hydraulic fracturing; Fossil fuel; Fracture (geology); Reservoir engineering; Petroleum; Oil shale; Geotechnical engineering; Engineering; Chemistry; Mechanical engineering; Waste management","score_opus":0.005701329820503665,"score_gpt":0.20015991985887396,"score_spread":0.1944585900383703,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1995097062","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.98684424,0.0034497818,0.0017217925,0.0003340915,0.00019186935,0.000019721736,0.0000011293944,0.00007177551,0.0073655774],"genre_scores_gemma":[0.9973706,0.00057571253,0.0019137269,0.000006321298,0.00004203891,0.0000024805295,5.575183e-7,0.00001721632,0.000071354945],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9990976,0.00002518762,0.00039439846,0.000109929344,0.00014276459,0.00023014954],"domain_scores_gemma":[0.99960893,0.000035254125,0.00011167943,0.00013588124,0.00004690947,0.00006135724],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00028572342,0.00012425598,0.00030615958,0.0010730171,0.00003490996,0.000010550318,0.00021529794,0.00018892217,0.00008886372],"category_scores_gemma":[0.00006133752,0.00010509516,0.00009212346,0.00030652937,0.00009678929,0.00013965719,0.000047824153,0.00058559974,0.000013857191],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0006367512,0.0009655066,0.74174845,0.000614166,0.0030535338,0.004240367,0.004304935,0.17601484,0.018494278,0.011017427,0.004990786,0.033918966],"study_design_scores_gemma":[0.016879553,0.0060477243,0.39440644,0.0024690286,0.0010208054,0.008779372,0.01756572,0.12353037,0.20631997,0.14578778,0.073562756,0.0036304635],"about_ca_topic_score_codex":0.00002875398,"about_ca_topic_score_gemma":0.00013124311,"teacher_disagreement_score":0.347342,"about_ca_system_score_codex":0.0000794417,"about_ca_system_score_gemma":0.000023820849,"threshold_uncertainty_score":0.42856565},"labels":[],"label_agreement":null},{"id":"W1995099162","doi":"10.2523/iptc-17739-ms","title":"A Comparison of North American and International Risks in Unconventional Resource Plays","year":2014,"lang":"en","type":"article","venue":"International Petroleum Technology Conference","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Oil shale; Unconventional oil; Tight oil; Tight gas; Petroleum engineering; Shale gas; Resource (disambiguation); Competitor analysis; Source rock; Coal; Geology; Natural resource economics; Mining engineering; Hydraulic fracturing; Business; Engineering; Computer science; Economics; Paleontology; Waste management","score_opus":0.01911690732585989,"score_gpt":0.2855599477816229,"score_spread":0.266443040455763,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1995099162","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9836366,0.000040767107,0.009181705,0.0012830347,0.00014592141,0.000026073467,0.000015884272,0.00012071967,0.005549279],"genre_scores_gemma":[0.9991761,0.00004389728,0.00055775867,0.000019915258,0.000042998603,0.000014592199,0.000036298698,0.000010352276,0.000098093486],"study_design_codex":"observational","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9990933,0.000019823352,0.00033777216,0.000199359,0.00020154846,0.00014817914],"domain_scores_gemma":[0.99955136,0.000071057344,0.00010676613,0.00015675927,0.000077895405,0.00003616135],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00010938731,0.00012235921,0.00025595512,0.0006738677,0.000020614376,0.000019555913,0.0004523194,0.000067172514,0.0000494753],"category_scores_gemma":[0.00010627892,0.00012463598,0.000042734177,0.0002205431,0.00024586162,0.00006417833,0.00010099089,0.0003207558,0.00001025364],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000015305097,0.000065341475,0.8671256,0.00001062922,0.00012733201,0.0000025380918,0.00006532429,0.110783204,0.00022006303,0.0011686065,0.00010473595,0.020311363],"study_design_scores_gemma":[0.00038855328,0.00004743553,0.4607782,0.000037115376,0.000010639881,0.000007848627,0.00013190658,0.5291572,0.0009180124,0.00051896664,0.007863189,0.0001408964],"about_ca_topic_score_codex":0.00012152317,"about_ca_topic_score_gemma":0.0009980403,"teacher_disagreement_score":0.41837403,"about_ca_system_score_codex":0.000055869772,"about_ca_system_score_gemma":0.000011283878,"threshold_uncertainty_score":0.5082508},"labels":[],"label_agreement":null},{"id":"W1995101514","doi":"10.2118/97949-ms","title":"Geomechanical Model of Oil Sands","year":2005,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":19,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Oil sands; Geomechanics; Petroleum engineering; Geology; Steam injection; Geotechnical engineering; Unconventional oil; Enhanced oil recovery; Materials science; Asphalt; Oil shale","score_opus":0.00918792159956039,"score_gpt":0.20458344393806968,"score_spread":0.1953955223385093,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1995101514","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.43022305,0.0002904436,0.35008687,0.00048053186,0.000056119687,0.000013773304,0.0000039152715,0.00040945856,0.21843584],"genre_scores_gemma":[0.991977,0.00008154968,0.0037677195,0.000031422474,0.000049055056,0.0000013805958,0.0000013069933,0.000008783975,0.004081782],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9996373,0.000002446188,0.00011678196,0.000055094155,0.00008625275,0.00010212644],"domain_scores_gemma":[0.9997964,0.000009480678,0.0000062022814,0.00013447957,0.000010314749,0.00004312597],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00004911264,0.00005234761,0.00010231414,0.000043632,0.0000101716505,0.000003820878,0.000076413984,0.000045559504,0.0002659056],"category_scores_gemma":[0.000005031016,0.000040661314,0.0000642651,0.000060796785,0.0000070884194,0.00003662013,0.000012396195,0.00006222433,0.000040824227],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[7.4307667e-7,0.000008873061,0.0000040564387,0.0000144051655,0.00002480625,1.7583271e-7,0.000028899845,0.98479754,0.0032420375,0.00006761862,0.0009332877,0.010877552],"study_design_scores_gemma":[0.00007710504,0.0000028699146,0.0000045898746,0.0000037440302,0.000010278602,4.4126693e-7,0.000005618472,0.96472204,0.032771263,0.00004735528,0.002302039,0.000052655425],"about_ca_topic_score_codex":0.00001093506,"about_ca_topic_score_gemma":0.000021327696,"teacher_disagreement_score":0.5617539,"about_ca_system_score_codex":0.000012443738,"about_ca_system_score_gemma":0.000003969068,"threshold_uncertainty_score":0.29114798},"labels":[],"label_agreement":null},{"id":"W1995261539","doi":"10.1061/9780784413654.021","title":"Numerical Simulation of Simultaneous Growth of Multiple Interacting Hydraulic Fractures from Horizontal Wells","year":2014,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":36,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of British Columbia","funders":"University of Pittsburgh","keywords":"Hydraulic fracturing; Perforation; Geology; Petroleum engineering; Wellbore; Computer simulation; Mechanics; Geotechnical engineering; Computer science; Simulation; Engineering; Mechanical engineering","score_opus":0.00510190884076437,"score_gpt":0.2223293297488698,"score_spread":0.21722742090810543,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1995261539","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7396265,0.000060554208,0.25683433,0.000022942617,0.00015030344,0.000057545167,0.000006305721,0.00013572405,0.003105759],"genre_scores_gemma":[0.99812543,0.000007305021,0.001618919,0.000023091834,0.00014174613,0.0000015322349,0.000024791767,0.000030147801,0.000027002865],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99894094,0.000046932706,0.00042816263,0.00017440243,0.0002297258,0.00017980655],"domain_scores_gemma":[0.9974708,0.0020408244,0.000106358755,0.00023937855,0.00006728036,0.00007534747],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00008983785,0.00016840229,0.00037769822,0.00011505918,0.000028959548,0.000013060924,0.00017077387,0.000114821094,0.00022304214],"category_scores_gemma":[0.0005709636,0.00013932792,0.00016166786,0.00015802073,0.000027233078,0.00010582276,0.000026741114,0.00019232256,0.00002210199],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000020433876,0.000038237256,0.0018723109,0.000048562106,0.000121534686,0.0000019476643,0.00030639415,0.9855594,0.007888059,0.000001695628,0.000048984424,0.0040924232],"study_design_scores_gemma":[0.00022825065,0.000040833515,0.0008332573,0.000036550282,0.000035568224,4.948642e-7,0.00005419491,0.86789197,0.13020302,0.000048177742,0.0004961789,0.00013147655],"about_ca_topic_score_codex":0.0020782335,"about_ca_topic_score_gemma":0.000053683012,"teacher_disagreement_score":0.25849894,"about_ca_system_score_codex":0.000027195822,"about_ca_system_score_gemma":0.000004806356,"threshold_uncertainty_score":0.5681628},"labels":[],"label_agreement":null},{"id":"W1995281069","doi":"10.2118/123581-ms","title":"Effects of High Process-Zone Stress in Shale Stimulation Treatments","year":2009,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":39,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Nalcor Energy (Canada)","funders":"","keywords":"Petroleum engineering; Oil shale; Geology; Well stimulation; Lead (geology); Stimulation; Shale gas; Mining engineering; Petroleum; Reservoir engineering; Paleontology","score_opus":0.0032619894947482127,"score_gpt":0.21724159666872464,"score_spread":0.21397960717397643,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1995281069","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9944589,0.00013982855,0.0036579352,0.000019158972,0.00002088366,0.00008436569,9.891914e-7,0.000078530626,0.0015394003],"genre_scores_gemma":[0.9994511,0.000023459974,0.00016983367,0.000005498037,0.000016370725,0.000004543214,0.000009486442,0.000006039331,0.00031365754],"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99959314,0.0000074947134,0.00012259184,0.000079171405,0.0000936741,0.000103958824],"domain_scores_gemma":[0.9998361,0.000027148566,0.000013215105,0.000084587715,0.000011693478,0.000027240205],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000020434005,0.00007462611,0.00014086612,0.000101085876,0.000008993349,0.000005084339,0.000048978294,0.00004432326,0.000029172545],"category_scores_gemma":[0.000008290309,0.000059177,0.000028662316,0.0001732794,0.0000044672056,0.00006357573,0.0000026206465,0.000044051656,0.000006325327],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000004390666,0.00010439338,0.0024935508,0.00011184583,0.000033588858,0.0000071482627,0.00018530671,0.9895706,0.001134728,0.0000045763277,0.000013011028,0.006336854],"study_design_scores_gemma":[0.0011731869,0.000099365556,0.31771362,0.00012650141,0.0000615461,5.01286e-7,0.000031737032,0.3201389,0.36022434,0.00026625217,0.000007624257,0.00015642485],"about_ca_topic_score_codex":0.00014909195,"about_ca_topic_score_gemma":0.000035664663,"teacher_disagreement_score":0.66943175,"about_ca_system_score_codex":0.000026631857,"about_ca_system_score_gemma":0.0000031404973,"threshold_uncertainty_score":0.24131681},"labels":[],"label_agreement":null},{"id":"W1995465259","doi":"10.2118/122962-ms","title":"Sanding Prediction in a Gas Well Offshore Mexico Using a Numerical Simulator","year":2009,"lang":"en","type":"article","venue":"Latin American and Caribbean Petroleum Engineering Conference","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Geomechanics; Submarine pipeline; Petroleum engineering; Porous medium; Geotechnical engineering; Geology; Erosion; Computer simulation; Material balance; Environmental science; Porosity; Engineering; Simulation; Geomorphology","score_opus":0.00738447748598801,"score_gpt":0.20878205366336777,"score_spread":0.20139757617737977,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1995465259","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8724398,0.00022151375,0.12530288,0.00009855921,0.00010910585,0.00007426521,0.000010644957,0.00040088306,0.0013423454],"genre_scores_gemma":[0.99807954,0.00008560762,0.001610259,0.000041280313,0.000096129465,0.000005761081,0.000011987454,0.00003459127,0.000034825694],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99861676,0.00002484068,0.00034564128,0.00032032648,0.00021953578,0.0004729272],"domain_scores_gemma":[0.9994292,0.000055751276,0.00005062565,0.00023775223,0.000022695722,0.00020397108],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00011178057,0.00030368086,0.00046838477,0.00030539677,0.000054862932,0.000101380436,0.00014260232,0.000082732135,0.000042163032],"category_scores_gemma":[0.000034131444,0.00030801794,0.000085469044,0.0004822045,0.000051895822,0.00014800444,0.000025742696,0.00041712596,0.000005434179],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000007919529,0.00001980195,0.0062244567,0.000029418918,0.000036336463,0.000018247376,0.0002799491,0.9858872,0.003283039,0.000046274323,0.000023809656,0.004143492],"study_design_scores_gemma":[0.0002872309,0.00007709651,0.02762524,0.00009887717,0.000033224853,0.000009779764,0.00022076996,0.96996886,0.0005735064,0.000014266558,0.00078708766,0.00030404498],"about_ca_topic_score_codex":0.0001689451,"about_ca_topic_score_gemma":0.0000147381825,"teacher_disagreement_score":0.12563975,"about_ca_system_score_codex":0.00013558993,"about_ca_system_score_gemma":0.000022052782,"threshold_uncertainty_score":0.9999372},"labels":[],"label_agreement":null},{"id":"W1995492154","doi":"10.2118/156202-ms","title":"Remedial Treatment Cures Induced Fracture/Formation Damages to Rejuvenate Frac’d Well","year":2011,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Schlumberger (Canada)","funders":"","keywords":"Petroleum engineering; Carbonate; Environmental engineering; Chemistry; Environmental science; Geology; Organic chemistry","score_opus":0.02380751385807878,"score_gpt":0.22708482033349636,"score_spread":0.20327730647541759,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1995492154","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8603514,0.00010294615,0.017276172,0.0007236822,0.0004448384,0.0002643631,0.0000030727397,0.0008120926,0.120021425],"genre_scores_gemma":[0.9972085,0.000088114575,0.0012204298,0.00023664767,0.00015091208,0.000024206567,0.000017668768,0.00002562185,0.001027899],"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9991884,0.000021567712,0.00022065161,0.00015256398,0.00016107855,0.0002557038],"domain_scores_gemma":[0.9994496,0.000021157328,0.000024600049,0.0003136769,0.000027377799,0.00016357882],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00008048467,0.00018494927,0.00019186344,0.00018663218,0.00006692208,0.000030789106,0.00014666164,0.000114996634,0.00084999565],"category_scores_gemma":[0.00001659094,0.00013216965,0.00009268076,0.00017098634,0.000008819852,0.00019412822,0.000019682899,0.00012456565,0.00065041264],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0001919171,0.0006338241,0.0024267395,0.00019530058,0.0015242633,0.00020304261,0.039861843,0.7546813,0.021846512,0.0001453261,0.10046283,0.07782712],"study_design_scores_gemma":[0.0007725012,0.0003399571,0.01102147,0.00004756724,0.00013024319,0.0000079422425,0.0005241925,0.038725775,0.745358,0.00022877427,0.20216374,0.00067984953],"about_ca_topic_score_codex":0.0006957737,"about_ca_topic_score_gemma":0.00051425374,"teacher_disagreement_score":0.72351146,"about_ca_system_score_codex":0.00009863554,"about_ca_system_score_gemma":0.000009064467,"threshold_uncertainty_score":0.93068564},"labels":[],"label_agreement":null},{"id":"W1995592148","doi":"10.1016/j.compgeo.2008.04.005","title":"Natural convection of compressible and incompressible gases in undeformable porous media under cold climate conditions","year":2008,"lang":"en","type":"article","venue":"Computers and Geotechnics","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":25,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Université Laval","funders":"","keywords":"Compressibility; Mechanics; Adiabatic process; Convection; Porous medium; Temperature gradient; Natural convection; Compressible flow; Thermodynamics; Materials science; Geology; Physics; Geotechnical engineering; Porosity; Meteorology","score_opus":0.008188504521436163,"score_gpt":0.2041078430796515,"score_spread":0.19591933855821533,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1995592148","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9862192,0.0031210706,0.009951664,0.000049415612,0.00019565217,0.00009226752,0.000016969247,0.00015569692,0.00019804528],"genre_scores_gemma":[0.99639815,0.0029242374,0.0005675956,0.000034418114,0.000020553292,0.0000050441668,0.000022363516,0.000011606843,0.000016019136],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9993515,0.0000146371085,0.0002159686,0.00013077773,0.000095738666,0.00019139271],"domain_scores_gemma":[0.99966294,0.00008268341,0.000040211602,0.00013340877,0.000023274706,0.000057492452],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000067941546,0.00011831211,0.00023946236,0.00018332533,0.000096293305,0.000014843478,0.00007318485,0.00008493108,0.0000044812723],"category_scores_gemma":[0.000003858901,0.00010850513,0.000031196578,0.00019480412,0.000117062766,0.00013112291,0.00006948594,0.00019036155,8.669489e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000074949885,0.00003805947,0.0012549777,0.00019258057,0.000046412257,0.000021236337,0.00027044423,0.99519753,0.0015682578,0.00019115719,0.0006864885,0.0005253707],"study_design_scores_gemma":[0.0007755573,0.000038822745,0.028966812,0.0001840234,0.000027409706,0.000098749355,0.00009276183,0.96372944,0.0047166566,0.00036965116,0.00076537125,0.00023473304],"about_ca_topic_score_codex":0.00012712051,"about_ca_topic_score_gemma":0.00005602687,"teacher_disagreement_score":0.03146807,"about_ca_system_score_codex":0.000023624769,"about_ca_system_score_gemma":0.000009132239,"threshold_uncertainty_score":0.4424711},"labels":[],"label_agreement":null},{"id":"W1995603835","doi":"10.2118/128060-ms","title":"Productivity Impairment of Openhole Gravel Packs Caused by Drilling-Fluid Filtercake","year":2010,"lang":"en","type":"article","venue":"SPE International Symposium and Exhibition on Formation Damage Control","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":10,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"ConocoPhillips (Canada)","funders":"","keywords":"Drilling; Geology; Borehole; Productivity; Inflow; Petroleum engineering; Drill; Drilling fluid; Hydrology (agriculture); Geotechnical engineering; Engineering; Mechanical engineering; Oceanography","score_opus":0.004101758557347406,"score_gpt":0.20569592266250458,"score_spread":0.20159416410515718,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1995603835","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.95461065,0.000029968693,0.030074071,0.0032853817,0.0007275345,0.00032541598,0.00030412537,0.00013560236,0.010507245],"genre_scores_gemma":[0.9988934,0.00007920105,0.00007362815,0.00010032264,0.00016524005,0.00002737041,0.00026433408,0.00001529498,0.00038122034],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99903,0.000025667687,0.0003378791,0.00016036179,0.00029792992,0.00014818992],"domain_scores_gemma":[0.99946797,0.00003918075,0.00009548994,0.00018603454,0.0001279245,0.00008341927],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00023866231,0.00015152563,0.00018035913,0.00012568643,0.000075366224,0.00007765752,0.00012975064,0.000084497784,0.00021420876],"category_scores_gemma":[0.000029229685,0.0001354151,0.0000824635,0.00007514797,0.00004693349,0.00042829072,0.000019207995,0.00019942485,0.000032874043],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00011296366,0.00026684528,0.00056237244,0.0001292398,0.00025798182,0.000004412598,0.000782958,0.11062762,0.8746333,0.0006619793,0.009009476,0.0029508148],"study_design_scores_gemma":[0.0035673494,0.00020812397,0.0044278945,0.00010954835,0.000076259006,0.000016023941,0.00011322937,0.48597622,0.47194484,0.00043551263,0.03264372,0.0004812736],"about_ca_topic_score_codex":0.000035279394,"about_ca_topic_score_gemma":0.000036006608,"teacher_disagreement_score":0.40268847,"about_ca_system_score_codex":0.000043523894,"about_ca_system_score_gemma":0.0000067129104,"threshold_uncertainty_score":0.55220675},"labels":[],"label_agreement":null},{"id":"W1995690425","doi":"10.2118/162575-ms","title":"The Optimal Completion Techniques for Horizontal Gas Wells in the Cadomin Formation, Northeastern British Columbia","year":2012,"lang":"en","type":"article","venue":"SPE Canadian Unconventional Resources Conference","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"ConocoPhillips (Canada)","funders":"ConocoPhillips","keywords":"Geology; Completion (oil and gas wells); Formation water; Water well; Permeability (electromagnetism); Petroleum engineering; Hydrology (agriculture); Mining engineering; Geotechnical engineering; Groundwater","score_opus":0.01107054220817279,"score_gpt":0.20222526240461394,"score_spread":0.19115472019644114,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1995690425","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.97042483,0.0008925463,0.011085569,0.0018543601,0.00032406903,0.00082385767,0.0002299307,0.00009526563,0.014269595],"genre_scores_gemma":[0.9984226,0.00006672462,0.00019304204,0.00010878577,0.00022162592,0.00011814864,0.000120345474,0.000014843507,0.0007338714],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9988915,0.00006179295,0.00026172964,0.00011041171,0.0002271574,0.00044745786],"domain_scores_gemma":[0.99938166,0.00015212155,0.00004441235,0.00016754575,0.000082260485,0.00017201359],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005518526,0.00009946107,0.00012870709,0.00005995898,0.0005836563,0.00077113596,0.00033513104,0.00007446333,0.00015232935],"category_scores_gemma":[0.0000579364,0.00009750477,0.00010490671,0.0001445899,0.000089689245,0.000172991,0.000013088963,0.0001820928,0.000021196776],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00016600562,0.00038214814,0.15529339,0.00097139383,0.0010594869,0.00016991144,0.015959362,0.047665406,0.000505167,0.0059496835,0.363031,0.40884703],"study_design_scores_gemma":[0.00031428717,0.000042158834,0.024424834,0.00013840321,0.000032916996,0.0000829051,0.0013635448,0.03643755,0.000082187005,0.0006587293,0.9361408,0.00028169548],"about_ca_topic_score_codex":0.29551125,"about_ca_topic_score_gemma":0.9443872,"teacher_disagreement_score":0.64887595,"about_ca_system_score_codex":0.00017672879,"about_ca_system_score_gemma":0.00007078457,"threshold_uncertainty_score":0.7436082},"labels":[],"label_agreement":null},{"id":"W1995735041","doi":"10.2118/137678-ms","title":"Multistage Fractured Cardium Oil: Studying Geology and All of the Production and Stimulation History Thus Far","year":2010,"lang":"en","type":"article","venue":"Canadian Unconventional Resources and International Petroleum Conference","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Variety (cybernetics); Production (economics); Commodity; Petroleum engineering; Realm; Geology; Service (business); Order (exchange); Environmental geology; Petroleum industry; Crude oil; Emerging technologies; Computer science; Regional geology; Petroleum; Mining engineering; Business; Metamorphic petrology; Paleontology; Tectonics; Geography; Archaeology; Economics; Marketing; Artificial intelligence","score_opus":0.013814224852402501,"score_gpt":0.21043499476855643,"score_spread":0.19662076991615393,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1995735041","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9946932,0.00084455,0.00008164841,0.00094179326,0.0006707521,0.000036003054,0.00002132151,0.000015257045,0.0026954762],"genre_scores_gemma":[0.99715704,0.00016529902,0.000057050976,0.000066387525,0.00011317923,0.0000063425896,0.00001542473,0.000008536244,0.002410714],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99935395,0.000022881355,0.00016572617,0.00018126472,0.00015132649,0.00012482677],"domain_scores_gemma":[0.9995707,0.000043522992,0.00005782127,0.00010963448,0.00009570927,0.00012257075],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001303179,0.00010446796,0.00012210789,0.00015004243,0.000076957556,0.000031626878,0.00011472631,0.00007911445,0.00011193118],"category_scores_gemma":[0.00012845118,0.000086451415,0.000040070667,0.000028572369,0.0001740487,0.00008776634,0.00003324285,0.00023296864,8.308703e-7],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00018955703,0.00015284555,0.54852515,0.000861653,0.0037138176,0.000054185217,0.0124413315,0.278774,0.07848769,0.015827844,0.006993961,0.05397799],"study_design_scores_gemma":[0.0003618094,0.000023998004,0.49418637,0.00006579992,0.00007628555,0.00004282577,0.00022898498,0.19222666,0.00013906285,0.0002842938,0.31213048,0.00023342515],"about_ca_topic_score_codex":0.010032579,"about_ca_topic_score_gemma":0.061974436,"teacher_disagreement_score":0.3051365,"about_ca_system_score_codex":0.000080578764,"about_ca_system_score_gemma":0.00005644584,"threshold_uncertainty_score":0.9965597},"labels":[],"label_agreement":null},{"id":"W1995758981","doi":"10.2118/156394-ms","title":"A Numerical Model for Predicting the Rate of Sand Production in Injector Wells","year":2012,"lang":"en","type":"article","venue":"SPE Deepwater Drilling and Completions Conference","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":15,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Injector; Dilatant; Geotechnical engineering; Hardening (computing); Geology; Flow (mathematics); Petroleum engineering; Erosion; Computer simulation; Mechanics; Materials science; Engineering; Mechanical engineering","score_opus":0.02860759673774417,"score_gpt":0.23463724321094456,"score_spread":0.20602964647320038,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1995758981","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.6765677,0.00027004225,0.3222461,0.00033468095,0.00014433893,0.00015531386,0.000008901798,0.00005042936,0.00022254275],"genre_scores_gemma":[0.9983358,0.00010661289,0.0013196514,0.000012863681,0.000097015414,0.00003213822,0.000010591374,0.00001046182,0.00007485767],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9994001,0.000029816372,0.00019759126,0.00010996474,0.000056455694,0.00020606384],"domain_scores_gemma":[0.9996887,0.000060253624,0.000028350296,0.00013688588,0.00004429568,0.000041509084],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002634912,0.00009180747,0.00015203582,0.00007152616,0.00008453484,0.000020533698,0.000074348194,0.000036841397,0.0000090749745],"category_scores_gemma":[0.00003100771,0.00006379431,0.000039393868,0.00011040674,0.000044976354,0.00007781438,0.000014722911,0.00011332523,0.0000022696345],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000008370376,0.000022417325,0.0038454307,0.00008005336,0.000032603926,8.2086444e-8,0.0026122266,0.9896318,0.0026034676,0.00007480094,0.00006254866,0.0010262547],"study_design_scores_gemma":[0.00010904777,0.000009057551,0.0022721936,0.000048996302,0.000025191446,0.0000024601911,0.00010451464,0.990078,0.006538152,0.0004698665,0.00025606083,0.00008646052],"about_ca_topic_score_codex":0.0000812997,"about_ca_topic_score_gemma":0.00001780469,"teacher_disagreement_score":0.32176816,"about_ca_system_score_codex":0.00001291782,"about_ca_system_score_gemma":0.000008249605,"threshold_uncertainty_score":0.26014563},"labels":[],"label_agreement":null},{"id":"W1996167304","doi":"10.2118/103807-ms","title":"In-Fracture Explosive Hydraulic Fracturing Fluid and Its Rheological Study","year":2006,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Petro-Canada","funders":"","keywords":"Hydraulic fracturing; Explosive material; Petroleum engineering; Comminution; Fracture (geology); Geology; Tight gas; Shear (geology); Fracturing fluid; Ignition system; Permeability (electromagnetism); Geotechnical engineering; Materials science; Engineering; Petrology","score_opus":0.007205552318620017,"score_gpt":0.21453690126330854,"score_spread":0.20733134894468852,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1996167304","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.989101,0.0011845749,0.0011518989,0.00043636127,0.00007870607,0.00021529311,8.0075125e-7,0.0002764792,0.007554905],"genre_scores_gemma":[0.9987021,0.00008269386,0.00007361526,0.00020559509,0.00017412234,0.000033134205,0.0000040256937,0.000026914387,0.00069776597],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99882615,0.000042106454,0.00029498085,0.00029490626,0.00019660797,0.00034523112],"domain_scores_gemma":[0.9995795,0.00008860031,0.000021007978,0.00020624777,0.000019229179,0.00008542411],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00013352917,0.00023612267,0.00031577412,0.00019831122,0.00006545175,0.00004632445,0.0001478913,0.00014228061,0.0003301795],"category_scores_gemma":[0.000025228233,0.00017826016,0.00006182387,0.00022249464,0.000018809455,0.00022479144,0.000057420166,0.0003340632,0.00006419211],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00001102281,0.00024577306,0.00889277,0.00004521288,0.00009152404,0.00028788525,0.0006004527,0.9855005,0.0015743366,0.0000354994,0.0024435052,0.00027149322],"study_design_scores_gemma":[0.003912641,0.00037401106,0.3607491,0.00009441949,0.00021704951,0.00009006951,0.0022487938,0.5085234,0.09114116,0.0015334884,0.029006084,0.002109783],"about_ca_topic_score_codex":0.00027139293,"about_ca_topic_score_gemma":0.00024896115,"teacher_disagreement_score":0.4769771,"about_ca_system_score_codex":0.00004468547,"about_ca_system_score_gemma":0.000004721093,"threshold_uncertainty_score":0.7269238},"labels":[],"label_agreement":null},{"id":"W1996195503","doi":"10.2118/170897-ms","title":"Effect of Fluid Rheology and Reservoir Compressibility on Microseismicity During Hydraulic Fracturing","year":2014,"lang":"en","type":"article","venue":"SPE Annual Technical Conference and Exhibition","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Microsemi (Canada)","funders":"","keywords":"Microseism; Geology; Geomechanics; Hydraulic fracturing; Stress field; Caprock; Permeability (electromagnetism); Compressibility; Fluid dynamics; Geotechnical engineering; Petroleum engineering; Geophysics; Seismology; Mechanics; Engineering","score_opus":0.0063365926623824296,"score_gpt":0.23579893801805685,"score_spread":0.22946234535567442,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1996195503","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99401623,0.00012665286,0.0035032392,0.00017147964,0.000036095,0.00013648732,0.000014818955,0.00019056092,0.0018044619],"genre_scores_gemma":[0.9995603,0.00018931397,0.00008012688,0.00004012226,0.000060546372,0.000010424987,0.000015015529,0.000015287535,0.000028869348],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99883205,0.00013951416,0.00029753236,0.00032516694,0.00014977413,0.0002559947],"domain_scores_gemma":[0.99925375,0.00024067699,0.00004991844,0.00029705715,0.000045190412,0.00011343395],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00043864438,0.00020808158,0.00041438456,0.00011756442,0.000103187056,0.000027709475,0.00011729701,0.00021586708,0.000021931442],"category_scores_gemma":[0.00013647732,0.00016924858,0.00007213686,0.000098928824,0.00021041241,0.00014022204,0.000095611744,0.00035450523,0.0000040398095],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0013428021,0.00027566619,0.013009621,0.0046259044,0.00025088975,0.000037861602,0.0009695465,0.07285141,0.86589456,0.0012308568,0.001288758,0.038222115],"study_design_scores_gemma":[0.0013809332,0.0011596038,0.059553355,0.00047284586,0.000089715155,0.000034327386,0.000045453115,0.052311458,0.88245666,0.0013687215,0.0006178535,0.0005090585],"about_ca_topic_score_codex":0.00009880139,"about_ca_topic_score_gemma":0.000026303349,"teacher_disagreement_score":0.046543732,"about_ca_system_score_codex":0.00002426025,"about_ca_system_score_gemma":0.000004860319,"threshold_uncertainty_score":0.69017565},"labels":[],"label_agreement":null},{"id":"W1996196544","doi":"10.1109/iccis.2012.35","title":"A Novel Steady-State Productivity Equation for Horizontal Wells in Gas Reservoirs","year":2012,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Steady state (chemistry); Laplace's equation; Laplace transform; Boundary value problem; Productivity; Mechanics; Mathematics; Mathematical analysis; Geology; Physics; Chemistry","score_opus":0.023354438440757894,"score_gpt":0.24115396658965285,"score_spread":0.21779952814889497,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1996196544","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7366076,0.00017953187,0.2566078,0.00047473755,0.00032537602,0.0003469224,0.0000107071755,0.00020667072,0.0052406625],"genre_scores_gemma":[0.9955908,0.000018301478,0.0030272708,0.000012772437,0.0002204598,0.000059961123,0.000016809181,0.000027837657,0.0010258056],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99908257,0.000017165743,0.00019966853,0.00015357402,0.00014522333,0.00040179963],"domain_scores_gemma":[0.99957013,0.00006970137,0.00002170326,0.00022327782,0.00002605987,0.000089141235],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005172923,0.00012828199,0.00017281596,0.00014711109,0.00003866726,0.000022757704,0.000098409095,0.000060089176,0.000034254404],"category_scores_gemma":[0.0000816003,0.00011026411,0.0000753134,0.0002240391,0.000014745373,0.00034192496,0.00002199253,0.00013166177,0.000037489055],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000397203,0.00024969305,0.0035987152,0.00021897015,0.000110950015,9.94047e-7,0.0016340794,0.96937203,0.016057251,0.00009343257,0.0024334197,0.0061907116],"study_design_scores_gemma":[0.0016266283,0.000102593,0.014775046,0.00006584933,0.00006640888,0.0000082920515,0.0005196056,0.8290809,0.11454318,0.0004411296,0.037976846,0.0007935632],"about_ca_topic_score_codex":0.0004827558,"about_ca_topic_score_gemma":0.00039634018,"teacher_disagreement_score":0.2589832,"about_ca_system_score_codex":0.00010520752,"about_ca_system_score_gemma":0.000009795389,"threshold_uncertainty_score":0.449644},"labels":[],"label_agreement":null},{"id":"W1996312516","doi":"10.2118/89450-ms","title":"Evaluation of Matrix-Fracture Imbibition Transfer Functions for Different Types of Oil, Rock and Aqueous Phase","year":2004,"lang":"en","type":"article","venue":"SPE/DOE Symposium on Improved Oil Recovery","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":13,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Imbibition; Dimensionless quantity; Permeability (electromagnetism); Transfer function; Petroleum engineering; Exponential function; Viscosity; Wetting; Materials science; Mechanics; Biological system; Mathematics; Geology; Chemistry; Engineering; Physics; Composite material; Mathematical analysis","score_opus":0.009386118256249099,"score_gpt":0.24768397869889322,"score_spread":0.23829786044264412,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1996312516","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.95670813,0.001109952,0.039241984,0.00040609264,0.00053421897,0.00022311146,0.00022322328,0.0001048785,0.0014484168],"genre_scores_gemma":[0.99802923,0.0008698057,0.00012547761,0.00002546646,0.0001401345,0.000069420916,0.00010860229,0.000044166918,0.00058769464],"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99867386,0.000045105342,0.00042232434,0.00026030725,0.00037264588,0.00022573897],"domain_scores_gemma":[0.9992423,0.000113822025,0.00007314878,0.00027885463,0.0002071134,0.0000847314],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003117756,0.00023649562,0.00037732188,0.00024774793,0.000066683526,0.000025310364,0.00008399059,0.00019318478,0.00005545819],"category_scores_gemma":[0.00007450599,0.00019819399,0.00024438114,0.00015170233,0.000025289473,0.00014051257,0.000009146031,0.00017279363,0.0000046456435],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00021659516,0.00024638005,0.0000033428755,0.00050875486,0.00032376067,4.6931532e-7,0.000159694,0.7378138,0.21475619,0.000008553328,0.00006481228,0.0458977],"study_design_scores_gemma":[0.010216905,0.0017774061,0.00017089177,0.0004659221,0.0023115017,0.0000111517775,0.00015672826,0.31121033,0.67062896,0.0009919184,0.0014240511,0.00063423853],"about_ca_topic_score_codex":0.00010086045,"about_ca_topic_score_gemma":0.00010347989,"teacher_disagreement_score":0.45587277,"about_ca_system_score_codex":0.00018464988,"about_ca_system_score_gemma":0.00006401824,"threshold_uncertainty_score":0.8082116},"labels":[],"label_agreement":null},{"id":"W1996328605","doi":"10.2118/2007-147","title":"Permeability Estimation From Inflow Data During Underbalanced Drilling","year":2007,"lang":"en","type":"article","venue":"Canadian International Petroleum Conference","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Encana (Canada); University of Calgary","funders":"","keywords":"Inflow; Petroleum engineering; Geology; Permeability (electromagnetism); Drilling; Underbalanced drilling; Drilling fluid; Engineering; Chemistry; Oceanography; Mechanical engineering","score_opus":0.01809656861850482,"score_gpt":0.24031111170254726,"score_spread":0.22221454308404245,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1996328605","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.92743653,0.00007006954,0.056083195,0.00040775264,0.00061998784,0.00003822167,0.0002605457,0.00013801566,0.01494567],"genre_scores_gemma":[0.99764603,0.000030381234,0.0010754382,0.000050295672,0.0002435361,0.0000030775664,0.0006990157,0.00001829209,0.00023394013],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99883276,0.000011755546,0.00027385153,0.00030362493,0.00025376453,0.0003242217],"domain_scores_gemma":[0.99896395,0.00007128833,0.000035484,0.000532781,0.00008679926,0.00030971304],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00020978533,0.0001464387,0.00014525128,0.00023789235,0.00010051442,0.00012943466,0.00072438765,0.00009287783,0.00073383393],"category_scores_gemma":[0.00013996991,0.00015987213,0.000041650135,0.000099517296,0.00004155822,0.00031750344,0.00005710334,0.00023887372,0.000088120534],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00000848835,0.0000068787167,0.0125084175,0.000018002405,0.00015816104,0.000037926115,0.00018117628,0.9829583,0.00094866165,0.0000970385,0.00021393284,0.0028630295],"study_design_scores_gemma":[0.00018741943,0.0000024586955,0.10724537,0.000041373416,0.0000144573705,0.0000034710758,0.00007091685,0.88709176,0.0008141759,0.00026673466,0.0040768622,0.00018497615],"about_ca_topic_score_codex":0.05061132,"about_ca_topic_score_gemma":0.28247428,"teacher_disagreement_score":0.23186296,"about_ca_system_score_codex":0.0005166593,"about_ca_system_score_gemma":0.00012718061,"threshold_uncertainty_score":0.95571077},"labels":[],"label_agreement":null},{"id":"W1996762443","doi":"10.2118/154331-ms","title":"Potential For Inhibitor Squeeze Application For Silicate Scale Control In ASP Flood","year":2012,"lang":"en","type":"article","venue":"SPE EOR Conference at Oil and Gas West Asia","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":14,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Silicate; Scaling; Brine; Chemistry; Chemical engineering; Petroleum engineering; Environmental science; Materials science; Geology; Engineering; Mathematics; Organic chemistry","score_opus":0.005889034053090211,"score_gpt":0.21194659036208977,"score_spread":0.20605755630899955,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1996762443","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8773429,0.0007520751,0.115113,0.0029091153,0.00043329835,0.00044759273,0.00010630132,0.0001959304,0.002699835],"genre_scores_gemma":[0.997726,0.00012782494,0.0006481904,0.00003817538,0.0004796166,0.00032947454,0.00006448496,0.000025306437,0.00056091865],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9990714,0.000015253629,0.00022666821,0.0002062026,0.000094414296,0.00038607154],"domain_scores_gemma":[0.9995494,0.00004635634,0.000038051665,0.0001746487,0.0000513621,0.00014016601],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00018313606,0.0001670153,0.0002523615,0.00007769001,0.00008468563,0.0000366276,0.00010396459,0.000127238,0.000031884738],"category_scores_gemma":[0.000020622268,0.00014926198,0.000091589565,0.00007973463,0.000042275977,0.000129682,0.00002032445,0.0000984984,0.000032561704],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0008434604,0.00062452565,0.031930618,0.0020264518,0.00056949037,0.000005293485,0.002608983,0.0812024,0.21125033,0.0011025737,0.0039244103,0.66391146],"study_design_scores_gemma":[0.007085371,0.00018766373,0.034723166,0.00013501736,0.00041895363,0.000021495285,0.00030048343,0.8230606,0.048747845,0.0018192054,0.08236446,0.0011357688],"about_ca_topic_score_codex":0.000064274194,"about_ca_topic_score_gemma":0.00026786554,"teacher_disagreement_score":0.7418582,"about_ca_system_score_codex":0.000041905412,"about_ca_system_score_gemma":0.000015547923,"threshold_uncertainty_score":0.6086727},"labels":[],"label_agreement":null},{"id":"W1996777689","doi":"10.2118/143113-pa","title":"Montney Fracturing-Fluid Considerations","year":2010,"lang":"en","type":"article","venue":"Journal of Canadian Petroleum Technology","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":45,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Petroleum engineering; Tight gas; Saturation (graph theory); Geology; Capillary pressure; Capillary action; Hydraulic fracturing; Permeability (electromagnetism); Oil shale; Relative permeability; Imbibition; Natural gas; Water saturation; Geotechnical engineering; Porosity; Chemistry; Porous medium; Materials science","score_opus":0.004274757371557857,"score_gpt":0.18803109794446388,"score_spread":0.18375634057290602,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1996777689","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9688934,0.0007413658,0.001266533,0.014317544,0.00116584,0.00003716773,0.000011082303,0.00017116917,0.01339589],"genre_scores_gemma":[0.99797225,0.00010780156,0.0013611055,0.00015035812,0.00022989583,0.0000022856473,9.2450085e-7,0.000024641318,0.00015076723],"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","domain_scores_codex":[0.99904406,0.000009274016,0.00037618715,0.00008637229,0.00014324649,0.00034086592],"domain_scores_gemma":[0.9991118,0.00004088045,0.00008311241,0.00028763936,0.00012372725,0.00035284332],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001668593,0.00013269043,0.00027550125,0.0034578552,0.00010752063,0.000042945365,0.0002574758,0.0003193699,0.00043156045],"category_scores_gemma":[0.00022375913,0.00012026496,0.00012237235,0.00043914406,0.000085625565,0.0001173364,0.00001104593,0.0011318407,0.000036447986],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000013209406,0.00006762705,0.0081658615,0.00006180749,0.0012261233,0.0026738117,0.00030325976,0.7429934,0.0790349,0.0045479867,0.15280205,0.008109941],"study_design_scores_gemma":[0.00066040945,0.00010558917,0.0027537132,0.00003154394,0.0001170599,0.0023382322,0.00012452407,0.01340335,0.03291627,0.004409141,0.942759,0.00038118332],"about_ca_topic_score_codex":0.003393353,"about_ca_topic_score_gemma":0.18258081,"teacher_disagreement_score":0.7899569,"about_ca_system_score_codex":0.00009225955,"about_ca_system_score_gemma":0.00023637386,"threshold_uncertainty_score":0.83233494},"labels":[],"label_agreement":null},{"id":"W1996900955","doi":"10.2118/165717-ms","title":"Utilizing Diagnostics to Evaluate Completion Effectiveness in the Marcellus Shale","year":2013,"lang":"en","type":"article","venue":"SPE Eastern Regional Meeting","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Oncolytics Biotech (Canada)","funders":"","keywords":"Hydraulic fracturing; Completion (oil and gas wells); Petroleum engineering; Fracture (geology); Shale gas; Oil shale; Wellbore; Geology; Mining engineering; Computer science; Geotechnical engineering","score_opus":0.02571763398431739,"score_gpt":0.25383615663845277,"score_spread":0.22811852265413537,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1996900955","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9895698,0.0003876212,0.002733804,0.0008689164,0.00016091924,0.00033241097,0.0000010914962,0.000078844925,0.005866596],"genre_scores_gemma":[0.99909705,0.0000425751,0.000311622,0.00016632242,0.00020828735,0.00008008173,0.000009048929,0.00002538417,0.000059609298],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9987383,0.00019323756,0.0002128826,0.00019211274,0.0003589509,0.0003045456],"domain_scores_gemma":[0.99906737,0.00056510157,0.00002800601,0.00021787416,0.00004995752,0.000071671566],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006368704,0.00015465915,0.00018392973,0.00012419133,0.00008124154,0.0000791755,0.00025580675,0.000051943967,0.000046848014],"category_scores_gemma":[0.00013787263,0.00011500685,0.00007578015,0.00026509195,0.000024908459,0.00007564687,0.00004993784,0.00020571773,0.0004458508],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000139004715,0.000044313612,0.042858727,0.00023358247,0.00006498996,0.000032989337,0.0015311111,0.9433797,0.0019115383,0.00004384744,0.001046799,0.008838488],"study_design_scores_gemma":[0.0005563219,0.000054046966,0.33789912,0.0010180788,0.000047093297,0.000027829235,0.0014300987,0.6530904,0.0007690557,0.00069693406,0.003953486,0.00045749004],"about_ca_topic_score_codex":0.0005477885,"about_ca_topic_score_gemma":0.00011789604,"teacher_disagreement_score":0.2950404,"about_ca_system_score_codex":0.00006763923,"about_ca_system_score_gemma":0.0000069054745,"threshold_uncertainty_score":0.5730659},"labels":[],"label_agreement":null},{"id":"W1996950707","doi":"10.1016/j.advwatres.2009.08.006","title":"Shape factor in the drawdown solution for well testing of dual-porosity systems","year":2009,"lang":"en","type":"article","venue":"Advances in Water Resources","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":48,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Matrix (chemical analysis); Shape factor; Constant (computer programming); Boundary value problem; Fracture (geology); Laplace transform; Boundary (topology); Mechanics; Mathematical analysis; Mathematics; Geometry; Materials science; Physics; Computer science; Composite material","score_opus":0.011711385387737812,"score_gpt":0.23330503562169863,"score_spread":0.22159365023396083,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1996950707","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99384505,0.0027583705,0.0016333122,0.00009436165,0.00008014692,0.0001850776,0.0000042282154,0.000053388383,0.001346044],"genre_scores_gemma":[0.9994115,0.000076394484,0.0003478847,0.000016748936,0.000075976,0.000017214757,0.000005860695,0.0000084779185,0.000039913528],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99913895,0.00004103344,0.00028847557,0.00013368744,0.00014146113,0.00025641418],"domain_scores_gemma":[0.99962455,0.00013880481,0.00003625619,0.0001629635,0.000018183475,0.000019221437],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002685842,0.00011190531,0.00020200215,0.00011359668,0.000051001567,0.00002901709,0.00017663093,0.000054425727,0.0000047810377],"category_scores_gemma":[0.00003843041,0.00006488667,0.000049259757,0.0001640683,0.00002814146,0.00016570176,0.000012366135,0.00012233929,0.0000030044755],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000012480178,0.00003435768,0.006638695,0.00020128317,0.000009993452,0.0000056937974,0.0042429185,0.9755866,0.00619962,0.0000032514138,0.000018883173,0.0070462036],"study_design_scores_gemma":[0.00090470666,0.00021564224,0.025566325,0.00050006853,0.000037229165,0.000012669959,0.0010776294,0.85667026,0.037391823,0.00062993617,0.07649557,0.00049813447],"about_ca_topic_score_codex":0.00012099537,"about_ca_topic_score_gemma":0.00009466245,"teacher_disagreement_score":0.118916355,"about_ca_system_score_codex":0.000030516847,"about_ca_system_score_gemma":0.0000016178478,"threshold_uncertainty_score":0.2646002},"labels":[],"label_agreement":null},{"id":"W1997023183","doi":"10.2118/147623-ms","title":"Estimated Ultimate Recovery (EUR) as a Function of Production Practices in the Haynesville Shale","year":2011,"lang":"en","type":"article","venue":"SPE Annual Technical Conference and Exhibition","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":62,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Shell (Canada)","funders":"","keywords":"Geomechanics; Petroleum engineering; Drawdown (hydrology); Choke; Permeability (electromagnetism); Productivity; Oil shale; Geology; Production (economics); Geotechnical engineering; Environmental science; Engineering; Aquifer; Economics","score_opus":0.04451732209056735,"score_gpt":0.2712713823905468,"score_spread":0.22675406029997947,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1997023183","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9811949,0.0001596581,0.0022135694,0.00028377376,0.00008536633,0.00018458857,0.000007592068,0.00015856866,0.01571195],"genre_scores_gemma":[0.9990635,0.00046473875,0.00031191768,0.000027108816,0.000036109697,0.000023002574,0.00002198953,0.0000081907,0.0000434411],"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","domain_scores_codex":[0.99927425,0.000047288893,0.00022489195,0.00017532957,0.00014050884,0.00013772218],"domain_scores_gemma":[0.999591,0.00003723296,0.000092450646,0.00017848467,0.000072334384,0.000028491044],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003396381,0.000103063714,0.00014508815,0.00010784835,0.00004682776,0.000022460768,0.00008829061,0.0001058499,0.00009390375],"category_scores_gemma":[0.00019171168,0.00007416611,0.00003992329,0.00024387965,0.00006613586,0.0004003031,0.000018908948,0.00020710415,0.000019232712],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0042775376,0.004021198,0.018695995,0.004058113,0.00091391907,0.00030402484,0.035160158,0.071925156,0.47552216,0.012600055,0.028205514,0.34431618],"study_design_scores_gemma":[0.003099422,0.0041407356,0.5877728,0.0027519732,0.0011418391,0.00058279646,0.021949353,0.06846309,0.21535529,0.086022966,0.005928331,0.002791421],"about_ca_topic_score_codex":0.00033139632,"about_ca_topic_score_gemma":0.00016592383,"teacher_disagreement_score":0.5690768,"about_ca_system_score_codex":0.000014356598,"about_ca_system_score_gemma":0.000012981103,"threshold_uncertainty_score":0.30244064},"labels":[],"label_agreement":null},{"id":"W1997037711","doi":"10.2118/132879-ms","title":"An Improved Triple Porosity Model for Evaluation of Naturally Fractured Reservoirs","year":2010,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":26,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Porosity; Petrophysics; Geology; Matrix (chemical analysis); Cementation (geology); Effective porosity; Saturation (graph theory); Water saturation; Mineralogy; Geotechnical engineering; Materials science; Composite material; Mathematics; Cement","score_opus":0.013905099052856303,"score_gpt":0.2772134476066293,"score_spread":0.263308348553773,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1997037711","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.88930523,0.000063973355,0.10867895,0.000107750835,0.0002485008,0.00032991433,0.000019088671,0.00017455929,0.0010720328],"genre_scores_gemma":[0.9889221,0.0000040627087,0.010529006,0.00002458205,0.000078351295,0.000036403082,0.00006437062,0.000023553343,0.00031753795],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99909574,0.000020787644,0.00023550571,0.00016923767,0.00029245229,0.000186306],"domain_scores_gemma":[0.9990876,0.000035310433,0.000044200213,0.00043956778,0.0003041285,0.00008920819],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00080712425,0.0001226489,0.00019236618,0.000095736796,0.000058868976,0.000023927278,0.00022806393,0.0001818445,0.00010029735],"category_scores_gemma":[0.00015317589,0.00009715504,0.00012506677,0.000107528605,0.000020257301,0.00019978418,0.000012204541,0.00023567103,0.0000015012013],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000018475146,0.000028535063,0.000029991857,0.000029812743,0.000048680176,4.8253675e-8,0.00020984268,0.8336611,0.16355498,0.000010616056,0.0004901759,0.0019177615],"study_design_scores_gemma":[0.0006944245,0.000021709759,0.0007566807,0.0000027400586,0.00009200475,2.9208564e-7,0.000022573236,0.91961974,0.077811785,0.00071335083,0.00014364102,0.00012106104],"about_ca_topic_score_codex":0.00011904392,"about_ca_topic_score_gemma":0.0012785355,"teacher_disagreement_score":0.09961691,"about_ca_system_score_codex":0.000027462089,"about_ca_system_score_gemma":0.000046292735,"threshold_uncertainty_score":0.39618674},"labels":[],"label_agreement":null},{"id":"W1997096058","doi":"10.2118/95474-ms","title":"Experimental and Stochastic Modeling of Diffusion-Controlled Matrix-Fracture Transfer in Naturally Fractured Reservoirs","year":2005,"lang":"en","type":"article","venue":"SPE Annual Technical Conference and Exhibition","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Fracture (geology); Percolation (cognitive psychology); Displacement (psychology); Mechanics; Materials science; Fractal; Diffusion; Matrix (chemical analysis); Flow (mathematics); Percolation theory; Diffusion process; Stochastic modelling; Composite material; Thermodynamics; Mathematics; Physics; Computer science; Statistics; Mathematical analysis","score_opus":0.008263794145647388,"score_gpt":0.24452083216521026,"score_spread":0.23625703801956288,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1997096058","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.93770254,0.0021224734,0.058712233,0.00070722506,0.000022261707,0.00024466112,0.000014736404,0.00010924104,0.00036461375],"genre_scores_gemma":[0.9992414,0.00020842197,0.0003553628,0.00005103938,0.00006326835,0.000021528997,0.000020658406,0.000016405764,0.000021884856],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99893135,0.000029198629,0.00038006116,0.00023369532,0.00020115694,0.00022451821],"domain_scores_gemma":[0.99963313,0.00005574881,0.000022201666,0.00014227505,0.000051919404,0.00009472699],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00015130873,0.00019496708,0.00042041202,0.00017654695,0.000050057963,0.00003236517,0.00009373503,0.00024209266,0.00006915962],"category_scores_gemma":[0.00003422633,0.0001551624,0.000081950384,0.00012278775,0.00006483386,0.00026039925,0.000032149244,0.00039286405,0.0000019249019],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0005332856,0.00016864891,0.000042307995,0.00011167578,0.000060134214,0.000011654142,0.0021245198,0.8726523,0.122288994,0.00021964767,0.00014322919,0.001643606],"study_design_scores_gemma":[0.003042155,0.00010362332,0.0005784751,0.00023181914,0.000051122974,0.000012975406,0.00077711896,0.98383105,0.010316879,0.00062147866,0.0000981398,0.0003351793],"about_ca_topic_score_codex":0.000082942075,"about_ca_topic_score_gemma":0.00011672114,"teacher_disagreement_score":0.111972116,"about_ca_system_score_codex":0.000033909153,"about_ca_system_score_gemma":0.000013247166,"threshold_uncertainty_score":0.63273394},"labels":[],"label_agreement":null},{"id":"W1997184943","doi":"10.2118/100583-pa","title":"Simulation-Based Technology for Rapid Assessment of Redevelopment Potential in Marginal Gas Fields—Technology Advances and Validation in Garden Plains Field, Western Canada Sedimentary Basin","year":2008,"lang":"en","type":"article","venue":"SPE Reservoir Evaluation & Engineering","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"U.S. Department of Energy","keywords":"Redevelopment; Structural basin; Geology; Natural gas field; Field (mathematics); Sedimentary rock; Sedimentary basin; Petroleum engineering; Hydrology (agriculture); Geomorphology; Civil engineering; Engineering; Geochemistry; Geotechnical engineering; Natural gas; Waste management","score_opus":0.011526627601742442,"score_gpt":0.2669650285261353,"score_spread":0.25543840092439285,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1997184943","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.909285,0.00092925766,0.087344564,0.0016635642,0.00016806708,0.00047312773,0.0000074926957,0.00006998548,0.000058933096],"genre_scores_gemma":[0.99308634,0.00027409257,0.0064008627,0.000017264269,0.000029152501,0.00011801547,0.000045308134,0.000018775803,0.000010199195],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9986155,0.00003035965,0.0004481288,0.00022477748,0.00042207635,0.00025915616],"domain_scores_gemma":[0.9993367,0.0002474245,0.000062415595,0.00018850793,0.00012570343,0.00003925436],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004624616,0.00016500604,0.0002868439,0.0007747878,0.0000439859,0.0000081647095,0.00013368095,0.00015998943,0.00005193053],"category_scores_gemma":[0.0002641149,0.00018154184,0.000033773813,0.00047486642,0.000018523253,0.00010774157,0.00003013358,0.00021866082,1.8900019e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000013227539,0.000016555747,0.015205972,0.00013647892,0.00003262243,0.00000936549,0.000048127407,0.98237485,0.00024306487,0.0000021233598,0.000041951,0.0018756555],"study_design_scores_gemma":[0.0010012016,0.00005017227,0.0067359796,0.000120179226,0.000021744272,0.000002069092,0.00007367057,0.9825802,0.007371063,0.00004135554,0.0018294054,0.00017295155],"about_ca_topic_score_codex":0.0032966367,"about_ca_topic_score_gemma":0.018029407,"teacher_disagreement_score":0.08380132,"about_ca_system_score_codex":0.00048895687,"about_ca_system_score_gemma":0.00028198058,"threshold_uncertainty_score":0.999889},"labels":[],"label_agreement":null},{"id":"W1997348652","doi":"10.2118/93083-pa","title":"Modeling of Geomechanics in Naturally Fractured Reservoirs","year":2008,"lang":"en","type":"article","venue":"SPE Reservoir Evaluation & Engineering","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":73,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Geomechanics; Permeability (electromagnetism); Geology; Porosity; Geotechnical engineering; Fluid dynamics; Darcy's law; Anisotropy; Mechanics; Porous medium; Physics","score_opus":0.0242293475381517,"score_gpt":0.25113054986699856,"score_spread":0.22690120232884686,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1997348652","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.92406285,0.00403475,0.06969819,0.0001402097,0.00034946436,0.00036650515,0.000006820854,0.0003253436,0.0010158819],"genre_scores_gemma":[0.9958829,0.00082421885,0.0029569445,0.000008722314,0.00011816778,0.000046982794,0.000042880325,0.00007625328,0.000042895845],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99739474,0.00006387489,0.00072252867,0.0003160005,0.0010052033,0.0004976469],"domain_scores_gemma":[0.9989025,0.00009125296,0.00005650419,0.0005697495,0.00024875984,0.00013122545],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0010603393,0.0003074737,0.00047705675,0.00073801924,0.00006409427,0.000019546751,0.00040719216,0.00024201898,0.00014090829],"category_scores_gemma":[0.0004639402,0.00031117507,0.00018168778,0.0009766176,0.000016272725,0.0003383311,0.000070895956,0.00057584106,0.000020345959],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000011394607,0.00002104907,0.000106437656,0.000117660435,0.00007498207,0.000014788263,0.0005130391,0.9957181,0.003124048,0.000026722642,0.000074583375,0.0001972003],"study_design_scores_gemma":[0.00059183367,0.000019157946,0.0006058249,0.00014184914,0.00003617354,0.000010883913,0.000056542132,0.99434054,0.0032827598,0.00020848388,0.0003944373,0.0003115436],"about_ca_topic_score_codex":0.00017722054,"about_ca_topic_score_gemma":0.00012549548,"teacher_disagreement_score":0.0718201,"about_ca_system_score_codex":0.00030234637,"about_ca_system_score_gemma":0.000086993154,"threshold_uncertainty_score":0.999934},"labels":[],"label_agreement":null},{"id":"W1997635917","doi":"10.2118/121380-ms","title":"Long-Term Post-Frac Performance Analysis Based on Flowback Analysis Using Chemical Frac-Tracers","year":2009,"lang":"en","type":"article","venue":"Latin American and Caribbean Petroleum Engineering Conference","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":16,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Oncolytics Biotech (Canada)","funders":"","keywords":"Hydraulic fracturing; TRACER; Stage (stratigraphy); Petroleum engineering; Material balance; Tracing; Chemistry; Environmental science; Mineralogy; Geology; Engineering; Process engineering; Physics; Computer science","score_opus":0.005824675421283576,"score_gpt":0.20913167698574353,"score_spread":0.20330700156445997,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1997635917","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8746597,0.00009062618,0.12401144,0.000099785204,0.000052685442,0.000059220158,0.000030787545,0.0003611871,0.0006345465],"genre_scores_gemma":[0.9967456,0.00007290239,0.002740391,0.00013530177,0.00008742413,0.0000073067895,0.00012002359,0.00004159205,0.000049465634],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99785846,0.00003306267,0.00045614672,0.0005641853,0.00044786235,0.0006402983],"domain_scores_gemma":[0.9986982,0.0000998076,0.000109472225,0.0006555913,0.0000872886,0.0003496682],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00015232553,0.0005180566,0.0009681016,0.0011021354,0.00010673839,0.00016302092,0.0003310469,0.00013039717,0.00013411809],"category_scores_gemma":[0.000039535727,0.00050710695,0.00047367578,0.002418103,0.00010793184,0.00013153054,0.000031051997,0.00055144494,0.000007712271],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00001850464,0.000037190515,0.024026224,0.000046523463,0.0013228973,0.000015581663,0.00011958868,0.9641439,0.004608389,0.000005102983,0.0000049416876,0.005651197],"study_design_scores_gemma":[0.0001961256,0.00010003122,0.21727407,0.000036895133,0.0017834706,0.0000014765644,0.00004287041,0.7788051,0.0012705144,4.7169672e-7,0.000019512976,0.00046945957],"about_ca_topic_score_codex":0.0001440208,"about_ca_topic_score_gemma":0.000031936957,"teacher_disagreement_score":0.19324785,"about_ca_system_score_codex":0.00015272011,"about_ca_system_score_gemma":0.00003566713,"threshold_uncertainty_score":0.99973804},"labels":[],"label_agreement":null},{"id":"W1997743075","doi":"10.2118/147474-ms","title":"Shear Dilatancy in Unconsolidated Laboratory Samples Improves Relative Permeability Performance","year":2011,"lang":"en","type":"article","venue":"Canadian Unconventional Resources Conference","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"University of Texas at Austin","keywords":"Dilatant; Stress path; Permeability (electromagnetism); Geotechnical engineering; Relative permeability; Shearing (physics); Porosity; Shear (geology); Geology; Materials science; Relative density; Shear stress; Residual strength; Effective stress; Overburden pressure; Composite material; Microstructure","score_opus":0.022676183651214453,"score_gpt":0.19835346750302119,"score_spread":0.17567728385180673,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1997743075","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.97511643,0.00031859346,0.00026745518,0.0000629034,0.00013485803,0.0001228333,0.00010565318,0.00009283107,0.023778468],"genre_scores_gemma":[0.9990171,0.00006106375,0.00032074915,0.00004864781,0.00003787049,0.000027557817,0.00004683507,0.000021792697,0.0004183842],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99866223,0.00006736053,0.00033131655,0.00030047385,0.00018864489,0.00044995334],"domain_scores_gemma":[0.99908096,0.00005939672,0.00004143213,0.00030760962,0.00012979029,0.00038079312],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00025358493,0.00020565819,0.0002394639,0.00034041912,0.00011573003,0.00004058178,0.00029316457,0.00014507242,0.0013204912],"category_scores_gemma":[0.000104162646,0.00020497707,0.00007937051,0.00042034817,0.00017801234,0.00028423025,0.000022954902,0.0003635237,0.000101761914],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0002509475,0.00030933585,0.8469749,0.0016537289,0.0014714927,0.00063849933,0.034556676,0.06386687,0.0034334885,0.010279743,0.002653606,0.03391072],"study_design_scores_gemma":[0.0006051972,0.00007403834,0.9174676,0.0002829343,0.000047873455,0.00000821865,0.0007617726,0.041230742,0.0019403624,0.0022909895,0.03453023,0.0007600192],"about_ca_topic_score_codex":0.026319372,"about_ca_topic_score_gemma":0.114609726,"teacher_disagreement_score":0.088290356,"about_ca_system_score_codex":0.0003094638,"about_ca_system_score_gemma":0.00035372155,"threshold_uncertainty_score":0.9995924},"labels":[],"label_agreement":null},{"id":"W1997930344","doi":"10.2118/77598-ms","title":"Analysis of Generated and Reflected Pressure Waves during Fracturing Reveals Fracture Behavior","year":2002,"lang":"en","type":"article","venue":"SPE Annual Technical Conference and Exhibition","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":12,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Haliburton Forest & Wild Life Reserve; Nexen (Canada)","funders":"","keywords":"Fracture (geology); Process (computing); Wavelet; Flow (mathematics); Geology; SIGNAL (programming language); Computer science; Hydraulic fracturing; Acoustics; Mechanics; Petroleum engineering; Geotechnical engineering; Physics; Artificial intelligence","score_opus":0.014731793591090172,"score_gpt":0.24375202947067243,"score_spread":0.22902023587958226,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1997930344","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9960509,0.0012165798,0.001441177,0.0001419244,0.000017152543,0.00011931148,0.00006578233,0.00022976717,0.00071739545],"genre_scores_gemma":[0.9981746,0.001254826,0.00023214483,0.000029415809,0.000047027796,0.00001570086,0.000053911957,0.000016843103,0.00017552974],"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","domain_scores_codex":[0.99890685,0.00003664526,0.0003398349,0.0002907858,0.00019164833,0.0002342508],"domain_scores_gemma":[0.99943495,0.000035810204,0.00006772974,0.00023703679,0.00010582509,0.0001186783],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000092811344,0.00019793161,0.00043281232,0.00032925326,0.00009817706,0.000051084913,0.00008989874,0.0002556529,0.00034665794],"category_scores_gemma":[0.000037952268,0.00017178153,0.00010138964,0.00053189485,0.000086196334,0.0002224223,0.000044395296,0.00031413772,0.0000025866955],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000954162,0.00040823143,0.018447986,0.0010344995,0.0034534838,0.00013420735,0.0031354732,0.13643916,0.82145387,0.00012126541,0.0026042727,0.012672141],"study_design_scores_gemma":[0.0010935292,0.00023797168,0.6915016,0.0003686843,0.0060623465,0.000052289906,0.00045018553,0.14495523,0.15169272,0.0003305071,0.001965135,0.0012897629],"about_ca_topic_score_codex":0.000058081336,"about_ca_topic_score_gemma":0.000052059608,"teacher_disagreement_score":0.6730536,"about_ca_system_score_codex":0.000014849046,"about_ca_system_score_gemma":0.0000032206503,"threshold_uncertainty_score":0.7005047},"labels":[],"label_agreement":null},{"id":"W1997951440","doi":"10.4043/19530-ms","title":"Geomechanics in Integrated Reservoir Modeling","year":2008,"lang":"en","type":"article","venue":"Offshore Technology Conference","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":13,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Geomechanics; Geology; Geotechnical engineering; Compaction; Petroleum engineering; Subsidence; Pore water pressure; Engineering geology; Petrology; Seismology; Geomorphology; Volcanism; Tectonics","score_opus":0.02082161518381917,"score_gpt":0.2206935179437217,"score_spread":0.19987190275990252,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1997951440","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8632348,0.0004606836,0.13150734,0.00056210713,0.00009854387,0.00008798154,0.000003456339,0.0011354786,0.0029096128],"genre_scores_gemma":[0.99792707,0.0006667487,0.0011463074,0.000015942256,0.00001531134,0.000028745142,0.0000126719115,0.000026177288,0.000161046],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99891615,0.000015718915,0.0002853769,0.00025973728,0.0001340787,0.0003889222],"domain_scores_gemma":[0.999362,0.000016417192,0.000020337808,0.0004632657,0.00008332412,0.0000546491],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001092461,0.00019483433,0.00030580306,0.00067714194,0.0000691907,0.000011510145,0.0004767065,0.00038655082,0.000093410905],"category_scores_gemma":[0.00007919291,0.00018048144,0.000050957467,0.00095650845,0.000075543976,0.000086855725,0.00008000846,0.0007059897,0.0000656001],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000006209056,0.000029133878,0.0017659824,0.000024523904,0.000045480585,0.00016985649,0.00020603018,0.9923635,0.0013499678,0.0007641492,0.00033351508,0.0029416252],"study_design_scores_gemma":[0.00017995923,0.00001858038,0.000059770773,0.000054019903,0.0000071688087,0.00003764249,0.0002158218,0.99205494,0.0029476918,0.0030011714,0.0012138525,0.00020940304],"about_ca_topic_score_codex":0.00009948711,"about_ca_topic_score_gemma":0.00043383657,"teacher_disagreement_score":0.13469225,"about_ca_system_score_codex":0.00008332182,"about_ca_system_score_gemma":0.00005663321,"threshold_uncertainty_score":0.73598194},"labels":[],"label_agreement":null},{"id":"W1998026731","doi":"10.2118/149331-ms","title":"Examining the Effects of Stress Dependent Reservoir Permeability on Stimulated Horizontal Montney Gas Wells","year":2011,"lang":"en","type":"article","venue":"Canadian Unconventional Resources Conference","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":33,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Calgary; Shell (Canada)","funders":"Shell Canada","keywords":"Microseism; Permeability (electromagnetism); Petroleum engineering; Geology; Superposition principle; Tight gas; Well logging; Unconventional oil; Soil science; Petrology; Hydraulic fracturing; Seismology; Mathematics","score_opus":0.022448720386843635,"score_gpt":0.20119236551070524,"score_spread":0.1787436451238616,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1998026731","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9820642,0.0003360343,0.00015909597,0.000054917025,0.00024257881,0.00020230669,0.00006106334,0.000058424925,0.016821394],"genre_scores_gemma":[0.9992515,0.000051120078,0.000021928645,0.00003380287,0.000057538997,0.000023848248,0.00002681859,0.000023947981,0.0005095066],"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","domain_scores_codex":[0.998478,0.0001272549,0.0003191688,0.00028794643,0.0003848677,0.00040273895],"domain_scores_gemma":[0.99866873,0.00029042657,0.00006785272,0.00047842006,0.0001209321,0.00037362106],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00026132385,0.00022074569,0.00025602226,0.00020790186,0.00015993415,0.000041348,0.00051714625,0.00013230112,0.0006828257],"category_scores_gemma":[0.00022517188,0.00017201535,0.0001309093,0.00020010851,0.00016753518,0.000069945556,0.000037523114,0.00034323742,0.000041039173],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00063914584,0.0009198625,0.27026743,0.0046456982,0.005121572,0.0017969452,0.03745289,0.62600785,0.009124349,0.0067144427,0.0070479577,0.030261891],"study_design_scores_gemma":[0.0029424683,0.0013921345,0.7439805,0.0024388279,0.0005564649,0.00003926604,0.004069994,0.15181379,0.07219382,0.003901137,0.014623963,0.0020475949],"about_ca_topic_score_codex":0.0493367,"about_ca_topic_score_gemma":0.07784861,"teacher_disagreement_score":0.47419405,"about_ca_system_score_codex":0.0001914704,"about_ca_system_score_gemma":0.0001499344,"threshold_uncertainty_score":0.9569938},"labels":[],"label_agreement":null},{"id":"W1998170003","doi":"10.2118/151840-ms","title":"Prediction of Injection Induced Formation Shear","year":2012,"lang":"en","type":"article","venue":"SPE International Symposium and Exhibition on Formation Damage Control","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":11,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Caprock; Shear (geology); Geology; Overburden; Water injection (oil production); Geotechnical engineering; Geomechanics; Petroleum engineering; Shear stress; Steam injection; Direct shear test; Overburden pressure; Materials science; Petrology; Composite material","score_opus":0.01106210381711922,"score_gpt":0.21352291609563454,"score_spread":0.2024608122785153,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1998170003","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.84240943,0.000080523816,0.12420489,0.0010786302,0.0013225275,0.00033235428,0.00014500732,0.00030443078,0.030122204],"genre_scores_gemma":[0.9990588,0.00014077344,0.00006291746,0.000088764,0.00031699083,0.000024153383,0.00023349993,0.000012880793,0.00006126407],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9990515,0.000037649253,0.00038142974,0.00008120589,0.00029313503,0.00015508816],"domain_scores_gemma":[0.99956036,0.000034713492,0.000108081134,0.00010769746,0.00010911256,0.000080059726],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00024480914,0.00012440991,0.00013570044,0.0002425207,0.000077909826,0.00004361155,0.00006567472,0.00009945278,0.00009460862],"category_scores_gemma":[0.000023949458,0.00011710231,0.000071590825,0.00011588113,0.000018539049,0.001531604,0.000010953306,0.00013176461,0.0000468947],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0003535811,0.00041808723,0.0034739447,0.00048104423,0.00047669737,0.00000197874,0.005168405,0.6985638,0.25868055,0.0036716117,0.005111572,0.023598714],"study_design_scores_gemma":[0.0024882827,0.00022867795,0.016091382,0.0001655487,0.00008946658,0.000047214897,0.0004131482,0.8757551,0.09599354,0.00027153574,0.008166479,0.00028967054],"about_ca_topic_score_codex":0.00001725901,"about_ca_topic_score_gemma":0.0000037163054,"teacher_disagreement_score":0.17719126,"about_ca_system_score_codex":0.00011640318,"about_ca_system_score_gemma":0.0000032838748,"threshold_uncertainty_score":0.47752938},"labels":[],"label_agreement":null},{"id":"W1998261447","doi":"10.2118/84218-ms","title":"Modeling Fracture Tip Screenout and Application for Fracture Height Growth Control","year":2003,"lang":"en","type":"article","venue":"SPE Annual Technical Conference and Exhibition","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Schlumberger (Canada)","funders":"","keywords":"Fracture (geology); Geology; Slurry; Comminution; Geotechnical engineering; Perforation; Petroleum engineering; Compaction; Materials science; Composite material","score_opus":0.007953707715527673,"score_gpt":0.22522894570035457,"score_spread":0.2172752379848269,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1998261447","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.021766128,0.00062098814,0.97459364,0.001062091,0.000019425983,0.00033804198,0.00004290902,0.00023525988,0.0013214881],"genre_scores_gemma":[0.99789256,0.0004209065,0.0009973289,0.00041147886,0.00009487044,0.000068143934,0.00006798678,0.000021475546,0.000025271684],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9991165,0.000022370496,0.00021559375,0.0002804848,0.00012766782,0.00023738525],"domain_scores_gemma":[0.99951285,0.00005375615,0.00002779822,0.00015797406,0.00012622257,0.00012142059],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00017984655,0.00018600478,0.00024742662,0.00007626963,0.00013902775,0.000058868663,0.00006858029,0.00027412205,0.000023308783],"category_scores_gemma":[0.00006134985,0.0001555381,0.00006465416,0.00008968901,0.00005049207,0.0002105026,0.000010125015,0.00027160786,0.0000046422133],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0003805465,0.00035835587,0.0011521516,0.0014421539,0.00054620235,0.000019900443,0.0015338588,0.88642955,0.03881154,0.028180866,0.013965911,0.027178995],"study_design_scores_gemma":[0.0020203018,0.0002403184,0.0007894953,0.00016678081,0.00025686674,0.000037283426,0.00046165267,0.91450083,0.010812293,0.04442014,0.025390157,0.0009038652],"about_ca_topic_score_codex":0.0000511935,"about_ca_topic_score_gemma":0.000036463687,"teacher_disagreement_score":0.97612643,"about_ca_system_score_codex":0.000020726926,"about_ca_system_score_gemma":0.000014739911,"threshold_uncertainty_score":0.634266},"labels":[],"label_agreement":null},{"id":"W1998520432","doi":"10.2118/159711-ms","title":"Relationship between Microseismic Activity, Hydrofracture, and Stimulated Zone Growth Based on a Numerical Damage Model: An Example from Bossier Sands","year":2012,"lang":"en","type":"article","venue":"SPE Annual Technical Conference and Exhibition","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"University of Calgary","keywords":"Microseism; Hydraulic fracturing; Geology; Permeability (electromagnetism); Fracture (geology); Hydraulic conductivity; Petrology; Geotechnical engineering; Seismology; Petroleum engineering; Soil science","score_opus":0.039079122459820516,"score_gpt":0.2690924477731608,"score_spread":0.23001332531334032,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1998520432","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7841238,0.000048850015,0.21476313,0.0001710567,0.000017331628,0.000095479445,0.00008125967,0.00025548076,0.00044361307],"genre_scores_gemma":[0.99840516,0.000017353013,0.0009670247,0.00010721998,0.00013672828,0.000011273893,0.00030442033,0.000029495299,0.000021339976],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9988794,0.00006782771,0.00021343537,0.00030736843,0.00020222057,0.00032974913],"domain_scores_gemma":[0.9991428,0.000231042,0.00004184551,0.0002567268,0.000042357824,0.00028517286],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002048792,0.00023126899,0.00030154965,0.0001365842,0.00014889118,0.000080987316,0.00009241283,0.0003089658,0.000040748975],"category_scores_gemma":[0.000038877086,0.00020467097,0.00005476904,0.00018405041,0.00009020589,0.0005413242,0.00004194255,0.00043120736,0.000009720855],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0010781336,0.0018953345,0.30342007,0.00051890814,0.00043722277,0.000056087825,0.0058432375,0.55509025,0.094234295,0.0018086542,0.006141929,0.029475886],"study_design_scores_gemma":[0.0007004852,0.00015345971,0.31190106,0.00006770668,0.00013777228,0.0000022165102,0.000044547356,0.67818564,0.0058707423,0.0023517974,0.00015163975,0.00043290315],"about_ca_topic_score_codex":0.0007782852,"about_ca_topic_score_gemma":0.000023275923,"teacher_disagreement_score":0.21428135,"about_ca_system_score_codex":0.000041536925,"about_ca_system_score_gemma":0.000016573153,"threshold_uncertainty_score":0.834624},"labels":[],"label_agreement":null},{"id":"W1998527628","doi":"10.2118/07-03-05","title":"Coupled Numerical Modelling of Reservoir Flow with Formation Plugging","year":2007,"lang":"en","type":"article","venue":"Journal of Canadian Petroleum Technology","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":29,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Petroleum engineering; Permeability (electromagnetism); Pressure drop; Filtration (mathematics); Flow (mathematics); Empirical modelling; Oil field; Volumetric flow rate; Reservoir simulation; Submarine pipeline; Work (physics); Geology; Mechanics; Computer science; Geotechnical engineering; Engineering; Mathematics; Simulation; Statistics; Chemistry; Mechanical engineering","score_opus":0.008397136098725335,"score_gpt":0.19116510283862587,"score_spread":0.18276796673990053,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1998527628","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.40992993,0.00040368122,0.58749664,0.0008249856,0.00007583602,0.000024378749,0.0000022666945,0.000050065366,0.0011922232],"genre_scores_gemma":[0.98913527,0.000100018675,0.0106263785,0.000018559902,0.00006591801,7.9335007e-7,0.0000016883855,0.000022566248,0.000028818375],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9987714,0.000009180371,0.000523357,0.00007156176,0.00024186415,0.0003826063],"domain_scores_gemma":[0.9992066,0.00003642641,0.00017565704,0.00019102951,0.00016586756,0.0002244195],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00043343767,0.00012226542,0.00034844712,0.0034971663,0.000056584602,0.0000122913225,0.00027038832,0.0001907611,0.00002248977],"category_scores_gemma":[0.00003397518,0.00010063544,0.00008988957,0.0010003991,0.000052538842,0.00016691562,0.000008849149,0.00050858216,0.0000028524948],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000019636778,0.0000062599283,0.0003736651,0.000030655723,0.0001026302,0.00012885788,0.0000777369,0.9977705,0.00028742847,0.000025502326,0.00021480524,0.0009623428],"study_design_scores_gemma":[0.00039783184,0.00012984556,0.00009928247,0.00009047599,0.000052204265,0.00031687052,0.00028561204,0.9833835,0.0047435267,0.00012650929,0.01025214,0.00012224956],"about_ca_topic_score_codex":0.002558388,"about_ca_topic_score_gemma":0.023704553,"teacher_disagreement_score":0.57920533,"about_ca_system_score_codex":0.00026642272,"about_ca_system_score_gemma":0.0001174458,"threshold_uncertainty_score":0.9941103},"labels":[],"label_agreement":null},{"id":"W1998589973","doi":"10.2118/149222-ms","title":"Effect of Natural Fracture Density on Production Variability of Individual Wells in the Tight Gas Nikanassin Formation","year":2011,"lang":"en","type":"article","venue":"Canadian Unconventional Resources Conference","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Calgary","funders":"Natural Sciences and Engineering Research Council of Canada; Alberta Innovates; University of Calgary; ConocoPhillips","keywords":"Porosity; Curvature; Tight gas; Permeability (electromagnetism); Geology; Fracture (geology); Soil science; Natural gas field; Reservoir simulation; Geotechnical engineering; Mathematics; Petroleum engineering; Natural gas; Geometry; Engineering; Hydraulic fracturing","score_opus":0.011267970835409213,"score_gpt":0.20006307290378206,"score_spread":0.18879510206837286,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1998589973","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.995478,0.000049384984,0.00016347112,0.00016866943,0.00012290939,0.00016977497,0.000015957536,0.000012630714,0.0038192237],"genre_scores_gemma":[0.9997911,0.0000059583604,0.000027312788,0.000043001528,0.00003573202,0.000009434188,0.00004229137,0.0000058525357,0.000039313254],"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","domain_scores_codex":[0.9988761,0.0002484742,0.0002608771,0.00014055752,0.0003022723,0.00017171817],"domain_scores_gemma":[0.9993843,0.00015104284,0.00008006524,0.00023615004,0.000075207405,0.000073272975],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009712336,0.00012178118,0.00018947465,0.00023366445,0.000051557487,0.000015139794,0.00026874765,0.00009407809,0.00016781605],"category_scores_gemma":[0.000197748,0.000085465486,0.00008516137,0.000238028,0.0000904147,0.000099969126,0.000009484213,0.00027916243,0.000006557791],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0016271233,0.00095541525,0.3593919,0.008374611,0.0024305615,0.00023625913,0.10473221,0.36892954,0.0054727085,0.007884645,0.019522944,0.12044211],"study_design_scores_gemma":[0.0010524885,0.00048276948,0.838093,0.00066326174,0.00027153938,0.000033419263,0.00075124594,0.024063898,0.12353932,0.0027137653,0.0077256914,0.0006096178],"about_ca_topic_score_codex":0.00924056,"about_ca_topic_score_gemma":0.019673144,"teacher_disagreement_score":0.47870108,"about_ca_system_score_codex":0.00009284202,"about_ca_system_score_gemma":0.00006514388,"threshold_uncertainty_score":0.99821526},"labels":[],"label_agreement":null},{"id":"W1998697148","doi":"10.2118/124315-ms","title":"Technology for Determining Reservoir Pressure from Mud Log Gas Improves Mature, Tight Gas Asset Performance: A Case Study of Ada Field, North Louisiana","year":2009,"lang":"en","type":"article","venue":"SPE Annual Technical Conference and Exhibition","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"ConocoPhillips (Canada)","funders":"ConocoPhillips","keywords":"Wireline; Tight gas; Predictability; Petroleum engineering; Production (economics); Natural gas field; Asset (computer security); Variety (cybernetics); Computer science; Engineering; Natural gas; Hydraulic fracturing; Telecommunications; Economics; Mathematics; Statistics","score_opus":0.012452614174130424,"score_gpt":0.25012461436310196,"score_spread":0.23767200018897153,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1998697148","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9958891,0.00023254998,0.002592225,0.00030581182,0.00004067862,0.00035064406,0.00007380614,0.00022521827,0.00028993952],"genre_scores_gemma":[0.99884564,0.00016017379,0.000737722,0.000039379134,0.00008572392,0.00003840895,0.000046827583,0.000014679222,0.000031440384],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9988441,0.00002106857,0.00036305905,0.00032732484,0.00016107592,0.00028335693],"domain_scores_gemma":[0.99927974,0.000072052535,0.000076230746,0.00035730712,0.00013178798,0.00008291138],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000111930065,0.00021095887,0.0003756539,0.00019751037,0.00011587139,0.000039907016,0.00018175846,0.0003036685,0.000021632899],"category_scores_gemma":[0.00006682186,0.00017900951,0.00006840045,0.00025469626,0.000051459658,0.00021583533,0.000055338438,0.00039579114,0.0000016082372],"study_design_candidate":"design_other","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0019154943,0.003202385,0.04276317,0.0029036733,0.0020181874,0.0038556666,0.0136100575,0.052346762,0.0723886,0.00041562255,0.029559117,0.77502126],"study_design_scores_gemma":[0.014558547,0.035367776,0.095270894,0.0027274138,0.003591186,0.0021649431,0.036224205,0.56419367,0.2077403,0.018334221,0.014046054,0.005780768],"about_ca_topic_score_codex":0.00019021759,"about_ca_topic_score_gemma":0.00082031323,"teacher_disagreement_score":0.7692405,"about_ca_system_score_codex":0.000014068064,"about_ca_system_score_gemma":0.00001952208,"threshold_uncertainty_score":0.72997963},"labels":[],"label_agreement":null},{"id":"W1998748246","doi":"10.2118/137748-pa","title":"Rate-Decline Analysis for Fracture-Dominated Shale Reservoirs","year":2011,"lang":"en","type":"article","venue":"SPE Reservoir Evaluation & Engineering","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":312,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"ConocoPhillips (Canada)","funders":"ConocoPhillips","keywords":"Oil shale; Geology; Fracture (geology); Hydraulic fracturing; Petroleum engineering; Geotechnical engineering; Flow (mathematics); Matrix (chemical analysis); Drainage; Permeability (electromagnetism); Petrology; Pore water pressure; Soil science; Mechanics; Materials science; Chemistry","score_opus":0.03773183923791421,"score_gpt":0.2773423850711001,"score_spread":0.2396105458331859,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1998748246","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.4104832,0.0021025185,0.5782485,0.00048026672,0.0006734289,0.001359815,0.00006175057,0.0014619173,0.0051286025],"genre_scores_gemma":[0.98993397,0.00017269622,0.008374819,0.000051274,0.00027907718,0.00035119528,0.00032069135,0.00013574249,0.0003805316],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9970282,0.00011346816,0.00078678323,0.00056242204,0.00075440726,0.00075474114],"domain_scores_gemma":[0.99787027,0.00029246177,0.00011496597,0.0009382972,0.0004925449,0.0002914424],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0026346745,0.00048355988,0.00071035087,0.0011314225,0.00015404489,0.00009931882,0.00062134274,0.00029896564,0.0013890587],"category_scores_gemma":[0.0007896967,0.00046792143,0.00060399197,0.0020369096,0.000034629156,0.00039142216,0.000097776974,0.00040252393,0.000082872786],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00004440444,0.00004243447,0.00070799544,0.00011997873,0.0016604703,0.000005777083,0.00042885248,0.9943491,0.0012743725,0.000030991836,0.0009557633,0.00037985283],"study_design_scores_gemma":[0.00092122523,0.000049345308,0.010893336,0.000042275762,0.0014695578,0.0000019912884,0.00008720625,0.96234524,0.015113883,0.00038491972,0.008142368,0.000548647],"about_ca_topic_score_codex":0.00016828704,"about_ca_topic_score_gemma":0.00017929602,"teacher_disagreement_score":0.5794508,"about_ca_system_score_codex":0.00028963396,"about_ca_system_score_gemma":0.000059740814,"threshold_uncertainty_score":0.99977726},"labels":[],"label_agreement":null},{"id":"W1998754983","doi":"10.2118/163855-ms","title":"Asset Development Drivers in the Bakken and Three Forks","year":2013,"lang":"en","type":"article","venue":"SPE Hydraulic Fracturing Technology Conference","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":32,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Productivity; Production (economics); Infill; Drilling; Computer science; Asset (computer security); Petroleum engineering; Engineering; Geology; Civil engineering; Mechanical engineering","score_opus":0.008992440443007137,"score_gpt":0.1968611553408314,"score_spread":0.18786871489782425,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1998754983","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9702862,0.00041577333,0.016176982,0.0049334383,0.00009995439,0.00034881252,9.4543236e-7,0.000568665,0.007169241],"genre_scores_gemma":[0.9969181,0.00013642342,0.0025344403,0.00016924106,0.000030288751,0.0001232762,0.000006680826,0.000023966131,0.000057596422],"study_design_codex":"design_other","study_design_gemma":"observational","domain_scores_codex":[0.99859285,0.000022790471,0.00031963247,0.00033560794,0.0002132582,0.00051583507],"domain_scores_gemma":[0.99921006,0.000090609356,0.000050327013,0.00054055464,0.00003811927,0.00007030396],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002062719,0.00028264095,0.00029976992,0.0004378822,0.00014124178,0.000117717675,0.0007064063,0.0003445134,0.00020308334],"category_scores_gemma":[0.000056755853,0.00020822318,0.00004351415,0.00041410618,0.00019164772,0.0002053106,0.00014776982,0.0008175649,0.00014615529],"study_design_candidate":"design_other","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000017429278,0.0002592282,0.077075236,0.000410489,0.0008681446,0.00036027344,0.008490808,0.13813826,0.0033763046,0.0021978128,0.008499737,0.7603063],"study_design_scores_gemma":[0.0022998895,0.00014137814,0.44625297,0.00058315153,0.00013756688,0.00022897453,0.003668113,0.3211677,0.036520008,0.056047812,0.13028178,0.002670665],"about_ca_topic_score_codex":0.0001640035,"about_ca_topic_score_gemma":0.0007013586,"teacher_disagreement_score":0.7576356,"about_ca_system_score_codex":0.00007176308,"about_ca_system_score_gemma":0.00003424659,"threshold_uncertainty_score":0.8491095},"labels":[],"label_agreement":null},{"id":"W1999026624","doi":"10.1190/urtec2013-105","title":"Drilling Fluids: Tackling Drilling, Production, Wellbore Stability, and Formation Evaluation Issues in Unconventional Resource Development","year":2013,"lang":"en","type":"article","venue":"Unconventional Resources Technology Conference, Denver, Colorado, 12-14 August 2013","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":7,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Petroleum engineering; Drilling; Oil shale; Drilling fluid; Wellbore; Drill; Geology; Unconventional oil; Directional drilling; Oil sands; Drilling engineering; Mining engineering; Engineering; Mechanical engineering; Archaeology","score_opus":0.015285229218679667,"score_gpt":0.22899029445532057,"score_spread":0.2137050652366409,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1999026624","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9873228,0.002745769,0.0039664023,0.0020237125,0.0003884695,0.0011450803,0.000008421571,0.0005583602,0.0018409919],"genre_scores_gemma":[0.9941788,0.0005980083,0.0022792034,0.000036488076,0.00016808337,0.0005478402,0.000291385,0.000055196782,0.0018450334],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9961625,0.00019268207,0.0011884478,0.0007901279,0.0009887806,0.00067746465],"domain_scores_gemma":[0.9982336,0.000120236706,0.0002704299,0.0005042349,0.0006949869,0.00017651476],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0014213276,0.0005022635,0.0005832409,0.0014297005,0.00041579915,0.0002241941,0.00048606354,0.00061169517,0.0021768897],"category_scores_gemma":[0.00033102767,0.0005033231,0.00013700333,0.000877122,0.00040458265,0.0007786163,0.0002113185,0.00074353936,0.00023650589],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0003113312,0.0018268508,0.16824888,0.0034912643,0.0026137675,0.000072418276,0.013288387,0.5785335,0.015384633,0.004384183,0.06859635,0.1432485],"study_design_scores_gemma":[0.0027829432,0.00018979625,0.021526832,0.0011587671,0.0002603336,0.000102608465,0.0067511587,0.61469537,0.0220288,0.0147164725,0.31396437,0.0018225379],"about_ca_topic_score_codex":0.00023624786,"about_ca_topic_score_gemma":0.0012957187,"teacher_disagreement_score":0.24536803,"about_ca_system_score_codex":0.00050711335,"about_ca_system_score_gemma":0.00015725824,"threshold_uncertainty_score":0.99974185},"labels":[],"label_agreement":null},{"id":"W1999086406","doi":"10.2118/157855-ms","title":"A Geomechanical Methodology for Determining Maximum Operating Pressure in SAGD Reservoirs","year":2012,"lang":"en","type":"article","venue":"SPE Heavy Oil Conference Canada","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":21,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Calgary; Suncor Energy (Canada)","funders":"Suncor Energy Incorporated","keywords":"Caprock; Geomechanics; Petroleum engineering; Geology; Steam-assisted gravity drainage; Shear stress; Geotechnical engineering; Shear (geology); Steam injection; Oil sands; Asphalt; Mechanics; Materials science; Petrology","score_opus":0.05125302747874505,"score_gpt":0.27619357736533623,"score_spread":0.22494054988659118,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1999086406","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9158119,0.0026021434,0.067284495,0.0029092147,0.0022419393,0.00035017647,0.00010205878,0.00028555375,0.008412533],"genre_scores_gemma":[0.98994714,0.000045425295,0.008973079,0.00017623247,0.00019827834,0.000071976254,0.000016545877,0.000035578643,0.00053574354],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9982947,0.0001261265,0.00036119393,0.00023620692,0.00020497997,0.00077678263],"domain_scores_gemma":[0.998986,0.0003655185,0.00003717238,0.00029755692,0.00006307575,0.00025068896],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006620081,0.00021107237,0.00041692678,0.00010408241,0.00009634524,0.000040740822,0.00027423093,0.0001584517,0.00015703683],"category_scores_gemma":[0.0004077282,0.0002020863,0.00006416609,0.00017523232,0.00002512623,0.00014423487,0.00005483318,0.00035622326,0.0000033797676],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00011104882,0.00008883154,0.009965591,0.002113265,0.00065505476,0.00012875204,0.0037808204,0.8376668,0.007569609,0.00080546655,0.012020855,0.1250939],"study_design_scores_gemma":[0.0015934332,0.00010310922,0.0024262248,0.00038871457,0.00019209376,0.000057006102,0.002503133,0.82322764,0.02569919,0.00065670145,0.14175817,0.0013945977],"about_ca_topic_score_codex":0.1803587,"about_ca_topic_score_gemma":0.70842963,"teacher_disagreement_score":0.5280709,"about_ca_system_score_codex":0.00017342248,"about_ca_system_score_gemma":0.0003736431,"threshold_uncertainty_score":0.82509935},"labels":[],"label_agreement":null},{"id":"W1999098669","doi":"10.2118/0303-0073-jpt","title":"Assessment of Several Sand Prediction Models","year":2003,"lang":"en","type":"article","venue":"Journal of Petroleum Technology","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Archaeology; Engineering; Geology; Computer science; History","score_opus":0.005971365107975997,"score_gpt":0.22133092631843812,"score_spread":0.21535956121046212,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1999098669","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.58906823,0.00079635676,0.39994526,0.00018201771,0.00031803042,0.000021494126,0.000003407303,0.000083336934,0.009581857],"genre_scores_gemma":[0.99478775,0.0002631865,0.004814857,0.0000048100383,0.00003846196,0.0000012654205,4.2619018e-7,0.0000118603975,0.00007735235],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99917954,0.000021628712,0.00040343852,0.000060738097,0.00018852283,0.0001461535],"domain_scores_gemma":[0.9995666,0.000016950355,0.00013960138,0.0001555032,0.00007991315,0.00004142653],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00024473233,0.00008754233,0.00028607866,0.00055671256,0.00002250761,0.0000060351003,0.00014537208,0.00015889232,0.00003613227],"category_scores_gemma":[0.000028140808,0.00007155191,0.00011813166,0.00021820559,0.00003945369,0.00010822929,0.000010556511,0.00038366223,8.9373714e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000021792653,0.000031241085,0.0018345374,0.000022416265,0.00017697974,0.00001290375,0.0000142468825,0.99306315,0.0038154093,0.00037335436,0.0003231473,0.00033042888],"study_design_scores_gemma":[0.0012880786,0.00043344253,0.003459967,0.00009746402,0.00020374713,0.00048296858,0.00022146438,0.9529723,0.025699312,0.006795042,0.008156599,0.00018961128],"about_ca_topic_score_codex":0.0000019474567,"about_ca_topic_score_gemma":0.0000014420182,"teacher_disagreement_score":0.40571955,"about_ca_system_score_codex":0.0000814943,"about_ca_system_score_gemma":0.000036815563,"threshold_uncertainty_score":0.29178023},"labels":[],"label_agreement":null},{"id":"W1999130264","doi":"10.2118/04-04-05","title":"When Is It Important to Consider Geomechanics in SAGD Operations?","year":2004,"lang":"en","type":"article","venue":"Journal of Canadian Petroleum Technology","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":42,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Alberta","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Geomechanics; Petroleum engineering; Steam injection; Geology; Water injection (oil production); Pore water pressure; Oil field; Steam-assisted gravity drainage; Enhanced oil recovery; Reservoir engineering; Geotechnical engineering; Oil sands; Materials science; Petroleum","score_opus":0.009210013937637243,"score_gpt":0.22333817376028142,"score_spread":0.2141281598226442,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1999130264","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.84655094,0.0013827425,0.010557007,0.139679,0.00042241855,0.00010070277,0.000021751903,0.00007383073,0.0012116292],"genre_scores_gemma":[0.99571383,0.00023693456,0.0025326558,0.0013253224,0.00005456804,0.000004523412,8.690544e-7,0.000021811498,0.00010949768],"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","domain_scores_codex":[0.9988079,0.000008097114,0.0005423563,0.0001092354,0.00015050771,0.00038188734],"domain_scores_gemma":[0.99930364,0.00000936961,0.00004762225,0.00023425835,0.00008434329,0.00032077296],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00021146717,0.00013208277,0.0003172913,0.004376106,0.000046810877,0.00003151293,0.00029043958,0.00022980018,0.00020280707],"category_scores_gemma":[0.000100558675,0.0001248809,0.000084224404,0.0008044573,0.000020365102,0.00009318946,0.000016389034,0.00052010146,0.000040545856],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000033612923,0.0000132010855,0.0005004739,0.0000098009505,0.00011697603,0.0007172244,0.0004386811,0.98621184,0.0009913715,0.0003669088,0.009927998,0.00070215616],"study_design_scores_gemma":[0.003421281,0.00067631865,0.0007952087,0.00046124434,0.00018611756,0.0027740104,0.003321216,0.046952657,0.02612722,0.027965916,0.8861082,0.0012105614],"about_ca_topic_score_codex":0.021580592,"about_ca_topic_score_gemma":0.55965203,"teacher_disagreement_score":0.9392592,"about_ca_system_score_codex":0.0006475912,"about_ca_system_score_gemma":0.0004437062,"threshold_uncertainty_score":0.9849348},"labels":[],"label_agreement":null},{"id":"W1999167784","doi":"10.2118/166209-ms","title":"Intelligent Completions and Un-Cemented Liners Combine to Provide a Fully Completed Solution with Zonal Isolation in Norway","year":2013,"lang":"en","type":"article","venue":"SPE Annual Technical Conference and Exhibition","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":7,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"ConocoPhillips (Canada)","funders":"ConocoPhillips","keywords":"Workover; Petroleum engineering; Completion (oil and gas wells); Drilling; Well stimulation; Geology; Engineering; Petroleum; Computer science; Reservoir engineering; Mechanical engineering","score_opus":0.014120603255214427,"score_gpt":0.22822767526850557,"score_spread":0.21410707201329116,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1999167784","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.69951266,0.000042940857,0.29630604,0.0027491162,0.000018642048,0.00046364428,0.00002241038,0.0001520847,0.00073247135],"genre_scores_gemma":[0.9977942,0.00006048886,0.0017726119,0.0001148064,0.000023733677,0.000067841764,0.00011762136,0.000011123976,0.000037551883],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99914396,0.000027678074,0.0002534736,0.00021632356,0.00014441543,0.00021412791],"domain_scores_gemma":[0.9995888,0.00003123805,0.000027367098,0.000111055895,0.00011742074,0.00012415407],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00009982108,0.00014558903,0.00019073159,0.00018098649,0.00007640611,0.000062171515,0.000056211735,0.000083484534,0.00013001068],"category_scores_gemma":[0.000020916419,0.00012206932,0.000022550646,0.00026576195,0.0000737248,0.00020280757,0.00004183258,0.00020186625,0.000032944594],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0008713256,0.0015432709,0.016216327,0.0010533937,0.0004836183,0.00006326669,0.0058804797,0.20167728,0.5661668,0.008097594,0.019410666,0.17853595],"study_design_scores_gemma":[0.0021398144,0.001456004,0.14661497,0.0007079104,0.00010399584,0.00004375804,0.0014254106,0.8334723,0.0050527714,0.0032979841,0.0046500103,0.0010350517],"about_ca_topic_score_codex":0.00036459375,"about_ca_topic_score_gemma":0.00088524394,"teacher_disagreement_score":0.63179505,"about_ca_system_score_codex":0.00004881998,"about_ca_system_score_gemma":0.000012206416,"threshold_uncertainty_score":0.49778426},"labels":[],"label_agreement":null},{"id":"W1999176467","doi":"10.3997/2214-4609.20140723","title":"Where is the Proppant? DFN Modeling, Proppant Placement, and Drainage Estimation from Microseismic Data","year":2014,"lang":"en","type":"article","venue":"Proceedings","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Microsemi (Canada)","funders":"","keywords":"Microseism; Geology; Wellbore; Petroleum engineering; Fracture (geology); Perpendicular; Oil shale; Drainage; Seismology; Geotechnical engineering; Geometry","score_opus":0.015202671329839917,"score_gpt":0.22494509454781955,"score_spread":0.20974242321797965,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1999176467","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7951925,0.0031892338,0.1843301,0.0059720785,0.00019361834,0.00070726464,0.0000782434,0.000740588,0.009596354],"genre_scores_gemma":[0.99602956,0.000220671,0.0030457533,0.00014887663,0.00015111252,0.000023466631,0.00004321865,0.00003685381,0.00030048194],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99899936,0.0000064867227,0.00019469135,0.0003472761,0.0001996452,0.00025256188],"domain_scores_gemma":[0.99949473,0.000023539451,0.000048071073,0.00031516774,0.000046883757,0.000071616014],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00031848435,0.00018579653,0.00018128357,0.000055657427,0.00017583602,0.00023093658,0.0004376118,0.00008009004,0.00002773494],"category_scores_gemma":[0.00006767868,0.00012467628,0.00003090028,0.00011807727,0.00004308189,0.0003342468,0.0001852502,0.00022175815,0.000030928444],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00006971722,0.00012002947,0.0010883288,0.002848562,0.0009834314,0.0000042524657,0.022087216,0.7646036,0.029887939,0.00019965312,0.113999926,0.06410734],"study_design_scores_gemma":[0.00020179561,0.000013685807,0.000034394696,0.00011243876,0.000091474336,0.0000032975163,0.0002522926,0.98091173,0.0016709073,0.00061303284,0.01591865,0.0001763269],"about_ca_topic_score_codex":0.00015683117,"about_ca_topic_score_gemma":0.000013125532,"teacher_disagreement_score":0.2163081,"about_ca_system_score_codex":0.000026927562,"about_ca_system_score_gemma":0.00000892373,"threshold_uncertainty_score":0.50841516},"labels":[],"label_agreement":null},{"id":"W1999482923","doi":"10.1115/1.4030172","title":"Breakdown of a Pressurized Fingerlike Crack in a Permeable Solid","year":2015,"lang":"en","type":"article","venue":"Journal of Applied Mechanics","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":30,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Dalhousie University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Mechanics; Hydraulic fracturing; Viscous fingering; Cabin pressurization; Viscous liquid; Fracture mechanics; Viscosity; Fluid dynamics; Materials science; Pressure drop; Herschel–Bulkley fluid; Fracture (geology); Geotechnical engineering; Geology; Porous medium; Composite material; Porosity; Physics","score_opus":0.012106222025137376,"score_gpt":0.2214073495617905,"score_spread":0.20930112753665314,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1999482923","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.83904314,0.002258828,0.12802145,0.00028579266,0.0011555318,0.00038327786,0.000012519339,0.00013289807,0.028706579],"genre_scores_gemma":[0.99660283,0.00012345212,0.003057758,0.000020791193,0.000103623985,0.000002816639,8.7991106e-7,0.000023725965,0.00006411134],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9987925,0.000015072746,0.0005570576,0.000079169644,0.00034962143,0.00020657352],"domain_scores_gemma":[0.99931896,0.00004051325,0.00018989871,0.0001792276,0.00012610196,0.00014530706],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006476392,0.00012482476,0.00046813494,0.00025766116,0.000012672387,0.000018016844,0.00023504886,0.00011218937,0.000032099477],"category_scores_gemma":[0.00005133342,0.00010416814,0.00012304533,0.00025447644,0.000008309556,0.000088813664,0.000032156713,0.00032508938,0.000007550292],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00012729522,0.00007905955,0.00000510863,0.00009892057,0.00015497446,0.000031189822,0.0012314956,0.97853696,0.016645376,0.0001467786,0.0014961682,0.0014466932],"study_design_scores_gemma":[0.003969099,0.00021365174,0.00003683494,0.00021961372,0.00024005094,0.00008278027,0.0011096179,0.8619265,0.1061625,0.011180234,0.014465037,0.00039407844],"about_ca_topic_score_codex":0.000013893883,"about_ca_topic_score_gemma":0.000015705282,"teacher_disagreement_score":0.15755972,"about_ca_system_score_codex":0.000075927725,"about_ca_system_score_gemma":0.00006674232,"threshold_uncertainty_score":0.42478535},"labels":[],"label_agreement":null},{"id":"W1999524015","doi":"10.2118/159765-ms","title":"3D Modeling of Multistage Hydraulic Fractures and Two-Way Coupling Geomechanics - Fluid Flow Simulation of a Horizontal Well in the Nikanassin Tight Gas Formation, Western Canada Sedimentary Basin","year":2012,"lang":"en","type":"article","venue":"SPE Annual Technical Conference and Exhibition","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":7,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Geology; Geomechanics; Tight gas; Hydraulic fracturing; Permeability (electromagnetism); Unconventional oil; Petroleum engineering; Petrology; Sedimentary basin; Sedimentary rock; Geotechnical engineering; Structural basin; Geomorphology; Geochemistry; Oil shale","score_opus":0.010917141452755836,"score_gpt":0.23392078274357428,"score_spread":0.22300364129081846,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1999524015","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.86519116,0.00039232578,0.13380562,0.00015767288,0.00003775596,0.00015441097,0.000047429457,0.000029834442,0.00018379807],"genre_scores_gemma":[0.9992939,0.00016399611,0.00032851507,0.000059334016,0.000051886094,0.0000064346023,0.00008437604,0.000010124137,0.0000014318257],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9990494,0.000030197394,0.00036038458,0.00011902897,0.0002387247,0.00020224256],"domain_scores_gemma":[0.9996011,0.000083133884,0.00006166499,0.00013624306,0.000056744586,0.000061102386],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00030868748,0.00013876402,0.00022627377,0.00009366863,0.000057405658,0.000019169815,0.00007929868,0.00009632944,0.000019261817],"category_scores_gemma":[0.000019940184,0.00010800793,0.000033050168,0.00012566512,0.000029274739,0.00038007507,0.00003086083,0.00020048984,5.039674e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000024246614,0.000033084478,0.00036977365,0.00011673953,0.000015738968,0.0000025363508,0.0006355027,0.9944043,0.0025802525,0.000022198523,0.000085939624,0.0017096788],"study_design_scores_gemma":[0.0002814932,0.000037840146,0.000766165,0.00011127764,0.000034954093,0.0000054051643,0.00071689824,0.9921917,0.005438655,0.00010104683,0.00018850947,0.00012605978],"about_ca_topic_score_codex":0.021297978,"about_ca_topic_score_gemma":0.02849626,"teacher_disagreement_score":0.13410275,"about_ca_system_score_codex":0.000052444517,"about_ca_system_score_gemma":0.000022660122,"threshold_uncertainty_score":0.98923117},"labels":[],"label_agreement":null},{"id":"W1999789540","doi":"10.2118/144207-ms","title":"Understanding Hydraulic Fracture Variability through Integrating Microseismicity and Seismic Reservoir Characterization","year":2011,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":19,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Microseism; Geology; Seismology; Hydraulic fracturing; Amplitude versus offset; Fracture (geology); Petrology; Poisson's ratio; Fault (geology); Reservoir modeling; Poisson distribution; Amplitude; Geotechnical engineering","score_opus":0.04333102393606271,"score_gpt":0.22393354938920942,"score_spread":0.1806025254531467,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1999789540","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.3227517,0.000033302724,0.65893257,0.00026322232,0.00011050833,0.00011255283,0.000006574794,0.00039788327,0.017391665],"genre_scores_gemma":[0.99631816,0.000117886884,0.00260233,0.0006028624,0.00007951929,0.00000881826,0.000044782417,0.000040099116,0.00018551736],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99876106,0.00008008541,0.000337483,0.0003324934,0.00015147212,0.00033738502],"domain_scores_gemma":[0.9993885,0.000066904846,0.000056401404,0.00035111906,0.000033783726,0.00010326251],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003411255,0.00026074168,0.00029275255,0.00009171377,0.00019599473,0.00007815246,0.0001740625,0.00020956635,0.00026200974],"category_scores_gemma":[0.00006328962,0.0002135054,0.00008399109,0.00026958657,0.00008245467,0.00047294263,0.000060962906,0.00040148178,0.000015962305],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00033687634,0.00095797505,0.08593893,0.003695552,0.003448315,0.0001757028,0.11415964,0.5413672,0.22186024,0.00687602,0.012508323,0.008675226],"study_design_scores_gemma":[0.00064171734,0.00006296978,0.019695025,0.00015039269,0.00015218189,0.000033549022,0.0015172367,0.8915622,0.05545579,0.013998937,0.015713086,0.0010169166],"about_ca_topic_score_codex":0.0006518685,"about_ca_topic_score_gemma":0.000039528597,"teacher_disagreement_score":0.67356646,"about_ca_system_score_codex":0.00017114577,"about_ca_system_score_gemma":0.000014489625,"threshold_uncertainty_score":0.87064976},"labels":[],"label_agreement":null},{"id":"W1999876439","doi":"10.2118/157426-ms","title":"Thermal Stability of Various Chelates that are used in the Oilfield and Potential Damage Due to their Decomposition Products","year":2012,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":29,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"AkzoNobel (Canada)","funders":"","keywords":"Ethylenediaminetetraacetic acid; Chelation; Chemistry; Thermal decomposition; Nitrilotriacetic acid; Thermal stability; Inorganic chemistry; Decomposition; Salt (chemistry); Potassium; Nuclear chemistry; Organic chemistry","score_opus":0.01198038637429854,"score_gpt":0.21477229206767062,"score_spread":0.20279190569337208,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1999876439","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99672353,0.00015596906,0.0014671198,0.0006920986,0.00005608012,0.00012093977,0.0000028974823,0.000039003495,0.0007423574],"genre_scores_gemma":[0.99969274,0.000008317277,0.00016969712,0.000048127902,0.0000523462,0.000007342307,0.000003718704,0.000008090818,0.000009636262],"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","domain_scores_codex":[0.9994562,0.00005773462,0.00011932465,0.00009502492,0.00010046043,0.00017125627],"domain_scores_gemma":[0.9996305,0.00006387603,0.000018109431,0.00023084418,0.000015440939,0.00004123439],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00034450297,0.000091245245,0.00014649823,0.000051087343,0.000031237658,0.000020632542,0.000104385326,0.000054275246,0.0000541018],"category_scores_gemma":[0.000019669858,0.000053192107,0.000033237447,0.00012637762,0.000019123487,0.000115371186,0.000029121102,0.00012286195,0.000002799837],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00009311075,0.00074037,0.25022456,0.0007760528,0.0004202912,0.000030210193,0.04820471,0.40501347,0.28716463,0.00004435327,0.0005035545,0.0067846924],"study_design_scores_gemma":[0.00020216184,0.000023117564,0.6201637,0.000022558575,0.000034089164,0.0000067235333,0.0016511639,0.012587371,0.36504847,0.000024081557,0.00008058532,0.00015601478],"about_ca_topic_score_codex":0.00016708733,"about_ca_topic_score_gemma":0.00011779059,"teacher_disagreement_score":0.39242607,"about_ca_system_score_codex":0.000011919334,"about_ca_system_score_gemma":0.0000032155444,"threshold_uncertainty_score":0.21691112},"labels":[],"label_agreement":null},{"id":"W2000092023","doi":"10.2118/111403-ms","title":"EOR Methods to Enhance Gas Oil Gravity Drainage:Modeling Aspects","year":2007,"lang":"en","type":"article","venue":"SPE/EAGE Reservoir Characterization and Simulation Conference","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":22,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Shell (Canada)","funders":"","keywords":"Petroleum engineering; Imbibition; Enhanced oil recovery; Capillary pressure; Surface tension; Relative permeability; Capillary action; Steam-assisted gravity drainage; Saturation (graph theory); Steam injection; Geology; Permeability (electromagnetism); Wetting; Drainage; Matrix (chemical analysis); Geotechnical engineering; Materials science; Oil sands; Porous medium; Chemistry; Composite material; Porosity; Asphalt; Thermodynamics","score_opus":0.021984350220351303,"score_gpt":0.3232839683030786,"score_spread":0.3012996180827273,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2000092023","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.39307693,0.000034471486,0.60351074,0.00031521262,0.0001654265,0.00009548434,0.0000072243033,0.00022243413,0.0025720985],"genre_scores_gemma":[0.9902107,0.00015219809,0.00784109,0.00016016346,0.00022070846,0.000010803109,0.00014278667,0.000044582044,0.001216964],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9980746,0.00012920432,0.0005610507,0.0004543628,0.00032357065,0.00045722214],"domain_scores_gemma":[0.99868095,0.00021305175,0.000089754394,0.00041921998,0.0002637755,0.00033326977],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0010346966,0.0002976954,0.00036921527,0.0003407054,0.00022993336,0.00022995318,0.00022585735,0.00018266847,0.00019429521],"category_scores_gemma":[0.00034033137,0.00029655913,0.000082625986,0.00059524877,0.00003812828,0.00042490682,0.00008638536,0.0002924072,0.000047454276],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000034322155,0.000022338723,0.00010125776,0.00012187357,0.000038932754,0.000009941708,0.00094268937,0.8289987,0.080804504,0.00017712633,0.0000040044147,0.088744305],"study_design_scores_gemma":[0.00016770959,0.00002365878,0.0019270651,0.000088461406,0.000023943547,0.000001908581,0.000088381916,0.97105217,0.020667419,0.00037202297,0.0052249115,0.00036233425],"about_ca_topic_score_codex":0.00004182715,"about_ca_topic_score_gemma":0.00008512153,"teacher_disagreement_score":0.59713376,"about_ca_system_score_codex":0.000080745805,"about_ca_system_score_gemma":0.000031357642,"threshold_uncertainty_score":0.9999487},"labels":[],"label_agreement":null},{"id":"W2000362273","doi":"10.2118/161770-ms","title":"Pore Pressure Modeling and Stress Faulting Regime Determination of the Montney Shale in the Western Canada Sedimentary Basin","year":2012,"lang":"en","type":"article","venue":"SPE Canadian Unconventional Resources Conference","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Calgary","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Overpressure; Geology; Oil shale; Compaction; Sedimentary rock; Geomechanics; Pore water pressure; Well logging; Geotechnical engineering; Structural basin; Overburden; Seismology; Petroleum engineering; Petrology; Geomorphology; Geochemistry; Paleontology","score_opus":0.011499016430916732,"score_gpt":0.198017054293711,"score_spread":0.18651803786279428,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2000362273","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99406505,0.000978428,0.00039740637,0.0012947769,0.00013104216,0.0001501374,0.00014747263,0.00000955377,0.0028261533],"genre_scores_gemma":[0.9992796,0.000014772755,0.000038383507,0.00016367427,0.00006731657,0.000007991208,0.000033258108,0.000009535369,0.00038545343],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99907285,0.000071926625,0.00019917502,0.0001102844,0.0002810657,0.0002646851],"domain_scores_gemma":[0.9995282,0.00007027938,0.000045874076,0.00017998836,0.000041198502,0.00013440583],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00022740096,0.0001108757,0.00012216334,0.00008166301,0.00009688081,0.00003297397,0.0002597577,0.00005435878,0.000043881835],"category_scores_gemma":[0.000042303694,0.00007892744,0.00004212082,0.00012864238,0.000041244068,0.000102783946,0.000025216174,0.00019217124,4.6283566e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000010772138,0.00003386977,0.43105993,0.00041461023,0.0001816753,0.000041081443,0.0075935605,0.5528031,0.00007013686,0.00023614975,0.0010495671,0.006505532],"study_design_scores_gemma":[0.0003503062,0.000009741743,0.116192065,0.0005176037,0.00010535499,0.000030289015,0.0027243637,0.8561269,0.0003655892,0.00015661686,0.023107287,0.00031389794],"about_ca_topic_score_codex":0.87390405,"about_ca_topic_score_gemma":0.9668012,"teacher_disagreement_score":0.31486788,"about_ca_system_score_codex":0.000104702056,"about_ca_system_score_gemma":0.0001844253,"threshold_uncertainty_score":0.32185677},"labels":[],"label_agreement":null},{"id":"W2000395452","doi":"10.2118/167127-ms","title":"Modeling Complex Natural Fracture Network in Heterogeneous Tight Formations Using Semi-Analytical Strategy","year":2013,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":8,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Regina","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Correctness; Workflow; Computer science; Fracture (geology); Field (mathematics); Simulation; Engineering; Algorithm; Geotechnical engineering; Database","score_opus":0.022965614102007332,"score_gpt":0.248444522342673,"score_spread":0.22547890824066566,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2000395452","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.766789,0.00043996001,0.22662073,0.0001686941,0.00012539883,0.0001675579,0.000001637544,0.000273572,0.0054134484],"genre_scores_gemma":[0.99803376,0.000016709486,0.0014322121,0.00012286735,0.00016089351,0.0000069511593,0.000029646488,0.000024632114,0.00017232068],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9988565,0.000023975297,0.0003772089,0.00014858389,0.00016577952,0.00042798446],"domain_scores_gemma":[0.999583,0.000031771553,0.000017694943,0.00021606534,0.000043011918,0.00010845064],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0000722942,0.00018262585,0.00025402053,0.000120044104,0.00009103377,0.000090119815,0.00015138213,0.0001245081,0.0010685992],"category_scores_gemma":[0.000007556708,0.00014379433,0.00012491505,0.0002796279,0.000015396468,0.00026951375,0.000028903125,0.00035803107,0.000077366036],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[7.528182e-7,0.000007928932,0.000092917464,0.000016889455,0.000070422604,0.0000030513222,0.00005025986,0.9985506,0.00007602782,0.000009335811,0.0009877741,0.0001340602],"study_design_scores_gemma":[0.000106833766,0.000003846422,0.00020802386,0.000017334813,0.000027466487,0.00001004077,0.000049764556,0.99879974,0.000056273202,0.0001957791,0.00033340364,0.00019147297],"about_ca_topic_score_codex":0.00073899,"about_ca_topic_score_gemma":0.00033841762,"teacher_disagreement_score":0.23124477,"about_ca_system_score_codex":0.000090978945,"about_ca_system_score_gemma":0.000011802292,"threshold_uncertainty_score":0.99984455},"labels":[],"label_agreement":null},{"id":"W2000472206","doi":"10.2118/139815-ms","title":"Sandstone Acidizing Using A New Class of Chelating Agents","year":2011,"lang":"en","type":"article","venue":"SPE International Symposium on Oilfield Chemistry","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":48,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"AkzoNobel (Canada)","funders":"","keywords":"Precipitation; Magnesium; Chelation; Dolomite; Geology; Mineralogy; Calcium; Permeability (electromagnetism); Bentonite; Chemistry; Inorganic chemistry; Organic chemistry; Geotechnical engineering","score_opus":0.02279804683620089,"score_gpt":0.242117623081934,"score_spread":0.21931957624573312,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2000472206","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.714546,0.000060613558,0.0033078282,0.0002206,0.00034681175,0.000026995496,0.000005315516,0.00009699609,0.2813888],"genre_scores_gemma":[0.99665457,0.000063193795,0.0013928174,0.000043736898,0.00028605,0.000001464837,0.000009430914,0.000020211755,0.0015285383],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99918026,0.0000043236873,0.00026599676,0.00015563825,0.00024103008,0.00015274904],"domain_scores_gemma":[0.99959075,0.000027825345,0.00007146138,0.00018901147,0.000036938043,0.000084025036],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000055362067,0.00013443129,0.00015182197,0.00003710343,0.000026881527,0.000015287455,0.00026869253,0.00012042606,0.0012533395],"category_scores_gemma":[0.0000282938,0.00013433087,0.00011893133,0.000076610115,0.000018994853,0.00006644993,0.000043211818,0.00020328448,0.000013295184],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00003282031,0.00007232559,0.0014260156,0.00013495777,0.00047013877,0.00002678805,0.0008854273,0.16000846,0.83445764,0.000027062426,0.0008354933,0.0016228596],"study_design_scores_gemma":[0.00024017187,0.000007956638,0.00010997285,0.00012815636,0.00002866417,0.000009450418,0.00006463088,0.0536554,0.9445986,0.000095878415,0.00091106904,0.00015003527],"about_ca_topic_score_codex":0.00018813978,"about_ca_topic_score_gemma":0.0000034278169,"teacher_disagreement_score":0.28210852,"about_ca_system_score_codex":0.00007109751,"about_ca_system_score_gemma":0.000016357166,"threshold_uncertainty_score":0.99965966},"labels":[],"label_agreement":null},{"id":"W2000504630","doi":"10.1016/j.crte.2009.12.003","title":"The stress field at Soultz-sous-Forêts from focal mechanisms of induced seismic events: Cases of the wells GPK2 and GPK3","year":2010,"lang":"en","type":"article","venue":"Comptes Rendus Géoscience","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":29,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Laurentian University","funders":"European Commission","keywords":"Geology; Borehole; Focal mechanism; Seismology; Geothermal gradient; Stress field; Geomorphology; Induced seismicity; Geotechnical engineering; Geophysics; Engineering","score_opus":0.008659085940504978,"score_gpt":0.21480093954109444,"score_spread":0.20614185360058945,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2000504630","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9964276,0.00031984964,0.0021004695,0.00025821864,0.00055532844,0.00008118035,0.00003214051,0.000029691128,0.00019553702],"genre_scores_gemma":[0.99956,0.000095844865,0.00014676305,0.000040421073,0.000030806823,0.0000045911534,0.0000015529382,0.0000090697695,0.00011094194],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99903876,0.00003552683,0.00023393134,0.00018610657,0.0002897355,0.00021596125],"domain_scores_gemma":[0.9988075,0.00050667033,0.00008908059,0.00049229886,0.00003505001,0.000069427486],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00016623731,0.00012797004,0.00018544932,0.000040253584,0.00023647476,0.000023876943,0.0006085577,0.00009632687,0.000057853198],"category_scores_gemma":[0.00017194632,0.0000725877,0.00008517281,0.00021570933,0.00018826383,0.000059244765,0.00021896025,0.00028602843,0.0000046776486],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000033810535,0.00012236425,0.020373762,0.00012412801,0.00019327835,0.000012814176,0.0013327705,0.103583544,0.8559618,0.00020879587,0.0025166557,0.0155362915],"study_design_scores_gemma":[0.0002363229,0.000068255365,0.016850166,0.00010256016,0.0000515804,0.000012852261,0.00025989627,0.14408419,0.8358696,0.0011832261,0.0010848898,0.0001964408],"about_ca_topic_score_codex":0.0008307371,"about_ca_topic_score_gemma":0.00058113487,"teacher_disagreement_score":0.040500633,"about_ca_system_score_codex":0.000014463633,"about_ca_system_score_gemma":0.000016983982,"threshold_uncertainty_score":0.29600406},"labels":[],"label_agreement":null},{"id":"W2000584499","doi":"10.2118/143731-ms","title":"Advancements in Screen Testing, Interpretation and Modeling for Standalone Screen Applications","year":2011,"lang":"en","type":"article","venue":"SPE European Formation Damage Conference","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":11,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"ConocoPhillips (Canada)","funders":"ConocoPhillips","keywords":"Slurry; Ranking (information retrieval); Computer science; Monte Carlo method; Simulation; Engineering; Artificial intelligence; Mathematics; Statistics","score_opus":0.05567540068759834,"score_gpt":0.251213006491998,"score_spread":0.19553760580439966,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2000584499","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.039365284,0.00005932911,0.9246437,0.000011263285,0.00001593709,0.00025236476,0.000024525918,0.00011640062,0.035511225],"genre_scores_gemma":[0.9821562,0.00006870391,0.017547594,0.000017166958,0.00002093807,0.00002366005,0.00008894047,0.000018583492,0.00005819204],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9993601,0.000029930316,0.0002677932,0.0001227248,0.00007874731,0.00014070558],"domain_scores_gemma":[0.9996321,0.00001960883,0.000047251004,0.00015685183,0.00009274004,0.00005144672],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00020160031,0.00010177219,0.00010285739,0.00013934041,0.000060565217,0.000047320354,0.00013137357,0.000020293719,0.00002323642],"category_scores_gemma":[0.00004094159,0.00010173561,0.000019082512,0.0001407083,0.000019457899,0.00046311045,0.00003529211,0.00009085898,0.000023260905],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000059565664,0.00005670217,0.0014793201,0.00038272137,0.000061987004,0.000004649014,0.0061231623,0.72587574,0.0013933753,0.0006738777,0.00011693584,0.26377195],"study_design_scores_gemma":[0.00029779974,0.00002404831,0.0012299471,0.00008208105,0.0000131046245,8.9289676e-7,0.00025133174,0.9968021,0.00031192898,0.0003663708,0.0004975726,0.00012283893],"about_ca_topic_score_codex":0.000036901165,"about_ca_topic_score_gemma":0.00007784421,"teacher_disagreement_score":0.9427909,"about_ca_system_score_codex":0.000025637819,"about_ca_system_score_gemma":0.000006438525,"threshold_uncertainty_score":0.4148658},"labels":[],"label_agreement":null},{"id":"W2001070088","doi":"10.2118/124614-ms","title":"Determining Reservoir Properties and Flood Performance from Tracer Test Analysis","year":2009,"lang":"en","type":"article","venue":"SPE Annual Technical Conference and Exhibition","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":108,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Petro-Canada","funders":"","keywords":"TRACER; Residence time distribution; Saturation (graph theory); Residence time (fluid dynamics); Petroleum engineering; Flow (mathematics); Residual; Flood myth; Residual oil; Computer science; Mechanics; Geology; Geotechnical engineering; Mathematics; Algorithm","score_opus":0.01999731297194026,"score_gpt":0.2230950936141834,"score_spread":0.20309778064224313,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2001070088","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99572873,0.00041857213,0.001596586,0.0004117754,0.000013794103,0.000067990906,0.000023468654,0.0002462994,0.0014927974],"genre_scores_gemma":[0.99843377,0.0008984966,0.00040798314,0.000058967747,0.00007247054,0.000007687472,0.000034036904,0.0000089554915,0.00007765986],"study_design_codex":"design_other","study_design_gemma":"observational","domain_scores_codex":[0.9991149,0.000016466578,0.00023095192,0.0002615733,0.0001556725,0.00022044509],"domain_scores_gemma":[0.9995796,0.000039369876,0.000027066995,0.00019213572,0.000054949425,0.000106858235],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00010939929,0.00016681892,0.0002800833,0.00015462808,0.00011417079,0.00009745992,0.0000920841,0.00014368517,0.00004509027],"category_scores_gemma":[0.000045287656,0.00013388695,0.0000652884,0.00028728187,0.00007452293,0.00033906076,0.000029963696,0.00023922832,0.000008677822],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00029602562,0.0007706286,0.101378724,0.000704349,0.0018372675,0.0001856202,0.008684905,0.10926057,0.36827907,0.00020489137,0.004741391,0.40365657],"study_design_scores_gemma":[0.0007781034,0.0006720679,0.52428395,0.00041925453,0.001036499,0.000022969425,0.00084981293,0.414477,0.053980775,0.0012205243,0.0012339535,0.0010251215],"about_ca_topic_score_codex":0.000049413942,"about_ca_topic_score_gemma":0.000111322246,"teacher_disagreement_score":0.4229052,"about_ca_system_score_codex":0.000016604967,"about_ca_system_score_gemma":0.000009010514,"threshold_uncertainty_score":0.54597515},"labels":[],"label_agreement":null},{"id":"W2001076660","doi":"10.2118/173678-ms","title":"Cost Effective Solutions to Achieve Injection Post Toe Valve Failure","year":2015,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"ConocoPhillips (Canada)","funders":"","keywords":"Workover; Wireline; Coiled tubing; Spark plug; Hemostat; Engineering; Completion (oil and gas wells); Petroleum engineering; Mechanical engineering; Surgery","score_opus":0.014793248396793522,"score_gpt":0.2401369922271017,"score_spread":0.22534374383030817,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2001076660","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.2880004,0.00024378525,0.63651323,0.0036129626,0.0011928974,0.0014358532,0.0000351827,0.0020002767,0.06696541],"genre_scores_gemma":[0.9979897,0.0000027890553,0.00078640255,0.0001326165,0.00016761129,0.00009734589,0.000018964585,0.000021780817,0.0007827761],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99929494,0.000032638956,0.000113764945,0.00014927553,0.0001514066,0.00025800543],"domain_scores_gemma":[0.9994046,0.000040808718,0.000009914476,0.00020269054,0.00010019317,0.00024180354],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00015715825,0.00012731073,0.00014246692,0.00015447194,0.00008002074,0.00004156513,0.000097955664,0.00008528862,0.00006148576],"category_scores_gemma":[0.00008118564,0.00010653865,0.000119187906,0.00033989135,0.000012824423,0.000119495104,0.00004190072,0.00017173131,0.00066444516],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000009783212,0.000019089808,0.00007446228,0.000010179437,0.00014515308,0.0000019764218,0.00080526643,0.9687716,0.00058354624,0.000025603427,0.024757707,0.004795647],"study_design_scores_gemma":[0.00277336,0.002035009,0.02044884,0.00017667975,0.0006596259,0.00013325718,0.009250579,0.5353692,0.025279185,0.0009590838,0.4003465,0.0025687069],"about_ca_topic_score_codex":0.0005971827,"about_ca_topic_score_gemma":0.0013502132,"teacher_disagreement_score":0.7099893,"about_ca_system_score_codex":0.0001869605,"about_ca_system_score_gemma":0.000016060178,"threshold_uncertainty_score":0.854032},"labels":[],"label_agreement":null},{"id":"W2001282889","doi":"10.2118/84131-ms","title":"Novel Carbonate Well Production Enhancement Application for Encapsulated Acid Technology: First-Use Case History","year":2003,"lang":"en","type":"article","venue":"SPE Annual Technical Conference and Exhibition","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":20,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Petro-Canada","funders":"","keywords":"Petroleum engineering; Carbonate; Geology; Interconnectivity; Hydraulic fracturing; Well stimulation; Inflow; Wireline; Petrology; Reservoir engineering; Petroleum; Engineering; Computer science; Paleontology; Materials science","score_opus":0.015959317144736203,"score_gpt":0.22417768527726786,"score_spread":0.20821836813253167,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2001282889","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.43714818,0.0011488664,0.5537898,0.0013816768,0.00037695523,0.001379781,0.000050147748,0.0012743778,0.0034502095],"genre_scores_gemma":[0.9967366,0.00030146615,0.0023687652,0.000027796585,0.000044076103,0.00021297514,0.000050092185,0.00001922154,0.00023901959],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9990684,0.00001071703,0.00024809284,0.00033571976,0.00010610763,0.00023099092],"domain_scores_gemma":[0.9994587,0.000018340292,0.00004878111,0.00025856355,0.00014680391,0.00006885753],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00017172006,0.00016753122,0.00018391892,0.00017113963,0.00010579008,0.000019294715,0.00006176278,0.00023096403,0.000034524932],"category_scores_gemma":[0.00009322853,0.00016150766,0.000053592354,0.00019121135,0.0000938291,0.00021453541,0.000016946018,0.00020216977,0.000010903809],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00007005395,0.00037233694,0.00010290291,0.00045981238,0.00014850245,0.00005234421,0.0005202991,0.015294974,0.9576054,0.005858379,0.008365155,0.011149799],"study_design_scores_gemma":[0.0015128276,0.00045459735,0.00023659521,0.00025251915,0.00032150073,0.00089154614,0.0006939013,0.060019653,0.61613685,0.0051497356,0.3130146,0.0013157101],"about_ca_topic_score_codex":0.000065075685,"about_ca_topic_score_gemma":0.00017488124,"teacher_disagreement_score":0.55958843,"about_ca_system_score_codex":0.0001740819,"about_ca_system_score_gemma":0.00002391022,"threshold_uncertainty_score":0.6586091},"labels":[],"label_agreement":null},{"id":"W2001439424","doi":"10.2118/09-07-47","title":"Laboratory Investigation of Effective Stresses' Influence on Petrophysical Properties of Sandstone Reservoirs During Depletion","year":2009,"lang":"en","type":"article","venue":"Journal of Canadian Petroleum Technology","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":8,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Dalhousie University","funders":"Killam Trusts; Dalhousie University; Natural Sciences and Engineering Research Council of Canada; Texas Tech University","keywords":"Petrophysics; Permeability (electromagnetism); Compaction; Porosity; Breakage; Geology; Geotechnical engineering; Effective stress; Grain size; Pore water pressure; Cement; Particle-size distribution; Mineralogy; Particle size; Materials science; Composite material; Chemistry; Geomorphology","score_opus":0.0034392776800252563,"score_gpt":0.1778724327297671,"score_spread":0.17443315504974186,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2001439424","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99814934,0.0005548817,0.00004158312,0.0010097852,0.00005112411,0.000048364152,0.000007360963,0.00003337236,0.0001041975],"genre_scores_gemma":[0.99967426,0.00012299059,0.00010768164,0.000019808365,0.00005101392,0.0000027278759,7.284128e-7,0.000013408696,0.0000073774245],"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9989527,0.000043192842,0.00043753415,0.00009787223,0.00024530286,0.00022338686],"domain_scores_gemma":[0.9991137,0.00002296825,0.00022844896,0.00021847904,0.00026729782,0.00014912979],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00014342468,0.00013271763,0.00038642905,0.002597015,0.000045719436,0.000008097879,0.00024764513,0.0001830099,0.0000037503987],"category_scores_gemma":[0.00020134184,0.00011434456,0.0000882671,0.0009695017,0.00014621018,0.00014196469,0.000008516099,0.0004732492,0.0000016295801],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00006562676,0.00002429388,0.005153566,0.00014760124,0.00013759012,0.000053656673,0.00015793576,0.5472009,0.44634646,0.00006917257,0.00009591632,0.000547274],"study_design_scores_gemma":[0.0005797033,0.0006380458,0.10956582,0.0005998043,0.000069786394,0.0000292992,0.00018157986,0.0019226079,0.8857449,0.00022110007,0.00028235195,0.00016499925],"about_ca_topic_score_codex":0.0013742005,"about_ca_topic_score_gemma":0.003275796,"teacher_disagreement_score":0.5452783,"about_ca_system_score_codex":0.00023756117,"about_ca_system_score_gemma":0.0001473069,"threshold_uncertainty_score":0.4662836},"labels":[],"label_agreement":null},{"id":"W2001838296","doi":"10.2118/150639-ms","title":"Design Approach and Early Field Performance for a Solvent-Assisted SAGD Pilot at Cold Lake, Canada","year":2011,"lang":"en","type":"article","venue":"SPE Heavy Oil Conference and Exhibition","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":26,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Imperial Oil (Canada)","funders":"","keywords":"Steam-assisted gravity drainage; Petroleum engineering; Pilot plant; Steam injection; Pilot test; Oil field; Environmental science; Completion (oil and gas wells); Gas lift; Oil sands; Process engineering; Engineering; Asphalt; Waste management; Materials science","score_opus":0.041565673073176254,"score_gpt":0.20378652802326153,"score_spread":0.16222085495008526,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2001838296","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.958692,0.00027781847,0.033905733,0.00013916749,0.000095715055,0.00014716393,0.000013774771,0.00008462812,0.0066439924],"genre_scores_gemma":[0.9974283,0.00037258392,0.001411037,0.00007273242,0.000038591417,0.00005004782,0.000017030985,0.000012876198,0.0005967929],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99934465,0.000015794838,0.00014658259,0.00017560228,0.000098535056,0.00021883473],"domain_scores_gemma":[0.99968314,0.000036560545,0.000025361916,0.0001123372,0.000041913234,0.00010065837],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000097352386,0.00013000112,0.00017029047,0.000045024095,0.0001466279,0.000036103756,0.000048867565,0.00006550668,0.00004217395],"category_scores_gemma":[0.000008379711,0.00011845826,0.000022251881,0.000058643705,0.000027533175,0.00010861819,0.000016946982,0.00009653935,0.0000018624031],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0089202095,0.0017408931,0.07027517,0.025853263,0.003432508,0.00024279453,0.029511822,0.071713716,0.08612164,0.0026383966,0.14415416,0.5553954],"study_design_scores_gemma":[0.005370392,0.0029310235,0.086965,0.000980842,0.0005167916,0.0001037314,0.0007623354,0.6361405,0.24608973,0.00046749497,0.017202828,0.0024692982],"about_ca_topic_score_codex":0.020551743,"about_ca_topic_score_gemma":0.09557521,"teacher_disagreement_score":0.56442684,"about_ca_system_score_codex":0.000035136905,"about_ca_system_score_gemma":0.000049695136,"threshold_uncertainty_score":0.9859705},"labels":[],"label_agreement":null},{"id":"W2001918663","doi":"10.2118/108190-ms","title":"Transient Flow in Discretely Fractured Porous Media","year":2007,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":8,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Quest University Canada","funders":"","keywords":"Geology; Porous medium; Fracture (geology); Flow (mathematics); Geotechnical engineering; Mechanics; Displacement (psychology); Pore water pressure; Azimuth; Porosity; Petroleum engineering; Geometry; Mathematics; Physics","score_opus":0.0060830620462658585,"score_gpt":0.20868337985745214,"score_spread":0.2026003178111863,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2001918663","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.71308166,0.0010033257,0.21787375,0.00039694927,0.00047403004,0.00011957369,0.000005093768,0.0005616059,0.06648399],"genre_scores_gemma":[0.99785316,0.00004305527,0.0017064802,0.00007162265,0.00009448388,0.0000023029115,0.000013947951,0.000020480426,0.00019446909],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9991569,0.000008046573,0.0002240166,0.0001270703,0.00017536405,0.00030862808],"domain_scores_gemma":[0.9996303,0.00006951606,0.000008178296,0.00017397165,0.000009023078,0.00010904364],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00021814335,0.0001224389,0.00016742745,0.00016852602,0.00001854163,0.000014293226,0.000109801425,0.00009906517,0.00034274755],"category_scores_gemma":[0.000020328589,0.00009343715,0.0000712708,0.00023927604,0.000015038838,0.000060341667,0.000006756926,0.00019960293,0.000049330185],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000013112685,0.00003136956,0.0006256783,0.000027381358,0.000058131158,0.0001573369,0.0025010444,0.96842563,0.0007178338,0.000008341461,0.0012696869,0.026164433],"study_design_scores_gemma":[0.001892908,0.000050216477,0.25520006,0.000086367385,0.00008929967,0.00002499644,0.0010275071,0.62267333,0.04773295,0.00031674432,0.069678016,0.0012275924],"about_ca_topic_score_codex":0.00017299099,"about_ca_topic_score_gemma":0.0026321516,"teacher_disagreement_score":0.3457523,"about_ca_system_score_codex":0.000049667928,"about_ca_system_score_gemma":0.000005113879,"threshold_uncertainty_score":0.38102564},"labels":[],"label_agreement":null},{"id":"W2001979721","doi":"10.2118/2009-064","title":"A New Model for Reservoirs with Discrete Fracture System","year":2009,"lang":"en","type":"article","venue":"Canadian International Petroleum Conference","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":14,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Regina","funders":"","keywords":"Petroleum engineering; Geology; Fracture (geology); Computer science; Geotechnical engineering","score_opus":0.010154314917805683,"score_gpt":0.21562792322987434,"score_spread":0.20547360831206865,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2001979721","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.022184517,0.00009271972,0.91779083,0.0071163187,0.00023056343,0.00013577563,0.00015057594,0.00022959913,0.05206912],"genre_scores_gemma":[0.99160737,0.000009161969,0.0024434146,0.00026259612,0.00020533793,0.00001776412,0.00008750246,0.000021635731,0.005345248],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9990618,0.000006127232,0.00016865222,0.0002152361,0.00021851568,0.00032965554],"domain_scores_gemma":[0.9991281,0.000020463478,0.000031021173,0.0002306818,0.00012072688,0.00046903265],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000057793706,0.00017532025,0.00017623809,0.00024501418,0.00008067599,0.00014376198,0.0004283104,0.00009307229,0.0000892654],"category_scores_gemma":[0.000018022916,0.0001492525,0.0000797304,0.00007829742,0.000014983697,0.00015568525,0.0000058650858,0.0001837127,0.00001856535],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000015771398,0.000001609826,0.00006955357,0.000015396618,0.0000839433,0.000012662258,0.00010951328,0.9882132,0.000017686623,0.0015002817,0.009695347,0.00026505973],"study_design_scores_gemma":[0.0003149494,0.000028531545,0.0005040305,0.00008904645,0.000025120695,0.000008995174,0.000068560366,0.9678804,0.000085573,0.0003024227,0.030492311,0.00020005746],"about_ca_topic_score_codex":0.010296959,"about_ca_topic_score_gemma":0.07605125,"teacher_disagreement_score":0.9694228,"about_ca_system_score_codex":0.00038124813,"about_ca_system_score_gemma":0.00035998196,"threshold_uncertainty_score":0.99629354},"labels":[],"label_agreement":null},{"id":"W2002114542","doi":"10.2118/01-12-tn2","title":"Well Test Analysis of Multi-Layered Naturally Fractured Reservoirs with Variable Thickness and Variable Fracture Spacing","year":2001,"lang":"en","type":"article","venue":"Journal of Canadian Petroleum Technology","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":9,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Geology; Wellbore; Outcrop; Fracture (geology); Permeability (electromagnetism); Petroleum engineering; Schematic; Matrix (chemical analysis); Completion (oil and gas wells); Petrology; Geotechnical engineering; Geomorphology; Engineering; Materials science","score_opus":0.004453203245678925,"score_gpt":0.19135752213086651,"score_spread":0.18690431888518758,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2002114542","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8903668,0.009360487,0.08212749,0.010747563,0.0003830526,0.00022162903,0.00008567518,0.0002860882,0.0064211977],"genre_scores_gemma":[0.9880624,0.00052818545,0.010804808,0.00015229346,0.00006438526,0.0000029052733,0.000009035593,0.0000448357,0.00033118683],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99813735,0.00003747763,0.0006489616,0.00024210406,0.00033934653,0.00059476244],"domain_scores_gemma":[0.9982094,0.00017211447,0.00036056733,0.00048562116,0.00037127134,0.00040102098],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00042800888,0.0003088835,0.0009838614,0.0068596983,0.00013603804,0.00005901422,0.0005202858,0.00062210846,0.00015189558],"category_scores_gemma":[0.00027798794,0.000241368,0.00015438428,0.0047401655,0.00013587614,0.00023861793,0.00003107426,0.0012825035,0.0000020672971],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000031923137,0.00003453349,0.028463403,0.00005186017,0.00253714,0.00028861364,0.000107729415,0.96556425,0.0020798843,0.0000347623,0.0006415446,0.0001643439],"study_design_scores_gemma":[0.0036524083,0.0006831131,0.03176595,0.00054277154,0.005801025,0.001775388,0.0015275789,0.6451077,0.0044633895,0.00059065875,0.30287495,0.001215082],"about_ca_topic_score_codex":0.016214954,"about_ca_topic_score_gemma":0.086116225,"teacher_disagreement_score":0.3204566,"about_ca_system_score_codex":0.00022448502,"about_ca_system_score_gemma":0.00029584486,"threshold_uncertainty_score":0.9903362},"labels":[],"label_agreement":null},{"id":"W2002144253","doi":"10.2118/86936-ms","title":"Evaluation of Pressure Derivative Algorithms for Well-Test Analysis","year":2004,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":13,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Carbon Engineering (Canada)","funders":"","keywords":"Algorithm; Classification of discontinuities; Noise (video); Derivative (finance); Computer science; Test data; Function (biology); Time derivative; Hydrostatic test; Mathematics; Applied mathematics; Mathematical optimization; Mathematical analysis; Engineering; Artificial intelligence; Mechanical engineering","score_opus":0.01985842968874585,"score_gpt":0.2764482583971594,"score_spread":0.25658982870841357,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2002144253","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.080045395,0.00090814347,0.908033,0.00017287131,0.000080709884,0.00035381722,0.00002598171,0.00018103347,0.010199036],"genre_scores_gemma":[0.995081,0.000022883143,0.0045279805,0.000007053121,0.000041353385,0.000036197107,0.000028377677,0.000011619668,0.0002435072],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9991857,0.00001679925,0.00018834039,0.0001215092,0.00036346022,0.00012418121],"domain_scores_gemma":[0.9993934,0.00007308506,0.000032494572,0.00019004232,0.00027204992,0.000038908296],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00048801044,0.00009113255,0.00020909557,0.00018740968,0.000032575863,0.000010451098,0.00009135232,0.00006068859,0.00023255762],"category_scores_gemma":[0.000116957664,0.00007340884,0.00019502568,0.0005239174,0.000017265034,0.00006232715,0.000008568512,0.000047445108,0.0000067559613],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[9.376776e-7,0.000028193575,0.00021248219,0.00003205518,0.0020527057,1.125858e-7,0.00017012993,0.99546367,0.00036430688,0.000010748801,0.000103498896,0.0015611687],"study_design_scores_gemma":[0.00047358352,0.000022291712,0.003180485,0.0000085132215,0.0045528333,1.9329877e-7,0.00008480315,0.94449425,0.04603292,0.0004519089,0.0005965157,0.00010167708],"about_ca_topic_score_codex":0.00013047758,"about_ca_topic_score_gemma":0.00013727494,"teacher_disagreement_score":0.9150356,"about_ca_system_score_codex":0.00004325991,"about_ca_system_score_gemma":0.00002490289,"threshold_uncertainty_score":0.29935256},"labels":[],"label_agreement":null},{"id":"W2002266801","doi":"10.2118/143962-ms","title":"Shear Sensitivity of Borate Fracturing Fluids","year":2011,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":14,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"ConocoPhillips (Canada)","funders":"","keywords":"Shear (geology); Boron; Viscosity; Materials science; Wellbore; Enhanced oil recovery; Rheometer; Shear rate; Petroleum engineering; Polymer; Rheology; Composite material; Chemistry; Geology; Organic chemistry","score_opus":0.013591123269499149,"score_gpt":0.20048226404973565,"score_spread":0.1868911407802365,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2002266801","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7845792,0.00012722466,0.11274155,0.000020486697,0.00012994307,0.000042622494,0.000002914877,0.00036034535,0.101995684],"genre_scores_gemma":[0.99721086,0.0000334436,0.002419426,0.000016079126,0.000035445464,0.0000011572371,0.0000014569764,0.000016178308,0.00026597086],"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99947894,0.000024521569,0.00014950232,0.000091485315,0.00009795911,0.00015758915],"domain_scores_gemma":[0.999652,0.000029247412,0.0000135883165,0.00021771419,0.000026323034,0.00006112426],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00019890926,0.00009267265,0.00016493764,0.000077105855,0.000022120368,0.0000055657283,0.00005746365,0.000059255628,0.00040538167],"category_scores_gemma":[0.000017023644,0.00007551973,0.00007695815,0.00012304515,0.00002392413,0.0000822621,0.00001999035,0.00010414877,0.00005919586],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000037342197,0.00020436541,0.009486082,0.0005601935,0.0010702143,0.00020567334,0.0045521543,0.8235983,0.13705806,0.00024729356,0.0046536736,0.018326648],"study_design_scores_gemma":[0.00012260313,0.000016909275,0.017968869,0.000023773537,0.000040201994,0.00000581715,0.00009256061,0.197564,0.78236115,0.000095428615,0.0015015309,0.00020715973],"about_ca_topic_score_codex":0.00043399623,"about_ca_topic_score_gemma":0.000037147354,"teacher_disagreement_score":0.6453031,"about_ca_system_score_codex":0.000012395243,"about_ca_system_score_gemma":0.0000051904876,"threshold_uncertainty_score":0.4438645},"labels":[],"label_agreement":null},{"id":"W2002357822","doi":"10.2118/97211-ms","title":"Surfactant Gel Foam/Emulsion: History and Field Application in Western Canadian Sedimentary Basin","year":2005,"lang":"en","type":"article","venue":"SPE Annual Technical Conference and Exhibition","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":52,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Pulmonary surfactant; Emulsion; Petroleum engineering; Fracturing fluid; Sedimentary rock; Geology; Methane; Enhanced oil recovery; Well stimulation; Permeability (electromagnetism); Hydrocarbon; Chemical engineering; Mineralogy; Materials science; Chemistry; Petroleum; Geochemistry; Reservoir engineering; Membrane; Organic chemistry","score_opus":0.009365825917402421,"score_gpt":0.21641708195759876,"score_spread":0.20705125604019634,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2002357822","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.97662616,0.0012427694,0.0049453448,0.009019801,0.00006763155,0.00024017162,0.000030227244,0.00020630356,0.0076215887],"genre_scores_gemma":[0.9982446,0.00051216903,0.00020991545,0.00081941974,0.000066064924,0.000013696548,0.000033755714,0.00000880915,0.00009160385],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.99935484,0.000014701247,0.00017031044,0.00018413397,0.00008890083,0.00018711018],"domain_scores_gemma":[0.99966776,0.000027215407,0.000015406451,0.00012320087,0.00002170816,0.00014467881],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00009761465,0.0001076574,0.00014205852,0.00012900289,0.000036609257,0.00001721489,0.0000572203,0.00014004322,0.0000830573],"category_scores_gemma":[0.0000092174905,0.000104147024,0.000022933715,0.000067186156,0.00003727389,0.00019002675,0.000020083398,0.00021095359,0.000014296731],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00021573497,0.00043422522,0.09535125,0.0007814071,0.00018486132,0.00022323278,0.0067410604,0.017290592,0.04892846,0.001757602,0.15601754,0.672074],"study_design_scores_gemma":[0.0015043715,0.00034097815,0.11404283,0.00042426726,0.00010179393,0.000080195765,0.000773978,0.07965266,0.015751539,0.0015540648,0.7844026,0.0013707159],"about_ca_topic_score_codex":0.035330176,"about_ca_topic_score_gemma":0.09041518,"teacher_disagreement_score":0.67070335,"about_ca_system_score_codex":0.00018790296,"about_ca_system_score_gemma":0.00002361542,"threshold_uncertainty_score":0.97109365},"labels":[],"label_agreement":null},{"id":"W2002501071","doi":"10.2118/77444-ms","title":"Running Two BHP Gauges to Determine Fracture Growth and Entry Pressure: A Case Study in Canada","year":2002,"lang":"en","type":"article","venue":"SPE Annual Technical Conference and Exhibition","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Fracture (geology); Perforation; Hydrostatic pressure; Geology; Pressure measurement; Geotechnical engineering; Materials science; Mechanics; Engineering; Mechanical engineering; Composite material; Physics","score_opus":0.014017879791567323,"score_gpt":0.2324317924049154,"score_spread":0.21841391261334808,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2002501071","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9975262,0.00039009206,0.000566658,0.00046462708,0.000025253936,0.0001973514,0.000016495034,0.000080889375,0.0007323753],"genre_scores_gemma":[0.99948955,0.0001514379,0.00009216521,0.00014442625,0.000050044746,0.00002166135,0.0000040631035,0.000011935725,0.00003474383],"study_design_codex":"observational","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99913496,0.000023989316,0.00020916406,0.00024522856,0.0001528413,0.00023384373],"domain_scores_gemma":[0.999614,0.000042654083,0.000019006518,0.0001382589,0.000031484135,0.00015461534],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00007533693,0.0001583661,0.00022660985,0.0001013419,0.00006415295,0.000048508242,0.00006555856,0.000067847635,0.000074832045],"category_scores_gemma":[0.000033712873,0.00013938051,0.0000191749,0.00016903221,0.000021978325,0.00014319128,0.00005118269,0.00027997623,0.000001963772],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00032147852,0.0019022771,0.42152408,0.0024449022,0.0010388932,0.053977426,0.039638534,0.23206379,0.02128769,0.00026653416,0.05671424,0.16882016],"study_design_scores_gemma":[0.01421127,0.00336426,0.33617032,0.0026065363,0.001506722,0.009407433,0.065037355,0.5118416,0.024960602,0.0020734845,0.020941405,0.007879035],"about_ca_topic_score_codex":0.3081178,"about_ca_topic_score_gemma":0.58089936,"teacher_disagreement_score":0.2797778,"about_ca_system_score_codex":0.000039907205,"about_ca_system_score_gemma":0.000019967152,"threshold_uncertainty_score":0.6964895},"labels":[],"label_agreement":null},{"id":"W2002574972","doi":"10.2118/2002-095","title":"A Completion Solution for the Paddy Reservoir in Northeast British Columbia: A Case Study","year":2002,"lang":"en","type":"article","venue":"Canadian International Petroleum Conference","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Schlumberger (Canada)","funders":"","keywords":"Completion (oil and gas wells); Petroleum engineering; Geology; Environmental science","score_opus":0.02542371313757385,"score_gpt":0.22536913846467077,"score_spread":0.19994542532709692,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2002574972","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9928215,0.00011179618,0.002994389,0.0009410115,0.00042669007,0.00025932328,0.00011838597,0.00004972654,0.0022771396],"genre_scores_gemma":[0.997898,0.00003143761,0.000036517424,0.000057629284,0.00013057477,0.00018614029,0.000024748222,0.000017097249,0.0016178539],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9990557,0.000031792264,0.0002392025,0.00019878226,0.00018660047,0.0002879328],"domain_scores_gemma":[0.9994064,0.00009036129,0.000028675457,0.0001942564,0.00013170198,0.00014861682],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00018714031,0.00009177176,0.00013976177,0.00014485569,0.00021976004,0.00040432686,0.00030688103,0.00005546601,0.000719824],"category_scores_gemma":[0.000074697826,0.00011638112,0.00006634302,0.0001405553,0.000040712748,0.00010978839,0.000018354009,0.00020696162,0.00002023045],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000008122694,0.00021519668,0.25129485,0.000050706225,0.00053075026,0.003919524,0.002129668,0.69578886,0.000017169565,0.00003394509,0.034534138,0.011477033],"study_design_scores_gemma":[0.00051082176,0.00003079834,0.032637987,0.000028307346,0.00002115891,0.00042331923,0.0010626676,0.9482233,3.6611132e-7,0.000024846608,0.016894285,0.00014217591],"about_ca_topic_score_codex":0.82051253,"about_ca_topic_score_gemma":0.99708956,"teacher_disagreement_score":0.25243437,"about_ca_system_score_codex":0.00036733257,"about_ca_system_score_gemma":0.000048638343,"threshold_uncertainty_score":0.7881568},"labels":[],"label_agreement":null},{"id":"W2002610812","doi":"10.2118/115625-pa","title":"Sand on Demand: A Laboratory Investigation on Improving Productivity in Horizontal Wells Under Heavy-Oil Primary Production","year":2011,"lang":"en","type":"article","venue":"SPE Production & Operations","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Alberta; Alberta Innovates","funders":"","keywords":"Oil sands; Sorting; Petroleum engineering; Grain size; Particle-size distribution; Environmental science; Production (economics); Geology; Pressure gradient; Productivity; Overburden pressure; Geotechnical engineering; Particle size; Materials science","score_opus":0.017098546774972755,"score_gpt":0.20639034129127257,"score_spread":0.18929179451629982,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2002610812","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9886673,0.00017240044,0.0018842065,0.002844142,0.0018344662,0.00044143148,0.000008660297,0.0004265927,0.003720762],"genre_scores_gemma":[0.9938082,0.00010444944,0.003625828,0.000092499446,0.0009771376,0.00013278607,0.000054293912,0.000052175106,0.0011525961],"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9982135,0.00014337065,0.0003806437,0.00066722813,0.0002995827,0.0002956689],"domain_scores_gemma":[0.99913967,0.000010959216,0.000049558035,0.00056825107,0.00013254539,0.00009904663],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0005624469,0.0002708534,0.0002415264,0.0004336783,0.00027938877,0.000067264504,0.000110987196,0.00012371085,0.000060746337],"category_scores_gemma":[0.00015142649,0.00025730475,0.000061177605,0.0007562892,0.0000893908,0.00068440917,0.000021499725,0.0004925066,0.00010795793],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00005141362,0.00023131605,0.00051865185,0.00010135385,0.000046894518,0.000002221668,0.0017232384,0.94434917,0.04802475,0.000054052718,0.00090997736,0.0039869808],"study_design_scores_gemma":[0.00064190646,0.00036440283,0.021333791,0.00023974454,0.000114550545,0.000022056784,0.0006305341,0.019356744,0.95379156,0.00027499427,0.0022339988,0.0009957037],"about_ca_topic_score_codex":0.00021517219,"about_ca_topic_score_gemma":0.00052200514,"teacher_disagreement_score":0.9249924,"about_ca_system_score_codex":0.0003855316,"about_ca_system_score_gemma":0.00010859934,"threshold_uncertainty_score":0.9999879},"labels":[],"label_agreement":null},{"id":"W2002621921","doi":"10.2523/iptc-17853-ms","title":"Fracture and Wellbore Spacing Optimization in Multistage Fractured Horizontal Wellbores: Learnings from Our Experience on Canadian Unconventional Resources","year":2014,"lang":"en","type":"article","venue":"International Petroleum Technology Conference","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":7,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Microseism; Petroleum engineering; Geology; Fracture (geology); Petrophysics; Hydraulic fracturing; Reservoir modeling; Reservoir simulation; Tight gas; Permeability (electromagnetism); Geotechnical engineering; Seismology","score_opus":0.004357314074885253,"score_gpt":0.20664253136624047,"score_spread":0.2022852172913552,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2002621921","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.94291264,0.0001278506,0.04658906,0.0065572714,0.00027815468,0.000066681336,0.000031401945,0.00026071921,0.0031762093],"genre_scores_gemma":[0.99816823,0.00006047773,0.0011261202,0.00017634459,0.00011107422,0.000023804629,0.00010955535,0.000023710887,0.0002006662],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99879116,0.000031757114,0.00025950623,0.00038107974,0.00025196528,0.00028456113],"domain_scores_gemma":[0.99948066,0.00005830327,0.000073875286,0.00021635785,0.000054896766,0.000115922645],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000099582016,0.00022212432,0.00022515323,0.0008026185,0.00009967066,0.00009856982,0.0003909224,0.0003270782,0.00026819162],"category_scores_gemma":[0.00015587063,0.00021901775,0.000045436183,0.00016911312,0.00008025042,0.00014268876,0.00004277771,0.0006454104,0.000028192539],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000019573823,0.000019271023,0.025137383,0.0000070314786,0.000068764406,0.000041239276,0.00065593707,0.9708092,0.0003996623,0.00039448627,0.00018587866,0.0022615585],"study_design_scores_gemma":[0.00066429743,0.000052508207,0.015899478,0.00015788121,0.000012368865,0.00000952294,0.0013636373,0.940129,0.0020523868,0.00071652426,0.038593948,0.00034849395],"about_ca_topic_score_codex":0.015731804,"about_ca_topic_score_gemma":0.033500567,"teacher_disagreement_score":0.055255596,"about_ca_system_score_codex":0.0001882044,"about_ca_system_score_gemma":0.000031508847,"threshold_uncertainty_score":0.9908225},"labels":[],"label_agreement":null},{"id":"W2002700110","doi":"10.2118/114594-ms","title":"Estimating Fracture Permeability and Shape Factor by Use of Image Log Data in Welltest Analysis","year":2008,"lang":"en","type":"article","venue":"SPE Asia Pacific Oil and Gas Conference and Exhibition","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Husky Energy (Canada)","funders":"","keywords":"Fracture (geology); Permeability (electromagnetism); Geology; Porosity; Petroleum engineering; Shape factor; Geotechnical engineering; Reservoir simulation; Mechanics; Mathematics; Geometry","score_opus":0.024226662991565222,"score_gpt":0.23538967923154386,"score_spread":0.21116301623997863,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2002700110","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99551415,0.00054528285,0.0027693838,0.0003653074,0.00001692295,0.000028364637,0.00014752721,0.000036785226,0.00057624636],"genre_scores_gemma":[0.99526805,0.003326135,0.0010527066,0.000009834996,0.000020665508,0.0000023842774,0.00025263283,0.000008460672,0.000059119513],"study_design_codex":"observational","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99907035,0.000037055168,0.00025492595,0.00033586152,0.00012674155,0.00017509199],"domain_scores_gemma":[0.9994374,0.000080159865,0.00004992167,0.0003042512,0.000036096055,0.00009216695],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00011796614,0.00016421966,0.0003386859,0.00014662379,0.00008163058,0.00006872368,0.000069608075,0.000104259,0.000086011845],"category_scores_gemma":[0.00005586831,0.00014027655,0.000035848603,0.00021486482,0.00016759927,0.00043324634,0.000048451522,0.00018156147,0.0000013808775],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00011877644,0.00039349502,0.55440515,0.0020141688,0.0011756865,0.00013438493,0.010840896,0.031035772,0.03565115,0.000015679265,0.0023616748,0.36185318],"study_design_scores_gemma":[0.0003640821,0.000036867852,0.11140543,0.00012860823,0.00020055898,0.000019144443,0.0006712385,0.8846585,0.0016243416,0.00014592068,0.00043253752,0.00031273454],"about_ca_topic_score_codex":0.0004602343,"about_ca_topic_score_gemma":0.00017677213,"teacher_disagreement_score":0.85362273,"about_ca_system_score_codex":0.0000108436425,"about_ca_system_score_gemma":0.00001109995,"threshold_uncertainty_score":0.5720312},"labels":[],"label_agreement":null},{"id":"W2002766377","doi":"10.2118/70133-pa","title":"Multiple Proppant Fracturing of Horizontal Wellbores in a Chalk Formation: Evolving the Process in the Valhall Field","year":2001,"lang":"en","type":"article","venue":"SPE Drilling & Completion","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":8,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Schlumberger (Canada)","funders":"","keywords":"Petroleum engineering; Coiled tubing; Directional drilling; Completion (oil and gas wells); Drilling; Logging while drilling; Productivity; Well stimulation; Wellbore; Oil field; Reservoir engineering; Geology; Engineering; Petroleum; Mechanical engineering","score_opus":0.012691101252274479,"score_gpt":0.23182083087556848,"score_spread":0.219129729623294,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2002766377","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.982479,0.00043843503,0.014465378,0.0007711756,0.00009269948,0.00024211143,0.0000012762205,0.00005252871,0.0014574325],"genre_scores_gemma":[0.9994888,0.00017966646,0.00010419189,0.000033268745,0.0001372659,0.000027149215,0.000013290735,0.0000126218465,0.0000037701693],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9989971,0.000056728244,0.0003402679,0.00012247829,0.00025950966,0.00022391591],"domain_scores_gemma":[0.9994184,0.0002442,0.000063817475,0.00022020921,0.000034690747,0.000018724451],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00042675645,0.00012352677,0.00018013432,0.00014518203,0.00008756007,0.00003908285,0.0002549635,0.00006198055,0.000026246968],"category_scores_gemma":[0.000109630026,0.00007674339,0.00007171437,0.00038068346,0.00002100301,0.00017008113,0.000018721106,0.0003077093,0.0000052444034],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000023092422,0.000039904284,0.015494308,0.00018712739,0.000022197948,0.000016183114,0.009182805,0.97120196,0.0012483745,0.000017155815,0.00005844435,0.0025084722],"study_design_scores_gemma":[0.0003220014,0.000037787904,0.032185387,0.00023649703,0.000012927911,0.000018480445,0.0021561626,0.9556048,0.007758337,0.00026624269,0.001252924,0.00014843322],"about_ca_topic_score_codex":0.00056305685,"about_ca_topic_score_gemma":0.001674219,"teacher_disagreement_score":0.017009811,"about_ca_system_score_codex":0.000051358795,"about_ca_system_score_gemma":0.000008394937,"threshold_uncertainty_score":0.31295046},"labels":[],"label_agreement":null},{"id":"W2002885432","doi":"10.2118/02-03-tn","title":"Simulation of Sand Production in Unconsolidated Heavy Oil Reservoirs","year":2002,"lang":"en","type":"article","venue":"Journal of Canadian Petroleum Technology","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":11,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Petroleum engineering; Oil sands; Environmental science; Cohesion (chemistry); Geotechnical engineering; Permeability (electromagnetism); Geology; Productivity; Materials science","score_opus":0.010234062010659805,"score_gpt":0.20795255838020058,"score_spread":0.19771849636954078,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2002885432","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99043643,0.0015312358,0.00016807293,0.0046492363,0.00025491577,0.000019403407,0.0000034688871,0.000041075666,0.0028961466],"genre_scores_gemma":[0.999054,0.0004338178,0.00016545886,0.000011725445,0.000066203895,0.000001209167,9.441761e-7,0.000015425261,0.00025120855],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9990047,0.000024503452,0.00048446318,0.000088059845,0.00014768686,0.00025057574],"domain_scores_gemma":[0.999402,0.000029960836,0.00012819383,0.00020524302,0.000117524396,0.00011708602],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00020971267,0.00009899422,0.00029777936,0.00461675,0.000028834638,0.000008539497,0.00019503085,0.00020783984,0.00008368869],"category_scores_gemma":[0.00027034065,0.00009417927,0.00006764745,0.0013892571,0.00005942579,0.000119351644,0.0000073980987,0.00042716088,0.0000061844457],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000006819639,0.000013950607,0.0015227518,0.000028949811,0.00005610279,0.00005316124,0.00006910815,0.9921867,0.00092668633,0.0000026586697,0.0010088518,0.004124254],"study_design_scores_gemma":[0.0012572181,0.00025043715,0.0016368785,0.0003390515,0.000097766424,0.00022442942,0.0003704005,0.8788837,0.037023902,0.00035579855,0.07918063,0.00037974617],"about_ca_topic_score_codex":0.0033874002,"about_ca_topic_score_gemma":0.0489301,"teacher_disagreement_score":0.11330295,"about_ca_system_score_codex":0.00023927714,"about_ca_system_score_gemma":0.000050238756,"threshold_uncertainty_score":0.96842444},"labels":[],"label_agreement":null},{"id":"W2002947346","doi":"10.2118/162741-ms","title":"Rate Transient Analysis of Stress-Sensitive Formations during Transient Linear Flow Period","year":2012,"lang":"en","type":"article","venue":"SPE Canadian Unconventional Resources Conference","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":14,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Nonlinear system; Mechanics; Flow (mathematics); Volumetric flow rate; Partial differential equation; Permeability (electromagnetism); Flow coefficient; Mathematics; Mathematical analysis; Physics; Chemistry","score_opus":0.011609135921782051,"score_gpt":0.2098909814026749,"score_spread":0.19828184548089284,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2002947346","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.980371,0.00025963524,0.008831447,0.0002630198,0.00016074957,0.00012641016,0.00084151694,0.000060674854,0.009085531],"genre_scores_gemma":[0.9988405,0.000052411608,0.00023027697,0.000024925142,0.000087344626,0.000012090369,0.00033150922,0.00001933043,0.00040161907],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9984966,0.000065896435,0.00042000238,0.00018335991,0.00030445505,0.0005296751],"domain_scores_gemma":[0.99887234,0.000055525186,0.000063426145,0.0002519986,0.0001675027,0.00058921846],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002157303,0.00020945074,0.0003734414,0.00089912023,0.00016764646,0.000038766553,0.00018368731,0.00010533605,0.0012782004],"category_scores_gemma":[0.00003890393,0.00020968652,0.00038834978,0.00084212277,0.00009824263,0.00019741108,0.000008159599,0.00020554104,0.000036626636],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000012581221,0.000034449142,0.0024535756,0.00010442977,0.0018291762,0.000016347405,0.0061556506,0.9878617,0.0008506858,0.00016227181,0.0000630722,0.00045609218],"study_design_scores_gemma":[0.00059344375,0.000035684006,0.25115395,0.0002028947,0.0016802097,0.0000126246005,0.002522358,0.7243762,0.0064223595,0.000024812092,0.0123254545,0.00065000314],"about_ca_topic_score_codex":0.0069405395,"about_ca_topic_score_gemma":0.084379844,"teacher_disagreement_score":0.26348546,"about_ca_system_score_codex":0.00019738165,"about_ca_system_score_gemma":0.00011744201,"threshold_uncertainty_score":0.99967235},"labels":[],"label_agreement":null},{"id":"W2003030350","doi":"10.2118/09-01-29","title":"History Match of the UTF Phase A Project with Coupled Reservoir Geomechanical Simulation","year":2009,"lang":"en","type":"article","venue":"Journal of Canadian Petroleum Technology","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":33,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Alberta","funders":"Natural Sciences and Engineering Research Council of Canada; PetroChina Company Limited; University of Alberta","keywords":"Reservoir simulation; Petroleum engineering; Geology; Reservoir modeling; Steam injection; Displacement (psychology); Field (mathematics)","score_opus":0.011690017903334326,"score_gpt":0.23077560598935604,"score_spread":0.21908558808602172,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2003030350","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9883495,0.0009857626,0.00413156,0.005089669,0.00018762736,0.0000928966,0.0000053435456,0.00006524662,0.0010923791],"genre_scores_gemma":[0.999296,0.000054127613,0.00032072602,0.00007243834,0.000057994675,0.0000016473043,7.73679e-7,0.000016313463,0.00017999746],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9989551,0.000024265984,0.00039987307,0.00009039247,0.00025220425,0.00027821536],"domain_scores_gemma":[0.9991842,0.000028733786,0.00019420651,0.00032858227,0.00014419066,0.00012009772],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00021801396,0.00012779942,0.00033570905,0.0017976294,0.00004504246,0.0000076084407,0.00043911592,0.00020970311,0.000037508635],"category_scores_gemma":[0.00008918912,0.00008464353,0.00012517828,0.00077292096,0.000072873954,0.00008055174,0.000010018437,0.0005561031,0.0000014605492],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00007203671,0.000052904565,0.0001543902,0.000026605789,0.00017514928,0.00012492067,0.00010193308,0.9904452,0.0032398617,0.00008486065,0.0037912303,0.0017308992],"study_design_scores_gemma":[0.003056703,0.001459517,0.0009458457,0.00023379402,0.0002739542,0.00045663223,0.00026018382,0.71148956,0.004176207,0.00058325246,0.27670717,0.0003571799],"about_ca_topic_score_codex":0.0025223747,"about_ca_topic_score_gemma":0.018017111,"teacher_disagreement_score":0.27895564,"about_ca_system_score_codex":0.00059604825,"about_ca_system_score_gemma":0.00045659262,"threshold_uncertainty_score":0.99990153},"labels":[],"label_agreement":null},{"id":"W2003109678","doi":"10.2118/162910-ms","title":"Practical Considerations for Decline Curve Analysis in Unconventional Reservoirs — Application of Recently Developed Time-Rate Relations","year":2012,"lang":"en","type":"article","venue":"SPE Hydrocarbon Economics and Evaluation Symposium","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":49,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Shell (Canada)","funders":"","keywords":"Presumption; Econometrics; Exponential function; Applied mathematics; Mathematics; Constant (computer programming); Permeability (electromagnetism); Computer science; Mathematical analysis; Law","score_opus":0.032550752234291186,"score_gpt":0.2961206630820008,"score_spread":0.26356991084770964,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2003109678","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.94162184,0.00027899194,0.0472525,0.00599091,0.00018714638,0.0008339931,0.000061622515,0.00005256425,0.00372044],"genre_scores_gemma":[0.99455124,0.00030433966,0.0044181584,0.00003795896,0.00008056927,0.00014312114,0.00034366286,0.000018873558,0.000102055616],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99873674,0.000105687126,0.00062838907,0.00020703734,0.000115661525,0.00020647803],"domain_scores_gemma":[0.9989608,0.00043603766,0.0001585901,0.0002099179,0.00013719845,0.000097481316],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0020712088,0.0001329891,0.00029945595,0.00040268368,0.00007792043,0.00003562032,0.000042413278,0.00011969096,0.00010111818],"category_scores_gemma":[0.00019518043,0.00014539722,0.00011433011,0.000348152,0.000037076825,0.00030027606,0.000025909516,0.00009700221,0.000020387946],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000015111347,0.00005752014,0.010515959,0.000017765755,0.0003961711,6.260712e-8,0.00019438931,0.98693717,0.000549742,0.0009615909,0.00021956605,0.00013497006],"study_design_scores_gemma":[0.0005294562,0.000012640516,0.011053788,0.0000058492014,0.00055152224,0.0000017319509,0.000035401044,0.9821354,0.000861023,0.0030802572,0.0015788149,0.00015410865],"about_ca_topic_score_codex":0.00006255818,"about_ca_topic_score_gemma":0.0005852538,"teacher_disagreement_score":0.052929427,"about_ca_system_score_codex":0.00015920092,"about_ca_system_score_gemma":0.00009569699,"threshold_uncertainty_score":0.5929127},"labels":[],"label_agreement":null},{"id":"W2003203347","doi":"10.2118/137936-ms","title":"Relationship Between the Hydraulic Fracture and Observed Microseismicity in the Bossier Sands, Texas","year":2010,"lang":"en","type":"article","venue":"Canadian Unconventional Resources and International Petroleum Conference","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Microseism; Geology; Hydraulic fracturing; Permeability (electromagnetism); Coalescence (physics); Induced seismicity; Petroleum engineering; Geotechnical engineering; Seismology; Petrology","score_opus":0.023655345294730644,"score_gpt":0.22954989987767183,"score_spread":0.20589455458294117,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2003203347","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.97904575,0.00038333016,0.00015712634,0.014390353,0.00012429776,0.000063351225,0.000046741,0.000016292592,0.0057727736],"genre_scores_gemma":[0.99771017,0.000033840108,0.000022121965,0.0009800623,0.00023901154,0.000010725787,0.00006935319,0.000010080874,0.0009246203],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9991279,0.000048740356,0.00021423755,0.0001851484,0.00020888304,0.00021504301],"domain_scores_gemma":[0.9992547,0.00033184452,0.000041389583,0.00016592078,0.000049784077,0.00015637439],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00036010434,0.00014085782,0.00012147249,0.00016470777,0.00021184163,0.00027607323,0.00038069778,0.00011804818,0.00020415193],"category_scores_gemma":[0.00011874784,0.000092637565,0.000059766393,0.00010991098,0.00016884418,0.00011865424,0.000024531157,0.0006768898,0.000011985994],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000006336025,0.0000090049025,0.98593295,0.000021412196,0.00009193472,0.00001181885,0.00064163975,0.0072381226,0.00003664537,0.002047769,0.0031572198,0.0008051341],"study_design_scores_gemma":[0.00016589605,0.0000057815932,0.7565733,0.000015469037,0.000016823364,0.000014232057,0.000102842736,0.011879428,0.000008520346,0.0018869957,0.22923376,0.00009692579],"about_ca_topic_score_codex":0.015835702,"about_ca_topic_score_gemma":0.06149835,"teacher_disagreement_score":0.22935963,"about_ca_system_score_codex":0.000044084503,"about_ca_system_score_gemma":0.00006444264,"threshold_uncertainty_score":0.99071795},"labels":[],"label_agreement":null},{"id":"W2003319014","doi":"10.2118/1011-0070-jpt","title":"Optimizing Horizontal-Wellbore and Fracture Spacing With Interactive Reservoir and Fracturing Simulation","year":2011,"lang":"en","type":"article","venue":"Journal of Petroleum Technology","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Petroleum engineering; Directional drilling; Wellbore; Geology; Hydraulic fracturing; Drilling; Fracture (geology); Tight gas; Reservoir simulation; Well control; Geotechnical engineering; Engineering; Mechanical engineering","score_opus":0.006785371162030384,"score_gpt":0.20817866168826976,"score_spread":0.2013932905262394,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2003319014","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9316886,0.0015549611,0.0655629,0.00030823352,0.00007066647,0.00003661243,7.8344675e-7,0.00010727955,0.000669937],"genre_scores_gemma":[0.992075,0.00027087334,0.007503667,0.00001883658,0.00008102352,0.0000016165371,5.3000844e-7,0.000032142118,0.00001626601],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99912596,0.000019904257,0.0003152018,0.00015141004,0.00015470404,0.00023283348],"domain_scores_gemma":[0.999367,0.00007675392,0.00020387428,0.00017102806,0.0000871214,0.0000942278],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00016338234,0.00019345098,0.00037174867,0.0007100678,0.00008492049,0.000034041062,0.00014605805,0.0002265297,0.000023678856],"category_scores_gemma":[0.000058151105,0.00014143166,0.00005248473,0.00018644723,0.00009339892,0.00037606194,0.000053897398,0.00085474213,0.0000011898081],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00015533554,0.00003075087,0.0056665996,0.00007616038,0.0004623182,0.00025294168,0.0020274722,0.9855449,0.0017252978,0.000010160673,0.000037615086,0.0040104035],"study_design_scores_gemma":[0.004905598,0.0031080507,0.027086852,0.0016982694,0.0010259248,0.0030882766,0.0124325,0.7908831,0.13668716,0.0026264964,0.01483932,0.0016184465],"about_ca_topic_score_codex":0.000022542981,"about_ca_topic_score_gemma":0.000028736911,"teacher_disagreement_score":0.19466184,"about_ca_system_score_codex":0.000067868954,"about_ca_system_score_gemma":0.000012601286,"threshold_uncertainty_score":0.5767416},"labels":[],"label_agreement":null},{"id":"W2003350189","doi":"10.2118/2005-220","title":"CO Energized Hydrocarbon Fracturing Fluid: History and Field Application in Tight Wells in the Rock Creek Oil, Dunvegan, Glauconite and Belly River Gas Formations","year":2005,"lang":"en","type":"article","venue":"Canadian International Petroleum Conference","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Citation; Geology; Glauconite; Petroleum industry; Petroleum; Petroleum engineering; Archaeology; Geochemistry; Mining engineering; Library science; Geography; Paleontology; Computer science","score_opus":0.005858793435701494,"score_gpt":0.19247644100729885,"score_spread":0.18661764757159735,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2003350189","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9679261,0.0006131761,0.001432767,0.0032249426,0.00007882757,0.00005129951,0.000012624666,0.000025814199,0.026634438],"genre_scores_gemma":[0.997969,0.0005120012,0.000062919644,0.0006323098,0.00008050021,0.000038802216,0.000038982776,0.000009965446,0.00065551995],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99921477,0.000026509786,0.00022501871,0.00016614758,0.00014715739,0.0002204249],"domain_scores_gemma":[0.9995761,0.000097511,0.000034324097,0.00014738696,0.000027754044,0.00011695524],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00014346949,0.00011946329,0.00012578434,0.00036430437,0.00005459283,0.000069277135,0.00022787777,0.00008466902,0.000111203015],"category_scores_gemma":[0.000027022117,0.000117677555,0.000026199203,0.000067756286,0.00003205895,0.00022975027,0.000012096691,0.00026698256,0.00001660756],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000044003275,0.00007421338,0.06162329,0.00013205735,0.00023916719,0.000081734164,0.011178262,0.8812912,0.0021300474,0.0028585931,0.009040737,0.03130671],"study_design_scores_gemma":[0.0004186156,0.000009398395,0.018963374,0.00004489735,0.000011368252,0.00001293732,0.00011630467,0.7577933,0.0003023676,0.0001483284,0.22199598,0.00018314579],"about_ca_topic_score_codex":0.07613798,"about_ca_topic_score_gemma":0.3876513,"teacher_disagreement_score":0.3115133,"about_ca_system_score_codex":0.00042927806,"about_ca_system_score_gemma":0.0000870936,"threshold_uncertainty_score":0.9300141},"labels":[],"label_agreement":null},{"id":"W2003356598","doi":"10.2118/141104-pa","title":"The Potential Pitfalls of Using North American Tight and Shale Gas Development Techniques in the North African and Middle Eastern Environments","year":2012,"lang":"en","type":"article","venue":"SPE Economics & Management","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":20,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Middle East; Shale gas; Oil shale; Unconventional oil; Tight gas; Natural gas; Tight oil; Business; Petroleum engineering; Geology; Natural resource economics; Economy; Hydraulic fracturing; Geography; Economics; Engineering; Paleontology; Archaeology","score_opus":0.00852859800580466,"score_gpt":0.17990128073782677,"score_spread":0.1713726827320221,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2003356598","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9976309,0.0002452149,0.0008970705,0.00006317778,0.000037355643,0.00016417445,0.0000020433474,0.000011759527,0.0009483265],"genre_scores_gemma":[0.99659383,0.0013835642,0.00184956,0.000022286371,0.000039283943,0.00001461535,0.0000040580007,0.0000139767035,0.00007882928],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9993312,0.000021096175,0.00022557809,0.000122014484,0.00006549361,0.00023461613],"domain_scores_gemma":[0.9996716,0.00001520486,0.0000664752,0.00019894708,0.0000019608187,0.00004585139],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00019632443,0.00011953685,0.00014260132,0.00007795658,0.00008116797,0.000040296072,0.00016087934,0.000013573582,0.0000030158149],"category_scores_gemma":[9.2820324e-7,0.00008416064,0.00002602612,0.00006819009,0.00008122263,0.00007336733,0.00012217916,0.000071856884,0.000003236854],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000028748284,0.00018031265,0.58635366,0.00023032475,0.0009221575,0.000012745356,0.0055532213,0.1330447,0.000036762718,0.00008578023,0.00007238812,0.2734792],"study_design_scores_gemma":[0.00021460943,0.000019010089,0.93423545,0.000024789508,0.00010267576,0.0000043000273,0.001493274,0.031560343,0.00036722605,0.00004126161,0.031628184,0.000308896],"about_ca_topic_score_codex":0.00010705592,"about_ca_topic_score_gemma":0.00077411503,"teacher_disagreement_score":0.34788176,"about_ca_system_score_codex":0.00006764904,"about_ca_system_score_gemma":0.0000027126837,"threshold_uncertainty_score":0.3431971},"labels":[],"label_agreement":null},{"id":"W2003382980","doi":"10.2118/171671-ms","title":"Understanding Water Flood Response in Tight Oil Formations: A Case Study of the Lower Shaunavon","year":2014,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":20,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Hydraulic fracturing; Petroleum engineering; Tight oil; Geology; Workflow; Flood myth; Directional drilling; Oil in place; Drilling; Geobiology; Environmental geology; Geotechnical engineering; Computer science; Regional geology; Petroleum; Engineering; Hydrogeology; Paleontology; Metamorphic petrology; Mechanical engineering","score_opus":0.025733968559153147,"score_gpt":0.22635779565421407,"score_spread":0.20062382709506094,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2003382980","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99151385,0.000008207122,0.0045596748,0.00014653493,0.000086746404,0.00005302268,4.7196298e-7,0.00004943061,0.0035820473],"genre_scores_gemma":[0.9994754,0.00000225413,0.000026260275,0.000016877539,0.000013185024,0.000008304346,4.4025703e-7,0.000010562486,0.00044672168],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9993182,0.000110195884,0.00021811145,0.000076297736,0.00012978651,0.00014742736],"domain_scores_gemma":[0.9995742,0.00008773632,0.000013048674,0.00028680725,0.000011292966,0.000026942502],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00047574632,0.00008106297,0.00012278541,0.0001380086,0.00006769904,0.000019086576,0.00010553361,0.00004071557,0.00008181234],"category_scores_gemma":[0.000033651795,0.0000417462,0.000051555206,0.0001758966,0.000012804536,0.00008762982,0.000037055233,0.000116390394,0.000011141893],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000055158645,0.00021489599,0.00069616095,0.000054828786,0.000092999326,0.00008374974,0.011641219,0.9861154,0.00065245706,0.000015281139,0.00019403955,0.00018381752],"study_design_scores_gemma":[0.0023734807,0.000302963,0.0012197244,0.00011295985,0.000116714626,0.00016397935,0.025955284,0.9565899,0.011122861,0.00018978008,0.0014705508,0.00038181065],"about_ca_topic_score_codex":0.0002999819,"about_ca_topic_score_gemma":0.001729786,"teacher_disagreement_score":0.0295255,"about_ca_system_score_codex":0.00007634885,"about_ca_system_score_gemma":0.000003919217,"threshold_uncertainty_score":0.17023607},"labels":[],"label_agreement":null},{"id":"W2003709272","doi":"10.1115/omae2008-57792","title":"A Robust Asymptotically Based Modeling Approach for Two-Phase Flow in Porous Media","year":2008,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Pressure gradient; Phase (matter); Two-phase flow; Porous medium; Mathematics; Flow (mathematics); Porosity; Physics; Correlation; Mechanics; Thermodynamics; Mathematical analysis; Materials science; Geometry","score_opus":0.03160089066511165,"score_gpt":0.23511414332233255,"score_spread":0.2035132526572209,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2003709272","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"methods","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.08199182,0.00008903491,0.91264,0.00006238067,0.00004997776,0.00014096955,0.000005887895,0.000257141,0.0047627916],"genre_scores_gemma":[0.844923,0.000010083791,0.1547031,0.00005931506,0.00009594555,0.000044783395,0.00006249468,0.00003402743,0.00006723295],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9989461,0.000015160715,0.00028652867,0.00022250244,0.000180546,0.0003491733],"domain_scores_gemma":[0.9995072,0.000083293846,0.000010618522,0.00023513843,0.000037047026,0.00012670622],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00019686304,0.00016554458,0.00026806913,0.0001884158,0.00005909317,0.000016803593,0.00015090762,0.00010064608,0.000059009963],"category_scores_gemma":[0.000077348945,0.00014023039,0.00011959219,0.00022630175,0.000020248923,0.00007271898,0.000012414787,0.0001784942,0.000007647027],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000016079435,0.00010746195,0.000023347038,0.00004431968,0.000030277355,0.00001730508,0.00014742272,0.998494,0.000087783315,0.000006362119,0.00018105812,0.0008445722],"study_design_scores_gemma":[0.0018243229,0.000016495518,0.000009327677,0.000010133894,0.000021150989,0.0000066268003,0.000036900805,0.99740756,0.00041224327,0.000017620108,0.0000437863,0.0001938151],"about_ca_topic_score_codex":0.00009198456,"about_ca_topic_score_gemma":0.00008206344,"teacher_disagreement_score":0.76293117,"about_ca_system_score_codex":0.000057491397,"about_ca_system_score_gemma":0.000032387754,"threshold_uncertainty_score":0.5718429},"labels":[],"label_agreement":null},{"id":"W2003869214","doi":"10.1115/1.4028690","title":"Numerical Simulation of Complex Fracture Network Development by Hydraulic Fracturing in Naturally Fractured Ultratight Formations","year":2014,"lang":"en","type":"article","venue":"Journal of Energy Resources Technology","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":58,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"Government of Alberta","keywords":"Hydraulic fracturing; Fracture (geology); Petroleum engineering; Geology; Oil shale; Tight gas; Microseism; Fracture treatment; Unconventional oil; Tight oil; Complex fracture; Geotechnical engineering; Seismology","score_opus":0.004196777622340182,"score_gpt":0.20404259248897985,"score_spread":0.19984581486663966,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2003869214","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.5331991,0.0026480048,0.46116754,0.0011596226,0.00014084448,0.00006552926,0.0000013532707,0.00016440118,0.0014536519],"genre_scores_gemma":[0.9963527,0.00006401291,0.0031878867,0.00018197116,0.00014585162,0.000003451565,0.000013442426,0.000027240405,0.000023461898],"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","domain_scores_codex":[0.9981781,0.000062930085,0.00097288913,0.00013208999,0.00032047767,0.00033346552],"domain_scores_gemma":[0.998889,0.0002294098,0.0004598408,0.00022838767,0.0001085633,0.0000847848],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00025745502,0.00022492462,0.0005771808,0.0006482144,0.00008619748,0.000022936101,0.00042721006,0.00041778988,0.00004275538],"category_scores_gemma":[0.0001243727,0.00017917262,0.00013056153,0.0006574223,0.000058869253,0.00016706885,0.000029617291,0.0006854861,0.0000015144888],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000018562037,0.000037673286,0.0009341566,0.000025010766,0.0001308301,0.0000048977486,0.00031700335,0.9895815,0.0007113885,0.0000094282495,0.000978505,0.0072510163],"study_design_scores_gemma":[0.0005296476,0.00008323156,0.004410861,0.00012614725,0.000032430205,0.000026754495,0.000052574243,0.44420338,0.014644702,0.00045199605,0.5351942,0.00024402449],"about_ca_topic_score_codex":0.000018715227,"about_ca_topic_score_gemma":0.000035285128,"teacher_disagreement_score":0.54537815,"about_ca_system_score_codex":0.000092470655,"about_ca_system_score_gemma":0.000020404212,"threshold_uncertainty_score":0.73064476},"labels":[],"label_agreement":null},{"id":"W2004008691","doi":"10.2118/2007-112","title":"Enhanced Aqueous Fracturing Fluid Recovery From Tight Gas Formations: Foamed CO2 Pre-Pad Fracturing Fluid and More Effective Surfactant Systems","year":2007,"lang":"en","type":"article","venue":"Canadian International Petroleum Conference","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":8,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Fracturing fluid; Petroleum engineering; Pulmonary surfactant; Aqueous solution; Tight gas; Enhanced oil recovery; Hydraulic fracturing; Materials science; Chemical engineering; Geology; Chemistry; Engineering","score_opus":0.0052023132813862165,"score_gpt":0.20714845144614452,"score_spread":0.20194613816475832,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2004008691","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.939096,0.0009742578,0.048685092,0.00026176372,0.0011303814,0.00023785201,0.00023130052,0.00017402704,0.009209353],"genre_scores_gemma":[0.9984225,0.00029385654,0.00018181537,0.00010690065,0.00033055534,0.000059194666,0.00023162995,0.000048273814,0.00032529602],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9979938,0.000044216045,0.0005385097,0.000416692,0.00042780998,0.0005789368],"domain_scores_gemma":[0.9983579,0.00040637807,0.00012444553,0.00034543176,0.0002021734,0.0005636625],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00029493132,0.00036297683,0.00039570883,0.0005827811,0.00020792636,0.00033285725,0.00042637152,0.00022871968,0.00021666993],"category_scores_gemma":[0.00020052014,0.00036381814,0.000117662676,0.00013242738,0.000072730254,0.00054371863,0.00004834303,0.00047318096,0.000053795127],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000112346504,0.000028022367,0.0018826503,0.0001518136,0.0012937986,0.00021351322,0.0020316343,0.96991926,0.014003717,0.00020880938,0.0006944839,0.009459953],"study_design_scores_gemma":[0.0010870089,0.000077433724,0.05712921,0.00073878065,0.00012951146,0.000060936985,0.000819756,0.8611495,0.059647385,0.0003820186,0.017663062,0.0011153942],"about_ca_topic_score_codex":0.06397706,"about_ca_topic_score_gemma":0.04848238,"teacher_disagreement_score":0.10876976,"about_ca_system_score_codex":0.0009361882,"about_ca_system_score_gemma":0.00015876153,"threshold_uncertainty_score":0.9998814},"labels":[],"label_agreement":null},{"id":"W2004019869","doi":"10.2118/140252-ms","title":"Fracture Stimulation Treatment Best Practices in the Bakken Oil Shale","year":2011,"lang":"en","type":"article","venue":"SPE Hydraulic Fracturing Technology Conference","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":12,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Baker Hughes (Canada)","funders":"","keywords":"Geology; Oil shale; Petroleum engineering; Aquifer; Well stimulation; Fracture (geology); Hydraulic fracturing; Tight oil; Geotechnical engineering; Fracture treatment; Permeability (electromagnetism); Produced water; Petrology; Petroleum; Reservoir engineering; Groundwater","score_opus":0.05154018465696207,"score_gpt":0.2709845458739222,"score_spread":0.2194443612169601,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2004019869","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.90958595,0.001383707,0.0049473117,0.004149212,0.00026303568,0.0002905252,0.000006233554,0.001108524,0.07826549],"genre_scores_gemma":[0.9971114,0.0008188597,0.001196325,0.0001776305,0.000109084416,0.00010935026,0.000018197994,0.000043274293,0.00041590753],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9981495,0.000078535355,0.0004325245,0.0004831361,0.00027794825,0.000578323],"domain_scores_gemma":[0.9984757,0.00015650078,0.0002281061,0.0010072993,0.000056334433,0.0000760811],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0002540971,0.00042256608,0.00041590218,0.00057135796,0.00016344713,0.000082869934,0.00090898696,0.0005207436,0.00043554005],"category_scores_gemma":[0.0001563869,0.00029762078,0.00011608718,0.00064858765,0.00017276338,0.00034354904,0.00007011791,0.0008633949,0.00027257903],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00018049119,0.0019807417,0.031256482,0.00040256997,0.0012208368,0.0014196652,0.029046869,0.49013904,0.0022716399,0.0011731405,0.0012584534,0.4396501],"study_design_scores_gemma":[0.0057447907,0.001443702,0.07212436,0.0010049705,0.0012050981,0.00058641355,0.011667055,0.36958095,0.14219584,0.028310291,0.3615349,0.004601612],"about_ca_topic_score_codex":0.0013069288,"about_ca_topic_score_gemma":0.0009931888,"teacher_disagreement_score":0.43504846,"about_ca_system_score_codex":0.00015941705,"about_ca_system_score_gemma":0.000054240714,"threshold_uncertainty_score":0.9999476},"labels":[],"label_agreement":null},{"id":"W2004183431","doi":"10.2118/73827-pa","title":"Enhanced Oil Production Owing to Sand Flow in Conventional and Heavy-Oil Reservoirs","year":2001,"lang":"en","type":"article","venue":"SPE Reservoir Evaluation & Engineering","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":16,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Petro Geotech (Canada)","funders":"","keywords":"Petroleum engineering; Permeability (electromagnetism); Geomechanics; Pressure gradient; Geology; Relative permeability; Slurry; Oil field; Oil production; Oil sands; Oil well; Enhanced oil recovery; Environmental science; Porosity; Geotechnical engineering; Materials science; Environmental engineering; Chemistry","score_opus":0.01879814924672512,"score_gpt":0.2649868138980296,"score_spread":0.24618866465130446,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2004183431","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9815661,0.0017074595,0.011079638,0.001413721,0.00062064483,0.0001748287,0.000004235438,0.00033841585,0.003094974],"genre_scores_gemma":[0.9941108,0.0010786625,0.0032517014,0.000021850172,0.00038989884,0.00016770218,0.00004629606,0.00006852373,0.0008645187],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9975967,0.000079613754,0.000523439,0.00048915687,0.0007788808,0.00053224433],"domain_scores_gemma":[0.99907416,0.00008143851,0.000038809303,0.00041364136,0.00017159047,0.00022033243],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0014897945,0.00030382883,0.00035089153,0.0006753881,0.00010328002,0.0000993066,0.00019555904,0.00014202677,0.0002121729],"category_scores_gemma":[0.0006487026,0.00032538403,0.00009586713,0.0010450357,0.000021912101,0.0004264357,0.0000711291,0.0003588078,0.000057728346],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000040271963,0.000022599706,0.00018109674,0.0001606097,0.00006192358,0.000007641257,0.0003860439,0.974049,0.010214196,0.0000060122193,0.0002523525,0.014618279],"study_design_scores_gemma":[0.0007769669,0.000027804002,0.0032730121,0.00042065937,0.000050817787,0.000018361217,0.00011411005,0.9698457,0.018844442,0.00005711743,0.00613082,0.0004401885],"about_ca_topic_score_codex":0.000076390024,"about_ca_topic_score_gemma":0.00020888222,"teacher_disagreement_score":0.014178091,"about_ca_system_score_codex":0.00039539722,"about_ca_system_score_gemma":0.000048233516,"threshold_uncertainty_score":0.99991983},"labels":[],"label_agreement":null},{"id":"W2004227930","doi":"10.2118/162670-ms","title":"Hydraulic Fracture Containment in the Bakken With a Synthetic Polymer Water Based Fracture Fluid","year":2012,"lang":"en","type":"article","venue":"SPE Canadian Unconventional Resources Conference","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":7,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Petroleum engineering; Hydraulic fracturing; Geology; Geotechnical engineering; Permeability (electromagnetism); Produced water","score_opus":0.007580398611310734,"score_gpt":0.18825388172811564,"score_spread":0.1806734831168049,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2004227930","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9203529,0.003321194,0.0074756276,0.027000343,0.00030494432,0.0007341754,0.00008145285,0.00017222314,0.040557142],"genre_scores_gemma":[0.9952382,0.000012350824,0.00003874904,0.0038219413,0.00018100798,0.000055829838,0.00010691981,0.000034566812,0.0005104303],"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","domain_scores_codex":[0.9980949,0.0001149817,0.00025423983,0.00024236647,0.00048415098,0.0008093569],"domain_scores_gemma":[0.99893904,0.00012074982,0.00003275804,0.0004087363,0.000045284836,0.000453412],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000347797,0.00029613834,0.00025396125,0.00029739543,0.00015514973,0.00012147822,0.00043349675,0.00016549964,0.003335097],"category_scores_gemma":[0.000022984425,0.0001716715,0.00012444278,0.00020805767,0.00010719643,0.0001417329,0.000013223871,0.0004706858,0.00017044453],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0001571998,0.00028885386,0.036362886,0.00031392684,0.0008588348,0.0005841861,0.015464789,0.92973256,0.00089557277,0.0009137658,0.011590296,0.002837139],"study_design_scores_gemma":[0.0011216435,0.000091275986,0.031520512,0.00035768762,0.00017524279,0.0000762051,0.0016398078,0.025597624,0.007831094,0.00027796425,0.93034333,0.0009676075],"about_ca_topic_score_codex":0.025961159,"about_ca_topic_score_gemma":0.05046714,"teacher_disagreement_score":0.918753,"about_ca_system_score_codex":0.00025074725,"about_ca_system_score_gemma":0.0001449744,"threshold_uncertainty_score":0.997576},"labels":[],"label_agreement":null},{"id":"W2004232056","doi":"10.2118/171580-ms","title":"A New Methodology to Forecast Solution Gas Production in Tight Oil Reservoirs","year":2014,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":8,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"ConocoPhillips (Canada)","funders":"","keywords":"Production (economics); Petroleum engineering; Fossil fuel; Representation (politics); Computer science; Drilling; Tight gas; Natural gas; Environmental science; Engineering; Economics; Waste management; Hydraulic fracturing; Mechanical engineering","score_opus":0.031348426826567855,"score_gpt":0.2603696595594622,"score_spread":0.22902123273289432,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2004232056","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.27893516,0.00010789747,0.6805878,0.007664416,0.0007425516,0.000086888744,3.882747e-7,0.00042770628,0.031447157],"genre_scores_gemma":[0.934073,0.000040181738,0.055059817,0.00007282658,0.00041935718,0.00001692951,0.000005389736,0.000024400924,0.010288113],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99907243,0.00010887946,0.00020198408,0.00022001806,0.00011788871,0.00027880052],"domain_scores_gemma":[0.9994952,0.000062701925,0.00001415442,0.00028424762,0.000022388169,0.00012131883],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006358134,0.00011322893,0.00019674655,0.0002842415,0.000034812827,0.000016392234,0.00012439096,0.00009372759,0.00014729849],"category_scores_gemma":[0.00030210463,0.00009586959,0.000054707674,0.00041601592,0.000009089343,0.00008976835,0.000031096744,0.00015363291,0.00013880372],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000013056006,0.00000849394,0.00017044623,0.000039506416,0.000024662171,0.0000012107992,0.00038719096,0.8738056,0.004202143,0.00004225471,0.017535541,0.103769906],"study_design_scores_gemma":[0.0006878629,0.00013043938,0.0040178476,0.00011938375,0.000060183993,0.000026285788,0.00017272396,0.67910314,0.09783616,0.0021272087,0.21502678,0.0006920123],"about_ca_topic_score_codex":0.0012394644,"about_ca_topic_score_gemma":0.0054746633,"teacher_disagreement_score":0.65513784,"about_ca_system_score_codex":0.000078003766,"about_ca_system_score_gemma":0.000011006696,"threshold_uncertainty_score":0.39094484},"labels":[],"label_agreement":null},{"id":"W2004238740","doi":"10.2118/98202-ms","title":"Formation Damage and Its Impacts on Cuttings-Injection-Well Performance: A Risk- Based Approach on Waste-Containment Assurance","year":2006,"lang":"en","type":"article","venue":"SPE International Symposium and Exhibition on Formation Damage Control","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":7,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Encana (Canada)","funders":"","keywords":"Containment (computer programming); Quality assurance; Radioactive waste; Risk analysis (engineering); Risk management; Probabilistic logic; Drilling; Waste management; Engineering; Environmental science; Computer science; Operations management; Mechanical engineering; Business","score_opus":0.0038387795256572157,"score_gpt":0.18934844776696907,"score_spread":0.18550966824131185,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2004238740","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.92995507,0.00005432749,0.031341754,0.0018321963,0.00029008466,0.00053589814,0.00012483909,0.00025098462,0.035614856],"genre_scores_gemma":[0.9981265,0.0002522323,0.00007421087,0.00048257897,0.00029802773,0.00006972962,0.0004366588,0.000027297001,0.00023277901],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99841124,0.00007432773,0.00047591314,0.00025364693,0.00051816663,0.00026672485],"domain_scores_gemma":[0.9992649,0.000118713186,0.0002160115,0.00017247484,0.00012073234,0.0001071603],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0003599629,0.00028879519,0.00022651628,0.00035499228,0.00028706618,0.0002222572,0.0001149949,0.00012532486,0.00005377794],"category_scores_gemma":[0.000031666772,0.00025618903,0.00009629476,0.00013774175,0.000026377455,0.00091758894,0.0000134813945,0.0002961563,0.00007831815],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00022875008,0.000118547934,0.0002795675,0.00015443664,0.00005312826,0.0000024384171,0.00016864888,0.9937881,0.0027076416,0.00032622076,0.0013594315,0.0008130838],"study_design_scores_gemma":[0.0026611763,0.00027991444,0.0036917021,0.00019404147,0.000041734584,0.000010314084,0.000099221084,0.9700126,0.02054981,0.00005558026,0.0021308032,0.00027309218],"about_ca_topic_score_codex":0.00003747288,"about_ca_topic_score_gemma":0.000017835288,"teacher_disagreement_score":0.06817143,"about_ca_system_score_codex":0.00026121928,"about_ca_system_score_gemma":0.000009278384,"threshold_uncertainty_score":0.99998903},"labels":[],"label_agreement":null},{"id":"W2004293766","doi":"10.2118/164529-ms","title":"Compositional Simulation of Condensate Banking Inside Hydraulic Fractures Coupled with Reservoir Geomechanics","year":2013,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Geomechanics; Hydraulic fracturing; Petroleum engineering; Reservoir simulation; Permeability (electromagnetism); Relative permeability; Mechanics; Geology; Fluid dynamics; Oil shale; Geotechnical engineering; Porosity; Chemistry","score_opus":0.008490467824523975,"score_gpt":0.22367178097582371,"score_spread":0.21518131315129974,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2004293766","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.85534984,0.00010219562,0.14059012,0.0001655914,0.00004810311,0.00016454999,0.0000030703588,0.00022445677,0.0033520872],"genre_scores_gemma":[0.99856263,0.0000138210535,0.0010567465,0.0001298829,0.000056946836,0.00001529501,0.0000451759,0.000033876408,0.00008564002],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9989231,0.000023655482,0.00030331488,0.00016711581,0.00034919032,0.0002336082],"domain_scores_gemma":[0.9992398,0.00017959953,0.00006496182,0.00027078477,0.000158577,0.000086297754],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00009629241,0.00018124685,0.00027478643,0.0001710729,0.00007442092,0.00004454972,0.00014593385,0.00010717042,0.0013253151],"category_scores_gemma":[0.000017235763,0.00013485207,0.00007807461,0.00023069685,0.000029845121,0.00023034768,0.000028624554,0.00019512698,0.00006191368],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000009998045,0.000018570276,0.00013336867,0.00005259488,0.00015787095,0.0000034797006,0.000104352745,0.99234176,0.006822735,0.000053339692,0.00016399466,0.00013795984],"study_design_scores_gemma":[0.00034564585,0.000037578786,0.0026893532,0.000048334212,0.000038468275,0.000003889678,0.00004704151,0.9827214,0.012444143,0.001151688,0.0002854904,0.00018699492],"about_ca_topic_score_codex":0.00042231768,"about_ca_topic_score_gemma":0.000087495806,"teacher_disagreement_score":0.14321278,"about_ca_system_score_codex":0.000043298776,"about_ca_system_score_gemma":0.000016028012,"threshold_uncertainty_score":0.9995876},"labels":[],"label_agreement":null},{"id":"W2004405234","doi":"10.2118/149397-ms","title":"New Type Curves for Analyzing Horizontal Well With Multiple Fractures in Shale Gas Reservoirs","year":2011,"lang":"en","type":"article","venue":"Canadian Unconventional Resources Conference","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":21,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Encana (Canada); University of Calgary","funders":"","keywords":"Dimensionless quantity; Geology; Fracture (geology); Flow (mathematics); Oil shale; Hydraulic fracturing; Type (biology); Mechanics; Shale gas; Geotechnical engineering; Petroleum engineering; Geometry; Mathematics","score_opus":0.020438653914325818,"score_gpt":0.2143908448886368,"score_spread":0.193952190974311,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2004405234","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9485938,0.0036281657,0.010480799,0.00055665773,0.00029093088,0.0005319795,0.0000922334,0.00016810758,0.03565733],"genre_scores_gemma":[0.99692315,0.0001423149,0.001355083,0.00008163229,0.00009659233,0.000024346748,0.00009131605,0.000033640896,0.0012519092],"study_design_codex":"observational","study_design_gemma":"not_applicable","domain_scores_codex":[0.998787,0.00002675628,0.0002481113,0.000283802,0.00019288588,0.000461432],"domain_scores_gemma":[0.9990313,0.00008792754,0.000044877976,0.0002414487,0.000108235676,0.00048620504],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00015229623,0.00020780503,0.00025191932,0.00036905726,0.00009685282,0.00004940774,0.00033271537,0.00011100775,0.0015592632],"category_scores_gemma":[0.00009249783,0.00018799605,0.00009902174,0.0003505202,0.000054257045,0.00013168565,0.000016035256,0.00023875643,0.000038915354],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0010906548,0.00021556397,0.65171707,0.0026502998,0.0023132795,0.0009568885,0.010519759,0.21228905,0.0008525757,0.0021327862,0.092181884,0.023080226],"study_design_scores_gemma":[0.0054850075,0.0009189532,0.33243746,0.004425781,0.00046657215,0.00008612477,0.0021887366,0.16108169,0.0068905335,0.0053594247,0.4773062,0.003353524],"about_ca_topic_score_codex":0.087515965,"about_ca_topic_score_gemma":0.5890602,"teacher_disagreement_score":0.5015442,"about_ca_system_score_codex":0.00015546558,"about_ca_system_score_gemma":0.00033610984,"threshold_uncertainty_score":0.99935347},"labels":[],"label_agreement":null},{"id":"W2004485376","doi":"10.2118/0512-0136-jpt","title":"Cemented-Liner- vs. Openhole-Packer- Completed Tight Gas Horizontal Wells","year":2012,"lang":"en","type":"article","venue":"Journal of Petroleum Technology","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Microseism; Hydraulic fracturing; Tight gas; Geology; Petroleum engineering; Completion (oil and gas wells); Directional drilling; Engineering; Drilling; Mechanical engineering; Seismology","score_opus":0.0069501662992407995,"score_gpt":0.21541938026533933,"score_spread":0.20846921396609852,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2004485376","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9556063,0.005023565,0.028994858,0.0043230485,0.0014886155,0.00007637146,0.000011437516,0.00038366855,0.0040921476],"genre_scores_gemma":[0.9970956,0.00032596083,0.0016398508,0.000061106904,0.0005413895,0.0000035241997,0.0000056286194,0.000043383967,0.00028356802],"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","domain_scores_codex":[0.99829215,0.000035639274,0.000646491,0.00011836386,0.00032035503,0.00058701844],"domain_scores_gemma":[0.9990994,0.000037375616,0.00022372243,0.0003374137,0.0000979826,0.0002041118],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00036274092,0.00024181031,0.00056909234,0.00090617477,0.000078691504,0.000028882901,0.00054562656,0.00028524536,0.0002971468],"category_scores_gemma":[0.00005713161,0.00019405773,0.00024042501,0.00043839595,0.000098451404,0.00025065953,0.000087493914,0.00087343494,0.00016517456],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0004949477,0.0019473605,0.08625462,0.00050148676,0.007035844,0.001106856,0.0009696476,0.40669873,0.17005466,0.0016175025,0.28169587,0.041622464],"study_design_scores_gemma":[0.002407809,0.0007129318,0.0030683915,0.00015286356,0.00038645446,0.0011322639,0.00042374773,0.026887186,0.040829588,0.00023815458,0.9231254,0.0006352497],"about_ca_topic_score_codex":0.000013837016,"about_ca_topic_score_gemma":0.0000126537225,"teacher_disagreement_score":0.6414295,"about_ca_system_score_codex":0.00016578246,"about_ca_system_score_gemma":0.000022408,"threshold_uncertainty_score":0.7913445},"labels":[],"label_agreement":null},{"id":"W2004509108","doi":"10.2118/173854-ms","title":"A Review of Caprock Issues In Thermal Recovery in Canada","year":2015,"lang":"en","type":"review","venue":"SPE Bergen One Day Seminar","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Caprock; Government (linguistics); Stewardship (theology); Petroleum engineering; Engineering; Geology; Law; Political science","score_opus":0.0212184867593191,"score_gpt":0.2691730244343387,"score_spread":0.24795453767501963,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2004509108","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.000056812674,0.99678373,0.0000018858124,0.000038545466,0.00019744675,0.0003642558,0.000081041006,0.00002272571,0.0024535714],"genre_scores_gemma":[0.000019659958,0.9986311,0.00008598375,0.000022235194,0.000114223425,0.00005356805,0.00020010935,0.0000714705,0.0008016475],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.99784786,0.00015478404,0.0010101164,0.00029044165,0.00032634017,0.0003704407],"domain_scores_gemma":[0.9990466,0.00006938323,0.00016704833,0.0005623941,0.00004272653,0.00011184918],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0006378568,0.000397874,0.002466935,0.00026097352,0.000009119901,0.0000058556075,0.00042554105,0.00020179867,0.00026458356],"category_scores_gemma":[0.000110040106,0.000342845,0.00027535972,0.0007608809,0.000013149312,0.00005614205,0.00006742765,0.0004971396,0.000043025742],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000020220962,0.000042843574,0.000017732713,0.26740938,0.0003786893,0.00013680635,0.000097736425,0.012482355,0.0000019145566,3.040937e-7,0.050107542,0.66932267],"study_design_scores_gemma":[0.000048996113,0.000009614421,0.0000046923965,0.1310862,0.0002641102,0.0000040725276,0.000010095959,0.0000872194,0.000013999321,0.0000027997726,0.868156,0.00031216288],"about_ca_topic_score_codex":0.5523757,"about_ca_topic_score_gemma":0.60112923,"teacher_disagreement_score":0.8180485,"about_ca_system_score_codex":0.0010349068,"about_ca_system_score_gemma":0.0009179678,"threshold_uncertainty_score":0.99990237},"labels":[],"label_agreement":null},{"id":"W2004649992","doi":"10.1016/j.chemosphere.2004.12.077","title":"Properties of hydrocarbon- and salt-contaminated flare pit soils in northeastern British Columbia (Canada)","year":2005,"lang":"en","type":"article","venue":"Chemosphere","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":22,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Northern British Columbia","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Soil water; Environmental chemistry; Pyrite; Dolomite; Soil pH; Mineralogy; Chemistry; Environmental science; Soil science","score_opus":0.0037268056112478147,"score_gpt":0.15136106569781074,"score_spread":0.14763426008656294,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2004649992","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99421984,0.0032930719,0.000016160275,0.000070493006,0.00003079693,0.000076391916,0.0000039768097,0.00005657551,0.0022326903],"genre_scores_gemma":[0.99836826,0.000102702295,0.000053703043,0.000028821973,0.00003810654,0.000008557804,0.000004224442,0.000024459228,0.0013711405],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9992507,0.000010036908,0.00022861843,0.00014974036,0.00015293011,0.00020795006],"domain_scores_gemma":[0.9997128,0.000008358235,0.000025626183,0.00015746063,0.00002609443,0.000069641814],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00004363653,0.000094675575,0.00024828658,0.0000065384115,0.000047471665,0.00009531165,0.00010816796,0.00007744735,0.00008446854],"category_scores_gemma":[0.000015368434,0.00012473094,0.000032356085,0.00012732057,0.00003597572,0.00007123686,0.000026359714,0.00014091484,0.0000018268889],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000030374107,0.00020476845,0.3558076,0.0028601584,0.0005636414,0.00022390415,0.0016155508,0.36014047,0.01540966,3.8439248e-7,0.008679546,0.25446394],"study_design_scores_gemma":[0.0028107325,0.00006187123,0.17051798,0.0019326393,0.0001377961,0.00008495079,0.001965277,0.70250964,0.101860486,0.000026294056,0.016695388,0.0013969516],"about_ca_topic_score_codex":0.60157305,"about_ca_topic_score_gemma":0.99013376,"teacher_disagreement_score":0.38856074,"about_ca_system_score_codex":0.00007461414,"about_ca_system_score_gemma":0.000050806957,"threshold_uncertainty_score":0.508638},"labels":[],"label_agreement":null},{"id":"W2004769418","doi":"10.2118/138149-ms","title":"A New Method for Production Decline Analysis of Tight Gas Formations","year":2010,"lang":"en","type":"article","venue":"Canadian Unconventional Resources and International Petroleum Conference","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Tight gas; Petroleum engineering; Permeability (electromagnetism); Geology; Oil shale; Wellbore; Fossil fuel; Cretaceous; Hydraulic fracturing; Engineering; Chemistry; Paleontology","score_opus":0.0128320359757224,"score_gpt":0.2602640000585813,"score_spread":0.2474319640828589,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2004769418","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.64618295,0.00016652011,0.33376622,0.005743275,0.000981454,0.00015162879,0.00039102274,0.0000612568,0.012555657],"genre_scores_gemma":[0.9868839,0.00004307219,0.009010121,0.00005082973,0.00020365053,0.000017477563,0.00025379562,0.00000944069,0.0035277517],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99921274,0.000010463978,0.00027470596,0.00016811631,0.00017718517,0.000156783],"domain_scores_gemma":[0.9992714,0.00006954585,0.000064315944,0.00013073582,0.00021904646,0.00024496493],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00021312399,0.00010657871,0.00018864914,0.0007449363,0.00008010085,0.000061689476,0.0001964633,0.00007269704,0.00087578373],"category_scores_gemma":[0.00011572205,0.00010230156,0.00017226695,0.00024210772,0.000043251322,0.00013020032,0.000017224154,0.0001390479,0.000003527779],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00008975961,0.00007078832,0.016952258,0.00019093753,0.008918828,0.000004880705,0.0015214295,0.826521,0.008208957,0.05439397,0.018322755,0.064804435],"study_design_scores_gemma":[0.00023235467,0.000017320692,0.01225812,0.000017931136,0.00033632602,0.0000066558528,0.00008917955,0.7492684,0.00043444432,0.0027082716,0.23448636,0.00014463544],"about_ca_topic_score_codex":0.0093441345,"about_ca_topic_score_gemma":0.17695123,"teacher_disagreement_score":0.3407009,"about_ca_system_score_codex":0.000044849552,"about_ca_system_score_gemma":0.00011900639,"threshold_uncertainty_score":0.9972527},"labels":[],"label_agreement":null},{"id":"W2004814680","doi":"10.2118/100226-ms","title":"Modeling of Stress-Dependent Hydraulic Fracturing in a Dynamic Flow Simulation","year":2006,"lang":"en","type":"article","venue":"All Days","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Microsemi (Canada)","funders":"","keywords":"Hydraulic fracturing; Permeability (electromagnetism); Petroleum engineering; Reservoir simulation; Tight gas; Flexibility (engineering); Geology; Fracture (geology); Computer simulation; Flow (mathematics); Computer science; Geotechnical engineering; Mechanics; Simulation","score_opus":0.007357561319466946,"score_gpt":0.2254240462843723,"score_spread":0.21806648496490535,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2004814680","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8614589,0.00053418014,0.13543442,0.000029785731,0.000070618575,0.000076533586,0.000008792241,0.00012747568,0.0022593164],"genre_scores_gemma":[0.99923444,0.000045563596,0.00053488073,0.000010099451,0.000047070607,0.0000058279425,0.000050958195,0.000029104453,0.00004203144],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99904394,0.00001815504,0.00033879606,0.00016210493,0.00020313187,0.00023385366],"domain_scores_gemma":[0.99963784,0.000045716602,0.000028123068,0.00023444879,0.00001930085,0.000034588254],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000109593675,0.00013742628,0.00020785606,0.00020798159,0.000021672819,0.000017701883,0.00013094515,0.000095546224,0.000030515292],"category_scores_gemma":[0.000013313515,0.00013515243,0.00007942412,0.00014330895,0.000008804117,0.000123082,0.00002565676,0.00017907053,0.000013181337],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000032146575,0.000028494953,0.00045202894,0.00005974554,0.00003309268,0.000009431851,0.00014552005,0.9977579,0.0006075146,0.00000154171,0.0000049202345,0.0008965552],"study_design_scores_gemma":[0.00022905326,0.000005489806,0.0013310715,0.000056248417,0.00002371236,6.0595215e-7,0.000026930158,0.9964175,0.0015005285,0.00020882096,0.000060852468,0.00013914588],"about_ca_topic_score_codex":0.0012836742,"about_ca_topic_score_gemma":0.0015254513,"teacher_disagreement_score":0.13777559,"about_ca_system_score_codex":0.000084544685,"about_ca_system_score_gemma":0.000006553066,"threshold_uncertainty_score":0.5511356},"labels":[],"label_agreement":null},{"id":"W2004851133","doi":"10.2118/140149-ms","title":"Effect of Lithology on the Flow of Chelating Agents in Porous Media during Matrix Acid Treatments","year":2011,"lang":"en","type":"article","venue":"SPE Production and Operations Symposium","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":16,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"AkzoNobel (Canada)","funders":"AkzoNobel","keywords":"Dolomite; Calcite; Dissolution; Chelation; Chemistry; Magnesium; Carbonate; Chemical engineering; Mineralogy; Inorganic chemistry; Organic chemistry","score_opus":0.011707064637084739,"score_gpt":0.23831324034116513,"score_spread":0.2266061757040804,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2004851133","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9981851,0.00014538645,0.000059687452,0.00023757199,0.00017446687,0.0001629411,0.0000027964281,0.000025030833,0.0010070363],"genre_scores_gemma":[0.9991935,0.00018861938,0.0002947224,0.0000023239738,0.000050469564,0.000019918169,0.0000054326924,0.000009527032,0.00023552071],"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9994418,0.00007565873,0.00019915709,0.00012142872,0.0000724367,0.0000895034],"domain_scores_gemma":[0.99974346,0.000020560652,0.000023010016,0.0001730935,0.000020013764,0.000019849702],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002036641,0.00008791254,0.00014886819,0.0001233243,0.00006017643,0.0000058863443,0.000049497598,0.00004431618,0.0000472697],"category_scores_gemma":[0.0000683812,0.000057438046,0.0000319803,0.00015349046,0.000034556015,0.00006360128,0.000013194071,0.000089309964,0.0000053036183],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00006432684,0.00011159161,0.012125869,0.00021973513,0.00017262502,0.000004865945,0.0092574,0.854845,0.1222878,0.00003386718,0.000037483776,0.0008394218],"study_design_scores_gemma":[0.0003367082,0.00013431294,0.016391626,0.00006959087,0.00007369577,0.000013023043,0.00012675521,0.02546801,0.95727766,0.000009360876,0.00000748269,0.0000917943],"about_ca_topic_score_codex":0.00006872767,"about_ca_topic_score_gemma":0.00005848891,"teacher_disagreement_score":0.83498985,"about_ca_system_score_codex":0.000022341397,"about_ca_system_score_gemma":0.000004334307,"threshold_uncertainty_score":0.23422556},"labels":[],"label_agreement":null},{"id":"W2005448361","doi":"10.1016/j.petrol.2014.04.018","title":"Determination of minimum permeability plateau and characteristic length in porous media with non-Darcy flow behavior","year":2014,"lang":"en","type":"article","venue":"Journal of Petroleum Science and Engineering","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":17,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Regina","funders":"Natural Sciences and Engineering Research Council of Canada; Petroleum Technology Research Centre","keywords":"Darcy's law; Permeability (electromagnetism); Drawdown (hydrology); Mechanics; Porous medium; Discretization; Darcy–Weisbach equation; Well test (oil and gas); Geology; Flow (mathematics); Mathematics; Geotechnical engineering; Porosity; Petroleum engineering; Mathematical analysis; Chemistry; Physics; Aquifer; Groundwater","score_opus":0.004076062564897069,"score_gpt":0.19349587321979472,"score_spread":0.18941981065489766,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2005448361","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9894829,0.00006459731,0.010264519,0.000020877747,0.00009351784,0.000022253298,0.0000011531972,0.000009191356,0.00004103113],"genre_scores_gemma":[0.997778,0.000054951586,0.002095495,0.0000022862919,0.000055655953,0.0000017808222,3.2953838e-7,0.000008906643,0.0000025737982],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9990793,0.000007630882,0.00029598584,0.00010669888,0.00032080724,0.00018961338],"domain_scores_gemma":[0.9995582,0.00007152603,0.00007165141,0.00009589551,0.000083871535,0.000118815646],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008145416,0.00010696843,0.0002582098,0.00040753555,0.00003230424,0.00004564324,0.00012393283,0.000039677318,0.0000020612988],"category_scores_gemma":[0.0001392954,0.00008166716,0.000024207291,0.00022978317,0.00009771734,0.00044015347,0.000018425868,0.00019319098,1.5084545e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000047481037,0.000121195946,0.046317063,0.00065641943,0.000038016202,0.000102129576,0.0036294276,0.7397969,0.16190422,0.000008108918,0.0000039568213,0.04737509],"study_design_scores_gemma":[0.00030120753,0.000096843614,0.31667927,0.00012297416,0.000027649503,0.00008649736,0.00009757606,0.6807036,0.001770398,0.0000026419882,0.000016994893,0.000094343006],"about_ca_topic_score_codex":0.000011555485,"about_ca_topic_score_gemma":0.000014459848,"teacher_disagreement_score":0.2703622,"about_ca_system_score_codex":0.00005873222,"about_ca_system_score_gemma":0.000029798382,"threshold_uncertainty_score":0.333029},"labels":[],"label_agreement":null},{"id":"W2005509198","doi":"10.2118/144167-ms","title":"Translation of New Experimental Test Methods for the Evaluation and Design of Shaped Charge Perforators to Field Applications","year":2011,"lang":"en","type":"article","venue":"SPE European Formation Damage Conference","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Seneca Polytechnic","funders":"","keywords":"Perforation; Permeability (electromagnetism); Completion (oil and gas wells); Cement; Petroleum engineering; Well stimulation; Geology; Materials science; Composite material; Reservoir engineering; Petroleum","score_opus":0.12045295732839442,"score_gpt":0.3384888383401037,"score_spread":0.21803588101170926,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2005509198","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"methods","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.005676944,0.00019531963,0.9902082,0.00004548226,0.00002486041,0.000557699,0.0000051159086,0.000026400128,0.003259988],"genre_scores_gemma":[0.9510784,0.000043776046,0.048760004,0.000013329217,0.000019485817,0.000034204273,0.000010445446,0.000009263985,0.00003108262],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9994858,0.00007191781,0.00022436675,0.00006989628,0.00008201109,0.00006603769],"domain_scores_gemma":[0.9995033,0.00014847887,0.00006061548,0.00015439506,0.0000940667,0.000039129136],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005402329,0.000068883266,0.00008764706,0.000068424146,0.000047109053,0.0000140194,0.00012176357,0.00001876034,0.0001606623],"category_scores_gemma":[0.00007393208,0.000053723306,0.000028309683,0.000115078474,0.000015975957,0.00015235688,0.00001240666,0.000041715968,0.0000067623337],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00005260468,0.00006622851,0.00010331121,0.00020433594,0.00008988689,9.449893e-8,0.027802816,0.037001707,0.20500986,0.00032453192,0.0005288931,0.72881573],"study_design_scores_gemma":[0.0002038092,0.00007917077,0.00059980387,0.000018002114,0.000048907812,3.363021e-7,0.00043545084,0.76932144,0.22832747,0.000054599514,0.000845176,0.00006584096],"about_ca_topic_score_codex":0.000010326094,"about_ca_topic_score_gemma":0.0000023485334,"teacher_disagreement_score":0.9454015,"about_ca_system_score_codex":0.000008287154,"about_ca_system_score_gemma":0.00001382489,"threshold_uncertainty_score":0.21907729},"labels":[],"label_agreement":null},{"id":"W2005509446","doi":"10.2118/05-09-05","title":"Effect of Oil Sands Core Disturbance Induced by Gas Exsolution on Geotechnical and Hydraulic Properties Measurements","year":2005,"lang":"en","type":"article","venue":"Journal of Canadian Petroleum Technology","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"McMaster University","keywords":"Coring; Geology; Geotechnical engineering; Porosity; Core (optical fiber); Oil sands; Quartz; Disturbance (geology); Tortuosity; Asphalt; Drilling; Materials science; Composite material; Geomorphology","score_opus":0.012062537351120325,"score_gpt":0.20875678849600296,"score_spread":0.19669425114488265,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2005509446","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.993295,0.0029466099,0.000055864737,0.0026955323,0.00008623849,0.000029054288,0.0000043712707,0.000051070638,0.00083622447],"genre_scores_gemma":[0.99936754,0.0003873285,0.000034415403,0.00004366856,0.00006876884,0.0000053375356,0.000001228601,0.000021086611,0.00007062394],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9988818,0.000033314896,0.0003916959,0.00012057925,0.0002581773,0.00031439558],"domain_scores_gemma":[0.9993773,0.000024537772,0.00013436354,0.00020417178,0.000060729057,0.00019890493],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003183511,0.0001730316,0.0004220602,0.0013581782,0.00006138159,0.00001314256,0.00024709036,0.00029180094,0.000009257546],"category_scores_gemma":[0.00014542449,0.00013255907,0.0000904322,0.00039448903,0.000097816795,0.000082168684,0.000014478487,0.00057602447,0.0000033288911],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0003598342,0.00013279777,0.004079739,0.00053583813,0.0011478489,0.000097688964,0.00017516875,0.33392444,0.3654443,0.000034949677,0.016315263,0.27775213],"study_design_scores_gemma":[0.004642883,0.0048434315,0.0031147564,0.001229166,0.00054002396,0.00056934584,0.00008332684,0.06509055,0.74676865,0.00007061079,0.17207696,0.0009702926],"about_ca_topic_score_codex":0.001387979,"about_ca_topic_score_gemma":0.0053471546,"teacher_disagreement_score":0.38132435,"about_ca_system_score_codex":0.00031698003,"about_ca_system_score_gemma":0.000060263956,"threshold_uncertainty_score":0.54056025},"labels":[],"label_agreement":null},{"id":"W2005567577","doi":"10.1080/00908310490448037","title":"Experimental and Numerical Modeling of Sulfur Plugging in a Carbonate Oil Reservoir","year":2004,"lang":"en","type":"article","venue":"Energy Sources","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":8,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Dalhousie University","funders":"","keywords":"Petroleum engineering; Wellbore; Sulfur; Hydrogen sulfide; Carbonate; Sour gas; Precipitation; Deposition (geology); Fossil fuel; Geology; Natural gas; Materials science; Engineering; Waste management; Metallurgy; Meteorology","score_opus":0.00749380471399622,"score_gpt":0.20721380269312245,"score_spread":0.19971999797912623,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2005567577","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9888506,0.0037897986,0.004502096,0.00006285589,0.00003413903,0.0000063770594,9.790162e-7,0.000081261365,0.0026718916],"genre_scores_gemma":[0.99943113,0.00007593015,0.00032990263,0.000013273842,0.000043743443,0.0000072650837,0.0000024599497,0.00002180328,0.0000744885],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9993124,0.000016243606,0.00019832619,0.00014478448,0.00013574335,0.00019249244],"domain_scores_gemma":[0.99977034,0.000017948863,0.00001808185,0.00012436787,0.000007914908,0.000061338855],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0000712502,0.00011483123,0.00020219009,0.00014755054,0.000032738288,0.000014835679,0.00009933728,0.000059532704,0.000007799586],"category_scores_gemma":[0.000009389169,0.00010532796,0.00004990337,0.00016782712,0.000029328141,0.00006459731,0.00004188373,0.000101518905,5.983796e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000052069213,0.000017899292,0.00017698861,0.000019364497,0.000026971935,0.000011221007,0.0014442799,0.9929211,0.0051274165,0.000038989278,0.0000016495055,0.00020888298],"study_design_scores_gemma":[0.0004081844,0.000014513709,0.000060720864,0.000076379176,0.000007907645,0.0000040477426,0.0006862748,0.92975956,0.06832242,0.00012233219,0.00038430735,0.00015336787],"about_ca_topic_score_codex":0.002647744,"about_ca_topic_score_gemma":0.00010253681,"teacher_disagreement_score":0.063195005,"about_ca_system_score_codex":0.00004813778,"about_ca_system_score_gemma":0.000008925801,"threshold_uncertainty_score":0.42951497},"labels":[],"label_agreement":null},{"id":"W2006066779","doi":"10.2118/152200-ms","title":"Prediction And Optimization Of Fracturing In Tight Gas And Shale Using A Coupled Geomechanical Model Of Combined Tensile And Shear Fracturing","year":2012,"lang":"en","type":"article","venue":"SPE Hydraulic Fracturing Technology Conference","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":24,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Tight gas; Hydraulic fracturing; Geomechanics; Geology; Shear (geology); Oil shale; Petroleum engineering; Microseism; Unconventional oil; Permeability (electromagnetism); Ultimate tensile strength; Shale gas; Geotechnical engineering; Materials science; Petrology; Composite material; Seismology","score_opus":0.0179359058579604,"score_gpt":0.2152915006348251,"score_spread":0.1973555947768647,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2006066779","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.862633,0.0011008846,0.13551868,0.00016268059,0.00006333371,0.00021189042,0.000008110542,0.00019681931,0.00010460196],"genre_scores_gemma":[0.9831554,0.0009126253,0.015809797,0.000015884605,0.000033353772,0.000013029067,0.000008453481,0.000044501485,0.000006949985],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99827063,0.000031445525,0.0006131263,0.00037740427,0.00021891214,0.0004884783],"domain_scores_gemma":[0.9991134,0.00010116044,0.00018810882,0.0003793699,0.00007365174,0.0001443531],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00031810964,0.00032919444,0.00066756073,0.00076836505,0.000092379465,0.000027366743,0.00017490941,0.0005100119,0.000026383512],"category_scores_gemma":[0.00012945262,0.00032497608,0.000047809117,0.00031779747,0.00027467104,0.00041041107,0.00021541989,0.00060360896,5.915114e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000034706554,0.0000648349,0.008581905,0.00030303962,0.000090783404,0.0000043549103,0.0005566505,0.96756977,0.021205997,0.00007896921,0.0000023220214,0.0015066436],"study_design_scores_gemma":[0.0006909068,0.000049926035,0.004161794,0.00028246237,0.000082885505,0.000034839784,0.00014479121,0.930513,0.062987395,0.000783613,0.000013151848,0.0002552301],"about_ca_topic_score_codex":0.00017167117,"about_ca_topic_score_gemma":0.000018667377,"teacher_disagreement_score":0.12052241,"about_ca_system_score_codex":0.00006418972,"about_ca_system_score_gemma":0.000029142499,"threshold_uncertainty_score":0.99992025},"labels":[],"label_agreement":null},{"id":"W2006237856","doi":"10.2118/148130-pa","title":"A Novel Multirate Dual-Porosity Model for Improved Simulation of Fractured and Multiporosity Reservoirs","year":2013,"lang":"en","type":"article","venue":"SPE Journal","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":114,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"Engineering and Physical Sciences Research Council; CMG Reservoir Simulation Foundation","keywords":"Porosity; Matrix (chemical analysis); Permeability (electromagnetism); Geology; Fracture (geology); Mechanics; Fluid dynamics; Porous medium; Geotechnical engineering; Petroleum engineering; Mineralogy; Materials science; Chemistry; Composite material; Physics","score_opus":0.01665755978997066,"score_gpt":0.24413158261694,"score_spread":0.22747402282696935,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2006237856","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.49627465,0.000121974044,0.5031434,0.00013930335,0.00007081647,0.00017049327,0.000016543017,0.000032618533,0.000030162131],"genre_scores_gemma":[0.97831905,0.00005971247,0.021226773,0.00002646018,0.00011716924,0.0000071249046,0.000006287545,0.000024382769,0.00021306393],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9991406,0.000012776001,0.00035115427,0.0001269455,0.00013349364,0.00023502304],"domain_scores_gemma":[0.99928105,0.000085263644,0.000127873,0.00016315505,0.00019153648,0.0001511346],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00025476972,0.00014792827,0.0002625319,0.00010754379,0.00013347327,0.00007073991,0.00009339951,0.0001246557,0.000024691928],"category_scores_gemma":[0.00011298104,0.000119341836,0.000128213,0.00007673075,0.000033052358,0.0002969919,0.000027791912,0.00027402438,0.0000021746787],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000020431271,0.00003096675,0.00013760068,0.00004912408,0.000081144026,4.0244015e-7,0.0004424186,0.9046555,0.09306279,4.4502832e-7,0.00018151836,0.0013376359],"study_design_scores_gemma":[0.0009305258,0.00002696548,0.003802123,0.000023996603,0.000049043567,0.000007110388,0.000033353135,0.98742527,0.007131357,0.00031025423,0.00012330101,0.00013672582],"about_ca_topic_score_codex":0.00013437164,"about_ca_topic_score_gemma":0.000069812806,"teacher_disagreement_score":0.48204437,"about_ca_system_score_codex":0.000045444034,"about_ca_system_score_gemma":0.00001839722,"threshold_uncertainty_score":0.48666188},"labels":[],"label_agreement":null},{"id":"W2006256740","doi":"10.2118/124077-pa","title":"Generating 3D Permeability Map of Fracture Networks Using Well, Outcrop, and Pressure-Transient Data","year":2011,"lang":"en","type":"article","venue":"SPE Reservoir Evaluation & Engineering","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":11,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"Istanbul Teknik Üniversitesi; Alberta Innovates - Technology Futures; University of Southern California","keywords":"Fractal; Permeability (electromagnetism); Geology; Fracture (geology); Transient (computer programming); Geotechnical engineering; Mechanics; Mathematics; Computer science; Mathematical analysis; Physics; Chemistry","score_opus":0.04931599458452828,"score_gpt":0.27540724699097163,"score_spread":0.22609125240644334,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2006256740","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.48496732,0.009663331,0.50368285,0.000059591774,0.00046130043,0.00049309473,0.000029770914,0.00027074173,0.00037200315],"genre_scores_gemma":[0.9763813,0.00017907297,0.023013815,0.000010837631,0.00023237956,0.000013057029,0.000081273916,0.00006312245,0.000025165493],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.997904,0.00009541338,0.0005697715,0.0004539049,0.0005777135,0.00039918342],"domain_scores_gemma":[0.99843967,0.000077669356,0.00009033214,0.001067771,0.00017371289,0.00015087225],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0015088534,0.00030417906,0.0004104753,0.0001799751,0.000094099596,0.000047985817,0.00043478806,0.00020219079,0.00040182294],"category_scores_gemma":[0.00015059685,0.00028828077,0.0000836664,0.00023776562,0.000044622506,0.0003996102,0.00016180259,0.00038907718,0.0000047035155],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000007889127,0.000022062699,0.00068876595,0.00032472136,0.00023345697,0.0000017096276,0.0005329544,0.99535495,0.0018493135,0.000002090431,0.00013745204,0.0008446384],"study_design_scores_gemma":[0.00028758883,0.000016445343,0.003541136,0.0001078169,0.00035241526,0.000004617076,0.00006631146,0.99143714,0.0013398607,0.00000819374,0.002551278,0.00028719907],"about_ca_topic_score_codex":0.0002566321,"about_ca_topic_score_gemma":0.000045898174,"teacher_disagreement_score":0.49141395,"about_ca_system_score_codex":0.00007582388,"about_ca_system_score_gemma":0.000040957704,"threshold_uncertainty_score":0.9999569},"labels":[],"label_agreement":null},{"id":"W2006260170","doi":"10.2118/162637-ms","title":"Geomechanical Considerations in Hydraulic Fracturing Designs","year":2012,"lang":"en","type":"article","venue":"SPE Canadian Unconventional Resources Conference","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":52,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Geomechanics; Hydraulic fracturing; Fracture (geology); Geology; Geotechnical engineering; Anisotropy; Petroleum engineering; Stress (linguistics)","score_opus":0.03134557057891926,"score_gpt":0.2311092273922944,"score_spread":0.19976365681337513,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2006260170","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.89867866,0.001965849,0.010905029,0.0022256796,0.0007586592,0.00032908644,0.00006602092,0.0002725772,0.08479843],"genre_scores_gemma":[0.9985832,0.00003280219,0.0003777627,0.00026197403,0.00020284043,0.000023745155,0.000033334432,0.000024748597,0.0004596212],"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","domain_scores_codex":[0.9985542,0.000056836016,0.00030656974,0.00018808639,0.00023369724,0.0006605909],"domain_scores_gemma":[0.99887896,0.00016027525,0.00002968931,0.00021890948,0.00004573948,0.0006664271],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00028068034,0.00018612963,0.00021237676,0.00044532155,0.00013195306,0.00008897293,0.00016249272,0.00014421383,0.0037023067],"category_scores_gemma":[0.00016189941,0.00019531143,0.00010276667,0.0002329489,0.000056642202,0.0002181592,0.000020054968,0.00035250932,0.0003096902],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000019984544,0.000232586,0.064397365,0.00026637616,0.0007002521,0.0005637809,0.005765103,0.8686326,0.0022162488,0.03414114,0.013647803,0.009416761],"study_design_scores_gemma":[0.0023493497,0.00009896253,0.2266218,0.0008315838,0.00021987587,0.0003473536,0.0016564956,0.21738933,0.008107017,0.035267748,0.5038473,0.0032631857],"about_ca_topic_score_codex":0.021658443,"about_ca_topic_score_gemma":0.14785282,"teacher_disagreement_score":0.65124327,"about_ca_system_score_codex":0.00031003007,"about_ca_system_score_gemma":0.00017902262,"threshold_uncertainty_score":0.9972084},"labels":[],"label_agreement":null},{"id":"W2006755132","doi":"10.2118/165442-ms","title":"Shale Barrier Failure Strategies in Heterogeneous SAGD Reservoirs: A Case Study","year":2013,"lang":"en","type":"article","venue":"SPE Heavy Oil Conference-Canada","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Petro-Canada","funders":"PetroChina Company Limited","keywords":"Oil shale; Petroleum engineering; Geology; Geomechanics; Tight oil; Steam injection; Reservoir simulation; Oil sands; Geotechnical engineering; Materials science","score_opus":0.012832134823196574,"score_gpt":0.21339449971943475,"score_spread":0.2005623648962382,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2006755132","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9925384,0.00021421873,0.000053996908,0.00059072924,0.00021826642,0.00018908417,0.000025475745,0.00010034046,0.006069489],"genre_scores_gemma":[0.99850845,0.00003401101,0.00008490396,0.000085370375,0.00008769155,0.00009735034,0.000011551931,0.000042401374,0.0010482761],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99790066,0.00010181674,0.00047434043,0.00038712512,0.00048734774,0.0006486892],"domain_scores_gemma":[0.99884844,0.000081604056,0.000041800657,0.0005883531,0.00012361837,0.00031620183],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00011718211,0.00035178597,0.00045905643,0.00013433721,0.00012896345,0.0002508441,0.00035730057,0.000110443834,0.0016848972],"category_scores_gemma":[0.00003551022,0.00031909937,0.0000635072,0.00032321052,0.00003966843,0.00024192166,0.000071714036,0.00048035526,0.00003492485],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000025326586,0.00019884342,0.012621786,0.00050109474,0.000688764,0.031095123,0.004153011,0.909389,0.00018820622,0.000017496395,0.029493697,0.011627648],"study_design_scores_gemma":[0.0057977536,0.00058593,0.012356515,0.0006555027,0.00034522,0.0033457007,0.30187047,0.6007092,0.0038971584,0.0007825412,0.06415896,0.005495056],"about_ca_topic_score_codex":0.99607664,"about_ca_topic_score_gemma":0.99985206,"teacher_disagreement_score":0.30867982,"about_ca_system_score_codex":0.00036922898,"about_ca_system_score_gemma":0.0014279986,"threshold_uncertainty_score":0.9999261},"labels":[],"label_agreement":null},{"id":"W2006898610","doi":"10.2118/04-04-03","title":"Simulating Cold Heavy Oil Production With Sand by Reservoir-Wormhole Model","year":2004,"lang":"en","type":"article","venue":"Journal of Canadian Petroleum Technology","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":20,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Petro Geotech (Canada)","funders":"","keywords":"Geomechanics; Wormhole; Petroleum engineering; Geology; Pressure gradient; Residual oil; Oil field; Oil production; Production rate; Geotechnical engineering; Environmental science; Engineering; Physics","score_opus":0.0053871986451028454,"score_gpt":0.18964509093089915,"score_spread":0.1842578922857963,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2006898610","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.97899806,0.0013783096,0.003910654,0.012628867,0.0001568166,0.000030405316,0.000009917061,0.00013782224,0.002749147],"genre_scores_gemma":[0.99693674,0.00022193026,0.002040856,0.00006475098,0.00011021962,0.000003610364,0.0000021196279,0.000040788735,0.0005789952],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99876136,0.000010421677,0.0003817647,0.00015199026,0.0002464701,0.0004479907],"domain_scores_gemma":[0.9991576,0.000010716448,0.00012881136,0.00028291086,0.00013521973,0.00028476384],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00020325906,0.00017505561,0.00033241446,0.0019766146,0.0001320866,0.000035254452,0.00029094296,0.00023483265,0.000009473882],"category_scores_gemma":[0.00007432863,0.00014773906,0.00007691145,0.0009292917,0.00008187403,0.00019057398,0.0000119568185,0.00071227126,0.0000053305425],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000014056833,0.000013699052,0.00018170371,0.00002511572,0.00011827876,0.000074457,0.00005405601,0.99147296,0.0041688597,0.000020359252,0.0031342597,0.0007221926],"study_design_scores_gemma":[0.0056126546,0.0012088916,0.00015039323,0.0010858595,0.0005112681,0.0019192963,0.0009940007,0.47192165,0.25516576,0.0022133107,0.25749895,0.0017179678],"about_ca_topic_score_codex":0.004514992,"about_ca_topic_score_gemma":0.045221988,"teacher_disagreement_score":0.51955134,"about_ca_system_score_codex":0.00054169854,"about_ca_system_score_gemma":0.0002994487,"threshold_uncertainty_score":0.9722002},"labels":[],"label_agreement":null},{"id":"W2007163045","doi":"10.2118/0310-0063-jpt","title":"Novel Thermal Technology Uses Two-Wellhead Wells","year":2010,"lang":"en","type":"article","venue":"Journal of Petroleum Technology","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Wellhead; Steam injection; Petroleum engineering; Oil shale; Steam-assisted gravity drainage; Oil sands; Geology; Asphalt; Environmental science; Engineering; Waste management; Materials science","score_opus":0.004392291279138884,"score_gpt":0.21664969641658555,"score_spread":0.21225740513744668,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2007163045","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.97903997,0.00066329405,0.012443713,0.00439274,0.0009830262,0.000032829175,0.000003152473,0.00044624408,0.0019950185],"genre_scores_gemma":[0.9927129,0.00010574939,0.0065523433,0.00003971429,0.0003400348,0.000003750687,5.698155e-7,0.000045594887,0.00019934401],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9985861,0.000010128266,0.0005674162,0.0001580799,0.00023212175,0.00044611888],"domain_scores_gemma":[0.99902695,0.000047773217,0.00020852192,0.0004816132,0.00013712254,0.00009799193],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002683214,0.00023103632,0.00050720695,0.0018248395,0.00007494308,0.000025807281,0.0008070999,0.00055112893,0.0001650352],"category_scores_gemma":[0.00012812976,0.00018418142,0.00020509494,0.0006786608,0.00025078654,0.00013290858,0.00008471609,0.002002969,0.000077597484],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000011441456,0.000097841075,0.0032370153,0.000020637723,0.00028509213,0.000100394886,0.000023115244,0.15037636,0.8379207,0.00036723612,0.0005852769,0.0069748806],"study_design_scores_gemma":[0.0030861285,0.00050020136,0.001991934,0.000113179754,0.0003256008,0.0038248093,0.00039836887,0.028454153,0.6886433,0.0027063645,0.26913399,0.0008219842],"about_ca_topic_score_codex":0.000009780744,"about_ca_topic_score_gemma":0.000038693248,"teacher_disagreement_score":0.26854873,"about_ca_system_score_codex":0.00004955483,"about_ca_system_score_gemma":0.000043622702,"threshold_uncertainty_score":0.87020147},"labels":[],"label_agreement":null},{"id":"W2007179378","doi":"10.2118/105541-pa","title":"Magnolia Deepwater Experience—Frac Packing Long, Perforated Intervals in Unconsolidated Silt Reservoirs","year":2009,"lang":"en","type":"article","venue":"SPE Drilling & Completion","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"ConocoPhillips (Canada)","funders":"Devon Energy Corporation; ConocoPhillips","keywords":"Casing; Silt; Completion (oil and gas wells); Subsea; Geology; Perforation; Petroleum engineering; Geotechnical engineering; Oil shale; Engineering; Geomorphology","score_opus":0.017580652969716608,"score_gpt":0.25539111249214935,"score_spread":0.23781045952243274,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2007179378","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.97798336,0.0002652584,0.01908532,0.00033977354,0.00029663966,0.00015473345,0.000004200592,0.00042565083,0.0014450841],"genre_scores_gemma":[0.99865645,0.00014564366,0.0006189702,0.00009800484,0.00015719217,0.000011667055,0.00013118665,0.00003702297,0.00014385012],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9981491,0.000086284796,0.00054483174,0.0003659398,0.00029903167,0.0005548216],"domain_scores_gemma":[0.99925447,0.0000537114,0.00006606061,0.000415458,0.00009059276,0.00011971401],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0003048508,0.00028820356,0.0003995516,0.0003888471,0.00012646099,0.00013978282,0.0002943266,0.00016046398,0.00031930394],"category_scores_gemma":[0.00007479184,0.00026986873,0.00012594496,0.0006483071,0.000048932383,0.00026818708,0.000034915975,0.0004053203,0.00014497968],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000026680364,0.000046513087,0.009910903,0.000042681328,0.000037267702,0.0000664521,0.0021797707,0.97609234,0.009193194,0.000009248343,0.0003196837,0.0020752556],"study_design_scores_gemma":[0.00068602595,0.00009206672,0.050718177,0.00042263174,0.000035371533,0.000018436458,0.00048349999,0.90690845,0.035876602,0.00046636074,0.0036447668,0.0006476379],"about_ca_topic_score_codex":0.0002648765,"about_ca_topic_score_gemma":0.00036657753,"teacher_disagreement_score":0.06918392,"about_ca_system_score_codex":0.0001916031,"about_ca_system_score_gemma":0.000012038529,"threshold_uncertainty_score":0.9999753},"labels":[],"label_agreement":null},{"id":"W2007283644","doi":"10.2118/163814-ms","title":"Prediction of SRV and Optimization of Fracturing in Tight Gas and Shale Using a Fully Elasto-Plastic Coupled Geomechanical Model","year":2013,"lang":"en","type":"article","venue":"SPE Hydraulic Fracturing Technology Conference","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":8,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Hydraulic fracturing; Tight gas; Microseism; Shear (geology); Shale gas; Geology; Oil shale; Mechanics; Ultimate tensile strength; Petroleum engineering; Materials science; Seismology; Physics; Petrology; Composite material","score_opus":0.012901825586077007,"score_gpt":0.20003730874157774,"score_spread":0.18713548315550074,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2007283644","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.66591924,0.00025068023,0.33325323,0.00010487781,0.00004555956,0.0001664739,0.0000049736323,0.00015272312,0.00010220925],"genre_scores_gemma":[0.98596996,0.00040061778,0.013526624,0.000008223851,0.000018767154,0.000023964423,0.0000072872126,0.00003514136,0.000009436264],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9984377,0.000022447926,0.0005959537,0.00037795102,0.0002034133,0.00036250864],"domain_scores_gemma":[0.9991697,0.00010564525,0.00017077375,0.0003605522,0.0001018038,0.00009149714],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00014898847,0.0002798937,0.0005457222,0.0007955171,0.000060106297,0.000029654238,0.00022418213,0.00044990197,0.00006623473],"category_scores_gemma":[0.00015599835,0.00027381274,0.000047797897,0.00037260322,0.00023079639,0.00029611713,0.0001474744,0.00051727553,0.0000022464108],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000010657185,0.000032671953,0.0010864686,0.00018566541,0.00005877243,0.000005440741,0.00018831655,0.9755617,0.021361956,0.000035894107,0.0000038032201,0.0014686524],"study_design_scores_gemma":[0.0005230612,0.00005186459,0.0016863768,0.0002693554,0.000056374945,0.00002513094,0.000104675164,0.9753888,0.019800363,0.0018894093,0.000006170873,0.00019840675],"about_ca_topic_score_codex":0.0002825433,"about_ca_topic_score_gemma":0.000046016816,"teacher_disagreement_score":0.3200507,"about_ca_system_score_codex":0.00006525663,"about_ca_system_score_gemma":0.00004091699,"threshold_uncertainty_score":0.9999714},"labels":[],"label_agreement":null},{"id":"W2007481546","doi":"10.1016/j.egypro.2009.01.282","title":"Geomechanical testing and modeling of reservoir and cap rock integrity in an acid gas EOR/sequestration project, Zama, Alberta, Canada","year":2009,"lang":"en","type":"article","venue":"Energy Procedia","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":12,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Petroleum engineering; Geology; Geomechanics; Carbon sequestration; Reservoir simulation; Mining engineering; Environmental science; Geotechnical engineering; Chemistry; Carbon dioxide","score_opus":0.018371699366624583,"score_gpt":0.22998064956022257,"score_spread":0.211608950193598,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2007481546","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9965918,0.00029711312,0.0022621169,0.00010953673,0.000028718263,0.000050889845,0.0000020493667,0.000044495006,0.0006132673],"genre_scores_gemma":[0.9987515,0.0000659322,0.001012441,0.000030561463,0.00006928856,0.0000079997035,0.000012828535,0.000013808794,0.00003564832],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9990871,0.00002613783,0.00027653074,0.00022541695,0.00015670608,0.00022813775],"domain_scores_gemma":[0.99961066,0.00005899058,0.000034064284,0.00013756343,0.00006199659,0.00009675236],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00013796812,0.00014911144,0.00022127506,0.000095343996,0.000045689372,0.000027539534,0.00009453178,0.00011326721,0.0000021636495],"category_scores_gemma":[0.00023248396,0.00013786614,0.000015791242,0.0002401503,0.000008877436,0.00018798506,0.000020894688,0.00024599046,7.518382e-8],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000014492877,0.000026041442,0.0015952042,0.00010099292,0.000017039727,0.000012674325,0.00036191405,0.98948276,0.004997911,0.000101856276,0.00004951689,0.0032395788],"study_design_scores_gemma":[0.00015705932,0.00006354036,0.0009911463,0.000073114126,0.000012807134,0.000009515567,0.00010748089,0.9932097,0.0046462384,0.00053825777,0.000033524626,0.00015757592],"about_ca_topic_score_codex":0.47642383,"about_ca_topic_score_gemma":0.75537896,"teacher_disagreement_score":0.27895513,"about_ca_system_score_codex":0.000068338544,"about_ca_system_score_gemma":0.00015562864,"threshold_uncertainty_score":0.5622018},"labels":[],"label_agreement":null},{"id":"W2007508854","doi":"10.1139/t01-065","title":"Describing the geometrical packing of gravelly cobble deposits using pair-correlation functions","year":2001,"lang":"en","type":"article","venue":"Canadian Geotechnical Journal","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Cobble; Gradation; Particle (ecology); Geometry; Function (biology); Point (geometry); Mathematics; Field (mathematics); Radial distribution function; Geotechnical engineering; Distribution function; Correlation function (quantum field theory); Geology; Physics; Statistics; Computer science; Thermodynamics","score_opus":0.03353730547393882,"score_gpt":0.21224443545037527,"score_spread":0.17870712997643645,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2007508854","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.293704,0.0009453907,0.7036628,0.0006135814,0.00036418188,0.00008049536,0.0000044719827,0.000074172516,0.0005509227],"genre_scores_gemma":[0.999138,0.00008812842,0.00039443315,0.00007373593,0.00021076796,0.0000014917912,0.0000033395374,0.000024114386,0.000065979264],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9987658,0.000051173833,0.00038507537,0.000109919245,0.0002549233,0.00043305338],"domain_scores_gemma":[0.99898666,0.00010905812,0.000069435555,0.0002079428,0.00009686263,0.00053002464],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00042913476,0.00012875925,0.00018794573,0.00053293,0.00045344894,0.000086269494,0.00023913325,0.00016920333,0.00012051561],"category_scores_gemma":[0.00023951006,0.00009838123,0.00017876901,0.0010642875,0.000059545717,0.00012230343,0.000017826731,0.00078773743,0.000012539674],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000023041982,0.000005880544,0.002975423,0.000004272922,0.000066187255,0.00005929465,0.000037300666,0.98622245,0.00033573704,0.000007613468,0.0007146096,0.009568904],"study_design_scores_gemma":[0.00018170926,0.000027346443,0.005066815,0.00011442005,0.00013715464,0.0011042942,0.00013384757,0.9817893,0.0002485963,0.00008985549,0.01091032,0.0001963443],"about_ca_topic_score_codex":0.0063998946,"about_ca_topic_score_gemma":0.0043014116,"teacher_disagreement_score":0.705434,"about_ca_system_score_codex":0.00039194096,"about_ca_system_score_gemma":0.00017826102,"threshold_uncertainty_score":0.96747684},"labels":[],"label_agreement":null},{"id":"W2007594740","doi":"10.2118/2005-217","title":"Field Results: Effect of Proppant Selection on Well Productivity-Cardium Formation","year":2005,"lang":"en","type":"article","venue":"Canadian International Petroleum Conference","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Citation; Productivity; Download; Library science; Selection (genetic algorithm); Computer science; Operations research; Archaeology; Engineering; Geology; World Wide Web; Geography; Artificial intelligence; Economics","score_opus":0.006395216183329188,"score_gpt":0.20868612534464376,"score_spread":0.20229090916131456,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2007594740","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8818281,0.000027537044,0.0026279408,0.00348091,0.0004473817,0.00011727241,0.00005018447,0.0000881221,0.11133253],"genre_scores_gemma":[0.99827117,0.000016394331,0.000046699563,0.00004613404,0.00028345495,0.000018690846,0.0000456622,0.000010448431,0.0012613683],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9992036,0.00003255103,0.00021843,0.00015373349,0.00021088005,0.00018076746],"domain_scores_gemma":[0.99952763,0.000063744854,0.00004801885,0.00014680093,0.000098043536,0.000115774186],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00018830935,0.00011881067,0.00014513325,0.00033759774,0.00004558113,0.000038880087,0.00017983375,0.000070078415,0.00013971879],"category_scores_gemma":[0.00014616108,0.00010679364,0.00006876636,0.00010018845,0.000016118785,0.00019272676,0.000007783391,0.00019798322,0.000088996436],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0001423693,0.000017259434,0.00076399907,0.00008229197,0.00018531932,0.000004836837,0.00018412339,0.975784,0.0025890945,0.0002191184,0.010696816,0.00933078],"study_design_scores_gemma":[0.0006681389,0.00031382052,0.0015681885,0.00012885635,0.000038805192,0.000014852065,0.000018899538,0.5654206,0.27701408,0.000025296478,0.1545371,0.0002513301],"about_ca_topic_score_codex":0.0066196984,"about_ca_topic_score_gemma":0.045368664,"teacher_disagreement_score":0.41036335,"about_ca_system_score_codex":0.00031151625,"about_ca_system_score_gemma":0.00007285191,"threshold_uncertainty_score":0.9999953},"labels":[],"label_agreement":null},{"id":"W2007829820","doi":"10.2118/0400-0072-jpt","title":"Commingled Production From Multilayered Tight Gas Reservoirs","year":2000,"lang":"en","type":"article","venue":"Journal of Petroleum Technology","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"EPIC; Tight gas; Production (economics); Material balance; Petroleum engineering; Engineering; Environmental science; Process engineering; Art; Hydraulic fracturing; Economics","score_opus":0.005601576683875773,"score_gpt":0.2037615152004105,"score_spread":0.1981599385165347,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2007829820","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9916372,0.0014380722,0.0006775209,0.003958972,0.00040424202,0.00003155744,0.0000030370827,0.0002550891,0.0015943571],"genre_scores_gemma":[0.9961148,0.00077394594,0.0019156465,0.00001578063,0.00038343482,0.000003126568,0.0000021521641,0.000030108087,0.0007610268],"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","domain_scores_codex":[0.99879736,0.000033764387,0.00051604066,0.00014493123,0.00023901014,0.00026889608],"domain_scores_gemma":[0.99928606,0.00003393755,0.0001279616,0.00038586053,0.000085451844,0.00008072934],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00020413069,0.00016328969,0.00039910566,0.00059121544,0.000073060975,0.000022105654,0.00042421187,0.00025434958,0.0005921974],"category_scores_gemma":[0.000093434915,0.00013472806,0.00016024306,0.0003780165,0.000076901066,0.00013841837,0.000021642747,0.00071522547,0.00009017311],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00009662584,0.00012612666,0.0019047171,0.00002767687,0.0005799971,0.00018318857,0.00020482378,0.92296,0.02581675,0.0000044580106,0.010544128,0.037551515],"study_design_scores_gemma":[0.0033439004,0.000599318,0.0034074585,0.00041736936,0.0005337409,0.0007920217,0.0007839893,0.18252781,0.21950097,0.0039584055,0.58318317,0.0009518614],"about_ca_topic_score_codex":0.000030248306,"about_ca_topic_score_gemma":0.000050984876,"teacher_disagreement_score":0.7404322,"about_ca_system_score_codex":0.00010666209,"about_ca_system_score_gemma":0.000017714116,"threshold_uncertainty_score":0.6484146},"labels":[],"label_agreement":null},{"id":"W2007877525","doi":"10.2118/108339-ms","title":"Underbalanced Perforation and Completion of a Long Horizontal Well: A Case History","year":2007,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Petro-Canada","funders":"","keywords":"Completion (oil and gas wells); Underbalanced drilling; Petroleum engineering; Geology; Drilling; Tripping; Perforation; Geotechnical engineering; Drilling fluid; Engineering; Circuit breaker; Electrical engineering; Mechanical engineering","score_opus":0.008678431225432923,"score_gpt":0.2014734980494043,"score_spread":0.19279506682397135,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2007877525","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8288164,0.0003508503,0.1600178,0.000011767786,0.00006156965,0.000032541793,3.940135e-7,0.0000716309,0.010637015],"genre_scores_gemma":[0.9992178,0.00002347716,0.00044978692,0.0000072934467,0.00003061849,7.512473e-7,0.0000056074673,0.0000071316763,0.0002575342],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99966234,0.0000057130856,0.00011812348,0.00006329753,0.00006649541,0.00008403338],"domain_scores_gemma":[0.9998374,0.00002099523,0.000015071369,0.000073169445,0.000014969233,0.000038390615],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00012821062,0.00005396125,0.000091778886,0.00007062314,0.000020963505,0.0000035760552,0.000019118095,0.000037796464,0.00010378652],"category_scores_gemma":[0.0000040685804,0.000048245234,0.000026210433,0.000046674715,0.0000225115,0.000050692444,0.000006052678,0.000057063018,0.000004264336],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00025872636,0.0004070705,0.046950582,0.0028310886,0.0012489975,0.005957844,0.0132598365,0.6677295,0.1295734,0.0010309638,0.017445976,0.113306016],"study_design_scores_gemma":[0.0010887028,0.00015467331,0.035285007,0.00005354568,0.000121344616,0.0011077111,0.0012358223,0.92472816,0.027887529,0.000038582693,0.007838383,0.00046055723],"about_ca_topic_score_codex":0.0002962341,"about_ca_topic_score_gemma":0.00094946957,"teacher_disagreement_score":0.25699866,"about_ca_system_score_codex":0.00009475715,"about_ca_system_score_gemma":0.0000039172905,"threshold_uncertainty_score":0.19673835},"labels":[],"label_agreement":null},{"id":"W2007898698","doi":"10.2118/146832-ms","title":"Environmentally Focused Crosslinked-Gel System Results in High Retained Proppant-Pack Conductivity","year":2011,"lang":"en","type":"article","venue":"SPE Annual Technical Conference and Exhibition","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":18,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Conductivity; Hydraulic fracturing; Environmentally friendly; Materials science; Petroleum engineering; Hydraulic conductivity; Fracturing fluid; Environmental science; Waste management; Compressed natural gas; Engineering; Chemistry; Mechanical engineering","score_opus":0.02456671816921748,"score_gpt":0.2166106155026845,"score_spread":0.19204389733346702,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2007898698","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9870541,0.000059676437,0.0039264113,0.00017076427,0.00006152544,0.0002616817,0.00008131753,0.0004000214,0.007984465],"genre_scores_gemma":[0.99910676,0.00009839218,0.0005425904,0.000015663189,0.000048834696,0.000023108092,0.000052278545,0.000018731907,0.0000936534],"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","domain_scores_codex":[0.99874425,0.000053885273,0.00037990464,0.0003393704,0.00018248276,0.00030010586],"domain_scores_gemma":[0.99949497,0.000027667049,0.000052598218,0.00027976313,0.000033024426,0.00011199101],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00030707728,0.00019666221,0.00030219433,0.000112188216,0.000068902445,0.000028550005,0.00012763629,0.00023459038,0.00004201095],"category_scores_gemma":[0.000038494567,0.00016951957,0.000060942675,0.00015489449,0.00015025209,0.0002961522,0.000059667283,0.00033663862,0.000038801096],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.007658027,0.004630996,0.024926672,0.006890006,0.0014167519,0.002855122,0.03611733,0.03537974,0.71268404,0.03736993,0.014060215,0.11601115],"study_design_scores_gemma":[0.015452418,0.0027881113,0.5790172,0.0029584446,0.0005076883,0.00029533345,0.010185534,0.076570384,0.28986037,0.014479928,0.0028458391,0.0050387657],"about_ca_topic_score_codex":0.00043889417,"about_ca_topic_score_gemma":0.00026472326,"teacher_disagreement_score":0.5540905,"about_ca_system_score_codex":0.000095944866,"about_ca_system_score_gemma":0.000016386733,"threshold_uncertainty_score":0.6912807},"labels":[],"label_agreement":null},{"id":"W2008348759","doi":"10.2118/2006-168","title":"Optimized CO2 Miscible Hydrocarbon Fracturing Fluids","year":2006,"lang":"en","type":"article","venue":"Canadian International Petroleum Conference","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Hydrocarbon; Petroleum engineering; Materials science; Chemical engineering; Geology; Chemistry; Engineering; Organic chemistry","score_opus":0.007404394929412839,"score_gpt":0.199955876720934,"score_spread":0.19255148179152118,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2008348759","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.6774302,0.00033248504,0.008227557,0.004263288,0.0010397397,0.00006952603,0.000044126435,0.00020988284,0.3083832],"genre_scores_gemma":[0.99403733,0.000037698497,0.00026424817,0.00012967412,0.00036825132,0.000021318292,0.000070018956,0.000023791961,0.005047668],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9989467,0.0000169746,0.00022869013,0.00019316973,0.00025997186,0.0003544674],"domain_scores_gemma":[0.9994065,0.000045784116,0.00002755955,0.00025083913,0.00007320754,0.00019608981],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00010619593,0.0001672194,0.00015054295,0.00026272147,0.00013281264,0.00019914993,0.0005288273,0.00008395978,0.00087646453],"category_scores_gemma":[0.000025116788,0.00014374657,0.000097972166,0.00011317623,0.000056929555,0.000117325704,0.000021518716,0.00026189547,0.00014127849],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000024721062,0.000003945329,0.00042520373,0.0000052459827,0.00006789245,0.000025807294,0.000026194792,0.98870224,0.00024366651,0.00044376394,0.0099685015,0.00008505081],"study_design_scores_gemma":[0.00027403553,0.0000052916357,0.003125304,0.000026193698,0.000020298738,0.000013381933,0.000030528037,0.7990342,0.001699599,0.00037461653,0.19517462,0.00022192544],"about_ca_topic_score_codex":0.08362124,"about_ca_topic_score_gemma":0.07513402,"teacher_disagreement_score":0.31660715,"about_ca_system_score_codex":0.0003305939,"about_ca_system_score_gemma":0.00013935487,"threshold_uncertainty_score":0.9596672},"labels":[],"label_agreement":null},{"id":"W2008445856","doi":"10.1017/s002211201000501x","title":"Multiscale tip asymptotics in hydraulic fracture with leak-off","year":2011,"lang":"en","type":"article","venue":"Journal of Fluid Mechanics","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":187,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Dalhousie University","funders":"","keywords":"Dissipative system; Fracture (geology); Scaling; Mechanics; Singularity; Hydraulic fracturing; Flow (mathematics); Scale (ratio); Fluid dynamics; Geology; Geotechnical engineering; Physics; Geometry; Mathematics; Thermodynamics","score_opus":0.009803765038770782,"score_gpt":0.19186638725056898,"score_spread":0.1820626222117982,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2008445856","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.64103687,0.004278456,0.35053316,0.0002797973,0.0007193671,0.00015844425,0.000003953892,0.00012289715,0.0028670738],"genre_scores_gemma":[0.9963591,0.0007087289,0.00250736,0.000137159,0.00015401532,0.0000012970096,0.0000012408277,0.000045404824,0.00008570235],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9987691,0.000032700224,0.0004643386,0.0001110699,0.0003342529,0.0002885111],"domain_scores_gemma":[0.9993666,0.00004319588,0.00012243538,0.00020723238,0.00009422936,0.00016631382],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00030175716,0.00019636122,0.00038077272,0.0002898015,0.000032644803,0.00002135681,0.00026655485,0.0001691744,0.00011912386],"category_scores_gemma":[0.000046147503,0.00014141119,0.0001419985,0.00029100754,0.000012448456,0.00019828563,0.000020921007,0.00060517836,0.000020124595],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000117442,0.0001938198,0.00062035554,0.00010090673,0.00039274813,0.00056096853,0.0022145724,0.98728335,0.0023909756,0.000036531746,0.0017392578,0.0043490794],"study_design_scores_gemma":[0.0030544864,0.0007896832,0.003326129,0.00078299694,0.00043547736,0.00067040283,0.0008027426,0.89522123,0.07001452,0.0007048869,0.023373535,0.0008239322],"about_ca_topic_score_codex":0.000026849288,"about_ca_topic_score_gemma":0.000102479185,"teacher_disagreement_score":0.35532224,"about_ca_system_score_codex":0.00008302399,"about_ca_system_score_gemma":0.00003854375,"threshold_uncertainty_score":0.57665807},"labels":[],"label_agreement":null},{"id":"W2008733619","doi":"10.2118/96897-ms","title":"Mapping Fluid Flow in a Reservoir Using Tiltmeter-Based Surface-Deformation Measurements","year":2005,"lang":"en","type":"article","venue":"SPE Annual Technical Conference and Exhibition","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":17,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Shell (Canada)","funders":"","keywords":"Tiltmeter; Deformation (meteorology); Geology; Poromechanics; Geotechnical engineering; Porosity; Porous medium; Optics","score_opus":0.042788774637708464,"score_gpt":0.26299544550030624,"score_spread":0.22020667086259776,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2008733619","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9334065,0.00012658516,0.06410978,0.00037911316,0.000034073713,0.00014097917,0.000014431959,0.00022849327,0.0015600623],"genre_scores_gemma":[0.9920051,0.000058138845,0.007724605,0.000059687278,0.000060065417,0.000006994949,0.000049024107,0.000014921958,0.000021446886],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.998906,0.00004354266,0.00033290274,0.00019296598,0.0002523983,0.00027217233],"domain_scores_gemma":[0.99959946,0.000021216492,0.000032651627,0.00018413566,0.0000796588,0.00008287692],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00036811328,0.00015823395,0.00020664203,0.00019774522,0.00007277022,0.000058303132,0.00009635115,0.00015674216,0.000075743046],"category_scores_gemma":[0.000038906623,0.00014792719,0.000057806854,0.00029849535,0.00003925829,0.00043156085,0.000029486846,0.00022835063,0.00003023754],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000023324126,0.000053189415,0.0005443215,0.00010555613,0.00001719892,0.000003354972,0.00033983964,0.9173534,0.075617254,0.0000068665795,0.00048784434,0.0054478296],"study_design_scores_gemma":[0.000641162,0.000041241776,0.002009387,0.00033522502,0.000018160865,0.0000069067682,0.00016207687,0.97252935,0.021347605,0.00023377391,0.0023477701,0.00032735683],"about_ca_topic_score_codex":0.0000874875,"about_ca_topic_score_gemma":0.000411716,"teacher_disagreement_score":0.058598638,"about_ca_system_score_codex":0.0001440386,"about_ca_system_score_gemma":0.000024452871,"threshold_uncertainty_score":0.6032296},"labels":[],"label_agreement":null},{"id":"W2008775138","doi":"10.2118/167685-ms","title":"Drainage Estimation and Proppant Placement Evaluation from Microseismic Data","year":2014,"lang":"en","type":"article","venue":"SPE/EAGE European Unconventional Resources Conference and Exhibition","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":9,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Microsemi (Canada)","funders":"","keywords":"Microseism; Geophone; Geology; Geomechanics; Hydraulic fracturing; Petroleum engineering; Permeability (electromagnetism); Volume (thermodynamics); Seismology; Geotechnical engineering","score_opus":0.027805307638907144,"score_gpt":0.24063170537645168,"score_spread":0.21282639773754453,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2008775138","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.89649945,0.0005788894,0.0880112,0.00036671493,0.000117619296,0.00022073997,0.0000808322,0.00013748853,0.013987045],"genre_scores_gemma":[0.9968512,0.00014296881,0.00088197575,0.00006568817,0.00019258985,0.000006777735,0.0015899913,0.000023446077,0.0002453859],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9985912,0.0002443495,0.0002603282,0.00039232586,0.00034079977,0.00017098778],"domain_scores_gemma":[0.9993541,0.00006884263,0.00007698364,0.0003362651,0.00006533098,0.00009842572],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0010057973,0.00017385632,0.00016179123,0.00010651384,0.00015924659,0.0002153351,0.00016105478,0.00004549498,0.00018167448],"category_scores_gemma":[0.00009777551,0.00016067896,0.00003370405,0.00007240384,0.0000866353,0.00028393665,0.00013099083,0.00014642382,0.0000738141],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00014722972,0.00019967103,0.00093423924,0.0007318999,0.0005956004,0.000049190476,0.0042802216,0.26209816,0.034418143,0.0011018745,0.005752748,0.689691],"study_design_scores_gemma":[0.00070497877,0.000045336834,0.007300883,0.00021016617,0.00012845267,0.0000071194168,0.0002071648,0.9747678,0.0006052361,0.0020683687,0.013725442,0.00022907283],"about_ca_topic_score_codex":0.000054293705,"about_ca_topic_score_gemma":0.00003703494,"teacher_disagreement_score":0.7126696,"about_ca_system_score_codex":0.00003326171,"about_ca_system_score_gemma":0.000012724866,"threshold_uncertainty_score":0.6552298},"labels":[],"label_agreement":null},{"id":"W2009029568","doi":"10.2118/63080-ms","title":"Design, Implementation, and Analysis of Multilayer Pressure Transient Tests in White Rose Field","year":2000,"lang":"en","type":"article","venue":"SPE Annual Technical Conference and Exhibition","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Petro-Canada; Husky Energy (Canada)","funders":"","keywords":"Structural basin; Geology; Oil field; Petroleum engineering; Transient (computer programming); Drilling; Fault (geology); Transient analysis; Well logging; Seismology; Engineering; Transient response; Geomorphology; Electrical engineering; Computer science","score_opus":0.013505693225286658,"score_gpt":0.2700902123998334,"score_spread":0.2565845191745467,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2009029568","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9658426,0.000310873,0.032389082,0.00037652077,0.000008672427,0.00016678563,0.000051476916,0.00008143952,0.0007725401],"genre_scores_gemma":[0.9987957,0.0005874747,0.00048104292,0.000036394784,0.000007952441,0.000011874077,0.00003010652,0.0000053547965,0.000044102166],"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","domain_scores_codex":[0.9993369,0.00002750266,0.00023849354,0.000160513,0.00010332423,0.00013327884],"domain_scores_gemma":[0.99974173,0.00004505572,0.000018281398,0.00010690272,0.000036494937,0.00005152475],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00012870558,0.00009610525,0.00021824539,0.0001800194,0.00002464422,0.000019302806,0.000045901546,0.00009317816,0.0005207304],"category_scores_gemma":[0.000006795144,0.000085241954,0.000044565073,0.00034208095,0.000032252214,0.00013064909,0.000008790901,0.00011356471,0.0000013017134],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00024330724,0.00028481107,0.039674174,0.00038734314,0.0011378449,0.000033648703,0.0072357855,0.6856603,0.037933603,0.0001353558,0.0027293006,0.22454453],"study_design_scores_gemma":[0.0016480768,0.0005224304,0.6806419,0.00019910293,0.0017152744,0.000008852967,0.001722868,0.27315983,0.036673207,0.0006537848,0.002290445,0.00076424814],"about_ca_topic_score_codex":0.000116960786,"about_ca_topic_score_gemma":0.00054058095,"teacher_disagreement_score":0.6409677,"about_ca_system_score_codex":0.0000067730894,"about_ca_system_score_gemma":0.0000064513056,"threshold_uncertainty_score":0.57016325},"labels":[],"label_agreement":null},{"id":"W2009124601","doi":"10.2118/88761-ms","title":"Practical Flow Simulation Method for A Naturally Fractured Reservoir: A Field Study","year":2004,"lang":"en","type":"article","venue":"Abu Dhabi International Conference and Exhibition","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Kerr Wood Leidal Associates (Canada)","funders":"","keywords":"Permeability (electromagnetism); Relative permeability; Fracture (geology); Computer science; Matrix (chemical analysis); Petroleum engineering; Complex fracture; Fluid dynamics; Geology; Consistency (knowledge bases); Geotechnical engineering; Mechanics; Materials science; Artificial intelligence; Porosity","score_opus":0.029498932850581364,"score_gpt":0.3441404066166643,"score_spread":0.3146414737660829,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2009124601","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.13711055,0.00003773331,0.8570469,0.003612168,0.0002957666,0.00033475406,0.000014900236,0.00014302832,0.00140423],"genre_scores_gemma":[0.9772678,0.000033349053,0.02202576,0.00021554435,0.00021535471,0.0000639353,0.00008837952,0.000014513718,0.000075365475],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99911857,0.000030480795,0.00022881295,0.00022652106,0.00024353944,0.00015208937],"domain_scores_gemma":[0.9993083,0.00025827042,0.000042638087,0.00012706706,0.00019910684,0.00006464354],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00022045065,0.00013915806,0.00015657341,0.00012272935,0.000093324736,0.00012431237,0.00009665514,0.00011648178,0.00011944317],"category_scores_gemma":[0.00024329819,0.00012405404,0.00007737132,0.000076976925,0.000013452145,0.00034810198,0.000025903906,0.00021808676,0.000009081783],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00014332085,0.0001396061,0.00015561265,0.000039668645,0.00025072394,0.0000143057005,0.0016226083,0.9892846,0.0012774682,0.00076523446,0.0008115566,0.0054952963],"study_design_scores_gemma":[0.0012146512,0.0002149213,0.0012154037,0.00006190351,0.00006598928,0.000008435145,0.00054171425,0.9859502,0.0024697331,0.005628861,0.0024184948,0.00020971564],"about_ca_topic_score_codex":0.00013012892,"about_ca_topic_score_gemma":0.0002357729,"teacher_disagreement_score":0.8401573,"about_ca_system_score_codex":0.00006832929,"about_ca_system_score_gemma":0.000027861694,"threshold_uncertainty_score":0.50587773},"labels":[],"label_agreement":null},{"id":"W2009134301","doi":"10.1016/j.egypro.2014.11.368","title":"Quantifying Thermally Driven Fracture Geometry During CO2 Storage","year":2014,"lang":"en","type":"article","venue":"Energy Procedia","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":10,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Thermoelastic damping; Fracture (geology); Stress (linguistics); Hydraulic fracturing; Mechanics; Geotechnical engineering; Geology; Pore water pressure; Permeability (electromagnetism); Materials science; Thermal; Thermodynamics; Chemistry","score_opus":0.0061642886482669,"score_gpt":0.19833479197243206,"score_spread":0.19217050332416516,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2009134301","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.95332587,0.0007131717,0.034997053,0.00015452757,0.00034857256,0.00003877259,0.000002169573,0.0008288529,0.00959103],"genre_scores_gemma":[0.99780774,0.000113882284,0.00028902772,0.0001651767,0.0006137569,0.000014835565,0.000014627678,0.00007011348,0.0009108199],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9988559,0.00002764067,0.0002151279,0.00025460092,0.0002527226,0.00039400382],"domain_scores_gemma":[0.9993849,0.000059803282,0.000044709817,0.0003266763,0.000035832396,0.00014808077],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000113452705,0.00023500145,0.00026300413,0.00015434177,0.00013784289,0.00006233324,0.0002760366,0.00017713729,0.00014188784],"category_scores_gemma":[0.00006189508,0.00020460317,0.00012376427,0.00029016688,0.000026141544,0.00014766118,0.000045347017,0.0002888838,0.0000573425],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000004535333,0.00001401217,0.0012782102,0.000118473254,0.00010829128,0.000012622687,0.00022456815,0.9919792,0.004146482,0.000058639285,0.0008177393,0.001237232],"study_design_scores_gemma":[0.0010129518,0.000050695748,0.041912094,0.00018665784,0.00013219702,0.000034655848,0.000146161,0.6299285,0.08675171,0.000110277375,0.23841819,0.0013158679],"about_ca_topic_score_codex":0.00005871514,"about_ca_topic_score_gemma":0.000077416895,"teacher_disagreement_score":0.36205065,"about_ca_system_score_codex":0.00005231968,"about_ca_system_score_gemma":0.000012533295,"threshold_uncertainty_score":0.83434755},"labels":[],"label_agreement":null},{"id":"W2009207969","doi":"10.2118/167174-ms","title":"Integration of Numerical Simulations for Uncertainty Analysis of Transient Flow Responses in Heterogeneous Tight Reservoirs","year":2013,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":9,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Fracture (geology); Porosity; Mechanics; Tight oil; Porous medium; Matrix (chemical analysis); Flow (mathematics); Transient (computer programming); Network model; Geology; Computer science; Geotechnical engineering; Materials science; Physics; Composite material","score_opus":0.014842594637375263,"score_gpt":0.2571041276582663,"score_spread":0.24226153302089104,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2009207969","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.784948,0.000049022918,0.21447147,0.00011044023,0.000021228821,0.00016446474,0.000041457533,0.00003266219,0.00016127726],"genre_scores_gemma":[0.99611926,0.000012782473,0.0036120545,0.000008450188,0.000008128505,0.000030916686,0.00007629067,0.000010673773,0.00012145293],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99908805,0.000047669204,0.0004456993,0.0001285285,0.00014441213,0.00014565383],"domain_scores_gemma":[0.9992345,0.00032282015,0.000039264407,0.0002338406,0.00012261361,0.000046988665],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00012069529,0.00010173304,0.00035981534,0.0006132933,0.000019440553,0.000010057883,0.0001073438,0.00007296928,0.00031974405],"category_scores_gemma":[0.000102489386,0.0000789067,0.0002589555,0.000979083,0.000025735993,0.00007240215,0.0000071380878,0.00006413594,0.0000016610377],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000021236978,0.00004109956,0.0005270198,0.000029920377,0.00044933468,2.456621e-7,0.00045345724,0.9911218,0.0064293793,0.0000046775117,0.000074595264,0.00084718957],"study_design_scores_gemma":[0.00017189971,0.00003455984,0.007581771,0.000012892548,0.00023251725,1.2805623e-7,0.00008458638,0.9817587,0.009873885,0.000041510935,0.0001258391,0.00008172404],"about_ca_topic_score_codex":0.0010545979,"about_ca_topic_score_gemma":0.0021057914,"teacher_disagreement_score":0.21117127,"about_ca_system_score_codex":0.000044969565,"about_ca_system_score_gemma":0.000011294042,"threshold_uncertainty_score":0.3500973},"labels":[],"label_agreement":null},{"id":"W2009510145","doi":"10.2118/0612-0077-jpt","title":"Targeted Fracturing Using Coiled-Tubing-Enabled Fracture Sleeves","year":2012,"lang":"en","type":"article","venue":"Journal of Petroleum Technology","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Coiled tubing; Hydraulic fracturing; Downtime; Completion (oil and gas wells); Petroleum engineering; Workover; Casing; Geology; Engineering","score_opus":0.0063999207294410335,"score_gpt":0.21942050814057903,"score_spread":0.213020587411138,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2009510145","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.94094133,0.008417867,0.04833928,0.00061563135,0.0008254981,0.0000366875,0.0000018542817,0.00029915315,0.0005226769],"genre_scores_gemma":[0.9949083,0.00021634054,0.0039535905,0.00007178041,0.0007118836,0.0000019600611,0.0000014855023,0.00005896106,0.00007572577],"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99816304,0.00003994228,0.00066212163,0.00012557654,0.00033048386,0.00067884487],"domain_scores_gemma":[0.99895895,0.00006486068,0.00032081662,0.0003364927,0.00011638495,0.0002024759],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004328662,0.00028132953,0.0006229988,0.0012191002,0.00012391046,0.000038476825,0.00045569666,0.00048837985,0.00020203556],"category_scores_gemma":[0.00015111253,0.00022658047,0.00026893255,0.0005083457,0.00007662156,0.0004683749,0.00006265539,0.001289349,0.000024913508],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000022178387,0.00009204894,0.011910171,0.0000744792,0.00070912123,0.000097295786,0.00023625517,0.94610065,0.037764486,0.000014636117,0.0014787734,0.0014999259],"study_design_scores_gemma":[0.0035362204,0.00041754192,0.013294944,0.0005941313,0.0014451112,0.0035707424,0.002396382,0.1828374,0.50231117,0.0012025239,0.28644586,0.0019479917],"about_ca_topic_score_codex":0.000011550038,"about_ca_topic_score_gemma":0.0000030047893,"teacher_disagreement_score":0.7632632,"about_ca_system_score_codex":0.00021743281,"about_ca_system_score_gemma":0.000035347697,"threshold_uncertainty_score":0.9239683},"labels":[],"label_agreement":null},{"id":"W2009708147","doi":"10.2118/68335-ms","title":"An Experimental Study to Evaluate Water Vaporisation and Formation Damage Caused by Dry Gas Flow through Porous Media","year":2001,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":43,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Salinity; Porous medium; Permeability (electromagnetism); Halite; Saturation (graph theory); Volumetric flow rate; Porosity; Materials science; Chemistry; Geology; Geotechnical engineering; Composite material; Thermodynamics; Membrane","score_opus":0.014185030843248578,"score_gpt":0.26481587139549234,"score_spread":0.25063084055224377,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2009708147","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9847991,0.000060925075,0.013416609,0.00009326224,0.00010245404,0.0002174976,0.0000023749722,0.00021703086,0.0010907367],"genre_scores_gemma":[0.9990307,0.000024085059,0.00053474243,0.000058749323,0.00007245307,0.000026050886,0.00011204989,0.000022012895,0.00011915023],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9991337,0.0000468961,0.00020165188,0.00016400767,0.00024222666,0.00021153003],"domain_scores_gemma":[0.9996372,0.000012307421,0.000011193183,0.00021555592,0.000022768214,0.000101011836],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00019851561,0.0001412848,0.00014518297,0.00006739816,0.00008542233,0.00007160918,0.000077447134,0.000041066844,0.00028200392],"category_scores_gemma":[0.000005493393,0.000100001984,0.000022062031,0.00008582839,0.000008882545,0.0005183834,0.000022388695,0.00006982557,0.00005460704],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000040589333,0.00070465077,0.0022033923,0.000026960044,0.00018041293,0.00004432258,0.12295003,0.76399297,0.1017638,0.0000011151982,0.0033668252,0.0047249454],"study_design_scores_gemma":[0.001191074,0.0003522275,0.0019616229,0.000007760946,0.0000800621,0.0000046186046,0.01238985,0.6869065,0.29576632,0.00003346824,0.0009239124,0.00038258327],"about_ca_topic_score_codex":0.0003715819,"about_ca_topic_score_gemma":0.00031221635,"teacher_disagreement_score":0.19400252,"about_ca_system_score_codex":0.00006676129,"about_ca_system_score_gemma":0.0000022363201,"threshold_uncertainty_score":0.40779626},"labels":[],"label_agreement":null},{"id":"W2009729834","doi":"10.2118/131004-pa","title":"Integrated Modeling of the Fractured Carbonate Midale Field and Sensitivity Analysis Through Experimental Design","year":2009,"lang":"en","type":"article","venue":"SPE Reservoir Evaluation & Engineering","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":11,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Alberta","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Sensitivity (control systems); Fracture (geology); Matrix (chemical analysis); Reservoir modeling; Displacement (psychology); Geology; Drawdown (hydrology); Computer science; Geotechnical engineering; Engineering; Materials science","score_opus":0.025721212667436946,"score_gpt":0.2662281358666839,"score_spread":0.240506923199247,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2009729834","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.63085663,0.0022205873,0.3657074,0.00025138012,0.00010412059,0.000244938,0.000003848865,0.00013698461,0.0004740843],"genre_scores_gemma":[0.99573445,0.00008503621,0.0040438194,0.000028384577,0.000048900663,0.000011815054,0.000011453739,0.000020582242,0.000015527761],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99853474,0.0001295683,0.00034052884,0.00023742797,0.00050789746,0.00024983886],"domain_scores_gemma":[0.9992228,0.00013267106,0.000051548624,0.00040961432,0.00012031917,0.00006305801],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007547312,0.00022708421,0.00035620987,0.00020421208,0.00007451332,0.000041617684,0.0001242247,0.00013065974,0.000045680103],"category_scores_gemma":[0.00022717398,0.00017653857,0.0001986784,0.00088063546,0.0000159381,0.00018689624,0.00003501097,0.00027991668,0.0000011139495],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000093552735,0.000015490155,0.000052166422,0.000015664777,0.00032634972,0.000002023323,0.00058226485,0.97814226,0.020540446,0.0000085981255,0.000026164458,0.00027920137],"study_design_scores_gemma":[0.00021326145,0.000022916387,0.0007197344,0.0000443563,0.0003724064,0.0000025517702,0.00008515402,0.9198819,0.07834753,0.000086761,0.00005064416,0.00017282764],"about_ca_topic_score_codex":0.0002256564,"about_ca_topic_score_gemma":0.000033425997,"teacher_disagreement_score":0.36487782,"about_ca_system_score_codex":0.0001223999,"about_ca_system_score_gemma":0.000029882976,"threshold_uncertainty_score":0.71990335},"labels":[],"label_agreement":null},{"id":"W2009877185","doi":"10.2118/2003-120","title":"Pressure Transient Analysis in SAGD","year":2003,"lang":"en","type":"article","venue":"Canadian International Petroleum Conference","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Petro-Canada","funders":"","keywords":"Injector; Petroleum engineering; Drilling; Steam injection; Geology; Pressure drop; Steam-assisted gravity drainage; Coalescence (physics); Permeability (electromagnetism); Thermal; Oil sands; Mechanics; Engineering; Materials science; Chemistry; Mechanical engineering; Meteorology","score_opus":0.008460838915504457,"score_gpt":0.20636189425858453,"score_spread":0.19790105534308008,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2009877185","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7131701,0.00043842787,0.009686202,0.00088909076,0.00056202436,0.00006077088,0.00010482722,0.00008711484,0.27500144],"genre_scores_gemma":[0.99752414,0.000054988788,0.0000817192,0.00006645502,0.000026254693,0.000013483696,0.000036008645,0.0000110293195,0.0021859233],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9991235,0.000027992506,0.00019686669,0.0001866904,0.00018566013,0.0002792766],"domain_scores_gemma":[0.9994785,0.000020525395,0.00001582567,0.0001825696,0.00005518723,0.00024738116],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00011328507,0.00012308749,0.000179213,0.0008779983,0.00003055113,0.000069063215,0.00026241105,0.00007478939,0.0022004996],"category_scores_gemma":[0.00003827945,0.00012940013,0.00011448046,0.0004020897,0.000023347047,0.000087105334,0.0000039159117,0.00019199529,0.000049922746],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000010941501,0.0000063409543,0.013594479,0.000006595208,0.00053016824,0.000027867603,0.00013505283,0.98400915,0.000031694493,0.0010473005,0.000488692,0.00012155635],"study_design_scores_gemma":[0.00025242864,0.000006003505,0.045804925,0.000018202272,0.00016575625,0.000004181531,0.000117684285,0.6809897,0.00018805578,0.0001282567,0.27206895,0.00025587293],"about_ca_topic_score_codex":0.02908115,"about_ca_topic_score_gemma":0.4452004,"teacher_disagreement_score":0.41611928,"about_ca_system_score_codex":0.00021315753,"about_ca_system_score_gemma":0.00014291117,"threshold_uncertainty_score":0.99871165},"labels":[],"label_agreement":null},{"id":"W2010120484","doi":"10.2118/157863-ms","title":"Impact of Adsorption on Mass Transfer in Fractured Reservoirs","year":2012,"lang":"en","type":"article","venue":"SPE Heavy Oil Conference Canada","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"Natural Sciences and Engineering Research Council of Canada; Alberta Innovates - Technology Futures; CMG Reservoir Simulation Foundation","keywords":"Mass transfer; Adsorption; Advection; Porosity; Fracture (geology); Petroleum engineering; Porous medium; Matrix (chemical analysis); Materials science; Rock mass classification; Work (physics); Mechanics; Geology; Chemistry; Geotechnical engineering; Thermodynamics; Composite material; Physics","score_opus":0.01410839316057218,"score_gpt":0.23469384894964093,"score_spread":0.22058545578906874,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2010120484","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9911223,0.00023347446,0.0006190421,0.00024953633,0.00021523493,0.0000406146,0.00003627155,0.00003705693,0.0074464865],"genre_scores_gemma":[0.99948287,0.0001243245,0.000037882255,0.00003734991,0.0000723828,0.0000073629167,0.000023544957,0.000022051272,0.00019224678],"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","domain_scores_codex":[0.9988075,0.00004497039,0.00026552036,0.00013214297,0.00030946027,0.0004404457],"domain_scores_gemma":[0.999394,0.00005430835,0.000018650528,0.0002813251,0.000046240875,0.0002055029],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00013865915,0.00018565428,0.0002945264,0.00014635237,0.000020838668,0.000013127441,0.00016196861,0.00010911085,0.00045519418],"category_scores_gemma":[0.00003256501,0.00015598488,0.00009721562,0.00024354104,0.000023873568,0.00011792175,0.0000057471034,0.00031441296,0.000008551454],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00014913175,0.000161038,0.0285548,0.00030209194,0.0002749024,0.000025339681,0.001261372,0.9491009,0.0067570535,0.00009188438,0.005041275,0.00828017],"study_design_scores_gemma":[0.0041056136,0.00056407374,0.68877536,0.0010217266,0.0001875786,0.000013893151,0.0009227521,0.1655152,0.11183108,0.0003219226,0.02428972,0.002451108],"about_ca_topic_score_codex":0.47185647,"about_ca_topic_score_gemma":0.60328406,"teacher_disagreement_score":0.7835857,"about_ca_system_score_codex":0.00042583214,"about_ca_system_score_gemma":0.00030821475,"threshold_uncertainty_score":0.63608783},"labels":[],"label_agreement":null},{"id":"W2010149263","doi":"10.2118/113695-ms","title":"Coiled-Tubing-Conveyed Proppant Treatment Yields Increase in Production Efficiency and Return on Investment","year":2008,"lang":"en","type":"article","venue":"SPE/ICoTA Coiled Tubing and Well Intervention Conference and Exhibition","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"ConocoPhillips (Canada)","funders":"ConocoPhillips","keywords":"Production (economics); Investment (military); Well stimulation; Coiled tubing; Return on investment; Environmental science; Petroleum engineering; Production efficiency; Natural resource economics; Business; Operations management; Engineering; Geology; Economics; Reservoir engineering; Mechanical engineering; Microeconomics","score_opus":0.017738728992942706,"score_gpt":0.22629454456262754,"score_spread":0.20855581556968483,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2010149263","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9956432,0.0007604555,0.00081862137,0.00034580452,0.00018483127,0.00031047335,0.0000050504664,0.00012706127,0.0018045183],"genre_scores_gemma":[0.9957821,0.0032798743,0.000039913495,0.00004445967,0.0000899873,0.000060141552,0.00006049356,0.000019754785,0.00062329025],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99855554,0.00010893309,0.00042107978,0.0004623127,0.00017499234,0.00027715505],"domain_scores_gemma":[0.9994774,0.00004114313,0.00008187973,0.00019951224,0.000052639047,0.00014745898],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000270317,0.0002811475,0.000336816,0.00029901287,0.00020223035,0.000095479925,0.000050789822,0.0001376882,0.000062952626],"category_scores_gemma":[0.0000475387,0.00023857753,0.00008738081,0.00017526431,0.00013262598,0.00022692303,0.000031427,0.00022780537,0.000012789108],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.004172862,0.011486746,0.14824551,0.010075293,0.0031825157,0.0017013849,0.079631,0.20029703,0.12711942,0.0045512593,0.008069167,0.40146783],"study_design_scores_gemma":[0.011305335,0.004720872,0.047017097,0.0077011604,0.0005880161,0.0006186473,0.0044304533,0.7827081,0.1325817,0.0025203235,0.003261245,0.0025470175],"about_ca_topic_score_codex":0.0008579578,"about_ca_topic_score_gemma":0.00029335805,"teacher_disagreement_score":0.5824111,"about_ca_system_score_codex":0.000110448214,"about_ca_system_score_gemma":0.000020708752,"threshold_uncertainty_score":0.972891},"labels":[],"label_agreement":null},{"id":"W2010283864","doi":"10.1002/cjce.20694","title":"Modelling of transport of two proppant‐laden immiscible power‐law fluids through an expanding fracture","year":2012,"lang":"en","type":"article","venue":"The Canadian Journal of Chemical Engineering","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":13,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"Schlumberger (Canada); University of Calgary","funders":"","keywords":"Hydraulic fracturing; Petroleum engineering; Slurry; Fracture (geology); Fracturing fluid; Work (physics); Well stimulation; Flow (mathematics); Fossil fuel; Geotechnical engineering; Materials science; Geology; Mechanics; Engineering; Reservoir engineering; Mechanical engineering; Waste management; Petroleum; Composite material","score_opus":0.014052726225252384,"score_gpt":0.2165497225379659,"score_spread":0.2024969963127135,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2010283864","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9223478,0.002476356,0.07416863,0.000089033696,0.00021651185,0.00005904985,0.000008379817,0.000025204456,0.00060904596],"genre_scores_gemma":[0.9970655,0.000014392425,0.0025958107,0.000016522437,0.00025269506,0.0000012239797,0.0000031174463,0.00004488785,0.000005846224],"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99865824,0.000012366567,0.00054249377,0.00007611947,0.00026865935,0.00044211792],"domain_scores_gemma":[0.9990929,0.000048121903,0.00010089131,0.00024044189,0.00008228033,0.00043536542],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00035820308,0.00018920656,0.0004194393,0.00014001766,0.000046726524,0.000014723271,0.00038156615,0.00012522395,0.000052594878],"category_scores_gemma":[0.000019182407,0.00014027234,0.00021144135,0.00022573168,0.00007392406,0.00042391953,0.0000063431476,0.00052947004,7.437307e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000004790915,0.000008918559,0.00013876667,0.00008968045,0.00014698344,0.0000068128516,0.0022360522,0.9294134,0.06776602,0.00015255503,0.00001714105,0.000018883089],"study_design_scores_gemma":[0.00037234975,0.000034286637,0.000038728864,0.00030532922,0.00018656591,0.00009339264,0.00011466396,0.21603483,0.7813955,0.00014586872,0.0009945699,0.00028391744],"about_ca_topic_score_codex":0.0029296554,"about_ca_topic_score_gemma":0.000071148264,"teacher_disagreement_score":0.7136295,"about_ca_system_score_codex":0.0001164972,"about_ca_system_score_gemma":0.00008798707,"threshold_uncertainty_score":0.57201403},"labels":[],"label_agreement":null},{"id":"W2010743842","doi":"10.2118/172500-pa","title":"Interference Fracturing: Nonuniform Distributions of Perforation Clusters That Promote Simultaneous Growth of Multiple Hydraulic Fractures","year":2014,"lang":"en","type":"article","venue":"SPE Journal","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":190,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Perforation; Fracture (geology); Coupling (piping); Stress (linguistics); Hydraulic fracturing; Cluster (spacecraft); Interference (communication); Wellbore; Geology; Mechanics; Materials science; Structural engineering; Computer science; Physics; Geotechnical engineering; Channel (broadcasting); Engineering; Petroleum engineering; Composite material; Telecommunications","score_opus":0.00772499416955187,"score_gpt":0.219558223953236,"score_spread":0.21183322978368413,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2010743842","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.71410906,0.0001083456,0.28422925,0.0001977813,0.00021345612,0.000076665376,0.000014883045,0.000049328028,0.0010012499],"genre_scores_gemma":[0.99840814,0.000120801014,0.0012032515,0.000014824412,0.00017224322,0.0000015882329,0.000019798752,0.000021866601,0.0000374973],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99883413,0.000043947475,0.0004452112,0.00012236027,0.000301527,0.00025284628],"domain_scores_gemma":[0.9990763,0.00018648828,0.00022789903,0.0002255859,0.00014975983,0.00013397179],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002802335,0.00018363711,0.0003274114,0.00019037795,0.000114958006,0.000045999193,0.0002812359,0.00012018369,0.00009499618],"category_scores_gemma":[0.0003575151,0.00014287664,0.00019025445,0.00015940973,0.000067383204,0.00020973542,0.0000364482,0.0004946284,0.000008186168],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00004078937,0.00007412444,0.002766777,0.00019227694,0.00020858938,0.00000922307,0.00087880314,0.9820611,0.005963983,0.000009705036,0.00023742586,0.0075572436],"study_design_scores_gemma":[0.00049915834,0.00015272784,0.0043462426,0.00019728005,0.00009745935,0.000067605375,0.00012482787,0.8161189,0.17643157,0.00043184892,0.0013087821,0.00022358743],"about_ca_topic_score_codex":0.0000618274,"about_ca_topic_score_gemma":0.000060221355,"teacher_disagreement_score":0.28429908,"about_ca_system_score_codex":0.00007780705,"about_ca_system_score_gemma":0.000024106192,"threshold_uncertainty_score":0.58263403},"labels":[],"label_agreement":null},{"id":"W2010752999","doi":"10.2118/2003-223","title":"Horizontal Well Infill Development of the Manor Spearfish Field","year":2003,"lang":"en","type":"article","venue":"Canadian International Petroleum Conference","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Infill; Geology; Field (mathematics); Geotechnical engineering; Engineering; Civil engineering; Mathematics","score_opus":0.008126642801302963,"score_gpt":0.19340380973675525,"score_spread":0.1852771669354523,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2010752999","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.71290433,0.000041162548,0.0011876074,0.00047119998,0.00075086195,0.000032339914,0.000014124319,0.000021585314,0.2845768],"genre_scores_gemma":[0.9968307,0.0000087418985,0.000285555,0.00009770511,0.000036946403,0.000005479148,0.0000067455244,0.000008913738,0.0027192119],"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","domain_scores_codex":[0.9993453,0.000014108042,0.00018250983,0.000102836915,0.0001792047,0.00017604833],"domain_scores_gemma":[0.9995905,0.000023021255,0.000027649174,0.00016232474,0.00006572585,0.00013076673],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0000711277,0.00009318848,0.00009580676,0.000121912446,0.000057959962,0.00003249021,0.00035250935,0.00005456999,0.0015094184],"category_scores_gemma":[0.000057404206,0.00007656257,0.000060996616,0.000077202225,0.000024302415,0.00004905435,0.000015543757,0.00014951693,0.00006236659],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00003561944,0.00014568561,0.14079191,0.00032606206,0.0028645862,0.00013497226,0.0048108613,0.6910198,0.007081719,0.02931358,0.10615031,0.017324949],"study_design_scores_gemma":[0.00023083221,0.000011758535,0.014697598,0.000068435394,0.000015332409,0.0000114044715,0.00017653873,0.017214013,0.03185863,0.00014424812,0.93532544,0.0002457556],"about_ca_topic_score_codex":0.005192579,"about_ca_topic_score_gemma":0.12888436,"teacher_disagreement_score":0.8291752,"about_ca_system_score_codex":0.00017607932,"about_ca_system_score_gemma":0.00028150447,"threshold_uncertainty_score":0.99940336},"labels":[],"label_agreement":null},{"id":"W2010754532","doi":"10.2118/110845-ms","title":"A Novel Hydraulic Fracturing Model Fully Coupled With Geomechanics and Reservoir Simulator","year":2007,"lang":"en","type":"article","venue":"SPE Annual Technical Conference and Exhibition","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":17,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Geomechanics; Poromechanics; Hydraulic fracturing; Geology; Petroleum engineering; Geotechnical engineering; Fracture (geology); Reservoir simulation; Fluid dynamics; Porous medium; Permeability (electromagnetism); Mechanics; Porosity; Physics","score_opus":0.01381474891346239,"score_gpt":0.23579882928749468,"score_spread":0.22198408037403228,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2010754532","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.47558597,0.00012551187,0.52279514,0.00025088366,0.000015517373,0.00012205402,0.000015028099,0.00028894254,0.00080094626],"genre_scores_gemma":[0.9969752,0.00022558459,0.0024795742,0.00012499263,0.000071266484,0.000008890656,0.000023674913,0.000031964217,0.000058855112],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9987066,0.0000074498275,0.00028172796,0.00033534822,0.00026806927,0.00040083393],"domain_scores_gemma":[0.99931324,0.00006868776,0.000043184216,0.000243077,0.000107024265,0.0002248158],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00032991296,0.00024172943,0.0002876166,0.00015868958,0.00013276991,0.00007898331,0.00011140226,0.00023679614,0.000019835767],"category_scores_gemma":[0.000037152637,0.00019740523,0.000047303074,0.00020068904,0.00007830013,0.00031001546,0.00007316956,0.0004122736,0.0000055086593],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00020682995,0.00010578989,0.00009438005,0.00023238028,0.00010094855,0.000056044715,0.0005039057,0.94529897,0.04797689,0.0013228423,0.00029172172,0.003809323],"study_design_scores_gemma":[0.0006463899,0.00015794222,0.00083908945,0.00013914745,0.00005929908,0.000048234142,0.00024070907,0.9903205,0.0044880826,0.0021758825,0.0004922958,0.00039241096],"about_ca_topic_score_codex":0.000079526486,"about_ca_topic_score_gemma":0.00029676355,"teacher_disagreement_score":0.52138925,"about_ca_system_score_codex":0.00004317619,"about_ca_system_score_gemma":0.000024057097,"threshold_uncertainty_score":0.8049952},"labels":[],"label_agreement":null},{"id":"W2010832234","doi":"10.2118/159952-ms","title":"A Case for Oil-Based Fracturing Fluids in Canadian Montney Unconventional Gas Development","year":2012,"lang":"en","type":"article","venue":"SPE Annual Technical Conference and Exhibition","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":19,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Petroleum engineering; Unconventional oil; Tight oil; Geology; Hydraulic fracturing; Siliciclastic; Oil in place; Fossil fuel; Petroleum; Structural basin; Engineering; Waste management; Oil shale; Geomorphology; Paleontology","score_opus":0.01915834113469957,"score_gpt":0.24721654021118297,"score_spread":0.2280581990764834,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2010832234","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9759776,0.0003655931,0.01975134,0.00056267926,0.000109487904,0.00016095804,0.0000653308,0.00017790012,0.0028291338],"genre_scores_gemma":[0.99767184,0.00003349036,0.0018987596,0.00007934486,0.00008446982,0.000070490816,0.00009544552,0.000013951619,0.000052198488],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.99906135,0.000014546351,0.00022917734,0.00014973541,0.00010436862,0.00044084806],"domain_scores_gemma":[0.9994977,0.000040911942,0.000016565908,0.00009978877,0.000049139926,0.00029588217],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00029111296,0.00013584188,0.00015767505,0.00020934222,0.0001021772,0.000032832373,0.000055487228,0.00014818294,0.00008657465],"category_scores_gemma":[0.000038945716,0.00012976644,0.00005226799,0.00011526527,0.00003137324,0.0002033522,0.000013285679,0.00017332846,0.000011909994],"study_design_candidate":"design_other","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0005617199,0.0018592706,0.057306048,0.005636708,0.0008242221,0.003501845,0.010768207,0.22226137,0.026389029,0.008403741,0.035808027,0.62667984],"study_design_scores_gemma":[0.008021873,0.00054992916,0.062169433,0.0022714266,0.0003847897,0.0018567038,0.0027652509,0.3780149,0.14659303,0.0051411926,0.38677326,0.0054581845],"about_ca_topic_score_codex":0.0085438695,"about_ca_topic_score_gemma":0.07772568,"teacher_disagreement_score":0.62122166,"about_ca_system_score_codex":0.00016881034,"about_ca_system_score_gemma":0.00010242526,"threshold_uncertainty_score":0.9980583},"labels":[],"label_agreement":null},{"id":"W2010886589","doi":"10.2118/147529-ms","title":"The Use of Rate Transient Analysis Modeling to Quantify Uncertainties in Commingled Tight Gas Production Forecasting and Decline Analysis Parameters in the Alberta Deep Basin","year":2011,"lang":"en","type":"article","venue":"Canadian Unconventional Resources Conference","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Shell (Canada)","funders":"","keywords":"Petroleum engineering; Production (economics); Tight gas; Transient (computer programming); Structural basin; Permeability (electromagnetism); Transient flow; Natural gas field; Monte Carlo method; Transient analysis; Boundary value problem; Boundary (topology); Environmental science; Flow (mathematics); Production rate; Geology; Econometrics; Computer science; Mechanics; Hydraulic fracturing; Mathematics; Statistics; Engineering; Industrial engineering; Natural gas; Transient response; Geomorphology; Physics","score_opus":0.08390565402560178,"score_gpt":0.22697255845291933,"score_spread":0.14306690442731756,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2010886589","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9878935,0.0001606468,0.0108621195,0.00068217603,0.000043334243,0.00016550292,0.000009523088,0.000008326863,0.00017487613],"genre_scores_gemma":[0.99922204,0.000068957714,0.0004882663,0.00006522928,0.000010311409,0.000030266003,0.000028825567,0.000009937733,0.00007614937],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99845046,0.00021740644,0.0005021475,0.000273879,0.00021827126,0.00033785746],"domain_scores_gemma":[0.9989334,0.00041752824,0.00006885985,0.00031660424,0.00010757402,0.000156051],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008478049,0.00016886787,0.00034649012,0.001125377,0.00015172458,0.00010841685,0.0002939203,0.00006660651,0.000033896282],"category_scores_gemma":[0.00036311024,0.00011961169,0.00019493057,0.00214766,0.00010039262,0.000105892796,0.000020367963,0.00020211237,0.0000011020575],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000023807725,0.000011125445,0.02301865,0.00001963673,0.0006530837,0.000007427055,0.007537027,0.96740186,0.0000076987435,0.00008336257,0.0000069556336,0.0012293657],"study_design_scores_gemma":[0.0001012504,0.000014911844,0.027634447,0.00005087116,0.00056274346,0.0000014672369,0.0019300428,0.9686341,0.00004765406,0.00014241287,0.0007383026,0.00014178343],"about_ca_topic_score_codex":0.38947645,"about_ca_topic_score_gemma":0.9708759,"teacher_disagreement_score":0.5813995,"about_ca_system_score_codex":0.000099248085,"about_ca_system_score_gemma":0.00006289779,"threshold_uncertainty_score":0.6145891},"labels":[],"label_agreement":null},{"id":"W2010931439","doi":"10.2118/160655-ms","title":"Evaluating the Impact of Fracture Proppant Tonnage on Well Performances in Eagle Ford Play Using the Data of Last 3-4 Years","year":2012,"lang":"en","type":"article","venue":"SPE Annual Technical Conference and Exhibition","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":8,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Devon Energy (Canada)","funders":"","keywords":"Tonnage; Eagle; Hydraulic fracturing; Petroleum engineering; Geology; Production (economics); Stage (stratigraphy); Fracture (geology); Mining engineering; Drilling; Engineering; Geotechnical engineering; Paleontology; Mechanical engineering","score_opus":0.07306275000365378,"score_gpt":0.35925643406191526,"score_spread":0.2861936840582615,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2010931439","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9972709,0.00024585697,0.0014677104,0.00008116398,0.00002071808,0.00012906945,0.00003179591,0.000019065956,0.00073374494],"genre_scores_gemma":[0.99958193,0.00015018626,0.00015049965,0.00001421105,0.00006185691,0.000003287877,0.000024183018,0.000007070548,0.0000067717074],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99929315,0.000045385794,0.00021120788,0.00010216028,0.00017555951,0.00017254542],"domain_scores_gemma":[0.9994841,0.000081520695,0.00006140803,0.00031359307,0.00002949586,0.000029834531],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00056575326,0.000092624054,0.00015915508,0.00005619033,0.00004380602,0.000015367124,0.00020555157,0.00007561176,0.000063509004],"category_scores_gemma":[0.000053769927,0.000047537607,0.00004653112,0.00015134932,0.00008858462,0.0002439194,0.00007564497,0.0002556328,0.0000027509566],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00022600709,0.0004708067,0.018333413,0.0004162702,0.00026340166,0.000005032256,0.008935026,0.8506901,0.07451739,0.0002279232,0.0027095038,0.043205097],"study_design_scores_gemma":[0.0006069821,0.0007807877,0.14418855,0.00074164924,0.00013766822,0.000017508399,0.002349243,0.83587176,0.013741184,0.00040825625,0.0007777986,0.0003786042],"about_ca_topic_score_codex":0.0002334321,"about_ca_topic_score_gemma":0.00004765366,"teacher_disagreement_score":0.12585515,"about_ca_system_score_codex":0.000019228191,"about_ca_system_score_gemma":0.000014749163,"threshold_uncertainty_score":0.19385274},"labels":[],"label_agreement":null},{"id":"W2010983152","doi":"10.2118/2009-104","title":"Estimation of Reservoir Hydraulic Property from Surface Heave Induced by Fluid Injection","year":2009,"lang":"en","type":"article","venue":"Canadian International Petroleum Conference","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Geology; Petroleum engineering; Property (philosophy); Surface (topology); Geotechnical engineering; Geometry","score_opus":0.013248871617549406,"score_gpt":0.22196821110038836,"score_spread":0.20871933948283897,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2010983152","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9736114,0.000092745686,0.0039534904,0.002084464,0.00033317928,0.000066874476,0.00013530844,0.00009130464,0.01963121],"genre_scores_gemma":[0.9984494,0.000032232827,0.00018423534,0.00014045369,0.00007507221,0.0000048174884,0.00027991188,0.000015308326,0.000818589],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99891376,0.000030105337,0.00030261674,0.00022262038,0.00029170443,0.00023916192],"domain_scores_gemma":[0.9993013,0.00003049854,0.000056939884,0.00024164963,0.0001303462,0.00023927342],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0000959904,0.00016568614,0.00020117655,0.00021440242,0.000060144655,0.00007596476,0.00035967768,0.00012822579,0.0003205119],"category_scores_gemma":[0.000076405944,0.00014613575,0.000068360874,0.00015652094,0.000027215276,0.00023681908,0.000011565361,0.00022568498,0.00004949162],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000010903102,0.00001564736,0.00025260312,0.0000074912623,0.000091683614,0.000004316161,0.0001680886,0.97595406,0.013831593,0.000050192517,0.0061287116,0.0034847418],"study_design_scores_gemma":[0.00023421952,0.000058628295,0.0043051653,0.00006927517,0.000017690785,0.0000028343568,0.00004945548,0.97059363,0.016962675,0.0003577323,0.0071374374,0.00021128003],"about_ca_topic_score_codex":0.12126082,"about_ca_topic_score_gemma":0.03373902,"teacher_disagreement_score":0.0875218,"about_ca_system_score_codex":0.00037904034,"about_ca_system_score_gemma":0.00016704187,"threshold_uncertainty_score":0.98389274},"labels":[],"label_agreement":null},{"id":"W2011369319","doi":"10.2118/2006-193","title":"Shale Gas Production Potential and Technical Challenges in Western Canada","year":2006,"lang":"en","type":"article","venue":"Canadian International Petroleum Conference","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":8,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Shale gas; Production (economics); Environmental science; Oil shale; Petroleum engineering; Natural resource economics; Mining engineering; Geology; Waste management; Engineering; Economics","score_opus":0.00997399651308004,"score_gpt":0.1932246776777676,"score_spread":0.18325068116468757,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2011369319","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9729566,0.0005923465,0.00014283991,0.006434712,0.0004680916,0.000037619604,0.000023417739,0.000042729855,0.019301664],"genre_scores_gemma":[0.99865735,0.00025571603,0.000027308857,0.000024008963,0.00019959889,0.000012045411,0.000030508527,0.000010814117,0.00078266364],"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","domain_scores_codex":[0.9992769,0.00001130621,0.00015157634,0.00018798797,0.00016360523,0.00020866373],"domain_scores_gemma":[0.9997003,0.000009017051,0.00001584655,0.0001093471,0.000043535154,0.000121922516],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0000624965,0.00010070869,0.000105805346,0.00020793332,0.000031459953,0.00004393871,0.00015365526,0.000056837915,0.00006707465],"category_scores_gemma":[0.00001754129,0.000108255066,0.00001835192,0.00004996037,0.000027865055,0.00008259687,0.000013513778,0.00016179767,0.000004915825],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000008133821,0.000021702226,0.032325927,0.00005860452,0.0000719577,0.00037532652,0.000054705702,0.9556802,0.0008530592,0.00080623006,0.0055029686,0.004241178],"study_design_scores_gemma":[0.0005667138,0.000022753109,0.6761153,0.00017150921,0.000028643532,0.00030096085,0.00019880552,0.22113954,0.0007584074,0.0008152392,0.099150136,0.000732011],"about_ca_topic_score_codex":0.8969308,"about_ca_topic_score_gemma":0.9989008,"teacher_disagreement_score":0.7345407,"about_ca_system_score_codex":0.0004161149,"about_ca_system_score_gemma":0.0002225739,"threshold_uncertainty_score":0.44145134},"labels":[],"label_agreement":null},{"id":"W2011762756","doi":"10.2118/71692-ms","title":"Successful Hydrajet Acid Squeeze and Multifracture Acid Treatments in Horizontal Open Holes Using Dynamic Diversion Process and Downhole Mixing","year":2001,"lang":"en","type":"article","venue":"SPE Annual Technical Conference and Exhibition","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":34,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Petro-Canada","funders":"","keywords":"Petroleum engineering; Well stimulation; Geology; Annulus (botany); Completion (oil and gas wells); Horizontal plane; Wellbore; Mixing (physics); Materials science; Computer science; Mechanical engineering; Engineering; Petroleum; Composite material; Reservoir engineering; Physics","score_opus":0.012390194504287974,"score_gpt":0.27137509759806033,"score_spread":0.25898490309377237,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2011762756","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9956681,0.00046443168,0.0028355278,0.0001746011,0.000022879074,0.00022790616,0.00003381255,0.000092145216,0.00048055747],"genre_scores_gemma":[0.99832714,0.0011372018,0.00037988927,0.000025482193,0.00002469916,0.000012533662,0.000060102044,0.000015593243,0.00001736474],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99901986,0.000028804714,0.00020608013,0.00034859864,0.00013907273,0.00025759652],"domain_scores_gemma":[0.9996597,0.000018010895,0.000039962564,0.00012516137,0.0000388112,0.00011832019],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00011708515,0.0002135712,0.00028345882,0.0001441304,0.00014888824,0.00017229607,0.00012755467,0.0002035481,0.00002396874],"category_scores_gemma":[0.000019081255,0.00018172676,0.000026360964,0.00018319461,0.00011328549,0.00074763066,0.0001526703,0.00026281705,0.0000021329688],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0009980379,0.0008992011,0.10057662,0.0012004835,0.0004132918,0.0009949618,0.008210951,0.022399934,0.620592,0.00011666986,0.0002664535,0.24333143],"study_design_scores_gemma":[0.012737436,0.0018309201,0.1960798,0.003982491,0.000835309,0.0008428534,0.015950473,0.61798763,0.13502386,0.009418964,0.0012026258,0.00410764],"about_ca_topic_score_codex":0.00039439474,"about_ca_topic_score_gemma":0.00062287634,"teacher_disagreement_score":0.5955877,"about_ca_system_score_codex":0.000064004176,"about_ca_system_score_gemma":0.000014129756,"threshold_uncertainty_score":0.7410602},"labels":[],"label_agreement":null},{"id":"W2012074367","doi":"10.2118/2005-067","title":"Understanding SAGD Producer Wellbore/Reservoir Damage Using Numerical Simulation","year":2005,"lang":"en","type":"article","venue":"Canadian International Petroleum Conference","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Husky Energy (Canada)","funders":"","keywords":"Wellbore; Petroleum engineering; Reservoir simulation; Geology; Computer science","score_opus":0.055497561205700915,"score_gpt":0.26285259649464976,"score_spread":0.20735503528894883,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2012074367","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7061843,0.00008253488,0.22361657,0.003628206,0.0008376422,0.00010775584,0.000071645445,0.00023700156,0.06523432],"genre_scores_gemma":[0.99783766,0.00001331168,0.0005679071,0.00012977413,0.00049301237,0.000005299309,0.000054151235,0.00003197634,0.00086688],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9987978,0.00002434843,0.0002494505,0.00025767405,0.00029900266,0.000371724],"domain_scores_gemma":[0.9992451,0.00004683944,0.000038783648,0.0002356472,0.000096866024,0.0003367293],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00011952482,0.00017992027,0.0001621693,0.00041407984,0.00013639008,0.0001746519,0.00035559473,0.00009714191,0.0013719958],"category_scores_gemma":[0.000068383924,0.00019063997,0.00007958716,0.00016947456,0.000042074662,0.0003269413,0.000025585327,0.0002623487,0.00012107954],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000033996541,0.0000062475333,0.0013677788,0.0000081972385,0.00008217567,0.000012555134,0.00011310537,0.9969124,0.00014356649,0.00044654054,0.0007396668,0.00016435074],"study_design_scores_gemma":[0.0001539475,0.0000054005163,0.0013230181,0.000032649124,0.000017706137,0.000004504674,0.000072311464,0.9534542,0.00020004944,0.00014721659,0.044375807,0.00021317136],"about_ca_topic_score_codex":0.008086141,"about_ca_topic_score_gemma":0.035557624,"teacher_disagreement_score":0.29165336,"about_ca_system_score_codex":0.0015783885,"about_ca_system_score_gemma":0.0001923173,"threshold_uncertainty_score":0.99954087},"labels":[],"label_agreement":null},{"id":"W2012094391","doi":"10.2118/146443-ms","title":"A Practical Numerical Model to Optimize the Productivity of Multistage Fractured Horizontal Wells in the Cardium Tight Oil Resource","year":2011,"lang":"en","type":"article","venue":"Canadian Unconventional Resources Conference","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":17,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Penn West Exploration (Canada)","funders":"","keywords":"Petroleum engineering; Tight oil; Fracture (geology); Geology; Completion (oil and gas wells); Directional drilling; Drainage; Tight gas; Productivity; Oil in place; Stage (stratigraphy); Resource (disambiguation); Geotechnical engineering; Petroleum; Drilling; Hydraulic fracturing; Computer science; Engineering; Mechanical engineering","score_opus":0.037482289675625544,"score_gpt":0.23886076288755814,"score_spread":0.20137847321193258,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2012094391","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7561625,0.0008662304,0.07757312,0.015953587,0.0004888791,0.0010264175,0.0003785459,0.00018365202,0.14736706],"genre_scores_gemma":[0.9972525,0.000009921228,0.0014620849,0.00026314435,0.000087987246,0.000054860833,0.000015185058,0.00002148651,0.00083283166],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9983195,0.00018888766,0.0003225717,0.00030712917,0.0004353678,0.000426563],"domain_scores_gemma":[0.99885166,0.00018267609,0.000060767157,0.0005156879,0.000084749394,0.0003044818],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000574452,0.00020850693,0.00027896094,0.00019198937,0.00012638238,0.000049833827,0.0005640384,0.000120027034,0.00024493338],"category_scores_gemma":[0.00024703532,0.00013740045,0.00016202162,0.0003784762,0.0001553506,0.00009233409,0.000042272462,0.00052983424,0.000025639416],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00022279657,0.00024582332,0.0018699715,0.00018056249,0.00047129218,0.0003407935,0.028485745,0.9407164,0.00036063616,0.003114058,0.017852005,0.006139956],"study_design_scores_gemma":[0.0008649463,0.00014278092,0.02396734,0.00019112059,0.00020034375,0.00008796166,0.003316987,0.69310945,0.001895992,0.00066595257,0.27463582,0.00092130917],"about_ca_topic_score_codex":0.032254368,"about_ca_topic_score_gemma":0.032981604,"teacher_disagreement_score":0.2567838,"about_ca_system_score_codex":0.00014521761,"about_ca_system_score_gemma":0.0002759457,"threshold_uncertainty_score":0.98466396},"labels":[],"label_agreement":null},{"id":"W2012112959","doi":"10.2118/65484-ms","title":"Material-Balance Method for Production Rejuvenation With Horizontal Wells","year":2000,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Aquifer; Material balance; Geology; Petroleum engineering; Water balance; Specific storage; Aquifer test; Geotechnical engineering; Groundwater; Environmental science; Engineering; Process engineering","score_opus":0.004332302302196866,"score_gpt":0.2171612802222946,"score_spread":0.21282897792009775,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2012112959","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.5176484,0.000066578,0.44958556,0.0014293223,0.0005067627,0.00047447524,0.000014534041,0.00091284,0.029361563],"genre_scores_gemma":[0.9494278,0.0000405638,0.04142524,0.000025254314,0.0002662275,0.00004639624,0.000032702636,0.000024477386,0.008711339],"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99955136,0.000011044171,0.00009737752,0.00013359805,0.000080368816,0.00012626885],"domain_scores_gemma":[0.99980205,0.000010392949,0.000009543918,0.00013029327,0.000020044869,0.00002764929],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00011548658,0.00008006801,0.000103379505,0.000037860733,0.000042727388,0.000022756356,0.000048089154,0.00003924898,0.0004892758],"category_scores_gemma":[0.0000048012134,0.000057864087,0.000031943146,0.00009630452,0.000008810222,0.000096500335,0.0000017792652,0.000038617094,0.000031467203],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00006778577,0.00002195278,0.00004040253,0.00008802411,0.00010957414,0.0000014547809,0.00014406328,0.9357445,0.012047884,0.000019493798,0.008614612,0.043100256],"study_design_scores_gemma":[0.00042027322,0.00012266837,0.0005103111,0.000038094913,0.00007636818,0.000023033344,0.00006763491,0.31423873,0.49389488,0.00015299553,0.19011104,0.00034395416],"about_ca_topic_score_codex":0.00006819807,"about_ca_topic_score_gemma":0.000033436627,"teacher_disagreement_score":0.62150574,"about_ca_system_score_codex":0.000030446468,"about_ca_system_score_gemma":0.000004082407,"threshold_uncertainty_score":0.5357227},"labels":[],"label_agreement":null},{"id":"W2012300322","doi":"10.2118/151979-ms","title":"Investigation of Horizontal Well Fracture Extension Pattern Based on Downhole Pressure Data","year":2012,"lang":"en","type":"article","venue":"SPE Hydraulic Fracturing Technology Conference","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Penn West Exploration (Canada)","funders":"","keywords":"Geology; Fracture (geology); Wellbore; Perpendicular; Stress (linguistics); Petroleum engineering; Geotechnical engineering; Geometry; Mathematics","score_opus":0.02105426533410883,"score_gpt":0.22951317166621943,"score_spread":0.2084589063321106,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2012300322","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7845639,0.0026627732,0.19389746,0.0065323957,0.0011555769,0.00072226557,0.00012605217,0.0027663936,0.00757322],"genre_scores_gemma":[0.9975645,0.00008021423,0.0015223882,0.00030461038,0.00020365047,0.000018033757,0.00019855615,0.00006298566,0.000045062123],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.997844,0.000060169707,0.0004764489,0.0005468143,0.0004328767,0.0006397016],"domain_scores_gemma":[0.9972406,0.000111569614,0.00018688245,0.002184409,0.00008549316,0.0001910569],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00034306903,0.000427945,0.00051938696,0.0005946014,0.00011483772,0.000036140435,0.0011673378,0.00065882585,0.00036675404],"category_scores_gemma":[0.00012929775,0.00037776743,0.00008222737,0.00045143373,0.00023504107,0.00041053284,0.00025701895,0.001026527,0.0001486414],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00010850527,0.00039954757,0.046510216,0.0011599325,0.0008952225,0.00007355353,0.00094122574,0.8206055,0.04596507,0.00012463098,0.01564969,0.06756689],"study_design_scores_gemma":[0.0007559614,0.00015378329,0.019950312,0.00046004707,0.00026840094,0.000020243975,0.00010792196,0.5531602,0.36505315,0.00053262105,0.058700997,0.00083638256],"about_ca_topic_score_codex":0.00013682536,"about_ca_topic_score_gemma":0.000028466275,"teacher_disagreement_score":0.31908807,"about_ca_system_score_codex":0.0000513905,"about_ca_system_score_gemma":0.00004789221,"threshold_uncertainty_score":0.99986744},"labels":[],"label_agreement":null},{"id":"W2012431401","doi":"10.2118/144590-ms","title":"Petrophysics of Triple Porosity Tight Gas Reservoirs with a Link to Gas Productivity","year":2011,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":10,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Calgary","funders":"Natural Sciences and Engineering Research Council of Canada; Alberta Innovates","keywords":"Petrophysics; Petrography; Porosity; Geology; Tight gas; Effective porosity; Reservoir modeling; Natural gas field; Sedimentary rock; Petrology; Natural gas; Mineralogy; Petroleum engineering; Hydraulic fracturing; Geochemistry; Geotechnical engineering","score_opus":0.012641844218356684,"score_gpt":0.19241430090316508,"score_spread":0.1797724566848084,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2012431401","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.95262194,0.000049351962,0.01936632,0.00042755625,0.00011004211,0.00017944253,0.000005394557,0.00025467778,0.02698527],"genre_scores_gemma":[0.992598,0.000015753549,0.0053502577,0.0000140882585,0.00011585381,0.000012782169,0.00000383762,0.000030604908,0.0018587996],"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99903136,0.00002561347,0.000192014,0.00024163672,0.00024018272,0.000269172],"domain_scores_gemma":[0.9991379,0.0000137453335,0.00003395195,0.0005786085,0.00008985622,0.00014597402],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00014939538,0.00016797964,0.0002984845,0.00011914835,0.000049447324,0.000011662857,0.0002208245,0.000057649697,0.00016260782],"category_scores_gemma":[0.000030441783,0.00012010624,0.00008971642,0.0004730743,0.000043977925,0.00012506459,0.00004998691,0.00017876628,0.000046226323],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0011141837,0.0016092823,0.030120354,0.0017759334,0.0030713123,0.0002005489,0.016139058,0.8181852,0.06888971,0.0006096537,0.02996312,0.028321633],"study_design_scores_gemma":[0.0007900458,0.0006058296,0.03005279,0.0001134853,0.0002510396,0.000012639459,0.00017825716,0.018927401,0.9390023,0.0005313874,0.008725079,0.0008097559],"about_ca_topic_score_codex":0.00080645963,"about_ca_topic_score_gemma":0.0004036249,"teacher_disagreement_score":0.8701126,"about_ca_system_score_codex":0.00003805096,"about_ca_system_score_gemma":0.00002091566,"threshold_uncertainty_score":0.48977903},"labels":[],"label_agreement":null},{"id":"W2012696952","doi":"10.2118/167249-ms","title":"Thermo-Poro-Mechanical Analysis of the Effects of Low-Temperature CO2 Injection on Caprock Integrity","year":2013,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Alberta Innovates","funders":"Alberta Innovates - Technology Futures","keywords":"Caprock; Geomechanics; Geology; Petroleum engineering; Aquifer; Geotechnical engineering; Petrology; Groundwater","score_opus":0.003141394449328937,"score_gpt":0.19229505707671526,"score_spread":0.18915366262738634,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2012696952","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9979019,0.000056758672,0.00041155497,0.00007420143,0.00016750673,0.00014293536,0.0000022962233,0.00006664834,0.0011761835],"genre_scores_gemma":[0.99941134,0.000021233616,0.000027308019,0.000040541865,0.000029183107,0.000013711179,0.00000434358,0.000012074329,0.00044027224],"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99922943,0.000047214806,0.0002345158,0.0001345734,0.0002227896,0.00013149295],"domain_scores_gemma":[0.999293,0.00013745253,0.000049881415,0.00039957103,0.00007533682,0.00004472035],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00009546798,0.00013005508,0.00033370123,0.0001730458,0.00003469324,0.000012892754,0.00019330646,0.00016738864,0.0002263398],"category_scores_gemma":[0.00010469862,0.00007094048,0.0003361027,0.00087137753,0.000028550383,0.00004785365,0.000029429764,0.00035031358,0.000011706322],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000009879083,0.0001431171,0.0011963777,0.0004518567,0.0028331026,9.1189236e-7,0.0003912118,0.55654794,0.43528354,0.00008915905,0.0019800928,0.001072826],"study_design_scores_gemma":[0.0001719106,0.00007730325,0.034120623,0.000094230134,0.00061851915,6.2365484e-7,0.000096453325,0.11762557,0.8469593,0.000076620956,0.000024088351,0.00013476057],"about_ca_topic_score_codex":0.00076351856,"about_ca_topic_score_gemma":0.0001959424,"teacher_disagreement_score":0.43892235,"about_ca_system_score_codex":0.000035822748,"about_ca_system_score_gemma":0.000008805859,"threshold_uncertainty_score":0.28928688},"labels":[],"label_agreement":null},{"id":"W2012974842","doi":"10.3997/2214-4609.201401480","title":"Identifying Gas Channel Sweet Spots through Multi-Component Seismic Interpretation","year":2007,"lang":"en","type":"article","venue":"69th EAGE Conference and Exhibition incorporating SPE EUROPEC 2007","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Geology; Permeability (electromagnetism); Channel (broadcasting); Component (thermodynamics); Cretaceous; Porosity; Drilling; Fluvial; Natural gas field; Petrology; Petroleum engineering; Structural basin; Paleontology; Natural gas; Geotechnical engineering; Computer science; Engineering; Telecommunications; Chemistry","score_opus":0.03034605147144583,"score_gpt":0.2598683059577597,"score_spread":0.2295222544863139,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2012974842","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.29059672,0.0002737233,0.6966031,0.000085836524,0.000521172,0.00015293951,0.000008705597,0.0003211585,0.0114366105],"genre_scores_gemma":[0.99357426,0.00022976723,0.0050744535,0.00019960653,0.00031414075,0.0000067835986,0.00010116351,0.00005025215,0.00044955968],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99828583,0.00006733812,0.0005895027,0.00038253883,0.00027131778,0.00040344743],"domain_scores_gemma":[0.9992131,0.000073416035,0.0001752602,0.0002588606,0.00012974805,0.00014964177],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00059936574,0.00030069915,0.00030424862,0.00021538664,0.00023156522,0.00020570659,0.00015767629,0.0001207411,0.00012521],"category_scores_gemma":[0.000062062485,0.0002933627,0.00009025924,0.00028249706,0.00009562255,0.0005003799,0.00006898663,0.00039394258,0.00021775045],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00028375816,0.0005248227,0.0034145059,0.0019826798,0.0006767896,0.0016200228,0.027585473,0.7762409,0.087141566,0.0012534457,0.0063418704,0.09293419],"study_design_scores_gemma":[0.0011517159,0.000088584115,0.006542027,0.0009033347,0.00009986277,0.00007771658,0.001960741,0.95869786,0.025643036,0.0014115552,0.0024964183,0.0009271624],"about_ca_topic_score_codex":0.00014913839,"about_ca_topic_score_gemma":0.0000678701,"teacher_disagreement_score":0.70297754,"about_ca_system_score_codex":0.000065097935,"about_ca_system_score_gemma":0.00001807025,"threshold_uncertainty_score":0.99995184},"labels":[],"label_agreement":null},{"id":"W2013019021","doi":"10.2118/167477-pa","title":"Semiquantitative Applications of Downhole-Temperature Data in Subsurface Surveillance","year":2014,"lang":"en","type":"article","venue":"SPE Production & Operations","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Impact","funders":"China University of Petroleum, Beijing; University of Oklahoma","keywords":"Subsea; Petroleum engineering; Environmental science; Data logger; Geology; Remote sensing; Geotechnical engineering; Computer science","score_opus":0.011836140388903536,"score_gpt":0.25482888287214006,"score_spread":0.24299274248323652,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2013019021","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.5356611,0.0019125381,0.44041032,0.009086735,0.000994667,0.0013767744,0.00029850396,0.0006133309,0.009646021],"genre_scores_gemma":[0.98464817,0.00020837013,0.013934755,0.000011020855,0.00016320309,0.00004078364,0.00031000155,0.000015778029,0.00066793774],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9991504,0.000065974236,0.00025601554,0.00028034,0.00012484757,0.00012243315],"domain_scores_gemma":[0.9990082,0.000026059817,0.000022173961,0.00079913886,0.000110053734,0.000034400873],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003833764,0.000102296275,0.00016751206,0.00012820157,0.00008248359,0.00003106389,0.00023803115,0.000058752645,0.0000551348],"category_scores_gemma":[0.0001132876,0.00009581741,0.000021523414,0.0006145315,0.000044454406,0.00024592265,0.000035767705,0.00018599773,0.000036005986],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000013684734,0.000030437219,0.00085510104,0.000036567148,0.000023585711,8.578235e-8,0.00030828075,0.98368335,0.013439683,0.000109475026,0.0009582925,0.00055377115],"study_design_scores_gemma":[0.0004620503,0.000042086358,0.010096741,0.00007780311,0.000051987325,0.000009458134,0.0007707927,0.85127324,0.04983028,0.00018655889,0.08658135,0.00061762886],"about_ca_topic_score_codex":0.00009228275,"about_ca_topic_score_gemma":0.0016052193,"teacher_disagreement_score":0.44898704,"about_ca_system_score_codex":0.000025239935,"about_ca_system_score_gemma":0.000021084052,"threshold_uncertainty_score":0.39073205},"labels":[],"label_agreement":null},{"id":"W2013288320","doi":"10.2118/140556-ms","title":"Integration of Production Analysis and Rate-Time Analysis via Parametric Correlations — Theoretical Considerations and Practical Applications","year":2011,"lang":"en","type":"article","venue":"SPE Hydraulic Fracturing Technology Conference","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":33,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Apache (Canada)","funders":"","keywords":"Parametric statistics; Production (economics); Unconventional oil; Tight gas; Uniqueness; Production rate; Computer science; Permeability (electromagnetism); Work (physics); Volumetric flow rate; Parametric model; Petroleum engineering; Econometrics; Oil shale; Mathematical optimization; Statistics; Mathematics; Geology; Mechanics; Hydraulic fracturing; Process engineering; Chemistry; Thermodynamics; Engineering; Economics","score_opus":0.014373868706459767,"score_gpt":0.2384486673803633,"score_spread":0.22407479867390354,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2013288320","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.30655122,0.000179039,0.68981916,0.0011318306,0.000034060948,0.00029087352,0.000008708043,0.00040748774,0.0015776462],"genre_scores_gemma":[0.97931725,0.0002324125,0.02023856,0.000019573246,0.000021629607,0.00008694525,0.000036577552,0.000017519238,0.000029515422],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9984953,0.000085197666,0.0005205287,0.0004811435,0.00015972076,0.00025812662],"domain_scores_gemma":[0.99861467,0.00030204133,0.00016549806,0.0006071148,0.00019833098,0.00011236191],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00032928883,0.00025118623,0.00058068545,0.0025070522,0.00018829027,0.00004765528,0.00011145298,0.00034476566,0.0005453523],"category_scores_gemma":[0.00051006884,0.00023140562,0.00013545749,0.0035897759,0.000786408,0.00022462418,0.00007533508,0.0005063509,0.000019041963],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00017189092,0.0016064243,0.059741095,0.00045717545,0.04717931,0.00010999602,0.0062179808,0.5411643,0.053211745,0.2266383,0.00039123688,0.06311056],"study_design_scores_gemma":[0.00022916163,0.00006871459,0.05301246,0.000024563298,0.008466696,0.00006155309,0.00022254532,0.80221283,0.05692257,0.078179546,0.000091722344,0.0005076274],"about_ca_topic_score_codex":0.00009652296,"about_ca_topic_score_gemma":0.00013787368,"teacher_disagreement_score":0.67276603,"about_ca_system_score_codex":0.000036920384,"about_ca_system_score_gemma":0.000033134947,"threshold_uncertainty_score":0.9436447},"labels":[],"label_agreement":null},{"id":"W2013425440","doi":"10.2118/168982-ms","title":"Immediate Gas Production from Shale Gas Wells: A Two-Phase Flowback Model","year":2014,"lang":"en","type":"article","venue":"SPE Unconventional Resources Conference","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":54,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Nexen (Canada); University of Alberta","funders":"","keywords":"Petroleum engineering; Shale gas; Tight gas; Oil shale; Hydraulic fracturing; Fracture (geology); Natural gas; Geology; Permeability (electromagnetism); Compressibility; Reservoir simulation; Reservoir engineering; Relative permeability; Mechanics; Geotechnical engineering; Chemistry; Petroleum; Porosity; Engineering; Waste management","score_opus":0.015664518456408816,"score_gpt":0.24122950621784905,"score_spread":0.22556498776144024,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2013425440","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.91396874,0.0002710307,0.06977148,0.0008360821,0.00046560404,0.00013663701,0.000047927046,0.00030266802,0.0141998045],"genre_scores_gemma":[0.9944719,0.0001385559,0.0015415135,0.00005652128,0.00072184316,0.000024710149,0.00018630587,0.000038628696,0.0028199903],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99825466,0.00007036979,0.00038083585,0.00045163112,0.0004796702,0.00036284706],"domain_scores_gemma":[0.9990883,0.00007668634,0.00008035755,0.00043304608,0.00012047588,0.00020114993],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002864546,0.00026697462,0.00030517858,0.00015582867,0.0001265529,0.00010707034,0.00032529526,0.000104898216,0.0011610499],"category_scores_gemma":[0.00012027533,0.00024943016,0.00019836328,0.00019103581,0.00010290204,0.00017271732,0.00005925296,0.00030840037,0.0005535946],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000049053,0.00011176442,0.00021967321,0.00006697203,0.0001807831,0.000007990937,0.00055483624,0.9786667,0.0052218186,0.00032768794,0.0020266494,0.012566024],"study_design_scores_gemma":[0.0009061479,0.00003224433,0.00012274664,0.00010247838,0.00007330112,0.000004473597,0.00006836333,0.96562576,0.005204066,0.012373775,0.0151834935,0.00030315848],"about_ca_topic_score_codex":0.0002510873,"about_ca_topic_score_gemma":0.00018328287,"teacher_disagreement_score":0.08050317,"about_ca_system_score_codex":0.00006616548,"about_ca_system_score_gemma":0.000038216138,"threshold_uncertainty_score":0.99999577},"labels":[],"label_agreement":null},{"id":"W2013592973","doi":"10.2118/05-12-03","title":"Design and Performance of a Water Disposal Well Stimulation Treatment in a High Porosity and Permeability Sand","year":2005,"lang":"en","type":"article","venue":"Journal of Canadian Petroleum Technology","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Nexen (Canada); University of Calgary","funders":"","keywords":"Well stimulation; Injection well; Petroleum engineering; Permeability (electromagnetism); Water well; Injector; Produced water; Water injection (oil production); Environmental science; Geotechnical engineering; Geology; Waste management; Reservoir engineering; Petroleum; Engineering; Groundwater; Chemistry","score_opus":0.004499761754085327,"score_gpt":0.18254489806871604,"score_spread":0.1780451363146307,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2013592973","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9978816,0.00040128603,0.00047976978,0.0011164792,0.000020940799,0.000039145703,0.0000019306033,0.000010202409,0.000048633312],"genre_scores_gemma":[0.998602,0.00036044346,0.0009804202,0.0000068068157,0.000020771891,0.0000016143917,7.8778476e-7,0.0000068754603,0.000020284524],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9994094,0.00001835738,0.00025394713,0.00007333839,0.00006306982,0.00018190354],"domain_scores_gemma":[0.9997211,0.00001789726,0.000040357172,0.00009324585,0.000026002885,0.00010140948],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00017227461,0.000088611225,0.0002464726,0.0011106622,0.000028896788,0.00000771236,0.000060108596,0.000119135126,0.00001903432],"category_scores_gemma":[0.0000078246,0.00006327302,0.000025155254,0.00013894006,0.00006244603,0.0000899303,0.0000071581017,0.00015147618,7.938404e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00006140707,0.000032121585,0.12282267,0.000039730076,0.00008126371,0.00003037837,0.00036054166,0.86142254,0.004186781,0.0000043126397,0.000026560969,0.010931718],"study_design_scores_gemma":[0.0026422066,0.0012483437,0.32836068,0.000086564774,0.00014805199,0.00031254583,0.0001114697,0.58570147,0.07705776,0.00019144095,0.003844215,0.00029527693],"about_ca_topic_score_codex":0.0047974885,"about_ca_topic_score_gemma":0.026485696,"teacher_disagreement_score":0.27572104,"about_ca_system_score_codex":0.00022584629,"about_ca_system_score_gemma":0.0000438433,"threshold_uncertainty_score":0.9912784},"labels":[],"label_agreement":null},{"id":"W2013714813","doi":"10.2118/129250-ms","title":"Numerical Modelling of Geomechanical Effects During Steam Injection in Sagd Heavy Oil Recovery","year":2010,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":8,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Geomechanics; Steam injection; Petroleum engineering; Geology; Oil field; Permeability (electromagnetism); Fluid dynamics; Geotechnical engineering; Effective stress; Hydraulic fracturing; Flow (mathematics); Reservoir simulation; Enhanced oil recovery; Mechanics","score_opus":0.005417934404577417,"score_gpt":0.19157364332956014,"score_spread":0.18615570892498273,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2013714813","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.91969085,0.000056934914,0.0769867,0.000016216454,0.00033020446,0.000030525225,4.2028768e-7,0.0001532434,0.0027349314],"genre_scores_gemma":[0.99839455,0.000069749236,0.0011523379,0.000006904909,0.0000936269,0.000008937244,0.000001985625,0.00002448038,0.00024745057],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9991452,0.000019695814,0.0002735249,0.00016850515,0.00015539367,0.00023766005],"domain_scores_gemma":[0.99958766,0.000076835604,0.00002344915,0.00021973813,0.000016248647,0.00007609254],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00016487468,0.00012608198,0.00026024014,0.00020376715,0.000029066856,0.000012882406,0.00010274688,0.00016235617,0.000060508504],"category_scores_gemma":[0.000032068914,0.000112825524,0.00011005315,0.00028547665,0.000011622389,0.000111934336,0.000022391545,0.00047442035,0.000018202203],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000017278488,0.000036758596,0.00018288086,0.00019566502,0.000031816628,0.000005716497,0.000046020876,0.9861137,0.0108290445,0.000006044786,0.000009111831,0.0025259594],"study_design_scores_gemma":[0.0002712043,0.000032337062,0.00042030503,0.00005119134,0.000012778751,0.0000085555175,0.000016160593,0.8746003,0.12431912,0.000082127655,0.000041445197,0.00014446584],"about_ca_topic_score_codex":0.0006143118,"about_ca_topic_score_gemma":0.00016331651,"teacher_disagreement_score":0.11349008,"about_ca_system_score_codex":0.00005030118,"about_ca_system_score_gemma":0.000010076238,"threshold_uncertainty_score":0.46008915},"labels":[],"label_agreement":null},{"id":"W2013740591","doi":"10.2118/134143-ms","title":"Increasing Lazy Gas Well Production: A Field Wide Case History in Northern Alberta","year":2010,"lang":"en","type":"article","venue":"Canadian Unconventional Resources and International Petroleum Conference","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Petroleum engineering; Produced water; Environmental science; Asphaltene; Precipitation; Production (economics); Materials science; Geology; Chemical engineering; Engineering","score_opus":0.008455749688807546,"score_gpt":0.19578125471988617,"score_spread":0.18732550503107862,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2013740591","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.94928354,0.00022523207,0.000046251862,0.00255377,0.00079027115,0.000040058698,0.0000072036737,0.000024056964,0.047029637],"genre_scores_gemma":[0.9935515,0.000045842433,0.00005998429,0.00021902662,0.00025561478,0.000013130516,0.000027313203,0.0000148768,0.005812697],"study_design_codex":"observational","study_design_gemma":"not_applicable","domain_scores_codex":[0.9991314,0.000024488074,0.00022345348,0.00023998957,0.0001560915,0.0002246217],"domain_scores_gemma":[0.99934536,0.00011866721,0.000037513557,0.00014703565,0.00009016266,0.00026123557],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00018089577,0.00014084255,0.00013377397,0.00034997036,0.00007199607,0.000064317,0.00017510391,0.00009763465,0.0015863267],"category_scores_gemma":[0.00024166006,0.00014626609,0.000064126514,0.00006564755,0.00007057911,0.00014363664,0.00002229036,0.00039154556,0.00003744876],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00016300476,0.00014483313,0.83645934,0.00024116106,0.0007347791,0.003349141,0.0030029393,0.11186243,0.001935656,0.003981643,0.023104442,0.015020636],"study_design_scores_gemma":[0.00038258257,0.000024714449,0.015566174,0.00009766767,0.000023012946,0.0014953613,0.0002745106,0.08180442,0.0000762141,0.00046389468,0.89943385,0.00035756905],"about_ca_topic_score_codex":0.1958254,"about_ca_topic_score_gemma":0.92841893,"teacher_disagreement_score":0.8763294,"about_ca_system_score_codex":0.0002627543,"about_ca_system_score_gemma":0.00014455663,"threshold_uncertainty_score":0.99932635},"labels":[],"label_agreement":null},{"id":"W2013796587","doi":"10.2118/141352-ms","title":"Determining Microbial Activities in Samples from the Shale Gas Field Compromising Water Reuse and Disposal","year":2011,"lang":"en","type":"article","venue":"SPE International Symposium on Oilfield Chemistry","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"Natural Sciences and Engineering Research Council of Canada; Baker Hughes","keywords":"Guar gum; Chemistry; Sulfate; Sulfate-reducing bacteria; Food science; Fermentation; Bacteria; Environmental chemistry; Biology; Organic chemistry","score_opus":0.010858106735911314,"score_gpt":0.20155407409188258,"score_spread":0.19069596735597127,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2013796587","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.984437,0.000025999738,0.00012235779,0.0015115505,0.00020144899,0.000023273551,0.000012230726,0.000044338674,0.013621804],"genre_scores_gemma":[0.99890906,0.00007732627,0.0003024626,0.00014556604,0.0002688035,0.0000057306506,0.000022802587,0.000013549288,0.00025471544],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9993901,0.000008863653,0.00016738972,0.00016803107,0.00011256946,0.00015301067],"domain_scores_gemma":[0.99954474,0.00016771398,0.000020328882,0.00022254603,0.000009780962,0.00003487888],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000053558124,0.00012469935,0.00011579094,0.000018554201,0.000043874654,0.000056351524,0.0003322255,0.00009524882,0.0004960515],"category_scores_gemma":[0.000028475435,0.000087484485,0.000052097323,0.000019970048,0.000030145378,0.000054648375,0.00010026568,0.0002510058,0.000005668194],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00010188957,0.00007398112,0.01649696,0.0000588431,0.00024712924,0.000071278395,0.006144576,0.0055989153,0.9670855,0.0000067078145,0.0009866101,0.0031275996],"study_design_scores_gemma":[0.00022620702,0.000009036963,0.0008818423,0.000101524754,0.000012827039,0.000008403918,0.00018806334,0.0043280623,0.99314576,0.00020558242,0.0007485964,0.00014411274],"about_ca_topic_score_codex":0.00050015684,"about_ca_topic_score_gemma":0.000100102865,"teacher_disagreement_score":0.026060231,"about_ca_system_score_codex":0.000031052583,"about_ca_system_score_gemma":0.0000040988048,"threshold_uncertainty_score":0.5431416},"labels":[],"label_agreement":null},{"id":"W2013860004","doi":"10.2118/2006-148","title":"Maintaining Hydraulic Integrity of Structural Shale Around a Thermal Well Under Steam Stimulation","year":2006,"lang":"en","type":"article","venue":"Canadian International Petroleum Conference","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Oil shale; Petroleum engineering; Hydraulic fracturing; Geology; Thermal hydraulics; Steam injection; Environmental science; Heat transfer","score_opus":0.012048179034168584,"score_gpt":0.22372752009524208,"score_spread":0.2116793410610735,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2013860004","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9239105,0.00007591904,0.0041156486,0.00037218447,0.00034257083,0.000043505348,0.00005007986,0.00006208868,0.07102752],"genre_scores_gemma":[0.99844867,0.000005193116,0.00014156058,0.000056517212,0.00026125304,0.0000060557586,0.0001402848,0.000020706237,0.0009197452],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9989208,0.00002604734,0.00030740394,0.00019045988,0.00026488307,0.00029038274],"domain_scores_gemma":[0.9994086,0.00004979668,0.000063437685,0.00018536112,0.00013714365,0.00015568145],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00010189578,0.000170021,0.00019019892,0.00033717343,0.000067767214,0.000079939695,0.0003391731,0.00010816653,0.0011657027],"category_scores_gemma":[0.000019469962,0.00016981381,0.000094854666,0.00010771737,0.00006932911,0.00018347138,0.000020844458,0.00031001316,0.000040198862],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000005696021,0.000004936695,0.01466324,0.000010766375,0.00008273935,0.000009303033,0.000047585105,0.9820133,0.00060004194,0.0020974383,0.00020246151,0.00026250843],"study_design_scores_gemma":[0.00028559612,0.0000149008465,0.117140345,0.000043074695,0.000021861015,0.000008271616,0.00017686756,0.8775304,0.000849764,0.0014393507,0.0022796476,0.00020993467],"about_ca_topic_score_codex":0.09030986,"about_ca_topic_score_gemma":0.09425662,"teacher_disagreement_score":0.1044829,"about_ca_system_score_codex":0.0004193837,"about_ca_system_score_gemma":0.00016945606,"threshold_uncertainty_score":0.9997474},"labels":[],"label_agreement":null},{"id":"W2013944451","doi":"10.2118/86512-ms","title":"Application and Performance of Single-Trip, Multi-zone, High-Rate Water Packs in a Mature Low-Pressure, Low-Temperature Gas Field","year":2004,"lang":"en","type":"article","venue":"SPE International Symposium and Exhibition on Formation Damage Control","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"ConocoPhillips (Canada)","funders":"","keywords":"Petroleum engineering; Permeability (electromagnetism); Limiting; Natural gas field; Geology; Completion (oil and gas wells); Volumetric flow rate; Geotechnical engineering; Environmental science; Engineering; Natural gas; Mechanical engineering; Mechanics; Waste management","score_opus":0.002785732994207633,"score_gpt":0.1852550038571132,"score_spread":0.18246927086290554,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2013944451","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.98510593,0.000069796435,0.0115715405,0.0023187285,0.00014508021,0.0002315526,0.00004754154,0.0000622334,0.00044756927],"genre_scores_gemma":[0.99885726,0.00034852096,0.000122068115,0.00024268484,0.000087427,0.00003374982,0.00021199309,0.000014093965,0.00008220537],"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9991402,0.000024386201,0.0003367421,0.00016211576,0.00018277565,0.00015375824],"domain_scores_gemma":[0.99962336,0.00002767959,0.00006783606,0.00013240437,0.000093233866,0.000055484616],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00014691608,0.00015924704,0.00018788944,0.00019625665,0.00005648199,0.00007490687,0.00009391121,0.0001524992,0.000025116738],"category_scores_gemma":[0.0000125127235,0.00012768684,0.000045470333,0.00008686851,0.000025177407,0.000509288,0.00001952064,0.00020638044,0.000012908883],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00023116154,0.00012315072,0.00029396638,0.00030180978,0.000078483994,0.0000043936784,0.00061888015,0.5691754,0.4278293,0.0002253041,0.00008795404,0.0010301595],"study_design_scores_gemma":[0.005189007,0.00018640941,0.0053399936,0.00048924953,0.000049218954,0.000015222417,0.00010667486,0.35647982,0.6307646,0.00021266777,0.0008287376,0.00033838593],"about_ca_topic_score_codex":0.00005594426,"about_ca_topic_score_gemma":0.00004813444,"teacher_disagreement_score":0.2126956,"about_ca_system_score_codex":0.0000551505,"about_ca_system_score_gemma":0.000004403721,"threshold_uncertainty_score":0.5206918},"labels":[],"label_agreement":null},{"id":"W2014705658","doi":"10.2118/65509-ms","title":"Fast-SAGD: Half the Wells and 30% Less Steam","year":2000,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":33,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Steaming; Petroleum engineering; Injector; Offset (computer science); Asphalt; Steam injection; Environmental science; Engineering; Process engineering; Computer science; Mechanical engineering; Materials science; Chemistry","score_opus":0.005661759200773522,"score_gpt":0.18842018641040226,"score_spread":0.18275842720962873,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2014705658","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.72742933,0.0011323923,0.001470826,0.0012235517,0.00007154839,0.00007043258,0.0000017431767,0.000284342,0.26831585],"genre_scores_gemma":[0.9784916,0.00049133936,0.00005775505,0.00013048289,0.00007955109,0.0000036715405,0.0000012338337,0.000013376717,0.020730997],"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","domain_scores_codex":[0.99954414,0.000014099754,0.00009526329,0.000095829506,0.00009364575,0.00015703177],"domain_scores_gemma":[0.9996951,0.000035513647,0.0000048412653,0.0002050439,0.0000057626553,0.00005371783],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00007705372,0.00008926526,0.00010129916,0.000024735273,0.00007244748,0.000043065415,0.000110950416,0.000043830416,0.002723467],"category_scores_gemma":[0.0000024325986,0.000051437695,0.000042221996,0.00007833852,0.000030202315,0.00004447064,0.0000122757065,0.00011700997,0.0003244246],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000024801718,0.000014562826,0.00018021614,0.00003379512,0.00013689327,0.000008125607,0.00049241603,0.8122277,0.00013567896,0.00002891878,0.011635207,0.17510398],"study_design_scores_gemma":[0.0003873772,0.000021351349,0.0037378687,0.000026961523,0.000083718856,0.000017616523,0.0007170055,0.31063738,0.005184863,0.00012726392,0.6786788,0.0003798032],"about_ca_topic_score_codex":0.0002925921,"about_ca_topic_score_gemma":0.00007139685,"teacher_disagreement_score":0.66704357,"about_ca_system_score_codex":0.000009050061,"about_ca_system_score_gemma":0.0000026871314,"threshold_uncertainty_score":0.9981882},"labels":[],"label_agreement":null},{"id":"W2014748746","doi":"10.1016/j.petrol.2015.01.001","title":"Modified Random Walk–Particle Tracking method to model early time behavior of EOR and sequestration of CO2 in naturally fractured oil reservoirs","year":2015,"lang":"en","type":"article","venue":"Journal of Petroleum Science and Engineering","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":12,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Petroleum engineering; Fracture (geology); Enhanced oil recovery; Permeability (electromagnetism); Matrix (chemical analysis); Carbon sequestration; Porous medium; Particle (ecology); Geotechnical engineering; Porosity; Reservoir simulation; Geology; Mechanics; Materials science; Chemistry; Carbon dioxide; Composite material","score_opus":0.015168188009155894,"score_gpt":0.25718565118615433,"score_spread":0.24201746317699843,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2014748746","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.967768,0.00032947405,0.03167327,0.00008078735,0.000052552794,0.000027314782,0.0000020282962,0.0000128624,0.000053675307],"genre_scores_gemma":[0.9890311,0.000030866868,0.010873125,0.0000047157178,0.000027841546,0.0000021007418,2.091936e-7,0.000010473574,0.00001959776],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9987232,0.000019619682,0.0004563303,0.00011112205,0.00048046725,0.0002092784],"domain_scores_gemma":[0.9993094,0.00006073847,0.000096414056,0.00010412925,0.00021800236,0.00021126596],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0017790202,0.00011156509,0.00034566427,0.0004141079,0.000024524923,0.00004915218,0.00017824228,0.000058708414,8.8286436e-7],"category_scores_gemma":[0.00024329335,0.000091979775,0.000047137677,0.00041452565,0.000043911896,0.00056560006,0.00002847461,0.00022190268,2.0888301e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000031278792,0.000009564152,0.00020182168,0.000030086447,0.000010125996,0.0000054297316,0.0008389715,0.70054156,0.29751456,0.000004096119,0.0000029942328,0.00080952625],"study_design_scores_gemma":[0.00072580425,0.00008015069,0.005083902,0.00010443799,0.000034851084,0.000016852528,0.00008490727,0.9268189,0.06693189,0.000016058431,0.000008548442,0.000093707815],"about_ca_topic_score_codex":0.00004662247,"about_ca_topic_score_gemma":0.0000058751493,"teacher_disagreement_score":0.23058267,"about_ca_system_score_codex":0.0000727433,"about_ca_system_score_gemma":0.00007053574,"threshold_uncertainty_score":0.37508264},"labels":[],"label_agreement":null},{"id":"W2014752362","doi":"10.3997/2214-4609.20131807","title":"Fracture Propagation Comparison in Two Analogous Shale Reservoirs - Eagle Ford and Vaca Muerta Shale Fracture Mechanisms","year":2013,"lang":"en","type":"article","venue":"Proceedings","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Hydraulic fracturing; Oil shale; Petroleum engineering; Eagle; Geology; Shale gas; Tight oil; Fracture (geology); Fossil fuel; Directional drilling; Geotechnical engineering; Engineering; Paleontology; Drilling; Waste management","score_opus":0.007904149620083263,"score_gpt":0.23401319961665498,"score_spread":0.22610904999657172,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2014752362","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.98534745,0.00064529,0.006415253,0.001535726,0.00008751184,0.00056626694,0.0000033405618,0.00038748214,0.005011669],"genre_scores_gemma":[0.996783,0.00006524109,0.0020846578,0.0002652583,0.00013427193,0.00012648095,0.000027951912,0.000061462284,0.00045166668],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.998312,0.000008603767,0.0004238439,0.0004195414,0.00033117132,0.0005048178],"domain_scores_gemma":[0.999326,0.000041514595,0.00009742499,0.00021954757,0.00012683442,0.00018869231],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00021279788,0.00032386166,0.00044074337,0.00030681994,0.00013333633,0.00022327842,0.00036358062,0.00022591886,0.00027739315],"category_scores_gemma":[0.00009652362,0.00027571747,0.000080145845,0.00045827872,0.000038320795,0.00066270557,0.00009856723,0.0006537759,0.000074375275],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00014101483,0.00068421406,0.21424039,0.0037411181,0.0008482654,0.00006487827,0.027478755,0.58731353,0.04499626,0.0005811905,0.10124929,0.018661093],"study_design_scores_gemma":[0.0012838606,0.00012824405,0.051721983,0.00027689445,0.0001027779,0.000028855691,0.0019553558,0.89022046,0.031268973,0.012029242,0.010036167,0.00094717595],"about_ca_topic_score_codex":0.0010764808,"about_ca_topic_score_gemma":0.00013176877,"teacher_disagreement_score":0.30290693,"about_ca_system_score_codex":0.00009733683,"about_ca_system_score_gemma":0.000010719359,"threshold_uncertainty_score":0.9999695},"labels":[],"label_agreement":null},{"id":"W2014811189","doi":"10.2523/iptc-11971-ms","title":"Characterization of Fracture Dynamic Parameters to Simulate Naturally Fractured Reservoirs","year":2008,"lang":"en","type":"article","venue":"International Petroleum Technology Conference","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":9,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Husky Energy (Canada)","funders":"","keywords":"Fracture (geology); Permeability (electromagnetism); Geology; Petroleum engineering; Porosity; Geotechnical engineering; Mechanics","score_opus":0.007498649906641104,"score_gpt":0.223530551282177,"score_spread":0.2160319013755359,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2014811189","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.93407285,0.000055000484,0.060135484,0.0041677584,0.00035612425,0.00008916068,0.00003411215,0.0004221312,0.00066735747],"genre_scores_gemma":[0.9978058,0.00015066106,0.0011623733,0.0001814495,0.000027228798,0.0000226602,0.0001046088,0.000028444838,0.0005167752],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99871165,0.000016791646,0.00038347283,0.00028730114,0.00033879484,0.00026197662],"domain_scores_gemma":[0.9991388,0.00004567424,0.00010723325,0.00038883786,0.00024232206,0.00007716214],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00006586024,0.00022239132,0.0003124286,0.0008098591,0.00006344168,0.000021281425,0.00076034514,0.0003201238,0.00013713336],"category_scores_gemma":[0.00013052872,0.00020771823,0.00010209155,0.000374347,0.00010279248,0.0001673854,0.000089605404,0.00048349105,0.000056691948],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000049160706,0.000047985795,0.0032620432,0.000025136887,0.0003591621,0.00005522421,0.00031563969,0.8078179,0.18640564,0.00008405595,0.00018661366,0.001391481],"study_design_scores_gemma":[0.00084579503,0.00014464023,0.055581193,0.00018241507,0.000055287615,0.00007680209,0.000092306094,0.73161745,0.18031052,0.0010126485,0.029337658,0.00074328395],"about_ca_topic_score_codex":0.00003307905,"about_ca_topic_score_gemma":0.00003877242,"teacher_disagreement_score":0.076200396,"about_ca_system_score_codex":0.00010141578,"about_ca_system_score_gemma":0.000033773966,"threshold_uncertainty_score":0.84705037},"labels":[],"label_agreement":null},{"id":"W2014842254","doi":"10.2118/164033-ms","title":"Interpretation of Reservoir Flow Regimes and Analysis of Welltest Data in Hydraulically Fractured Unconventional Oil and Gas Reservoirs","year":2013,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":8,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Husky Energy (Canada)","funders":"","keywords":"Petroleum engineering; Hydraulic fracturing; Unconventional oil; Geology; Reservoir modeling; Petroleum reservoir; Permeability (electromagnetism); Transient analysis; Reservoir engineering; Flow (mathematics); Wellbore; Fossil fuel; Fracture (geology); Volumetric flow rate; Reservoir simulation; Transient flow; Geotechnical engineering; Mechanics; Petroleum; Engineering; Geomorphology; Chemistry","score_opus":0.009736842025978286,"score_gpt":0.23419123019855223,"score_spread":0.22445438817257393,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2014842254","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.98589164,0.001164126,0.0061996807,0.0011669758,0.0000350969,0.000064278946,0.00004835551,0.00005349068,0.005376343],"genre_scores_gemma":[0.9953018,0.00084315136,0.0031981189,0.000022152079,0.000014179597,0.000008763514,0.00025412798,0.000015379397,0.0003423394],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9986138,0.00006784921,0.0005550673,0.0003134878,0.00027017161,0.00017962238],"domain_scores_gemma":[0.99877775,0.0002768561,0.000093603136,0.0006641991,0.000091605136,0.00009596405],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00038459388,0.00016034803,0.00050328614,0.0006471226,0.000023848188,0.000035069243,0.0003159127,0.000120126795,0.00032874505],"category_scores_gemma":[0.00021088679,0.00013275162,0.000085755855,0.00081075204,0.00011491996,0.0003869351,0.00018501849,0.00017250956,0.0000032816788],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000036,0.00007965861,0.027640352,0.00042332936,0.0017849441,0.000003833013,0.00076130143,0.94751084,0.0012900806,0.000022818955,0.0014898294,0.018957041],"study_design_scores_gemma":[0.00026355754,0.000020179068,0.06353477,0.000073579424,0.00029982347,9.403349e-7,0.0001377896,0.9343085,0.0006785602,0.00027272533,0.00028233088,0.00012721999],"about_ca_topic_score_codex":0.0014041412,"about_ca_topic_score_gemma":0.001748107,"teacher_disagreement_score":0.035894413,"about_ca_system_score_codex":0.000019414641,"about_ca_system_score_gemma":0.000015274856,"threshold_uncertainty_score":0.54134536},"labels":[],"label_agreement":null},{"id":"W2015224515","doi":"10.2118/2008-189","title":"Experimental Results of Polymer Flooding of Heavy Oil Reservoirs","year":2008,"lang":"en","type":"article","venue":"Canadian International Petroleum Conference","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":87,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Regina","funders":"Petroleum Technology Research Centre","keywords":"Petroleum engineering; Flooding (psychology); Water flooding; Polymer; Environmental science; Geology; Materials science; Composite material","score_opus":0.018220552335831412,"score_gpt":0.22757770486536746,"score_spread":0.20935715252953604,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2015224515","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9105368,0.00036630145,0.00010268444,0.00031483156,0.00031308108,0.000011423967,0.00014634701,0.000027833235,0.08818067],"genre_scores_gemma":[0.9964062,0.000082114864,0.000073916744,0.000020577763,0.0000759587,0.000005272775,0.000038023445,0.000014761552,0.0032831954],"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9989932,0.00001600139,0.00035160346,0.00015168496,0.00027534668,0.00021216241],"domain_scores_gemma":[0.99936163,0.00003534589,0.00006163223,0.00021766787,0.000117629956,0.00020606624],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0000758425,0.00011908821,0.00019883917,0.00036994068,0.00004830319,0.000011622696,0.0003751707,0.00006790964,0.00032407252],"category_scores_gemma":[0.000051900377,0.00012477153,0.000095735784,0.00011481375,0.00010557579,0.00010187359,0.00002373142,0.00013064359,0.000016275115],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0002249093,0.00013499436,0.0051073306,0.0001438503,0.0010426207,0.00022505145,0.0042147976,0.8773833,0.093674295,0.0016058786,0.015380175,0.0008627999],"study_design_scores_gemma":[0.0010733439,0.000060721308,0.002980865,0.00017905358,0.00001954276,0.00003914381,0.0005132625,0.12617028,0.85575885,0.00001795113,0.012845835,0.00034116147],"about_ca_topic_score_codex":0.05386891,"about_ca_topic_score_gemma":0.015700592,"teacher_disagreement_score":0.76208454,"about_ca_system_score_codex":0.00014898613,"about_ca_system_score_gemma":0.00018807329,"threshold_uncertainty_score":0.95243144},"labels":[],"label_agreement":null},{"id":"W2015299246","doi":"10.2118/03-12-04","title":"Semi-Analytical Solutions for the Effect of Well Shut-Down on Rock Stability","year":2003,"lang":"en","type":"article","venue":"Journal of Canadian Petroleum Technology","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":15,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Waterloo","funders":"","keywords":"Water hammer; Geomechanics; Instability; Mechanics; Pore water pressure; Context (archaeology); Geotechnical engineering; Shut down; Geology; Stress (linguistics); Petroleum engineering; Engineering; Physics","score_opus":0.008343751919408645,"score_gpt":0.21154695476784055,"score_spread":0.2032032028484319,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2015299246","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.89901227,0.0049729394,0.049579747,0.021441953,0.0013367439,0.00050246494,0.00009669515,0.00017341971,0.022883793],"genre_scores_gemma":[0.9996341,0.00007719291,0.000058817746,0.000029533585,0.000051561805,0.000007799642,6.6151654e-7,0.000017616681,0.00012274555],"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","domain_scores_codex":[0.99880975,0.000054807315,0.00041728804,0.000101609476,0.00016895999,0.00044758842],"domain_scores_gemma":[0.998868,0.00039361243,0.00010329136,0.0003544616,0.000089742425,0.00019088211],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00079871336,0.00014256194,0.00041566024,0.0012966607,0.00012938642,0.000012196092,0.0003385586,0.00022467291,0.00012807814],"category_scores_gemma":[0.0006203625,0.00009300972,0.00030846405,0.0005889019,0.000082193874,0.000035945675,0.000009416133,0.0005605891,0.000009577075],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00003143889,0.000019696621,0.0017686948,0.00006757515,0.0006649374,0.00002128633,0.000021488186,0.98471314,0.00039253267,0.0009953143,0.0103555,0.00094837724],"study_design_scores_gemma":[0.0019515028,0.0020195364,0.00095878955,0.00010106567,0.0010860349,0.00027658063,0.00033247846,0.27638993,0.041707903,0.00094553287,0.67381847,0.000412192],"about_ca_topic_score_codex":0.0008988494,"about_ca_topic_score_gemma":0.014848117,"teacher_disagreement_score":0.70832324,"about_ca_system_score_codex":0.00027636276,"about_ca_system_score_gemma":0.00014518846,"threshold_uncertainty_score":0.82855976},"labels":[],"label_agreement":null},{"id":"W2015303446","doi":"10.2118/113282-ms","title":"Automatic Fracture Network Model Update Using Smart Well Data and Artificial Neural Networks","year":2008,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Artificial neural network; Fracture (geology); Computer science; Correlation coefficient; Data mining; Approximation error; Process (computing); Artificial intelligence; Simulation; Machine learning; Engineering; Algorithm; Geotechnical engineering","score_opus":0.026172219628409443,"score_gpt":0.23466174914572036,"score_spread":0.20848952951731092,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2015303446","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.38323542,0.0010903451,0.61400074,0.00019452782,0.0002473769,0.0000835151,0.000005051003,0.0004508056,0.00069220236],"genre_scores_gemma":[0.99136096,0.00019836292,0.007293554,0.00036958762,0.000552328,0.0000016387748,0.00007483273,0.000042490166,0.00010622455],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99880093,0.00002872952,0.00028221426,0.00024966768,0.00016297167,0.00047545604],"domain_scores_gemma":[0.9991195,0.000041326264,0.000032712505,0.0006274241,0.000013189163,0.00016584228],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001750461,0.00021508081,0.00027816545,0.000057657595,0.00022841262,0.000054830238,0.0002781657,0.00014494045,0.00013354326],"category_scores_gemma":[0.00001054659,0.00017784517,0.000053273885,0.00020368925,0.000050287268,0.00031657654,0.0001516104,0.00031817378,0.000014470117],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000020838136,0.00000901492,0.0006131891,0.000016154238,0.00007131003,0.000011686592,0.000049659262,0.9802351,0.0000061394494,0.0000020226676,0.01818221,0.0008014173],"study_design_scores_gemma":[0.00007464436,0.0000031178165,0.00026032628,0.000011905912,0.0000694303,0.00003769259,0.000011425946,0.997225,0.00002255472,0.00004609574,0.0020126484,0.00022515966],"about_ca_topic_score_codex":0.000063874366,"about_ca_topic_score_gemma":0.000046320198,"teacher_disagreement_score":0.60812557,"about_ca_system_score_codex":0.000021527447,"about_ca_system_score_gemma":0.000010860679,"threshold_uncertainty_score":0.7252316},"labels":[],"label_agreement":null},{"id":"W2015483905","doi":"10.2118/106304-ms","title":"Fracturing Fluid for Low-Permeability Gas Reservoirs: Emulsion of Carbon Dioxide With Aqueous Methanol Base Fluid: Chemistry and Applications","year":2007,"lang":"en","type":"article","venue":"SPE Hydraulic Fracturing Technology Conference","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":16,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Carbon dioxide; Emulsion; Aqueous solution; Fracturing fluid; Methanol; Chemical engineering; Petroleum engineering; Chemistry; Rheology; Permeability (electromagnetism); Materials science; Geology; Organic chemistry; Composite material; Engineering; Membrane","score_opus":0.007051278760169065,"score_gpt":0.2214801264294744,"score_spread":0.21442884766930534,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2015483905","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8477926,0.0011344409,0.14720283,0.00057303935,0.000049704748,0.0006918728,0.00001778284,0.0008446732,0.0016930014],"genre_scores_gemma":[0.99214023,0.00035476798,0.0069533675,0.000028302124,0.00013152492,0.0002113455,0.000029395793,0.00008804569,0.000063011605],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99726164,0.000025797808,0.0007437553,0.000806487,0.00035106688,0.000811269],"domain_scores_gemma":[0.9976454,0.00034010987,0.00021123834,0.001339196,0.00023462895,0.00022947566],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.000530326,0.00052882655,0.00075438985,0.00039048775,0.00018721553,0.000037722522,0.0006777605,0.0006696008,0.00004414818],"category_scores_gemma":[0.00024933153,0.00047593753,0.0001362474,0.0005973516,0.0005048258,0.00015432284,0.00019604836,0.00078395574,0.0000038400135],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000372696,0.0003200366,0.002903165,0.0030315171,0.0007253535,0.00009614624,0.00066761277,0.13024725,0.77348876,0.000104141356,0.000054036376,0.08798928],"study_design_scores_gemma":[0.00073088054,0.00008139297,0.0007604296,0.00027857936,0.0001349333,0.000052207102,0.00028750722,0.039844472,0.9524054,0.0017490629,0.0031269449,0.00054819783],"about_ca_topic_score_codex":0.00021604789,"about_ca_topic_score_gemma":0.00016880335,"teacher_disagreement_score":0.17891663,"about_ca_system_score_codex":0.0001686067,"about_ca_system_score_gemma":0.00006071922,"threshold_uncertainty_score":0.9997692},"labels":[],"label_agreement":null},{"id":"W2015552794","doi":"10.2118/107695-ms","title":"Computation of Sand Production in Water Injectors","year":2007,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":22,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Injector; Petroleum engineering; Environmental science; Production rate; Production (economics); Water injection (oil production); Completion (oil and gas wells); Oil sands; Geotechnical engineering; Geology; Engineering; Process engineering; Materials science; Mechanical engineering","score_opus":0.006053798996571441,"score_gpt":0.2175777606913408,"score_spread":0.21152396169476936,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2015552794","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.97618467,0.000023959956,0.018808803,0.000029252911,0.000095288546,0.000025664001,3.6466975e-8,0.000046757505,0.00478556],"genre_scores_gemma":[0.99961215,0.000004132156,0.00024315417,0.0000024395868,0.000029513185,4.1230646e-7,0.000002629197,0.0000043400505,0.00010125424],"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99970233,0.00000392476,0.00011578834,0.000045584464,0.000053779575,0.00007855988],"domain_scores_gemma":[0.9999249,0.000005397048,0.0000047391277,0.00004186965,0.000010651753,0.000012456114],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00016050681,0.00003264094,0.0000585537,0.00012684225,0.0000060111515,0.0000023153773,0.000018097304,0.000023933326,0.00002164901],"category_scores_gemma":[0.0000053096496,0.000021868727,0.000016337583,0.00010011159,0.0000066882512,0.00003589591,0.0000034141895,0.000039623028,0.0000068932027],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000024063306,0.000008846373,0.0025214502,0.000032131775,0.000010668174,8.72374e-7,0.00042027715,0.9729584,0.020717308,4.781e-7,0.00008954602,0.0032376028],"study_design_scores_gemma":[0.00007875837,0.0000065459626,0.0155450255,0.000011118946,0.0000042402035,9.2621957e-7,0.00006192288,0.0295219,0.9545533,0.000039959148,0.00012546859,0.00005083161],"about_ca_topic_score_codex":0.000111010566,"about_ca_topic_score_gemma":0.00010385238,"teacher_disagreement_score":0.9434365,"about_ca_system_score_codex":0.000016668311,"about_ca_system_score_gemma":9.331705e-7,"threshold_uncertainty_score":0.089178085},"labels":[],"label_agreement":null},{"id":"W2016032884","doi":"10.2118/162548-ms","title":"Determination of Fracture Conductivity in Tight Formations with Non-Darcy Flow Behaviour","year":2012,"lang":"en","type":"article","venue":"SPE Canadian Unconventional Resources Conference","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Regina","funders":"Natural Sciences and Engineering Research Council of Canada; Petroleum Technology Research Centre","keywords":"Darcy's law; Hydraulic conductivity; Mechanics; Permeability (electromagnetism); Fracture (geology); Hydraulic fracturing; Discretization; Darcy–Weisbach equation; Conductivity; Flow (mathematics); Geotechnical engineering; Tight gas; Geology; Materials science; Porous medium; Mathematics; Porosity; Mathematical analysis; Physics; Soil science; Chemistry","score_opus":0.0108035475449895,"score_gpt":0.21226287805874797,"score_spread":0.20145933051375847,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2016032884","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.968039,0.00012047221,0.02065268,0.00022357503,0.000101078,0.00013641869,0.00007227825,0.000026492593,0.010628003],"genre_scores_gemma":[0.99844617,0.000009055366,0.0009983268,0.000028841527,0.000054984106,0.000015963491,0.00008568158,0.000013234589,0.00034774945],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9991284,0.000026531416,0.00021103484,0.000106279025,0.000215433,0.0003123338],"domain_scores_gemma":[0.9993858,0.00004405259,0.000052654625,0.00016108989,0.00008897243,0.0002674487],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00015702372,0.00013098225,0.00017477642,0.0003655587,0.000060818915,0.00003419319,0.00013992561,0.000098195706,0.00055930665],"category_scores_gemma":[0.00002479382,0.000117216325,0.000058991376,0.00024678084,0.000065319844,0.00042764633,0.000008757234,0.00021133143,0.00001780464],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000051108036,0.00035523108,0.48488095,0.0006521643,0.00034950994,0.000098672295,0.012115259,0.47841647,0.0007600057,0.0018183034,0.0017510623,0.018751277],"study_design_scores_gemma":[0.0011710053,0.000083745574,0.71886283,0.00053021125,0.00014131729,0.000049840204,0.001305062,0.2443783,0.0043454478,0.00065349793,0.027652575,0.0008261444],"about_ca_topic_score_codex":0.016532527,"about_ca_topic_score_gemma":0.15416874,"teacher_disagreement_score":0.23403817,"about_ca_system_score_codex":0.00016937382,"about_ca_system_score_gemma":0.00014457107,"threshold_uncertainty_score":0.99001646},"labels":[],"label_agreement":null},{"id":"W2016049071","doi":"10.2118/107993-ms","title":"Optimization of a Scale Treatment in the Uinta Basin—A Case History","year":2007,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":9,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Nalcor Energy (Canada)","funders":"","keywords":"Structural basin; Scale (ratio); Production (economics); Geology; Deposition (geology); Environmental science; Petroleum engineering; Paleontology; Geography","score_opus":0.009864869821824692,"score_gpt":0.21244463349711595,"score_spread":0.20257976367529126,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2016049071","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.72746783,0.00070656056,0.18385617,0.00014206256,0.0001245366,0.0001484914,0.0000013983235,0.00009797416,0.087454975],"genre_scores_gemma":[0.9975961,0.0000359028,0.001666906,0.000024524621,0.000020039855,0.0000029950177,0.0000025012575,0.0000058193077,0.00064520375],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99966973,0.000012737022,0.00012140887,0.000050490988,0.00006019913,0.00008541061],"domain_scores_gemma":[0.99978197,0.000042152424,0.000009954421,0.00013963337,0.0000076812685,0.000018608815],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00016100505,0.00005175719,0.00007975613,0.00008429929,0.0000106651305,0.000002445995,0.000043563905,0.00002959,0.00016941577],"category_scores_gemma":[0.0000043658647,0.000031325264,0.000043257598,0.0000948791,0.0000131916195,0.000025019166,0.0000030393408,0.00003498393,0.0000033525203],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000002221996,0.000035651134,0.00024751536,0.000008625502,0.000015435658,0.00012871905,0.0012435195,0.99528784,0.00003017799,0.0000028408988,0.0004100133,0.0025874292],"study_design_scores_gemma":[0.00048418067,0.00005984636,0.0015358592,0.000014017523,0.000064455664,0.00019861067,0.0015625281,0.9687718,0.005058338,0.0000051672528,0.022093695,0.00015147724],"about_ca_topic_score_codex":0.0018193063,"about_ca_topic_score_gemma":0.001953151,"teacher_disagreement_score":0.27012828,"about_ca_system_score_codex":0.00018538082,"about_ca_system_score_gemma":0.0000060912994,"threshold_uncertainty_score":0.2750259},"labels":[],"label_agreement":null},{"id":"W2016335717","doi":"10.2118/04-02-04","title":"Analysis of Sand Production in Unconsolidated Oil Sand Using a Coupled Erosional-Stress-Deformation Model","year":2004,"lang":"en","type":"article","venue":"Journal of Canadian Petroleum Technology","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":33,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Geotechnical engineering; Matrix (chemical analysis); Geology; Erosion; Stress (linguistics); Porosity; Stress field; Oil field; Deformation (meteorology); Oil production; Petroleum engineering; Flow (mathematics); Coupling (piping); Finite element method; Mechanics; Materials science; Engineering; Geomorphology; Composite material","score_opus":0.0083343921336908,"score_gpt":0.212077090131381,"score_spread":0.2037426979976902,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2016335717","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9942341,0.00047354432,0.0040713036,0.00085362536,0.00009254083,0.000019103603,0.00001795861,0.000026452835,0.00021136554],"genre_scores_gemma":[0.9987183,0.00030417688,0.0008945445,0.00001251852,0.000026456259,0.0000015330355,0.000010223911,0.000013713664,0.000018517523],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99877584,0.000013837973,0.00062987773,0.00010541796,0.00020833334,0.00026668306],"domain_scores_gemma":[0.9992695,0.000009317714,0.00022847379,0.0002007631,0.00016170673,0.00013022825],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002460339,0.00013000866,0.00048439426,0.009666433,0.000046874124,0.000014284287,0.00018763494,0.00022441905,0.000014761874],"category_scores_gemma":[0.000082777435,0.00011969249,0.0001459522,0.0031385794,0.000064007945,0.00018914281,0.000009989514,0.00037658983,8.2244117e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000011055182,0.000019392402,0.002885616,0.000028611548,0.00046296883,0.00002354467,0.00010846364,0.982318,0.013806019,0.0000060232956,0.00001656066,0.00031377134],"study_design_scores_gemma":[0.0006210495,0.000033152086,0.0012651853,0.0001471581,0.00055247266,0.00007174451,0.00014594324,0.97314596,0.023595687,0.00019315493,0.000082687344,0.00014577775],"about_ca_topic_score_codex":0.01256002,"about_ca_topic_score_gemma":0.091686815,"teacher_disagreement_score":0.0791268,"about_ca_system_score_codex":0.0006100143,"about_ca_system_score_gemma":0.00032639783,"threshold_uncertainty_score":0.99401546},"labels":[],"label_agreement":null},{"id":"W2016454446","doi":"10.2118/1006-0065-jpt","title":"Stimulation Effectiveness in Multilayered, Tight Gas Reservoirs: Pinedale Anticline Area","year":2006,"lang":"en","type":"article","venue":"Journal of Petroleum Technology","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Anticline; Tight gas; Well stimulation; Geology; Permeability (electromagnetism); Hydraulic fracturing; Petroleum engineering; Hydrology (agriculture); Environmental science; Reservoir engineering; Geotechnical engineering; Paleontology; Tectonics; Chemistry; Petroleum","score_opus":0.005541242034763928,"score_gpt":0.2211047457772612,"score_spread":0.21556350374249728,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2016454446","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.97758085,0.0010263748,0.020040885,0.000645291,0.00018341476,0.0000489448,0.0000019539712,0.00012490849,0.00034736493],"genre_scores_gemma":[0.9986467,0.00011694251,0.0010039482,0.0000043388554,0.0001423055,0.000004076033,0.0000026041919,0.000025899672,0.00005319863],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99873066,0.000053089756,0.0005864247,0.00013127421,0.00021135967,0.00028720227],"domain_scores_gemma":[0.9993486,0.00011275769,0.00015411308,0.00023454525,0.0001077709,0.000042250515],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004478552,0.00016445054,0.00045249483,0.0013189475,0.000035100966,0.000018651028,0.0002724678,0.00025652762,0.00003099319],"category_scores_gemma":[0.00011292963,0.00013802895,0.00013074426,0.00060948,0.00005447702,0.00015075806,0.000033084776,0.00057262677,0.000012018685],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000045000266,0.00008878661,0.04012609,0.000053698222,0.00005352804,0.00016089274,0.000009002392,0.94059855,0.017855084,0.000012140355,0.00024708617,0.00075015565],"study_design_scores_gemma":[0.0035663466,0.00032797802,0.0915117,0.00038394777,0.00009321687,0.00024232946,0.00008193906,0.83191186,0.06383803,0.0019734907,0.0057032295,0.00036591355],"about_ca_topic_score_codex":0.000050768547,"about_ca_topic_score_gemma":0.00014596392,"teacher_disagreement_score":0.108686656,"about_ca_system_score_codex":0.00016702208,"about_ca_system_score_gemma":0.000020169751,"threshold_uncertainty_score":0.5628657},"labels":[],"label_agreement":null},{"id":"W2016778212","doi":"10.2118/165534-ms","title":"Modeling Thermal and Solvent Injection Techniques as Post-CHOPS Applications Considering Geomechanical and Compositional Effects","year":2013,"lang":"en","type":"article","venue":"SPE Heavy Oil Conference-Canada","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Alberta","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Enhanced oil recovery; Petroleum engineering; Overburden; Wormhole; Oil field; Environmental science; Porosity; Compressibility; Permeability (electromagnetism); Geology; Geotechnical engineering; Engineering; Chemistry","score_opus":0.006328011353792644,"score_gpt":0.1932943587542613,"score_spread":0.18696634740046864,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2016778212","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.96993756,0.0003849524,0.025092483,0.0013108806,0.00009491108,0.00021140104,0.0000126895675,0.00017052174,0.002784595],"genre_scores_gemma":[0.99844515,0.00013735933,0.0008865076,0.00024114385,0.000072713985,0.000119925826,0.000022875365,0.000018077339,0.0000562681],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9991402,0.000024217255,0.00019524845,0.00020801355,0.00020474195,0.00022757566],"domain_scores_gemma":[0.99949354,0.00007859633,0.000020787116,0.00014081025,0.000098822275,0.000167424],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0000545678,0.00016555855,0.00019928726,0.000056162455,0.0001658284,0.00008629272,0.00007101086,0.00007659495,0.000082271166],"category_scores_gemma":[0.000014108496,0.00015753273,0.000024505078,0.00006612001,0.000032170603,0.00009897946,0.00004431156,0.00023048,0.0000041189564],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000056620396,0.00011396687,0.0007296075,0.0018853969,0.00088562246,0.00007161153,0.00059766544,0.5615399,0.0911937,0.0019886543,0.0022251287,0.33871216],"study_design_scores_gemma":[0.00029793527,0.00006488782,0.0008324192,0.00016646297,0.00006383745,0.00008457041,0.00025726025,0.97720206,0.017769208,0.0011316356,0.0016397418,0.000489999],"about_ca_topic_score_codex":0.84113294,"about_ca_topic_score_gemma":0.76663494,"teacher_disagreement_score":0.41566214,"about_ca_system_score_codex":0.000120658275,"about_ca_system_score_gemma":0.00027008928,"threshold_uncertainty_score":0.64239985},"labels":[],"label_agreement":null},{"id":"W2016853221","doi":"10.2118/2000-080","title":"Impulse, Perforation, And Closed Chamber Testing: Simple, Quick, Cost-Effective Snapshots of Reservoir Inflow Characteristics","year":2000,"lang":"en","type":"article","venue":"Canadian International Petroleum Conference","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Inflow; Simple (philosophy); Perforation; Impulse (physics); Impulse response; Computer science; Petroleum engineering; Geology; Mechanics; Mechanical engineering; Engineering; Physics; Mathematics","score_opus":0.01330041879906151,"score_gpt":0.22989736147434367,"score_spread":0.21659694267528215,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2016853221","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.96907926,0.00005676683,0.00022226889,0.0003554792,0.00016104324,0.0001811019,0.00024062362,0.000050574727,0.029652895],"genre_scores_gemma":[0.9982897,0.00010210409,0.000104149076,0.000089760324,0.0001570803,0.00006472744,0.00021129413,0.000023695035,0.0009575017],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9988932,0.000032906875,0.00032539535,0.00022782267,0.00022468701,0.0002959663],"domain_scores_gemma":[0.9989842,0.000118672324,0.000057346013,0.00021630265,0.0003026876,0.0003207817],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00014030354,0.00019076013,0.00024948877,0.00026735646,0.000089855326,0.000093103234,0.0002172525,0.000110624016,0.0018299205],"category_scores_gemma":[0.00018637133,0.00019751478,0.00005084079,0.00015694792,0.000093887815,0.00018366963,0.000018877705,0.00024780552,0.000043432236],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00011939876,0.00007771888,0.1258975,0.00030641712,0.0009981638,0.00018726524,0.001551828,0.75319356,0.002101494,0.0007434611,0.0069872662,0.10783592],"study_design_scores_gemma":[0.00045356888,0.000057064815,0.26578775,0.00009124203,0.00003497249,0.000026243237,0.00004616301,0.6594122,0.0004815748,0.00017245319,0.07310842,0.00032835276],"about_ca_topic_score_codex":0.014676511,"about_ca_topic_score_gemma":0.029866906,"teacher_disagreement_score":0.13989025,"about_ca_system_score_codex":0.0001975653,"about_ca_system_score_gemma":0.00018048703,"threshold_uncertainty_score":0.99908257},"labels":[],"label_agreement":null},{"id":"W2017028829","doi":"10.2118/06-10-01","title":"Completion Operations in Low Permeability Deep Basin Gas Reservoirs: To Use or Not to Use Aqueous Fluids, That is the Question","year":2006,"lang":"en","type":"article","venue":"Journal of Canadian Petroleum Technology","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":11,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Husky Energy (Canada)","funders":"Orta Doğu Teknik Üniversitesi","keywords":"Petroleum engineering; Geology; Permeability (electromagnetism); Structural basin; Natural gas; Natural gas field; Drilling; Saturation (graph theory); Fossil fuel; Workover; Water injection (oil production); Tight gas; Petrology; Directional drilling; Petroleum reservoir; Hydraulic fracturing; Geomorphology; Chemistry; Waste management; Materials science; Engineering","score_opus":0.013665641440781995,"score_gpt":0.2349945655362365,"score_spread":0.2213289240954545,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2017028829","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9447946,0.000069426635,0.009010153,0.045663938,0.00015941307,0.00014612793,0.000028281354,0.00006433734,0.000063715655],"genre_scores_gemma":[0.99641186,0.00008514135,0.0022419333,0.0008338388,0.00009092614,0.000015040293,0.000005402022,0.000029582916,0.0002862561],"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","domain_scores_codex":[0.9984112,0.000100981284,0.00054479326,0.00019489533,0.0002781772,0.0004699462],"domain_scores_gemma":[0.9988708,0.000116843155,0.000053802705,0.0004910183,0.00019326531,0.00027430733],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00048554598,0.00018978027,0.00036537656,0.0029248479,0.00015954781,0.00016773358,0.00044675075,0.0002470868,0.00007783404],"category_scores_gemma":[0.0005682907,0.00014126896,0.000112046764,0.0013224896,0.00006521288,0.00029333544,0.000032831642,0.0006117937,0.000023220611],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000480223,0.000029482166,0.0124119595,0.000015192137,0.000049088994,0.00016301307,0.00018819976,0.9769484,0.0013976076,0.00006929672,0.0077234833,0.00095624535],"study_design_scores_gemma":[0.0011553683,0.0005818479,0.32076147,0.00047717083,0.00017508713,0.00081406336,0.0009142218,0.3123931,0.012556804,0.00033984997,0.3489686,0.00086242286],"about_ca_topic_score_codex":0.18011962,"about_ca_topic_score_gemma":0.8569998,"teacher_disagreement_score":0.67688024,"about_ca_system_score_codex":0.00093303516,"about_ca_system_score_gemma":0.00017920807,"threshold_uncertainty_score":0.82534003},"labels":[],"label_agreement":null},{"id":"W2017069921","doi":"10.1002/cjce.20697","title":"Optimisation of perforation distribution in HTHP vertical wells","year":2011,"lang":"en","type":"article","venue":"The Canadian Journal of Chemical Engineering","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":7,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Inflow; Perforation; Drawdown (hydrology); Pressure drop; Geology; Distribution (mathematics); Position (finance); Mechanics; Petroleum engineering; Materials science; Mathematics; Geotechnical engineering; Mathematical analysis; Physics; Composite material","score_opus":0.008763708200653482,"score_gpt":0.1704849377316204,"score_spread":0.16172122953096693,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2017069921","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99472094,0.00015909104,0.004699126,0.0000834666,0.00010207009,0.000024972596,0.0000022684312,0.000007838806,0.00020021449],"genre_scores_gemma":[0.9997044,0.000004906489,0.00021512114,0.0000041690846,0.000055770986,7.323041e-7,0.0000037618925,0.000008841714,0.0000022996549],"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99944466,0.0000076243387,0.00026906058,0.000034826175,0.00009751984,0.00014630223],"domain_scores_gemma":[0.99968624,0.000026879517,0.000023232704,0.00008010552,0.00004257539,0.0001409598],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00019680538,0.00006650195,0.00012953702,0.00009510383,0.000013134736,0.000009175067,0.00012966864,0.00006538215,0.00004059827],"category_scores_gemma":[0.000099467856,0.000051716608,0.00006077404,0.00016029035,0.000026844513,0.00007987035,0.0000034286534,0.000239733,0.0000017677468],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000006413933,0.0000058930686,0.00040651244,0.000037573365,0.000041268053,0.0000116809315,0.00064641517,0.9761459,0.022115255,0.00009924842,0.00009462469,0.00038921344],"study_design_scores_gemma":[0.00025320073,0.000022823704,0.0031101916,0.00012150232,0.000047546077,0.000034521174,0.000030534928,0.44963843,0.54619735,0.000099600366,0.0003114133,0.00013288969],"about_ca_topic_score_codex":0.0007729297,"about_ca_topic_score_gemma":0.00015190555,"teacher_disagreement_score":0.5265075,"about_ca_system_score_codex":0.00016774691,"about_ca_system_score_gemma":0.00005892636,"threshold_uncertainty_score":0.2108942},"labels":[],"label_agreement":null},{"id":"W2017182220","doi":"10.2118/81499-ms","title":"Numerical Simulation of Non-Darcy Flow Utilizing the New Forchheimer's Diffusivity Equation","year":2003,"lang":"en","type":"article","venue":"Middle East Oil Show","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":23,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Dalhousie University","funders":"","keywords":"Darcy's law; Mechanics; Thermal diffusivity; Flow (mathematics); Computer simulation; Geology; Mathematics; Computer science; Geotechnical engineering; Porous medium; Physics; Thermodynamics; Porosity","score_opus":0.032212861247527175,"score_gpt":0.2363068263587191,"score_spread":0.20409396511119193,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2017182220","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.23124047,0.000753201,0.74671376,0.00020313868,0.0004039607,0.00010014393,0.0000051116317,0.00016877099,0.020411454],"genre_scores_gemma":[0.9982394,0.000015243637,0.00086943735,0.000018373728,0.00012703912,0.0000060893053,0.000009382224,0.00002570791,0.00068934966],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99905664,0.000057869947,0.00023217095,0.00015108907,0.0002644229,0.0002378368],"domain_scores_gemma":[0.99940705,0.00011508281,0.000048059184,0.00029999224,0.000039212246,0.000090627436],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002010776,0.00014788928,0.00020410273,0.0000662752,0.00009759235,0.000039131755,0.00013496607,0.0000801299,0.00009569051],"category_scores_gemma":[0.000111155445,0.00011040311,0.00014137634,0.0003100947,0.000027954682,0.0001510028,0.000014045658,0.00017613784,0.00002682808],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000042172915,0.000025479609,0.00018797083,0.00004525067,0.00006763811,8.699781e-7,0.00053305854,0.96539044,0.00047577947,0.000026138368,0.00006245326,0.0331807],"study_design_scores_gemma":[0.00024158556,0.000011822207,0.00059719436,0.00003764551,0.00004931038,0.0000011869193,0.00018306442,0.99275595,0.0029662345,0.00007505745,0.0029543845,0.00012654896],"about_ca_topic_score_codex":0.00009215463,"about_ca_topic_score_gemma":0.000033879427,"teacher_disagreement_score":0.7669989,"about_ca_system_score_codex":0.000042656226,"about_ca_system_score_gemma":0.000027115348,"threshold_uncertainty_score":0.45021084},"labels":[],"label_agreement":null},{"id":"W2017328251","doi":"10.2118/152596-ms","title":"Hydraulic Fracturing 101: What Every Representative, Environmentalist, Regulator, Reporter, Investor, University Researcher, Neighbor and Engineer Should Know About Estimating Frac Risk and Improving Frac Performance in Unconventional Gas and Oil Wells.","year":2012,"lang":"en","type":"article","venue":"SPE Hydraulic Fracturing Technology Conference","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":567,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Apache (Canada)","funders":"","keywords":"Transparency (behavior); Hydraulic fracturing; Oil shale; Harm; Shale gas; Natural gas; Unconventional oil; Fossil fuel; Business; Petroleum engineering; Engineering; Political science; Law; Waste management","score_opus":0.013443932066202433,"score_gpt":0.22290133032958825,"score_spread":0.20945739826338583,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2017328251","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.980681,0.012402825,0.004274443,0.0009555388,0.00027466766,0.00023778953,0.000011558277,0.00046001124,0.0007021602],"genre_scores_gemma":[0.9758574,0.016068088,0.007351868,0.00006888255,0.0001711932,0.000024792695,0.000027127979,0.00008224195,0.00034842468],"study_design_codex":"observational","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9966452,0.00015131875,0.0006830095,0.00095801643,0.0004902667,0.0010721737],"domain_scores_gemma":[0.9980853,0.00030774385,0.00031849183,0.0008228604,0.00005316027,0.00041239706],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.000936967,0.0006391921,0.0007192591,0.0009904312,0.0004435925,0.00021872036,0.00043103457,0.00069690496,0.00011362343],"category_scores_gemma":[0.0003171017,0.000673591,0.00009513315,0.00050112733,0.00078083284,0.0021982577,0.0006516837,0.0018458753,0.000012819336],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00018185566,0.00033542461,0.46151334,0.0019365132,0.00080654206,0.00043774134,0.004584059,0.10327742,0.004772524,0.0002636659,0.00034209882,0.4215488],"study_design_scores_gemma":[0.0025199044,0.00014949062,0.3748752,0.0017963484,0.00030036614,0.0003910696,0.002596534,0.5641491,0.024367655,0.0013371394,0.025451945,0.0020652781],"about_ca_topic_score_codex":0.0007914272,"about_ca_topic_score_gemma":0.00011926709,"teacher_disagreement_score":0.46087164,"about_ca_system_score_codex":0.0003278948,"about_ca_system_score_gemma":0.000057361252,"threshold_uncertainty_score":0.9995715},"labels":[],"label_agreement":null},{"id":"W2017477701","doi":"10.2118/154804-ms","title":"Analysis of Surface and Downhole Microseismic Monitoring Coupled with Hydraulic Fracture Modeling in the Woodford Shale","year":2012,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":14,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Microsemi (Canada)","funders":"Colorado School of Mines","keywords":"Microseism; Geology; Fracture (geology); Hydraulic fracturing; Seismology; Oil shale; Stage (stratigraphy); Petrophysics; Geotechnical engineering","score_opus":0.012569237591269225,"score_gpt":0.2239904264587088,"score_spread":0.2114211888674396,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2017477701","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.97667503,0.0017484303,0.020647122,0.0001009409,0.000025725718,0.00007958793,0.0000020845819,0.000055076205,0.00066601136],"genre_scores_gemma":[0.99902874,0.00017150812,0.00062360795,0.000056289537,0.00004240468,0.0000053321296,0.000007931277,0.000019043015,0.0000451562],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9990591,0.000028593895,0.00023795974,0.0001414785,0.00021091153,0.0003219856],"domain_scores_gemma":[0.99946815,0.0000804442,0.000033009914,0.00030575742,0.000026158865,0.00008649926],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003292174,0.00017060233,0.00034727892,0.00021841135,0.000057742927,0.000037740258,0.00016845937,0.00008862031,0.00003337028],"category_scores_gemma":[0.000009637814,0.00010197759,0.000078706566,0.00089023187,0.000027019552,0.00019930258,0.000021544043,0.00024142938,0.000002062827],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000005248645,0.0000240464,0.056497782,0.000028689321,0.00046192278,0.0000013504698,0.0018673547,0.94015825,0.00082931627,6.1633335e-7,0.000010073876,0.00011537448],"study_design_scores_gemma":[0.00017849181,0.000009622801,0.016014483,0.000021480058,0.0004836006,0.0000025321156,0.0011400842,0.98008066,0.0018020336,0.000003035326,0.00011326818,0.00015068497],"about_ca_topic_score_codex":0.0012679737,"about_ca_topic_score_gemma":0.00011030343,"teacher_disagreement_score":0.0404833,"about_ca_system_score_codex":0.00002777379,"about_ca_system_score_gemma":0.000007276486,"threshold_uncertainty_score":0.41585255},"labels":[],"label_agreement":null},{"id":"W2017656413","doi":"10.2118/166214-ms","title":"A New Method for Modeling Multi-Phase Flowback of Multi-Fractured Horizontal Tight Oil Wells to Determine Hydraulic Fracture Properties","year":2013,"lang":"en","type":"article","venue":"SPE Annual Technical Conference and Exhibition","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":64,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Petroleum engineering; Hydraulic fracturing; Permeability (electromagnetism); Geology; Tight gas; Fracture (geology); Well stimulation; Tight oil; Hydraulic conductivity; Geotechnical engineering; Complex fracture; Fluid dynamics; Mechanics; Reservoir engineering; Soil science; Petroleum; Chemistry","score_opus":0.030621003222527168,"score_gpt":0.2910253097844584,"score_spread":0.26040430656193125,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2017656413","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"methods","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.082156576,0.00037198205,0.91563475,0.0009939166,0.000056154528,0.00038916702,0.0000438022,0.00022034081,0.00013332872],"genre_scores_gemma":[0.8878223,0.000117499054,0.111275904,0.00021133987,0.00012541593,0.00008785354,0.00004687124,0.000034484652,0.00027838687],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.998611,0.00003139305,0.00045027677,0.000363811,0.0001888899,0.0003546326],"domain_scores_gemma":[0.9991418,0.000051598185,0.000054809265,0.00027437895,0.00019958615,0.0002778412],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00015320751,0.00029247225,0.00046928466,0.000162825,0.00008193744,0.00007279574,0.0001858977,0.00028952755,0.00011890136],"category_scores_gemma":[0.00010801585,0.00022474432,0.00016010503,0.00016372604,0.000034168916,0.00034434907,0.00005939836,0.0002853082,0.000027723263],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00022376847,0.0003743584,0.000010560131,0.000659706,0.00018829464,0.000008896341,0.002600792,0.29789525,0.45085728,0.000024076464,0.008163541,0.2389935],"study_design_scores_gemma":[0.001344401,0.00028261374,0.000038542643,0.00022274874,0.00007823643,0.0000076202464,0.00022271996,0.9055996,0.08810387,0.00019952803,0.0035293296,0.00037082002],"about_ca_topic_score_codex":0.0009180781,"about_ca_topic_score_gemma":0.00019635532,"teacher_disagreement_score":0.8056657,"about_ca_system_score_codex":0.00003621413,"about_ca_system_score_gemma":0.000036653313,"threshold_uncertainty_score":0.9164807},"labels":[],"label_agreement":null},{"id":"W2017859206","doi":"10.1002/nag.711","title":"Uniform asymptotic Green's functions for efficient modeling of cracks in elastic layers with relative shear deformation controlled by linear springs","year":2008,"lang":"en","type":"article","venue":"International Journal for Numerical and Analytical Methods in Geomechanics","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Discontinuity (linguistics); Mathematical analysis; Shear (geology); Linear elasticity; Geometry; Fourier series; Displacement field; Mechanics; Spring (device); Displacement (psychology); Deformation (meteorology); Materials science; Geology; Structural engineering; Mathematics; Finite element method; Physics; Engineering; Composite material","score_opus":0.017671496667200845,"score_gpt":0.30213591973343473,"score_spread":0.2844644230662339,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2017859206","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"methods","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.048347235,0.00009496359,0.950812,0.00028579257,0.00019242497,0.00017890261,0.000016019987,0.000016030159,0.000056633795],"genre_scores_gemma":[0.9116531,0.000094423835,0.08803639,0.00002522392,0.000067936686,0.000023712848,0.000009813629,0.000019051167,0.000070338414],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99867415,0.000050481034,0.00062484836,0.00014833223,0.00027014452,0.00023205705],"domain_scores_gemma":[0.9988342,0.0006616535,0.000104119434,0.00006150848,0.00022609107,0.0001124586],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00071234803,0.00014936051,0.00043024946,0.0003629551,0.00007682703,0.000019253912,0.0001344356,0.00009797865,0.000009554532],"category_scores_gemma":[0.00050925126,0.00010944677,0.00017563996,0.00025409242,0.000029622588,0.00013242982,0.000022587485,0.00034739298,6.6261816e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0003826676,0.00007774929,0.00005424393,0.000025633171,0.0002306467,0.0000048606767,0.00012747607,0.99656796,0.000085228006,0.0004155913,0.0000069149482,0.0020210154],"study_design_scores_gemma":[0.0025532818,0.00017211736,0.000016609223,0.00008547061,0.00007730759,0.00004559586,0.00013895493,0.9943857,0.00009840788,0.002100551,0.00019601008,0.00012999325],"about_ca_topic_score_codex":0.000039048387,"about_ca_topic_score_gemma":0.00000418451,"teacher_disagreement_score":0.86330587,"about_ca_system_score_codex":0.00016046509,"about_ca_system_score_gemma":0.00003020805,"threshold_uncertainty_score":0.446311},"labels":[],"label_agreement":null},{"id":"W2017973749","doi":"10.2118/171589-ms","title":"Development of Specialized Plots for Production Data Analysis of Tight Reservoirs with Secondary Fractures","year":2014,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"Alberta Innovates - Technology Futures","keywords":"Dimensionless quantity; Tight gas; Laplace transform; Flow (mathematics); Fracture (geology); Mechanics; Parameter space; Matrix (chemical analysis); Porosity; Geology; Fluid dynamics; Hydraulic fracturing; Petroleum engineering; Mathematics; Geotechnical engineering; Geometry; Physics; Mathematical analysis; Materials science","score_opus":0.019784072239465253,"score_gpt":0.25680792428232546,"score_spread":0.2370238520428602,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2017973749","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7336,0.00013400552,0.2600909,0.00013904442,0.000120014425,0.00023877628,0.000041240586,0.00013144364,0.0055045723],"genre_scores_gemma":[0.94193774,0.000014652536,0.057219226,0.000008482811,0.00008458039,0.00001083933,0.00032188973,0.00002078164,0.0003818097],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99892086,0.000021066082,0.0003994845,0.00026178535,0.00024256598,0.00015425895],"domain_scores_gemma":[0.9988954,0.0000702623,0.000093221846,0.00079726166,0.00009471155,0.000049158436],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004384812,0.0001316211,0.00045570394,0.00038868113,0.000048744987,0.000009735841,0.00033224208,0.00006156005,0.00021760032],"category_scores_gemma":[0.00008688759,0.00009100185,0.0000844702,0.00060040934,0.000044575772,0.00012439254,0.000050993905,0.00007907427,0.0000014295194],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0001263948,0.00008851316,0.0008180974,0.00054217334,0.0074011493,3.8959277e-7,0.0014625259,0.96518445,0.006080224,0.000031486543,0.0056228903,0.01264172],"study_design_scores_gemma":[0.0010423332,0.00007380332,0.029733606,0.000102246566,0.0030689603,9.2638936e-7,0.0004795517,0.4170443,0.35164925,0.00007030591,0.19618435,0.0005503356],"about_ca_topic_score_codex":0.000046178,"about_ca_topic_score_gemma":0.001598508,"teacher_disagreement_score":0.5481401,"about_ca_system_score_codex":0.000021073878,"about_ca_system_score_gemma":0.000040023726,"threshold_uncertainty_score":0.3710948},"labels":[],"label_agreement":null},{"id":"W2018356098","doi":"10.2118/100313-pa","title":"Production-Data Analysis of Single-Phase (Gas) Coalbed-Methane Wells","year":2007,"lang":"en","type":"article","venue":"SPE Reservoir Evaluation & Engineering","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":111,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of British Columbia; ConocoPhillips (Canada)","funders":"ConocoPhillips","keywords":"Coalbed methane; Petroleum engineering; Coal; Geology; Permeability (electromagnetism); Coal mining; Engineering","score_opus":0.0433595203109855,"score_gpt":0.3185022097492672,"score_spread":0.2751426894382817,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2018356098","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8395854,0.0021400976,0.15465954,0.0002528177,0.0007257683,0.00043288525,0.000058019432,0.0004484295,0.001696991],"genre_scores_gemma":[0.994547,0.00020223236,0.0041427664,0.0000070348124,0.0003250224,0.00001393299,0.00055589783,0.00006673188,0.0001393825],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9968257,0.00006674762,0.0008748604,0.00053338514,0.0011665203,0.00053280644],"domain_scores_gemma":[0.99743617,0.00024350031,0.00013841521,0.001636898,0.00033974205,0.0002052683],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.004208904,0.0003185068,0.00062449556,0.0015355677,0.000055185526,0.00004252831,0.0006461049,0.0001694353,0.00045502224],"category_scores_gemma":[0.0011441796,0.00032383195,0.0002499817,0.0033237583,0.000040456773,0.0004012899,0.00012324349,0.0002967996,0.00003476146],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00001787855,0.00009823531,0.00021128623,0.00011139975,0.0018007741,0.000005264564,0.00018437055,0.9485578,0.04362681,0.000009317775,0.0004083167,0.004968577],"study_design_scores_gemma":[0.00051862764,0.000037216076,0.0014002062,0.000061492094,0.0020785911,0.0000034587306,0.000089951616,0.927037,0.06336121,0.000021178183,0.005063614,0.00032744923],"about_ca_topic_score_codex":0.000100078185,"about_ca_topic_score_gemma":0.00020540413,"teacher_disagreement_score":0.15496156,"about_ca_system_score_codex":0.0002601009,"about_ca_system_score_gemma":0.00005020331,"threshold_uncertainty_score":0.9999214},"labels":[],"label_agreement":null},{"id":"W2018418950","doi":"10.2118/132431-ms","title":"Calculating Equivalent Fracture Network Permeability of Multi-Layer-Complex Naturally Fractured Reservoirs","year":2010,"lang":"en","type":"article","venue":"SPE Western Regional Meeting","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Fractal; Permeability (electromagnetism); Geology; Fracture (geology); Geometry; Geotechnical engineering; Mathematics; Mathematical analysis; Chemistry","score_opus":0.03122192483742646,"score_gpt":0.278787033910501,"score_spread":0.24756510907307455,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2018418950","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9920185,0.0006260342,0.004022492,0.0011838282,0.00051692827,0.00022208446,0.000008594065,0.0003395924,0.0010619116],"genre_scores_gemma":[0.9882322,0.000029499877,0.01028607,0.00023835692,0.0009429256,0.000008876787,0.000056267974,0.0000805931,0.00012519937],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99743634,0.00009614892,0.0007123766,0.00046446096,0.000627277,0.0006634004],"domain_scores_gemma":[0.9983638,0.00031487906,0.00023082017,0.00068909186,0.00017750946,0.00022389668],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.000632737,0.00039679886,0.0005632652,0.000121772835,0.00023095976,0.000067140005,0.00055897026,0.0003666701,0.0001620582],"category_scores_gemma":[0.00026003234,0.00033808118,0.00037475384,0.00029989038,0.00014837887,0.00017357765,0.00014446996,0.0012420808,0.000021756588],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000024901115,0.00004642165,0.024164617,0.00022353524,0.00016995955,0.000015825311,0.0006045096,0.9479388,0.025169244,0.0000075444505,0.00064213807,0.0009925097],"study_design_scores_gemma":[0.0012470918,0.00005958366,0.37707588,0.0006310308,0.00017943639,0.00006290256,0.00027517357,0.5698911,0.007891968,0.00045749205,0.040990796,0.0012375846],"about_ca_topic_score_codex":0.0003393367,"about_ca_topic_score_gemma":0.0009030308,"teacher_disagreement_score":0.37804773,"about_ca_system_score_codex":0.00006610987,"about_ca_system_score_gemma":0.000031864864,"threshold_uncertainty_score":0.99990714},"labels":[],"label_agreement":null},{"id":"W2018685862","doi":"10.2118/140118-pa","title":"Review of Thermal Recovery Technologies for the Clearwater and Lower Grand Rapids Formations in the Cold Lake Area in Alberta","year":2010,"lang":"en","type":"article","venue":"Journal of Canadian Petroleum Technology","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":59,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Steam-assisted gravity drainage; Petroleum engineering; Steam injection; Geology; Drawdown (hydrology); Wellbore; Compaction; Asphalt; Oil sands; Geotechnical engineering; Aquifer; Groundwater; Materials science","score_opus":0.005057429869622439,"score_gpt":0.19339326708129478,"score_spread":0.18833583721167235,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2018685862","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8418178,0.02968451,0.0006154621,0.12475161,0.0004565632,0.00046327861,0.000036654616,0.000048910068,0.0021252204],"genre_scores_gemma":[0.98908246,0.0104823075,0.00015108338,0.00020635358,0.000016615322,0.00002129642,8.5780954e-7,0.000009064328,0.00002997624],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9992708,0.000014838952,0.00037127492,0.000055379955,0.00007408936,0.00021364311],"domain_scores_gemma":[0.9994201,0.00017090148,0.00009340728,0.00024168429,0.000045871286,0.000028002429],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00054605684,0.00008970599,0.0002568392,0.0012045187,0.00004595771,0.000015211664,0.00040424048,0.00018654732,0.000017593606],"category_scores_gemma":[0.00026285017,0.00004956801,0.000085633794,0.00052613264,0.000119225864,0.000089486915,0.000014381952,0.0006474612,6.1749734e-7],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00045852037,0.00055426196,0.06518862,0.011533133,0.003450124,0.0005102956,0.003972573,0.30309057,0.02601437,0.0075302003,0.23470089,0.34299645],"study_design_scores_gemma":[0.0008209398,0.00019276039,0.0025176208,0.0010548627,0.00011629986,0.00026889957,0.00061032356,0.004981452,0.0012603791,0.0008061201,0.9871802,0.0001901716],"about_ca_topic_score_codex":0.0020851125,"about_ca_topic_score_gemma":0.5452083,"teacher_disagreement_score":0.75247926,"about_ca_system_score_codex":0.000026505677,"about_ca_system_score_gemma":0.000055764438,"threshold_uncertainty_score":0.46309048},"labels":[],"label_agreement":null},{"id":"W2018767378","doi":"10.2118/95064-ms","title":"Production Enhancement for a Northern Mexico Field Well Resulting from Flowback Evaluations Using Chemical Frac Tracers: A Case History","year":2005,"lang":"en","type":"article","venue":"SPE Latin American and Caribbean Petroleum Engineering Conference","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Oncolytics Biotech (Canada)","funders":"","keywords":"TRACER; Petroleum engineering; Chemistry; Mineralogy; Geology; Physics","score_opus":0.015356264097751395,"score_gpt":0.2386914622383452,"score_spread":0.2233351981405938,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2018767378","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.77911973,0.000488357,0.21897998,0.0003678787,0.00024370059,0.00014803781,0.000020846383,0.00020220967,0.0004292476],"genre_scores_gemma":[0.973618,0.000067775945,0.025558526,0.00004376963,0.00044667875,0.000042929794,0.0000337062,0.000045202378,0.0001434142],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9987029,0.000020205327,0.0003499509,0.0003848533,0.00019433358,0.0003477499],"domain_scores_gemma":[0.9992721,0.00012762405,0.00008522924,0.00029518837,0.00007684911,0.0001430161],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00015449586,0.00026751944,0.0003410696,0.00012330196,0.000076805874,0.000044508244,0.00011221322,0.00007620584,0.000118780874],"category_scores_gemma":[0.00013494481,0.0002823095,0.000104784376,0.00012718291,0.00005776416,0.00011431013,0.000028334542,0.00029321894,0.000007782753],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000019134144,0.00003188262,0.00018579858,0.00006406241,0.000158735,0.000012598209,0.0012773687,0.92646146,0.04683108,0.0000056035947,0.00030096533,0.024651334],"study_design_scores_gemma":[0.0002989944,0.000044893794,0.000081335194,0.00007398754,0.00012765134,0.000019113002,0.00043920265,0.97328514,0.018847302,0.000004746537,0.0064374707,0.00034016542],"about_ca_topic_score_codex":0.0010614451,"about_ca_topic_score_gemma":0.0004409098,"teacher_disagreement_score":0.19449826,"about_ca_system_score_codex":0.00038490165,"about_ca_system_score_gemma":0.000051589075,"threshold_uncertainty_score":0.9999629},"labels":[],"label_agreement":null},{"id":"W2018952781","doi":"10.2118/0713-0103-jpt","title":"Focus on Unconventional Reservoirs Requires Advancements in Technology","year":2013,"lang":"en","type":"article","venue":"Journal of Petroleum Technology","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Petroleum engineering; Tight gas; Enhanced oil recovery; Petroleum industry; Oil shale; Petroleum; Unconventional oil; Tight oil; Geology; Environmental science; Environmental engineering; Hydraulic fracturing; Paleontology","score_opus":0.005557408631467669,"score_gpt":0.22379213775113688,"score_spread":0.2182347291196692,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2018952781","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9827232,0.001417263,0.0025418252,0.010307934,0.00035725816,0.00007009644,0.0000016152136,0.0001843737,0.0023964806],"genre_scores_gemma":[0.99814487,0.00031271417,0.0011244516,0.000026285259,0.00007924771,0.000021918622,8.6886865e-7,0.000025729887,0.0002639256],"study_design_codex":"simulation_or_modeling","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.9984949,0.000023181581,0.00066081784,0.00015367122,0.0002815644,0.0003858147],"domain_scores_gemma":[0.99927694,0.000042633474,0.00018516,0.00031507725,0.000114968156,0.000065208405],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002086199,0.00017891389,0.00041449774,0.0028529584,0.00003996711,0.000018152774,0.00053655443,0.00033976755,0.00022482299],"category_scores_gemma":[0.00014610165,0.00014953184,0.00012855882,0.00085581455,0.00011921493,0.00020119769,0.00006441582,0.0008862401,0.000121599944],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000726516,0.00039467416,0.03368402,0.0000940156,0.0005918241,0.00047775512,0.00005390066,0.878845,0.017863518,0.0021117602,0.0066910526,0.05911986],"study_design_scores_gemma":[0.015954567,0.0060035978,0.03506099,0.0025260726,0.00032990062,0.0017715843,0.0042225714,0.11656297,0.19519952,0.45068234,0.16888116,0.0028047254],"about_ca_topic_score_codex":0.000017259988,"about_ca_topic_score_gemma":0.000048031678,"teacher_disagreement_score":0.762282,"about_ca_system_score_codex":0.00021818768,"about_ca_system_score_gemma":0.000028312037,"threshold_uncertainty_score":0.60977316},"labels":[],"label_agreement":null},{"id":"W2019009274","doi":"10.1139/t00-101","title":"Nonequilibrium consolidation model for pressured shale layers","year":2001,"lang":"en","type":"article","venue":"Canadian Geotechnical Journal","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Consolidation (business); Oil shale; Dimensionless quantity; Geology; Mechanics; Geotechnical engineering; Fluid dynamics; Physics; Economics","score_opus":0.015435184568830595,"score_gpt":0.22644049020764428,"score_spread":0.2110053056388137,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2019009274","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.05607478,0.000605223,0.9367033,0.0027210924,0.0003499095,0.00024607644,0.000059344315,0.00025494077,0.0029853005],"genre_scores_gemma":[0.9974823,0.0001123343,0.00095110526,0.00015266791,0.00025004405,0.000012977187,0.00001452186,0.000031761716,0.0009922745],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9990146,0.000012853942,0.0002479212,0.00012371459,0.00013557704,0.000465319],"domain_scores_gemma":[0.99900657,0.000033297572,0.000030226998,0.00018695644,0.00007209396,0.00067087926],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002155242,0.00012386148,0.00017461242,0.00022347488,0.00015631189,0.000092959395,0.00023953644,0.00018058825,0.000098521254],"category_scores_gemma":[0.00007721232,0.0001191324,0.00014991178,0.00014521935,0.000032161457,0.00013958603,0.0000089986615,0.00036621324,0.000018461826],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000054457646,0.000004170564,0.000032322896,0.000009409857,0.00005474126,0.000031874188,0.00003205257,0.9857055,0.00026478068,0.000020736497,0.012786559,0.0010524227],"study_design_scores_gemma":[0.0002282044,0.000012797385,0.00010588374,0.000017011196,0.00004215151,0.00013832688,0.000010715278,0.934402,0.00011878323,0.00026796685,0.06450887,0.00014729843],"about_ca_topic_score_codex":0.0014223807,"about_ca_topic_score_gemma":0.0048861317,"teacher_disagreement_score":0.94140756,"about_ca_system_score_codex":0.00019827948,"about_ca_system_score_gemma":0.00017705452,"threshold_uncertainty_score":0.4858078},"labels":[],"label_agreement":null},{"id":"W2019112703","doi":"10.2118/134493-ms","title":"Sand on Demand for Horizontal Wells: Tracking Behaviour with the CT Scanner","year":2010,"lang":"en","type":"article","venue":"SPE Annual Technical Conference and Exhibition","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Alberta; Alberta Innovates","funders":"","keywords":"Porosity; Permeability (electromagnetism); Geology; Oil production; Production rate; Geotechnical engineering; Petroleum engineering; Flow (mathematics); Oil sands; Volumetric flow rate; Soil science; Environmental science; Materials science; Mechanics; Engineering; Composite material","score_opus":0.0101145749747048,"score_gpt":0.23509506647043465,"score_spread":0.22498049149572985,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2019112703","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.98362184,0.00004551768,0.011466245,0.0011929078,0.000071818155,0.0002198424,0.000040553514,0.00018183292,0.003159447],"genre_scores_gemma":[0.9993746,0.000042366642,0.00020042111,0.00006950923,0.0001544559,0.00003647928,0.000025007203,0.000017306125,0.00007980279],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99933904,0.000010905504,0.000120956516,0.00018859479,0.00013568504,0.00020478823],"domain_scores_gemma":[0.99961835,0.000060861017,0.000022809532,0.00016741637,0.000056335353,0.000074241245],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00017028378,0.00014025181,0.00014691082,0.000049516562,0.00015631891,0.00008522847,0.00009978895,0.000083802,0.000041382656],"category_scores_gemma":[0.000018291516,0.000083947554,0.000058558304,0.000079782774,0.000103210186,0.00013243381,0.000014777502,0.00037098108,0.0000067371334],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.001646554,0.0013204217,0.0109625785,0.0010508763,0.0009592821,0.00036354823,0.0046186857,0.044803638,0.41391253,0.020402446,0.1557427,0.34421673],"study_design_scores_gemma":[0.008649838,0.006827862,0.14086914,0.0014673793,0.0016784787,0.0008347496,0.0056978613,0.058078498,0.61742365,0.011938629,0.141426,0.0051079164],"about_ca_topic_score_codex":0.000042359392,"about_ca_topic_score_gemma":0.0003573618,"teacher_disagreement_score":0.3391088,"about_ca_system_score_codex":0.00001038843,"about_ca_system_score_gemma":0.000011263847,"threshold_uncertainty_score":0.3423282},"labels":[],"label_agreement":null},{"id":"W2019158460","doi":"10.2118/165497-ms","title":"Sanding Onset and Sand Rate Prediction in Heated Oil Reservoirs","year":2013,"lang":"en","type":"article","venue":"SPE Heavy Oil Conference-Canada","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Petro Geotech (Canada)","funders":"","keywords":"Geomechanics; Isothermal process; Petroleum engineering; Production rate; Displacement (psychology); Geology; Geotechnical engineering; Environmental science; Materials science; Engineering; Process engineering; Thermodynamics","score_opus":0.010715932245781134,"score_gpt":0.19108117690942555,"score_spread":0.18036524466364443,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2019158460","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.97850347,0.00032119273,0.00005388638,0.0016965976,0.00032063067,0.00004273752,0.000040402654,0.000089664994,0.018931428],"genre_scores_gemma":[0.9959489,0.0005860717,0.00005077097,0.0001202902,0.000062396604,0.000027080847,0.000047664016,0.000024326717,0.0031324886],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99860346,0.00007378077,0.0003442314,0.00026847055,0.00026761836,0.00044244181],"domain_scores_gemma":[0.99932474,0.00009700059,0.00003279163,0.0002513345,0.00006763647,0.0002264798],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00016234322,0.00022300064,0.00031384287,0.00012943686,0.0001102024,0.00010776458,0.00014415866,0.00010209136,0.00070885534],"category_scores_gemma":[0.0000632554,0.00020669388,0.000027385,0.00028748432,0.00004125748,0.00016395285,0.00003627485,0.00034711833,0.000015227822],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00015588813,0.00009312864,0.10304855,0.0019013674,0.00077612273,0.00038502883,0.0017580756,0.46527845,0.004106093,0.00003852176,0.31922027,0.103238516],"study_design_scores_gemma":[0.002721971,0.00008165796,0.20455126,0.00097481353,0.00010257956,0.000045266832,0.0017490548,0.7205844,0.010651396,0.00036039934,0.056694232,0.0014829636],"about_ca_topic_score_codex":0.9732038,"about_ca_topic_score_gemma":0.9911353,"teacher_disagreement_score":0.26252604,"about_ca_system_score_codex":0.00032187937,"about_ca_system_score_gemma":0.0005099769,"threshold_uncertainty_score":0.84287316},"labels":[],"label_agreement":null},{"id":"W2019642482","doi":"10.15530/urtec-2014-1925131","title":"Second Generation Testing of Cased Uncemented Multi-Fractured Horizontal Well Technology in the Horn River","year":2014,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":7,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Nexen (Canada)","funders":"","keywords":"French horn; Geology; Acoustics","score_opus":0.013486744583858476,"score_gpt":0.21576846160626065,"score_spread":0.20228171702240216,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2019642482","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.95721745,0.00006899283,0.038861163,0.00014935633,0.000072567775,0.000101115875,0.0000021314124,0.00011694513,0.0034102774],"genre_scores_gemma":[0.9950656,0.0000033369117,0.0046802512,0.000042020012,0.000055571087,0.000009528543,0.000010448892,0.000010960986,0.0001222702],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99938697,0.00003609779,0.00020505296,0.000118467644,0.00009972394,0.00015371613],"domain_scores_gemma":[0.99961776,0.000078841134,0.00003303117,0.00022194641,0.000030096504,0.000018323562],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00020229541,0.000102296544,0.00014639071,0.00018256875,0.00003921981,0.000011418585,0.00014754213,0.0001020462,0.00010326864],"category_scores_gemma":[0.000090348876,0.00006818382,0.000036918438,0.0003634082,0.000037130623,0.000044996632,0.000015562391,0.0001778319,0.000014507444],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000049322325,0.00009943087,0.005869876,0.000071040275,0.00010924947,0.000014367394,0.00093872624,0.71940035,0.26260412,0.00004808774,0.0011655007,0.009674285],"study_design_scores_gemma":[0.00047134722,0.000044074113,0.0027796398,0.000010100392,0.00001961777,0.0000052635664,0.00014470363,0.9005187,0.09239009,0.000031412503,0.0034726227,0.00011241751],"about_ca_topic_score_codex":0.00022331442,"about_ca_topic_score_gemma":0.0014413451,"teacher_disagreement_score":0.18111834,"about_ca_system_score_codex":0.000027335374,"about_ca_system_score_gemma":0.0000055422747,"threshold_uncertainty_score":0.27804554},"labels":[],"label_agreement":null},{"id":"W2020012380","doi":"10.2118/01-06-05","title":"Water Quality Considerations Resulting in the Impaired Injectivity of Water Injection and Disposal Wells","year":2001,"lang":"en","type":"article","venue":"Journal of Canadian Petroleum Technology","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":25,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"University of Calgary","keywords":"Petroleum engineering; Produced water; Dispose pattern; Water quality; Environmental science; Waste management; Water injection (oil production); Injection well; Environmental engineering; Engineering","score_opus":0.010074875097418378,"score_gpt":0.22381599269699468,"score_spread":0.21374111759957629,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2020012380","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9916882,0.00012740947,0.0002512487,0.0072238045,0.0000836048,0.00003283205,0.0000032978262,0.000017823244,0.00057179533],"genre_scores_gemma":[0.9997132,0.00006794729,0.000085612184,0.00005359891,0.000045456698,0.0000019459937,0.0000012341776,0.000008304344,0.00002274509],"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","domain_scores_codex":[0.9990109,0.00008758521,0.00043992902,0.00007654667,0.000116475894,0.0002685189],"domain_scores_gemma":[0.9995872,0.000063830215,0.000059150647,0.00015879706,0.00006104259,0.00007003052],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008177688,0.00009100488,0.00025242954,0.0016610594,0.0000804573,0.00002251287,0.00011578487,0.00015603477,0.000023897976],"category_scores_gemma":[0.0001094831,0.00005161914,0.00006140932,0.00028236114,0.000084408006,0.00010860258,0.000013095126,0.0004513922,0.0000016483817],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000098099554,0.00012907015,0.19903149,0.00014552043,0.00057481625,0.0008596628,0.008146678,0.69619155,0.08657687,0.0004007679,0.001973885,0.0058715986],"study_design_scores_gemma":[0.008281233,0.00191882,0.43681392,0.0005255247,0.00061923254,0.014384742,0.01905242,0.0735729,0.31938413,0.025517914,0.09790381,0.0020253637],"about_ca_topic_score_codex":0.024378458,"about_ca_topic_score_gemma":0.2195802,"teacher_disagreement_score":0.6226187,"about_ca_system_score_codex":0.00010843033,"about_ca_system_score_gemma":0.000043395918,"threshold_uncertainty_score":0.9821183},"labels":[],"label_agreement":null},{"id":"W2020386356","doi":"10.1016/j.apenergy.2013.07.060","title":"Hot water generation for oil sands processing from enhanced geothermal systems: Process simulation for different hydraulic fracturing scenarios","year":2013,"lang":"en","type":"article","venue":"Applied Energy","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":136,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Oil sands; Hydraulic fracturing; Natural gas; Unconventional oil; Petroleum engineering; Greenhouse gas; Fossil fuel; Environmental science; Geothermal gradient; Geothermal energy; Geology; Extraction (chemistry); Waste management; Environmental engineering; Mining engineering; Engineering","score_opus":0.009645898857823916,"score_gpt":0.21532215833187188,"score_spread":0.20567625947404797,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2020386356","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.55298316,0.00015888731,0.44589177,0.000028239894,0.00014165604,0.0002181745,0.000006946459,0.00022165493,0.00034951835],"genre_scores_gemma":[0.99536383,0.000016882454,0.00034138933,0.000079547055,0.001063708,0.00225795,0.00048165975,0.00009801931,0.00029698864],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99858886,0.000010706083,0.00039455178,0.0003688815,0.00019243697,0.00044456043],"domain_scores_gemma":[0.9994347,0.00007735015,0.000071541945,0.00022965121,0.000089951754,0.00009680854],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0000631979,0.0002984466,0.00034438045,0.00010672871,0.00021605358,0.00020745081,0.00015692573,0.00019488954,0.00004615156],"category_scores_gemma":[0.000007769446,0.00021699072,0.00010696229,0.00006462047,0.000015340675,0.00016483155,0.000016296462,0.000089994275,0.000008832521],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000025645268,0.000023854964,0.0000013649884,0.00026526753,0.00009268272,1.0540778e-7,0.00049070903,0.8486142,0.119977646,0.000004721383,0.00004006793,0.030463692],"study_design_scores_gemma":[0.0006315185,0.000011691266,0.000013981689,0.000030153557,0.000045028723,1.15672876e-7,0.00006553182,0.6701882,0.32744613,0.00008146169,0.001254317,0.00023186908],"about_ca_topic_score_codex":0.00026753414,"about_ca_topic_score_gemma":0.000057781628,"teacher_disagreement_score":0.44555038,"about_ca_system_score_codex":0.000087480315,"about_ca_system_score_gemma":0.000010628538,"threshold_uncertainty_score":0.88486254},"labels":[],"label_agreement":null},{"id":"W2020388743","doi":"10.2118/64747-ms","title":"Sand Production Simulation in Heavy Oil Reservoirs","year":2000,"lang":"en","type":"article","venue":"International Oil and Gas Conference and Exhibition in China","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Waterloo","funders":"","keywords":"Oil production; Pressure gradient; Porosity; Mechanics; Porous medium; Steady state (chemistry); Sensitivity (control systems); Production (economics); Yield (engineering); Dynamic equilibrium; Oil field; Process (computing); Field (mathematics); Petroleum engineering; Geotechnical engineering; Materials science; Geology; Computer science; Engineering; Physics; Mathematics; Chemistry; Composite material; Thermodynamics","score_opus":0.011302160934617153,"score_gpt":0.2412712129092863,"score_spread":0.22996905197466916,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2020388743","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.974914,0.00018285145,0.000067886154,0.0026332713,0.00012013713,0.000011811478,0.0000043068285,0.000038712864,0.022027021],"genre_scores_gemma":[0.99371976,0.004265022,0.000042344556,0.00003262892,0.00010576284,0.000011947802,0.000034714587,0.000007030199,0.0017808198],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99933493,0.000022251521,0.00020749508,0.00018418477,0.00013381446,0.000117301206],"domain_scores_gemma":[0.9998225,0.00002511832,0.000017083654,0.000068959445,0.0000266017,0.000039752027],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001292561,0.000098837336,0.00011541625,0.0001841795,0.000037775342,0.00006171391,0.000050395567,0.00006352892,0.00025382522],"category_scores_gemma":[0.000024307863,0.000093039176,0.000020351963,0.00011525137,0.000035389075,0.00028038688,0.000010513541,0.00015374046,0.000008977484],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000058579797,0.000035681707,0.0034695065,0.000059723894,0.000015455502,0.000009894934,0.0010142637,0.72023404,0.00023849253,0.00004688556,0.00008594488,0.27473155],"study_design_scores_gemma":[0.0010740635,0.00003434217,0.07241097,0.0005698494,0.000011611975,0.000023728586,0.00017241912,0.9105802,0.001274377,0.004777714,0.008725656,0.00034504023],"about_ca_topic_score_codex":0.00033059032,"about_ca_topic_score_gemma":0.00042472195,"teacher_disagreement_score":0.27438653,"about_ca_system_score_codex":0.00003585468,"about_ca_system_score_gemma":0.000007300397,"threshold_uncertainty_score":0.37940276},"labels":[],"label_agreement":null},{"id":"W2020547392","doi":"10.2118/137752-ms","title":"Linking Reservoir Simulators with Fracture Simulators","year":2010,"lang":"en","type":"article","venue":"SPE Eastern Regional Meeting","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":13,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Hydraulic fracturing; Petroleum engineering; Fracture (geology); Permeability (electromagnetism); Fluid dynamics; Complex fracture; Geology; Grid; Geotechnical engineering; Reservoir simulation; Flow (mathematics); Hydraulic conductivity; Mechanics; Soil science","score_opus":0.008511497138988912,"score_gpt":0.2207557359819023,"score_spread":0.21224423884291338,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2020547392","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.98984426,0.00022743484,0.0024001156,0.0006733694,0.00038975646,0.00011657132,0.0000019480972,0.00049964426,0.005846909],"genre_scores_gemma":[0.99632084,0.000013626286,0.0017358847,0.00020592348,0.0011119195,0.000006221924,0.000018607307,0.00010379198,0.0004831709],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99815196,0.00003270219,0.00032565877,0.00037778477,0.0005841989,0.00052768283],"domain_scores_gemma":[0.99886554,0.00019807674,0.00009076614,0.0005061649,0.00009303833,0.00024642667],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00026638954,0.00034733952,0.00032463003,0.00020277569,0.00020335216,0.00011506687,0.0003799969,0.00025136906,0.00009118677],"category_scores_gemma":[0.000060110277,0.0002700663,0.00016179754,0.0003367823,0.000088225286,0.00019703874,0.00006083996,0.0010218476,0.00011085429],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000018722949,0.000015282576,0.030749109,0.00007491877,0.00012286061,0.000043550568,0.00033179446,0.9670345,0.0006181785,0.000013174615,0.00019376038,0.0007841529],"study_design_scores_gemma":[0.0008655718,0.000058724116,0.004497543,0.00060104247,0.00011237903,0.000054019758,0.0003539615,0.8546588,0.0035757564,0.00038960573,0.1338407,0.0009918965],"about_ca_topic_score_codex":0.00008463091,"about_ca_topic_score_gemma":0.00030922287,"teacher_disagreement_score":0.13364694,"about_ca_system_score_codex":0.000037748876,"about_ca_system_score_gemma":0.00003130793,"threshold_uncertainty_score":0.99997514},"labels":[],"label_agreement":null},{"id":"W2020569491","doi":"10.2118/84304-ms","title":"Is Ottawa Still Evolving? API Specifications and Conductivity in 2003","year":2003,"lang":"en","type":"article","venue":"SPE Annual Technical Conference and Exhibition","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":9,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Permeability (electromagnetism); Petroleum engineering; Geology; Conductivity; Computer science; Physics","score_opus":0.027276710157354202,"score_gpt":0.25039152838082585,"score_spread":0.22311481822347165,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2020569491","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.919936,0.0016956028,0.022859337,0.0013552483,0.00013229791,0.00037335182,0.000096389005,0.00041103747,0.053140726],"genre_scores_gemma":[0.9984119,0.00065599056,0.0006471103,0.000058073725,0.000024195278,0.000013932583,0.000011669249,0.00001028948,0.00016682097],"study_design_codex":"not_applicable","study_design_gemma":"observational","domain_scores_codex":[0.99922585,0.000035820893,0.00019831302,0.00023510064,0.000108172375,0.00019675055],"domain_scores_gemma":[0.99958926,0.00003277,0.000021592467,0.0001724695,0.000090644084,0.000093252456],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001927589,0.00012812013,0.00018209888,0.00011501976,0.000051659626,0.00004948708,0.000052445153,0.00013650862,0.00022249857],"category_scores_gemma":[0.00012804083,0.00011961321,0.000025663609,0.0003002618,0.00010273897,0.00024686084,0.000016549742,0.00025369323,0.000017351935],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00015191056,0.0024562571,0.10397304,0.0022800018,0.0006956178,0.0003481546,0.016902767,0.017632274,0.26367056,0.1681245,0.3345368,0.089228116],"study_design_scores_gemma":[0.004620199,0.00070766365,0.42936274,0.001068395,0.000344128,0.0003004491,0.0063665914,0.07395782,0.11300799,0.07801316,0.28796044,0.004290408],"about_ca_topic_score_codex":0.00007501977,"about_ca_topic_score_gemma":0.00017911854,"teacher_disagreement_score":0.3253897,"about_ca_system_score_codex":0.000030399598,"about_ca_system_score_gemma":0.00001928955,"threshold_uncertainty_score":0.4877685},"labels":[],"label_agreement":null},{"id":"W2020725219","doi":"10.2118/162741-pa","title":"Analysis of Transient Linear Flow in Stress-Sensitive Formations","year":2013,"lang":"en","type":"article","venue":"SPE Reservoir Evaluation & Engineering","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":29,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"Alberta Innovates - Technology Futures","keywords":"Permeability (electromagnetism); Mechanics; Petroleum engineering; Flow (mathematics); Transient analysis; Volumetric flow rate; Geotechnical engineering; Modulus; Transient (computer programming); Geology; Mathematics; Transient response; Engineering; Chemistry; Computer science; Geometry; Physics","score_opus":0.015370617135111482,"score_gpt":0.253835065393881,"score_spread":0.23846444825876953,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2020725219","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9027341,0.00035045674,0.094522245,0.00015410305,0.00011794452,0.0004299034,0.000041723088,0.0001660356,0.0014834999],"genre_scores_gemma":[0.9966438,0.00012053439,0.002851002,0.000005364818,0.000044869266,0.00009214434,0.00018476506,0.000029259283,0.000028251678],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9982402,0.000056454035,0.00058978435,0.00019536821,0.0005964251,0.00032182178],"domain_scores_gemma":[0.99908453,0.00012004064,0.000053294192,0.00037467692,0.00026306894,0.00010436152],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00058065914,0.0002015776,0.00043020752,0.001308771,0.000031569893,0.0000296829,0.00016816064,0.000111538124,0.0004749889],"category_scores_gemma":[0.00016177997,0.00019926089,0.0002379794,0.0020919717,0.000017251006,0.00035861516,0.000022470642,0.00022784609,0.000042536165],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000001826252,0.000024489136,0.00060205394,0.0000723102,0.0006123505,0.0000011314424,0.0008517548,0.9951502,0.0014732153,0.0000068372633,0.000045971985,0.0011578399],"study_design_scores_gemma":[0.00027681445,0.000010822882,0.041080203,0.000064629116,0.00043949386,4.5564838e-7,0.00018698104,0.9534291,0.004186326,0.000011803618,0.0001273477,0.000186013],"about_ca_topic_score_codex":0.00025559965,"about_ca_topic_score_gemma":0.0003113834,"teacher_disagreement_score":0.09390972,"about_ca_system_score_codex":0.00019355842,"about_ca_system_score_gemma":0.000028745826,"threshold_uncertainty_score":0.8125623},"labels":[],"label_agreement":null},{"id":"W2020732594","doi":"10.2118/169541-ms","title":"Correlation of Stimulated Rock Volume from Microseismic Pointsets to Production Data - A Horn River Case Study","year":2014,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":19,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Microsemi (Canada)","funders":"","keywords":"Microseism; Fracture (geology); Geology; Hydraulic fracturing; Permeability (electromagnetism); Petroleum engineering; Oil shale; Soil science; Seismology; Geotechnical engineering","score_opus":0.01328622610734145,"score_gpt":0.2386847914859151,"score_spread":0.22539856537857364,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2020732594","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.83822316,0.00002360503,0.16104113,0.000052566313,0.00023225785,0.00018850372,0.000020549554,0.00014871251,0.000069511894],"genre_scores_gemma":[0.9982329,0.0000023958355,0.000802953,0.000014502666,0.000102846105,0.000003262676,0.00010296668,0.000021509772,0.00071664725],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9991267,0.000048130616,0.00025652547,0.00029758958,0.0001406292,0.00013047342],"domain_scores_gemma":[0.99900526,0.000030088757,0.00003392478,0.0008087693,0.00005230767,0.000069671965],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001819173,0.00012033558,0.0001979088,0.00012543802,0.000050112812,0.000018686243,0.00018302326,0.000056226974,0.00011246902],"category_scores_gemma":[0.00009347677,0.000106338186,0.000029940757,0.00023260537,0.000008127744,0.00015896933,0.00009211332,0.00011189775,0.00017559898],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000008636927,0.000074891264,0.0049439296,0.000011672513,0.00014110107,0.000021695563,0.0012011738,0.9854962,0.0010038705,3.9564213e-8,0.0046815113,0.0024152468],"study_design_scores_gemma":[0.00027244198,0.000049850703,0.00766639,0.000014022043,0.00012462707,0.000023377821,0.00044281757,0.98930776,0.00097421877,0.00000528926,0.0009828816,0.00013631885],"about_ca_topic_score_codex":0.00789799,"about_ca_topic_score_gemma":0.00060869235,"teacher_disagreement_score":0.16023818,"about_ca_system_score_codex":0.000030880023,"about_ca_system_score_gemma":0.000005634143,"threshold_uncertainty_score":0.9987085},"labels":[],"label_agreement":null},{"id":"W2020846940","doi":"10.2118/131777-ms","title":"Microseismic Monitoring: Technology State of Play","year":2010,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":7,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Microsemi (Canada)","funders":"","keywords":"Microseism; Hydraulic fracturing; State (computer science); Petroleum engineering; Computer science; Unconventional oil; Geology; Seismology","score_opus":0.0035250643298716635,"score_gpt":0.2066762540625074,"score_spread":0.20315118973263574,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2020846940","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9928958,0.000086183325,0.0024386186,0.00009197424,0.00029737063,0.000023708519,0.0000017645489,0.00028584892,0.0038787732],"genre_scores_gemma":[0.9972626,0.000036599668,0.0017515407,0.0000032781495,0.000037237147,0.000002886464,6.903963e-7,0.000013474909,0.00089170627],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99959195,0.000002035074,0.00012859085,0.00007459817,0.00005989023,0.00014294546],"domain_scores_gemma":[0.9996828,0.000013331309,0.00001350159,0.00022393795,0.00002095554,0.000045509292],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000045485456,0.0000710597,0.00011897111,0.00016803046,0.000019409486,0.000006397299,0.0001433053,0.000072548944,0.00008232944],"category_scores_gemma":[0.000015688085,0.000058161615,0.00004139117,0.0001851168,0.00004000766,0.000028244332,0.000020214009,0.00023225656,0.000039871255],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000015039318,0.000017812525,0.00592278,0.000036854686,0.00009869608,0.000005472245,0.00012564517,0.13535447,0.8418839,0.000018875224,0.00043228545,0.016101733],"study_design_scores_gemma":[0.00008754243,0.0000074004643,0.0018266219,0.0000058938217,0.0000088016,0.000004052427,0.000023338072,0.007979997,0.97928643,0.00020188559,0.010479264,0.000088759196],"about_ca_topic_score_codex":0.000037298494,"about_ca_topic_score_gemma":0.00001942494,"teacher_disagreement_score":0.13740258,"about_ca_system_score_codex":0.0000058610194,"about_ca_system_score_gemma":0.0000066730217,"threshold_uncertainty_score":0.23717618},"labels":[],"label_agreement":null},{"id":"W2020927876","doi":"10.2118/145978-ms","title":"Application of Deep Hydraulic Jet Perforating to Enhance Oil Production in Thin Reservoir with Bottom Water","year":2011,"lang":"en","type":"article","venue":"SPE Asia Pacific Oil and Gas Conference and Exhibition","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Regina","funders":"","keywords":"Nozzle; Casing; Petroleum engineering; Hydraulic fracturing; Jet (fluid); Hydraulic machinery; Geology; Wellbore; Well stimulation; Completion (oil and gas wells); Geotechnical engineering; Petroleum; Mechanics; Engineering; Mechanical engineering; Reservoir engineering","score_opus":0.009548548064520056,"score_gpt":0.20860744863791605,"score_spread":0.199058900573396,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2020927876","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.98385936,0.00011163153,0.0029458995,0.00072616787,0.00003241575,0.00004385265,0.0000016984787,0.000055224722,0.012223739],"genre_scores_gemma":[0.99833286,0.00051957736,0.00080117607,0.000008008966,0.000046682402,0.00004379608,0.000022713675,0.000013366019,0.00021184092],"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9991379,0.00002898095,0.00022246921,0.00028055022,0.00012663406,0.00020349993],"domain_scores_gemma":[0.99965227,0.000008141764,0.00003447686,0.00017088029,0.00006229859,0.0000719384],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00021060543,0.00014748737,0.0001982377,0.0001445864,0.000066753535,0.000029295243,0.00004992446,0.00007786175,0.000022714026],"category_scores_gemma":[0.000008775571,0.00010448664,0.000019727491,0.00017302246,0.000055201257,0.00021988852,0.000015486205,0.00015993505,0.000010419792],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0002735584,0.00014810964,0.011370444,0.0012277409,0.00008987193,0.000011939382,0.03217883,0.017394463,0.14661488,0.000081944985,0.0000801014,0.7905281],"study_design_scores_gemma":[0.000422736,0.00027042985,0.007062739,0.0005278438,0.000065999004,0.000029373514,0.006918762,0.059467144,0.9224472,0.0016210066,0.00059033436,0.000576421],"about_ca_topic_score_codex":0.00029421158,"about_ca_topic_score_gemma":0.0006276456,"teacher_disagreement_score":0.7899517,"about_ca_system_score_codex":0.000017628106,"about_ca_system_score_gemma":0.000007435641,"threshold_uncertainty_score":0.42608413},"labels":[],"label_agreement":null},{"id":"W2020944756","doi":"10.2118/96777-ms","title":"A Study of Fluid-Flow Mechanism for Cold Production With Sand and Single-Well Fine Numerical Simulation in Heavy-Oil Reservoirs","year":2005,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Petro-Canada","funders":"","keywords":"Geotechnical engineering; Flow (mathematics); Conservation of mass; Physical property; Petroleum engineering; Erosion; Stress (linguistics); Geology; Spark plug; Coupling (piping); Borehole; Computer simulation; Displacement (psychology); Mechanics; Materials science; Engineering; Mechanical engineering; Simulation","score_opus":0.01453529202233541,"score_gpt":0.23343020572652015,"score_spread":0.21889491370418473,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2020944756","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9679128,0.00006228053,0.031079162,0.00028276243,0.00003104365,0.00025577168,0.000001186079,0.00007954195,0.00029548327],"genre_scores_gemma":[0.9954051,0.000009135334,0.0039062575,0.000009357671,0.00007594706,0.000034229215,0.0000037496932,0.000021850365,0.0005344232],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9992298,0.00002113703,0.00023909021,0.00020070179,0.00015450204,0.00015476755],"domain_scores_gemma":[0.9996375,0.000059782935,0.000027421662,0.00017177724,0.000059257047,0.000044247234],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00014590475,0.00011755985,0.00022097689,0.00014218813,0.000037074748,0.000016009693,0.00004810872,0.000051018116,0.000014697362],"category_scores_gemma":[0.000040462382,0.000090971014,0.000024640965,0.00024328534,0.00001200429,0.00011998942,0.000012765398,0.00007636206,0.0000015691793],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00008557935,0.00026494756,0.0002716033,0.00007527046,0.00005169692,0.0000012520015,0.0005942813,0.99443793,0.0024259728,0.0000044044114,0.00005804368,0.0017290066],"study_design_scores_gemma":[0.0011102529,0.00037567067,0.00016285265,0.00003259978,0.00004517196,0.0000014200119,0.00028478474,0.9489893,0.04850226,0.000016541639,0.00034846785,0.00013069541],"about_ca_topic_score_codex":0.000093801995,"about_ca_topic_score_gemma":0.00082688575,"teacher_disagreement_score":0.046076287,"about_ca_system_score_codex":0.00004891771,"about_ca_system_score_gemma":0.0000060215903,"threshold_uncertainty_score":0.37096903},"labels":[],"label_agreement":null},{"id":"W2021630841","doi":"10.2118/89426-ms","title":"Adomian Solution of Forchheimer Model to Describe Porous Media Flow","year":2004,"lang":"en","type":"article","venue":"SPE/DOE Symposium on Improved Oil Recovery","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Dalhousie University","funders":"Natural Sciences and Engineering Research Council of Canada; Killam Trusts","keywords":"Porous medium; Adomian decomposition method; Fluid dynamics; Darcy's law; Flow (mathematics); Mechanics; Partial differential equation; Computer science; Mathematics; Porosity; Geology; Geotechnical engineering; Physics; Mathematical analysis","score_opus":0.010226056470210989,"score_gpt":0.20771911259217765,"score_spread":0.19749305612196666,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2021630841","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.6733173,0.00080769253,0.26817474,0.003374208,0.0037710338,0.00059280347,0.0003452007,0.0012033188,0.0484137],"genre_scores_gemma":[0.98707914,0.0004214595,0.010756555,0.00024286236,0.00029333154,0.000044336375,0.000044508568,0.000106888234,0.001010942],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9979778,0.000026918851,0.0005555601,0.000428466,0.00038706957,0.00062420114],"domain_scores_gemma":[0.9988028,0.00006736375,0.000086542124,0.0006489032,0.00009052129,0.00030386637],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00025371136,0.00037456513,0.0005028327,0.00037837293,0.00008829377,0.000047976035,0.00033606944,0.0002665839,0.000033742133],"category_scores_gemma":[0.0000930861,0.00034702735,0.00032524377,0.00036380277,0.000045895875,0.00025013078,0.00006473993,0.0003523054,0.00013170489],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0001099046,0.0000672123,0.000002619999,0.00010185699,0.00015887253,0.000006299413,0.00044211128,0.87225163,0.10585275,0.000017471584,0.0004725233,0.020516748],"study_design_scores_gemma":[0.0018797573,0.00036855164,0.00006148916,0.00029600714,0.0002243255,0.000011336667,0.00008533793,0.763283,0.23105,0.0010368489,0.00086402165,0.00083928794],"about_ca_topic_score_codex":0.0004634033,"about_ca_topic_score_gemma":0.0003952638,"teacher_disagreement_score":0.31376183,"about_ca_system_score_codex":0.00039769648,"about_ca_system_score_gemma":0.000111531976,"threshold_uncertainty_score":0.9998982},"labels":[],"label_agreement":null},{"id":"W2021813036","doi":"10.2118/132475-ms","title":"Using Second Derivative of Transient Pressure in Welltest Analysis of Low Permeability Gas Reservoirs","year":2010,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":7,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Husky Energy (Canada)","funders":"","keywords":"Permeability (electromagnetism); Petroleum engineering; Transient flow; Transient analysis; Wellbore; Skin effect; Derivative (finance); Time derivative; Flow (mathematics); Second derivative; Transient (computer programming); TRACER; Mechanics; Geology; Mathematics; Engineering; Computer science; Chemistry; Transient response; Physics; Mathematical analysis","score_opus":0.010959332843910064,"score_gpt":0.2404189967001793,"score_spread":0.22945966385626923,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2021813036","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9933578,0.00009832388,0.0031613437,0.00003080435,0.000050262624,0.00009126487,0.000028936112,0.00003347505,0.0031477963],"genre_scores_gemma":[0.99863386,0.000009166435,0.0012099439,0.000003937199,0.000012534574,0.0000032128082,0.0000073305255,0.000013940372,0.00010607741],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9988382,0.000046585777,0.00048388384,0.00020723772,0.00021502505,0.00020908492],"domain_scores_gemma":[0.9991831,0.00012147808,0.00006178819,0.00046889664,0.00009418585,0.00007052354],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00034258337,0.00014556601,0.00053449447,0.00050476595,0.000021057784,0.000007962401,0.0002030889,0.00013053077,0.0014916087],"category_scores_gemma":[0.00007262969,0.00012396248,0.00026283102,0.0012905898,0.00010667835,0.00009846694,0.000023984476,0.00029489998,8.3275427e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000008683231,0.000076283344,0.02502278,0.00026805577,0.0008740863,0.0000014681744,0.0012938866,0.90292287,0.06942322,0.0000041752596,0.000017229047,0.00008724316],"study_design_scores_gemma":[0.00017323314,0.000011432834,0.093374915,0.000026182988,0.0004491539,3.8667946e-7,0.00024269083,0.7985185,0.106914625,0.000021106749,0.00013916893,0.0001286419],"about_ca_topic_score_codex":0.0009624791,"about_ca_topic_score_gemma":0.009458796,"teacher_disagreement_score":0.10440443,"about_ca_system_score_codex":0.000019677129,"about_ca_system_score_gemma":0.000021634269,"threshold_uncertainty_score":0.9994212},"labels":[],"label_agreement":null},{"id":"W2021985378","doi":"10.2118/137924-ms","title":"Controls on Mannville Coalbed Methane Production in Fort Assiniboine, Alberta","year":2010,"lang":"en","type":"article","venue":"Canadian Unconventional Resources and International Petroleum Conference","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Nexen (Canada)","funders":"","keywords":"Coalbed methane; Permeability (electromagnetism); Petroleum engineering; Coal; Geology; Coal mining; Coal field; Cretaceous; Mining engineering; Geography; Archaeology; Paleontology","score_opus":0.009821765267369775,"score_gpt":0.22151073766476362,"score_spread":0.21168897239739384,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2021985378","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9333034,0.00005862237,0.00006670993,0.003396263,0.0008266914,0.00007838258,0.000035271132,0.000027347203,0.062207278],"genre_scores_gemma":[0.99030465,0.000046837937,0.000044848864,0.00015125642,0.0002563334,0.00003078677,0.0000910793,0.000016706224,0.009057524],"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","domain_scores_codex":[0.99895406,0.000020665397,0.00025435974,0.000272956,0.00023462463,0.0002633156],"domain_scores_gemma":[0.9993693,0.00008009309,0.00004248679,0.00015618061,0.00008587295,0.0002660639],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00019808332,0.0001635711,0.00018197543,0.00046490435,0.00006461296,0.0000981188,0.0002150115,0.000108962784,0.0009500742],"category_scores_gemma":[0.0001772998,0.00015643374,0.00007581143,0.00009898696,0.00007520305,0.00013271697,0.000015882968,0.00038754486,0.000047429483],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0006100277,0.0005165669,0.19094014,0.00033406334,0.0023425356,0.0003495853,0.0018647038,0.648107,0.021445544,0.06774364,0.022334568,0.04341161],"study_design_scores_gemma":[0.0014650854,0.0000866554,0.123941965,0.00016646391,0.000036923284,0.00007077926,0.00019743704,0.2328375,0.00088869315,0.0019666513,0.63774943,0.00059243146],"about_ca_topic_score_codex":0.025042398,"about_ca_topic_score_gemma":0.49024057,"teacher_disagreement_score":0.61541486,"about_ca_system_score_codex":0.00010620753,"about_ca_system_score_gemma":0.00008934601,"threshold_uncertainty_score":0.99996316},"labels":[],"label_agreement":null},{"id":"W2022016586","doi":"10.2118/153131-pa","title":"Interpreting Uncemented Multistage Hydraulic-Fracturing Completion Effectiveness By Use of Fiber-Optic DTS Injection Data","year":2013,"lang":"en","type":"article","venue":"SPE Drilling & Completion","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":36,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Shell (Canada)","funders":"","keywords":"Petroleum engineering; Completion (oil and gas wells); Geology; Hydraulic fracturing; Well stimulation; Fracture (geology); Wellbore; Permeability (electromagnetism); Geotechnical engineering; Reservoir engineering; Petroleum","score_opus":0.02601256149710969,"score_gpt":0.24747581118566775,"score_spread":0.22146324968855807,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2022016586","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7909429,0.00013209831,0.20746152,0.000046792236,0.000321755,0.00038355286,0.000067822424,0.00033901975,0.00030453017],"genre_scores_gemma":[0.995222,0.00004160486,0.003011979,0.000018909863,0.000099333636,0.000026314054,0.0014475737,0.00006219036,0.00007010567],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9979876,0.0001892715,0.0005861544,0.00047410815,0.0003825016,0.00038031256],"domain_scores_gemma":[0.9983338,0.00046840988,0.00018611838,0.0007656549,0.00014300553,0.00010299938],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00043608752,0.00031028563,0.00046674997,0.0002450991,0.00017043712,0.00015379279,0.00035632934,0.00013437365,0.00025017987],"category_scores_gemma":[0.00021530844,0.00031226347,0.00011199468,0.0003310246,0.00006669242,0.0007257151,0.00015956453,0.00033925162,0.00013305694],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00002458879,0.000059864415,0.0016238396,0.0003475089,0.00018355584,0.0000022355187,0.00016590854,0.9372817,0.05492339,0.0000043193404,0.0012739344,0.00410913],"study_design_scores_gemma":[0.0003890043,0.00005947477,0.0122866845,0.0004665713,0.00007676425,0.0000062415106,0.000046992962,0.96551925,0.013124469,0.000027489386,0.0076602115,0.00033686933],"about_ca_topic_score_codex":0.0030066606,"about_ca_topic_score_gemma":0.00005139566,"teacher_disagreement_score":0.20444955,"about_ca_system_score_codex":0.00020874225,"about_ca_system_score_gemma":0.000008483818,"threshold_uncertainty_score":0.99993294},"labels":[],"label_agreement":null},{"id":"W2022176583","doi":"10.1190/1.1817553","title":"Instantaneous spectral analysis applied to reservoir imaging and producibility characterization","year":2003,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":11,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Petro-Canada; Centennial College","funders":"","keywords":"Characterization (materials science); Spectral analysis; Reservoir modeling; Geology; Computer science; Petroleum engineering; Materials science; Physics; Nanotechnology","score_opus":0.005211070931311835,"score_gpt":0.2006150083485442,"score_spread":0.19540393741723236,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2022176583","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.92710215,0.00004210001,0.05109191,0.00017015163,0.000050641207,0.0001487882,0.000004703213,0.00027991933,0.021109667],"genre_scores_gemma":[0.99818593,0.000020942947,0.0011842927,0.00007139608,0.000035523393,0.000012120257,0.000025691137,0.00001848677,0.00044562708],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99898785,0.00002607268,0.00021752928,0.0003640397,0.00014830053,0.0002562045],"domain_scores_gemma":[0.999359,0.000019149446,0.000016829865,0.00043544744,0.00002680567,0.0001427857],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00027146164,0.00014797262,0.00024571797,0.00028719968,0.00007493758,0.00007306144,0.000084167616,0.000036118836,0.0001761392],"category_scores_gemma":[0.000051366478,0.00012934192,0.000065930035,0.0009828698,0.000019022966,0.00007850467,0.000019418892,0.00010594656,0.000020842574],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000019334846,0.000052591862,0.026374778,0.0000962576,0.000752178,0.000026182302,0.0009267601,0.91830915,0.049242236,0.00030782117,0.00017151795,0.0037211955],"study_design_scores_gemma":[0.0009445282,0.00006937463,0.28926203,0.00003246993,0.0017620053,0.00008140624,0.00087711134,0.51476,0.15887398,0.00066504756,0.030513408,0.0021586507],"about_ca_topic_score_codex":0.000036798163,"about_ca_topic_score_gemma":0.00012567913,"teacher_disagreement_score":0.40354913,"about_ca_system_score_codex":0.000059402304,"about_ca_system_score_gemma":0.000008328181,"threshold_uncertainty_score":0.5274411},"labels":[],"label_agreement":null},{"id":"W2022411385","doi":"10.2118/144057-ms","title":"Modeling Fractured Horizontal Wells As Dual Porosity Composite Reservoirs – Application to Tight Gas, Shale Gas and Tight Oil Cases","year":2011,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":120,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Porosity; Flow (mathematics); Tight gas; Mechanics; Geology; Oil shale; Fracture (geology); Tight oil; Matrix (chemical analysis); Laplace transform; Petroleum engineering; Work (physics); Geotechnical engineering; Materials science; Mathematics; Hydraulic fracturing; Physics; Thermodynamics; Composite material; Mathematical analysis","score_opus":0.011368509898336472,"score_gpt":0.21220572738693774,"score_spread":0.20083721748860128,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2022411385","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.95741886,0.00046091081,0.02504766,0.00027025447,0.000094122406,0.000120405086,0.000014185385,0.00039019526,0.016183412],"genre_scores_gemma":[0.9961049,0.000187269,0.002539994,0.00012360553,0.0001476419,0.000028321716,0.000050940744,0.000047055895,0.0007702854],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9985986,0.00003111224,0.0003138436,0.0004041823,0.00026939897,0.00038287722],"domain_scores_gemma":[0.9990797,0.00004039867,0.000029926692,0.00045145254,0.00006128958,0.00033723953],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00015662462,0.0002796829,0.0003170809,0.00017277448,0.00019065753,0.00006871313,0.00020027041,0.00016805426,0.00025517258],"category_scores_gemma":[0.000018270914,0.00023920299,0.00009881893,0.00021860977,0.000031515032,0.00020753614,0.00010024362,0.00025213676,0.00020378332],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00017754314,0.00021044671,0.0019433836,0.00023155283,0.0004195308,0.00022113397,0.003809916,0.9514703,0.029224072,0.00010481904,0.0038369482,0.008350341],"study_design_scores_gemma":[0.0004702408,0.00012248204,0.0011522874,0.00006513396,0.00015076797,0.00012381445,0.0002329653,0.900332,0.08996176,0.00021885232,0.0064410414,0.00072865514],"about_ca_topic_score_codex":0.0054573384,"about_ca_topic_score_gemma":0.000984137,"teacher_disagreement_score":0.060737688,"about_ca_system_score_codex":0.00006932657,"about_ca_system_score_gemma":0.000013505976,"threshold_uncertainty_score":0.97544146},"labels":[],"label_agreement":null},{"id":"W2022475633","doi":"10.1111/gwat.12198","title":"Deep Injection of Waste Water in the Western Canada Sedimentary Basin","year":2014,"lang":"en","type":"article","venue":"Ground Water","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":48,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Saskatchewan","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Structural basin; Hydrogeology; Groundwater recharge; Sedimentary rock; Sedimentary basin; Environmental science; Injection well; Geology; Water injection (oil production); Petroleum engineering; Hydrology (agriculture); Groundwater; Geochemistry; Aquifer; Geomorphology; Geotechnical engineering","score_opus":0.004112163504845858,"score_gpt":0.1711926435387893,"score_spread":0.16708048003394343,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2022475633","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99678665,0.000018541185,0.0014125351,0.0006304787,0.00021865049,0.000043426146,7.218645e-7,0.000017270113,0.00087173557],"genre_scores_gemma":[0.9991797,0.0000026384425,0.000011766496,0.00037757208,0.00011515739,0.000006190552,0.00002525357,0.000011806074,0.00026990403],"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9993347,0.000056160367,0.0001587521,0.00008491866,0.00015471938,0.00021074672],"domain_scores_gemma":[0.9997607,0.000018174076,0.0000068360305,0.00018252576,0.000008755343,0.00002304822],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002156427,0.00008802827,0.000120057564,0.000053740376,0.00003193072,0.000018091196,0.000123089,0.00003650415,0.000046847836],"category_scores_gemma":[0.0000013782766,0.00004133294,0.000035418438,0.000042317035,0.000012847754,0.0000657831,0.000019155532,0.00011139749,0.000015120639],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000100458665,0.000023559629,0.008041052,0.000121837635,0.00010205481,0.0000137507595,0.004683997,0.98063534,0.0026180134,0.0000011505529,0.0027475418,0.0010016231],"study_design_scores_gemma":[0.0017001503,0.00016917769,0.027553573,0.000107758555,0.00020335033,0.00008647035,0.0023239306,0.2344264,0.5184805,0.00036651353,0.21361859,0.0009636055],"about_ca_topic_score_codex":0.3986071,"about_ca_topic_score_gemma":0.3102548,"teacher_disagreement_score":0.74620897,"about_ca_system_score_codex":0.00005837467,"about_ca_system_score_gemma":0.000003684659,"threshold_uncertainty_score":0.70233124},"labels":[],"label_agreement":null},{"id":"W2022523637","doi":"10.2118/65464-ms","title":"Application of Hydraulic Fractures in Openhole Horizontal Wells","year":2000,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":11,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Golder Associates (Canada)","funders":"","keywords":"Petroleum engineering; Well stimulation; Geology; Wellbore; Fracture (geology); Transverse plane; Hydraulic fracturing; Directional drilling; Geotechnical engineering; Reservoir engineering; Engineering; Petroleum; Drilling; Mechanical engineering; Structural engineering","score_opus":0.0030354327518423733,"score_gpt":0.21132935890077512,"score_spread":0.20829392614893275,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2022523637","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.844251,0.00028658303,0.0053968723,0.0001171292,0.000024170862,0.00010433224,0.00000198746,0.000117953,0.14969999],"genre_scores_gemma":[0.998769,0.00009522386,0.00024201113,0.0000435367,0.000035423283,0.000011940315,0.000009149849,0.000013435571,0.00078029936],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9994364,0.0000104547125,0.00019792304,0.00011128644,0.000106967644,0.00013698936],"domain_scores_gemma":[0.99971265,0.000019535255,0.000012170365,0.00020884312,0.0000066622692,0.00004016914],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0000697786,0.000087747896,0.00015798552,0.00009026852,0.000013347688,0.0000091845195,0.00013909156,0.000069294554,0.0017985502],"category_scores_gemma":[0.0000030170597,0.000073718926,0.000055123728,0.0002109545,0.00001565782,0.00007496885,0.000007657416,0.00010772597,0.00022440018],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000055045803,0.000036043795,0.0010578609,0.000024680276,0.000026145659,0.0000022557272,0.00013591131,0.9287966,0.0022270572,0.000009243428,0.00091451657,0.066764206],"study_design_scores_gemma":[0.00077573315,0.000053513406,0.08573479,0.000041719133,0.000036459394,0.000005623494,0.000117678326,0.587175,0.16363113,0.00034194422,0.16160095,0.00048546292],"about_ca_topic_score_codex":0.00079237204,"about_ca_topic_score_gemma":0.00023382943,"teacher_disagreement_score":0.34162158,"about_ca_system_score_codex":0.000021999675,"about_ca_system_score_gemma":0.000004158005,"threshold_uncertainty_score":0.9991139},"labels":[],"label_agreement":null},{"id":"W2022642550","doi":"10.2118/157904-ms","title":"Experimental Evaluation of Dispersion and Diffusion in a UTF BItumen/n-Butane System","year":2012,"lang":"en","type":"article","venue":"SPE Heavy Oil Conference Canada","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Alberta Innovates","funders":"","keywords":"Asphalt; Steam injection; Butane; Petroleum engineering; Solvent; Isothermal process; Oil sands; Oil field; Environmental science; Hydrocarbon; Steam-assisted gravity drainage; Materials science; Chemistry; Thermodynamics; Geology; Composite material; Organic chemistry; Physics; Catalysis","score_opus":0.01563547226186802,"score_gpt":0.2297742786233537,"score_spread":0.2141388063614857,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2022642550","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99490315,0.0014857661,0.000060872357,0.000066296794,0.00020710919,0.00005116651,0.0000065457834,0.000021642274,0.0031974502],"genre_scores_gemma":[0.99980396,0.000047530884,0.00003078857,0.0000082246725,0.000034071523,0.00001080657,0.000010055129,0.000009596804,0.000044956883],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99905354,0.000051046838,0.0001874415,0.00010447747,0.0003918827,0.00021159192],"domain_scores_gemma":[0.99965286,0.000018030634,0.000027911216,0.00013582646,0.000045325647,0.000120019045],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00024052302,0.00010700349,0.00018480165,0.00007569175,0.000032448952,0.000010708062,0.00006126076,0.00004873496,0.000078107616],"category_scores_gemma":[0.0000150317055,0.00009483432,0.000019388246,0.00011140901,0.000020604853,0.00008653312,0.00002156834,0.000086287226,0.0000015510151],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000247473,0.0006722493,0.12318633,0.0056937872,0.0005900612,0.000104604645,0.018576076,0.36120093,0.29345384,0.0014039436,0.004410794,0.1904599],"study_design_scores_gemma":[0.0009890057,0.00002895053,0.020582255,0.00047852827,0.00007801799,0.000017593546,0.0054782773,0.9120996,0.058929663,0.0000060221546,0.0009583639,0.0003537058],"about_ca_topic_score_codex":0.2816997,"about_ca_topic_score_gemma":0.1841388,"teacher_disagreement_score":0.5508987,"about_ca_system_score_codex":0.00044097172,"about_ca_system_score_gemma":0.00015022917,"threshold_uncertainty_score":0.83074856},"labels":[],"label_agreement":null},{"id":"W2022682351","doi":"10.2118/136248-ms","title":"Fracture-Based Strategies for Carbonate Reservoir Development","year":2010,"lang":"en","type":"article","venue":"SPE Russian Oil and Gas Conference and Exhibition","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Golder Associates (Canada)","funders":"","keywords":"Coring; Geology; Carbonate; Petrophysics; Petroleum engineering; Fracture (geology); Wireline; Reservoir engineering; Petroleum reservoir; Reservoir modeling; Reservoir simulation; Matrix (chemical analysis); Petrology; Porosity; Geotechnical engineering; Drilling; Engineering; Petroleum; Materials science","score_opus":0.011341546358217047,"score_gpt":0.2218089966029532,"score_spread":0.21046745024473615,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2022682351","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.95148045,0.00038245122,0.016396614,0.004768145,0.00022281645,0.000082056744,0.000016041417,0.00024141613,0.026410006],"genre_scores_gemma":[0.9974164,0.00025218338,0.0018047598,0.0001023018,0.00009461583,0.000030521693,0.000058442354,0.000014532538,0.00022627978],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99934494,0.00001036893,0.00015157128,0.0001868138,0.00009461659,0.00021166992],"domain_scores_gemma":[0.99970526,0.00003281146,0.0000242581,0.00011580892,0.000027621358,0.000094242525],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00013221588,0.00015359372,0.00016168124,0.000086754844,0.00014504828,0.00015603782,0.000054251006,0.00012586554,0.000051435865],"category_scores_gemma":[0.000008698638,0.00012416187,0.000035343142,0.000053485743,0.00005708985,0.00013809031,0.000010687483,0.0001944237,0.000003978274],"study_design_candidate":"design_other","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000317764,0.00022331932,0.0015074296,0.0044100257,0.0005745695,0.00006939233,0.007929161,0.107376896,0.046355907,0.020721022,0.0031269705,0.80738753],"study_design_scores_gemma":[0.003672044,0.00022908977,0.01261511,0.0007141632,0.00023015683,0.000033187178,0.0016680261,0.5543094,0.08002396,0.06436146,0.28002155,0.002121844],"about_ca_topic_score_codex":0.00006629374,"about_ca_topic_score_gemma":0.0006182545,"teacher_disagreement_score":0.8052657,"about_ca_system_score_codex":0.000009117335,"about_ca_system_score_gemma":0.00006227708,"threshold_uncertainty_score":0.50631744},"labels":[],"label_agreement":null},{"id":"W2022716917","doi":"10.2118/07-04-02","title":"How Much Oil You Can Get From CHOPS","year":2007,"lang":"en","type":"article","venue":"Journal of Canadian Petroleum Technology","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":33,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Waterloo","funders":"U.S. Department of Energy","keywords":"Permeability (electromagnetism); Petroleum engineering; Environmental science; Porosity; Oil production; Oil field; Limiting; Oil viscosity; Viscosity; Geology; Geotechnical engineering; Materials science; Engineering; Composite material; Chemistry","score_opus":0.004246773252071971,"score_gpt":0.17813312907991377,"score_spread":0.1738863558278418,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2022716917","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9602531,0.0028565938,0.002506493,0.02622669,0.0007580104,0.00001448727,0.000036678175,0.00014942391,0.007198509],"genre_scores_gemma":[0.9969654,0.00036392178,0.0009117099,0.00013523504,0.00040318922,9.5936e-7,0.0000045456427,0.00003575214,0.0011792746],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.998667,0.0000115675075,0.00037208694,0.00012735363,0.00022808765,0.00059389434],"domain_scores_gemma":[0.99891573,0.000033483833,0.0001233689,0.00031895583,0.00010498359,0.0005034794],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00026747698,0.00018035097,0.00038646234,0.003924763,0.00007683338,0.00005589704,0.00050960423,0.00038755877,0.00006422791],"category_scores_gemma":[0.000107935586,0.00016469522,0.0001579931,0.0008297088,0.00007527609,0.000094336465,0.000016256548,0.00085503963,0.0000109633265],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00011482101,0.00016459441,0.04395484,0.00022237423,0.006227986,0.019151986,0.0015623635,0.19216876,0.048817974,0.001033946,0.14301771,0.54356265],"study_design_scores_gemma":[0.0006213215,0.000081556616,0.0018119059,0.00005473717,0.000112920214,0.00036307247,0.0009377987,0.0020311936,0.01607664,0.0006328509,0.97695184,0.00032415913],"about_ca_topic_score_codex":0.023680659,"about_ca_topic_score_gemma":0.50014824,"teacher_disagreement_score":0.8339341,"about_ca_system_score_codex":0.00046729864,"about_ca_system_score_gemma":0.00017061383,"threshold_uncertainty_score":0.98282075},"labels":[],"label_agreement":null},{"id":"W2022771608","doi":"10.2118/97299-ms","title":"Horizontal Screen Failures in Unconsolidated, High-Permeability Sandstone Reservoirs: Reversing the Trend","year":2005,"lang":"en","type":"article","venue":"SPE Annual Technical Conference and Exhibition","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":17,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Shell (Canada)","funders":"","keywords":"Reversing; Geology; Completion (oil and gas wells); Environmental science; Installation; Permeability (electromagnetism); Petroleum engineering; Geotechnical engineering; Corrosion; Mining engineering; Engineering; Materials science; Mechanical engineering","score_opus":0.011222253265333427,"score_gpt":0.23622221301485896,"score_spread":0.22499995974952552,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2022771608","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9847577,0.0003928102,0.0019806866,0.006530449,0.00006221839,0.00020565126,0.00008093812,0.00031433062,0.0056752055],"genre_scores_gemma":[0.9988709,0.00028552063,0.00047426912,0.000057479043,0.00015212124,0.0000128766005,0.00006425665,0.000013102031,0.00006945256],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9988605,0.00006757708,0.00029835867,0.0002704569,0.0002003202,0.00030282346],"domain_scores_gemma":[0.9994916,0.000063638465,0.000028355922,0.000287212,0.00003901524,0.00009021885],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00035633286,0.0001749732,0.00024315799,0.00011778539,0.00014082911,0.000072166535,0.00017304666,0.00017590939,0.00014742085],"category_scores_gemma":[0.000055882243,0.00012697463,0.0000664721,0.0002777279,0.00018392089,0.0003557845,0.00006848913,0.00044990043,0.00001805578],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0015544737,0.001650088,0.015609687,0.0010271496,0.0007430339,0.00038122752,0.012143911,0.2224823,0.106602095,0.012816496,0.18992901,0.43506053],"study_design_scores_gemma":[0.012672422,0.0020678665,0.27190542,0.0033485312,0.0008859762,0.0004663104,0.021836007,0.19517131,0.1151649,0.02889376,0.34056205,0.0070254654],"about_ca_topic_score_codex":0.0010473073,"about_ca_topic_score_gemma":0.009992039,"teacher_disagreement_score":0.42803508,"about_ca_system_score_codex":0.000088618464,"about_ca_system_score_gemma":0.000015084464,"threshold_uncertainty_score":0.5575792},"labels":[],"label_agreement":null},{"id":"W2022953294","doi":"10.2118/79847-ms","title":"Application of Real-Time Resistivity and Annular Pressure Data in Reducing Lost-Circulation Events","year":2003,"lang":"en","type":"article","venue":"All Days","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"ConocoPhillips (Canada)","funders":"","keywords":"Lost circulation; Circulation (fluid dynamics); Electrical resistivity and conductivity; Petroleum engineering; Computer science; Geology; Electrical engineering; Mechanics; Engineering; Mechanical engineering; Physics","score_opus":0.011245109150415449,"score_gpt":0.23799442987346062,"score_spread":0.22674932072304516,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2022953294","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9844737,0.0007756453,0.009924356,0.00004937289,0.000028817536,0.00017935333,0.000034617246,0.00005227808,0.00448185],"genre_scores_gemma":[0.9991063,0.00013322187,0.0005643556,0.0000023793841,0.000013641996,0.0000034155016,0.00009203051,0.0000108105705,0.00007387109],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9994141,0.000045896682,0.0001552448,0.00017929313,0.0001047282,0.00010073148],"domain_scores_gemma":[0.9993911,0.000036439244,0.000033380595,0.00049394113,0.000014273145,0.00003086864],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00032757787,0.0000686824,0.00012828573,0.000065746826,0.000016370512,0.000005918744,0.00010798387,0.000060277784,0.000015399857],"category_scores_gemma":[0.000071540024,0.00006954299,0.000014113937,0.00012490568,0.000010859996,0.00012555407,0.00002848101,0.00006848101,0.000008695379],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000070432943,0.000055194698,0.02894034,0.0002808633,0.00016103259,0.0000025491688,0.0003211597,0.93096036,0.035840325,0.000044148834,0.0004634338,0.0029235496],"study_design_scores_gemma":[0.00023114857,0.0000063650305,0.23827374,0.00005444194,0.000097580276,0.0000020786115,0.000013601115,0.7523513,0.0037821042,0.00022380511,0.004813192,0.00015064873],"about_ca_topic_score_codex":0.00048298668,"about_ca_topic_score_gemma":0.000042458287,"teacher_disagreement_score":0.20933339,"about_ca_system_score_codex":0.000013923979,"about_ca_system_score_gemma":0.000006171906,"threshold_uncertainty_score":0.2835881},"labels":[],"label_agreement":null},{"id":"W2022991903","doi":"10.2118/128429-ms","title":"The First Successful ImpulseTest on Coiled Tubing Results in Reliable Reservoir Evaluation for Non-naturally Flowing Wells","year":2010,"lang":"en","type":"article","venue":"North Africa Technical Conference and Exhibition","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Apache (Canada)","funders":"","keywords":"Impulse (physics); Wellbore; Test data; Computer science; Impulse response; Test method; Simulation; Engineering; Reliability engineering; Petroleum engineering; Geology; Mathematics","score_opus":0.0175186489545466,"score_gpt":0.2438880637676619,"score_spread":0.2263694148131153,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2022991903","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9908515,0.00007433154,0.00067355705,0.0019546873,0.00021435859,0.0006066056,0.000023033896,0.00017859782,0.0054233205],"genre_scores_gemma":[0.9990699,0.00013804766,0.00031137676,0.000032983116,0.00010622071,0.000193915,0.00009761617,0.000019562556,0.000030355843],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9985217,0.00002392228,0.00041832286,0.00033059192,0.00032761024,0.0003778865],"domain_scores_gemma":[0.9988862,0.00044421002,0.000045371573,0.00036876177,0.00016609566,0.000089310524],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00097158743,0.00018798429,0.00021682073,0.00013349575,0.0003864177,0.00016385921,0.00022991742,0.00021434229,0.000009493373],"category_scores_gemma":[0.0005384415,0.00013698488,0.00008103888,0.00032914308,0.00007135892,0.00019948928,0.000042368476,0.0006443704,0.000008844355],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0020595375,0.00051553163,0.021632142,0.0009676357,0.00025579002,0.000052453506,0.0029804732,0.8188997,0.05837561,0.00090686494,0.021669447,0.07168482],"study_design_scores_gemma":[0.0020239262,0.00025576047,0.06380406,0.00038652876,0.00008322504,0.0000045366482,0.00013839293,0.91044664,0.004911016,0.002010955,0.015401256,0.0005337144],"about_ca_topic_score_codex":0.00009007731,"about_ca_topic_score_gemma":0.007487885,"teacher_disagreement_score":0.09154694,"about_ca_system_score_codex":0.00006368278,"about_ca_system_score_gemma":0.000048033507,"threshold_uncertainty_score":0.5586081},"labels":[],"label_agreement":null},{"id":"W2023053946","doi":"10.1155/2013/864981","title":"Review of Sand Production Prediction Models","year":2013,"lang":"en","type":"article","venue":"Journal of Petroleum Engineering","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":133,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Petroleum engineering; Consistency (knowledge bases); Geology; Geotechnical engineering; Mathematics","score_opus":0.006162526870563628,"score_gpt":0.1858392877344399,"score_spread":0.17967676086387627,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2023053946","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.41290823,0.19337523,0.3855179,0.0009290278,0.0032306253,0.00029981762,0.000007678288,0.00032632257,0.003405154],"genre_scores_gemma":[0.97745585,0.020754568,0.0013446196,0.000011929372,0.00035359568,0.0000046851783,0.00000132036,0.000022946111,0.00005047822],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99904734,0.000010303342,0.0005211841,0.00006118538,0.00022500718,0.00013498073],"domain_scores_gemma":[0.99949825,0.000017368398,0.00011744309,0.00014176728,0.00014701497,0.00007817035],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00027353098,0.00010975944,0.00030411637,0.00022243372,0.000012723348,0.000011567859,0.00011148065,0.000046246074,0.000050791314],"category_scores_gemma":[0.000073870535,0.00008982869,0.00016201405,0.00016806136,0.0000074197355,0.0004082933,0.000008970741,0.00023708271,0.000004603135],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000010348723,0.000009721888,0.000024760242,0.002321708,0.00011421671,0.0000012359268,0.000028481976,0.9802148,0.012600164,0.0000013457483,0.0038474756,0.00083508575],"study_design_scores_gemma":[0.00018978452,0.00005744136,0.0005474665,0.006120098,0.00014391234,0.00010371396,0.000015389509,0.9735756,0.015275056,0.0000350592,0.0037965768,0.00013992212],"about_ca_topic_score_codex":0.000006136001,"about_ca_topic_score_gemma":1.3157756e-7,"teacher_disagreement_score":0.5645476,"about_ca_system_score_codex":0.000059516744,"about_ca_system_score_gemma":0.000011039737,"threshold_uncertainty_score":0.36631078},"labels":[],"label_agreement":null},{"id":"W2023126531","doi":"10.1080/10916460701426049","title":"Adomian Decomposition of Buckley-Leverett Equation with Capillary Effects","year":2008,"lang":"en","type":"article","venue":"Petroleum Science and Technology","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":12,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Dalhousie University","funders":"Killam Trusts","keywords":"Linearization; Nonlinear system; Applied mathematics; Multiphase flow; Partial differential equation; Flow (mathematics); Fluid dynamics; Mathematics; Numerical analysis; Mathematical analysis; Mechanics; Physics; Geometry","score_opus":0.004367074216354424,"score_gpt":0.19496952163436532,"score_spread":0.19060244741801088,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2023126531","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9884188,0.0003611644,0.009786682,0.00026650028,0.000036366935,0.00003728541,4.698366e-7,0.0001580951,0.00093459483],"genre_scores_gemma":[0.9990012,0.00015268808,0.0007917761,0.000011416397,0.000010325214,0.000007674478,0.0000011632802,0.0000059427884,0.00001781405],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9993565,0.0000056709123,0.00009852594,0.00015110815,0.00020425081,0.00018393004],"domain_scores_gemma":[0.9996694,0.000022847214,0.000027402357,0.0001709654,0.0000679401,0.00004144373],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00012157099,0.000077349796,0.00014161154,0.0005042039,0.00014147587,0.0000072490084,0.00014722407,0.000072033756,0.0000031464226],"category_scores_gemma":[0.000034657005,0.000060094477,0.000013603801,0.00076300337,0.0005517402,0.00012597618,0.000027478969,0.000108670065,0.0000042529614],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000054410662,0.00015116311,0.07103732,0.0004972509,0.00021334198,0.0002142955,0.00081172324,0.25292733,0.6339018,0.0014951045,0.00036682648,0.038329475],"study_design_scores_gemma":[0.0009260964,0.00044379474,0.02459167,0.0001039628,0.00005752245,0.00033844696,0.0001294397,0.2886206,0.6832783,0.0005629411,0.00060903246,0.00033819576],"about_ca_topic_score_codex":0.000026589229,"about_ca_topic_score_gemma":0.00001281442,"teacher_disagreement_score":0.04937656,"about_ca_system_score_codex":0.00003682592,"about_ca_system_score_gemma":0.000035099885,"threshold_uncertainty_score":0.24505816},"labels":[],"label_agreement":null},{"id":"W2023288206","doi":"10.2118/102876-ms","title":"Making Sense of the Geomechanical Impact on the Heavy-Oil Extraction Process at Peace River Based on Quantitative Analysis and Modeling","year":2006,"lang":"en","type":"article","venue":"SPE Annual Technical Conference and Exhibition","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Shell (Canada)","funders":"","keywords":"Wellhead; Steam injection; Petroleum engineering; Microseism; Geology; Extraction (chemistry); Permeability (electromagnetism); Geotechnical engineering; Environmental science; Seismology","score_opus":0.026236311768243887,"score_gpt":0.2956963135525445,"score_spread":0.26946000178430063,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2023288206","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9549781,0.00005717543,0.043289803,0.0005516037,0.000014895369,0.00007656157,0.00003629555,0.000067884896,0.0009276849],"genre_scores_gemma":[0.9997011,0.000060867427,0.00010402933,0.00005174936,0.000025689578,0.000008790197,0.000014977982,0.000010564961,0.000022242177],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9990548,0.000068725865,0.00022140652,0.00022158411,0.00026287843,0.00017062042],"domain_scores_gemma":[0.9994355,0.00016511593,0.00006269101,0.0002108716,0.00008986606,0.000035997295],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00025614994,0.00016003198,0.00022469112,0.00013052713,0.00016651578,0.00003584081,0.00007094549,0.00011678615,0.000031273998],"category_scores_gemma":[0.000053370655,0.000088982015,0.00015439173,0.0003909142,0.000101262085,0.000096756885,0.0000279853,0.00028260588,0.000002467757],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00013976308,0.000053326883,0.00020639884,0.00004368126,0.0000748206,0.0000034582151,0.00016733674,0.9943284,0.0036340263,0.0005198155,0.00007740857,0.0007515796],"study_design_scores_gemma":[0.000133515,0.000101890866,0.00407402,0.00013377574,0.00018350233,0.0000040788227,0.00017054817,0.98953044,0.004728161,0.00079188356,0.000016648786,0.00013153844],"about_ca_topic_score_codex":0.00021780227,"about_ca_topic_score_gemma":0.00021397207,"teacher_disagreement_score":0.044722997,"about_ca_system_score_codex":0.000058076774,"about_ca_system_score_gemma":0.000013595962,"threshold_uncertainty_score":0.36285812},"labels":[],"label_agreement":null},{"id":"W2023323417","doi":"10.2118/01-08-03","title":"A Deformation-Dependent Model for Permeability Changes in Oil Sand due to Shear Dilation","year":2001,"lang":"en","type":"article","venue":"Journal of Canadian Petroleum Technology","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":27,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Permeability (electromagnetism); Geotechnical engineering; Geology; Mechanics; Geomechanics; Shearing (physics); Porosity; Porous medium; Shear (geology); Materials science; Petrology; Chemistry; Physics","score_opus":0.009051407313888354,"score_gpt":0.21223034437640514,"score_spread":0.2031789370625168,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2023323417","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.94758934,0.00023383046,0.035607927,0.015441549,0.00012543843,0.000053507047,0.000014964021,0.00004441615,0.0008890238],"genre_scores_gemma":[0.9983255,0.00016380388,0.0011688002,0.00009058124,0.00006275283,0.00001625823,0.0000021295375,0.0000145955055,0.00015557317],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99914974,0.000009616686,0.00031838389,0.00008594138,0.00012472578,0.00031158503],"domain_scores_gemma":[0.9994806,0.00001976729,0.000057993147,0.00015717276,0.000088625566,0.00019580754],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00030635484,0.000100268226,0.00025724052,0.003091761,0.000048585145,0.000018714381,0.00019169792,0.00018127901,0.000020219684],"category_scores_gemma":[0.00010761324,0.00009282479,0.00006477191,0.0005383997,0.000017822842,0.000101344485,0.000009032412,0.0002581438,0.000004295748],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000014001656,0.000008689064,0.0011362513,0.000025902815,0.000029419893,0.00003226684,0.00020272941,0.9865291,0.00039255872,0.000019493089,0.00032094013,0.011288617],"study_design_scores_gemma":[0.00049074023,0.00008744514,0.0017195566,0.000045905843,0.00002637493,0.00021508156,0.0001941091,0.9805594,0.0007957638,0.0007900663,0.014922653,0.0001529035],"about_ca_topic_score_codex":0.0026623614,"about_ca_topic_score_gemma":0.34793994,"teacher_disagreement_score":0.34527758,"about_ca_system_score_codex":0.00051991316,"about_ca_system_score_gemma":0.00011176615,"threshold_uncertainty_score":0.66395843},"labels":[],"label_agreement":null},{"id":"W2023447161","doi":"10.2118/107780-ms","title":"An Acid-Placement Model for Long Horizontal Wells in Carbonate Reservoirs","year":2007,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":21,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"ConocoPhillips (Canada)","funders":"","keywords":"Carbonate; Petroleum engineering; Geology; Completion (oil and gas wells); Volume (thermodynamics); Wellbore; Drilling; Materials science; Engineering; Mechanical engineering","score_opus":0.01118666660168162,"score_gpt":0.255491411946497,"score_spread":0.24430474534481536,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2023447161","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.5565466,0.00013791733,0.43321887,0.00008845128,0.00010065178,0.00018077508,0.0000047665376,0.00019500953,0.009526938],"genre_scores_gemma":[0.9956397,0.000026627891,0.0030975759,0.000046829125,0.00007707093,0.00001980659,0.000024229585,0.000035295398,0.0010328888],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99887645,0.000009146781,0.00027805078,0.0002088508,0.00017767951,0.0004498042],"domain_scores_gemma":[0.99949765,0.00003313062,0.000015472544,0.00028600567,0.000024023338,0.00014372526],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00053271744,0.00015564446,0.00018898406,0.00021147467,0.00004150233,0.000028895645,0.0001922296,0.000108924614,0.00003816049],"category_scores_gemma":[0.000010249727,0.00013779599,0.000086478685,0.00017036447,0.000014134744,0.00013751934,0.000019546655,0.00014892477,0.000010165017],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000028124476,0.000034432247,0.0006900248,0.00003796863,0.000037473143,0.0000120975365,0.00032300627,0.9959965,0.0018693261,0.00001975564,0.00035842328,0.00059288676],"study_design_scores_gemma":[0.0004341283,0.000038502043,0.0006800264,0.000011793473,0.000014729123,9.82614e-7,0.00018788988,0.97425574,0.02358982,0.00007721346,0.0005146871,0.00019447769],"about_ca_topic_score_codex":0.0002892111,"about_ca_topic_score_gemma":0.0042976155,"teacher_disagreement_score":0.43909305,"about_ca_system_score_codex":0.00014736448,"about_ca_system_score_gemma":0.0000125400275,"threshold_uncertainty_score":0.5619157},"labels":[],"label_agreement":null},{"id":"W2023866621","doi":"10.3997/2214-4609.20141792","title":"Four-component Gas/Oil Displacement with Constant Pressure Boundaries","year":2014,"lang":"en","type":"article","venue":"Proceedings","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Constant (computer programming); Boundary value problem; Mechanics; Compressibility; Displacement (psychology); Shock wave; Thermodynamics; Mathematical analysis; Mathematics; Physics; Computer science","score_opus":0.0051853635731158604,"score_gpt":0.1817092802737156,"score_spread":0.17652391670059975,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2023866621","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.80512595,0.0011555913,0.012653523,0.0019390372,0.00035844246,0.00019489207,0.0000103083985,0.001272926,0.17728935],"genre_scores_gemma":[0.9978314,0.00006194749,0.00062208367,0.000052870186,0.00012926725,0.00003326045,0.0000038339117,0.00003427341,0.0012310627],"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","domain_scores_codex":[0.99900585,0.0000038674475,0.00016851422,0.00020572254,0.00029418297,0.000321877],"domain_scores_gemma":[0.9996413,0.000017344679,0.000037701146,0.00011135355,0.0000706449,0.000121665376],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001682611,0.00019264343,0.00022651278,0.00007468656,0.00019177153,0.000263251,0.00015631605,0.000059074864,0.00007152014],"category_scores_gemma":[0.000023688315,0.00013993589,0.000052556585,0.00013438665,0.0001213525,0.0001375844,0.000033189972,0.00018439555,0.00003206476],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0009584933,0.00069512584,0.04309566,0.016132051,0.008209596,0.00007493764,0.024192661,0.60585856,0.055115495,0.02067159,0.14702912,0.07796672],"study_design_scores_gemma":[0.00068347575,0.00009845398,0.0004939989,0.00022422554,0.00022975246,0.000026740025,0.00020490779,0.17734407,0.00853764,0.00017949758,0.8115335,0.00044375344],"about_ca_topic_score_codex":0.00003544992,"about_ca_topic_score_gemma":0.000013388787,"teacher_disagreement_score":0.66450435,"about_ca_system_score_codex":0.000035078512,"about_ca_system_score_gemma":0.000013893508,"threshold_uncertainty_score":0.570642},"labels":[],"label_agreement":null},{"id":"W2023970555","doi":"10.2118/0212-0094-jpt","title":"Analyzing Variable-Rate/-Pressure Data in Unconventional Gas Reservoirs","year":2012,"lang":"en","type":"article","venue":"Journal of Petroleum Technology","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Superposition principle; Constant (computer programming); Variable (mathematics); Volumetric flow rate; Flow (mathematics); Transient (computer programming); Petroleum engineering; Computer science; Mechanics; Mathematics; Geology; Mathematical analysis; Physics","score_opus":0.012446431734430745,"score_gpt":0.24423398785425735,"score_spread":0.2317875561198266,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2023970555","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9156376,0.020870952,0.054368798,0.003978868,0.0015619111,0.00007281659,0.000037388363,0.00028136995,0.0031902741],"genre_scores_gemma":[0.9960679,0.00043517552,0.0029721463,0.000011738342,0.00033139932,0.0000019320976,0.000010869636,0.000024967334,0.00014391776],"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","domain_scores_codex":[0.9985161,0.000065260734,0.00060319173,0.00013735832,0.00022264053,0.00045548627],"domain_scores_gemma":[0.998922,0.000082165876,0.00017904774,0.0006294066,0.00007483159,0.00011253673],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001441941,0.00015816568,0.00041791244,0.0012290542,0.000044252123,0.000023818871,0.00097290444,0.00027558234,0.00015399615],"category_scores_gemma":[0.00029857582,0.00013627757,0.000088682486,0.0006292681,0.00005024961,0.00050973176,0.00019710347,0.0009245859,0.000019762098],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00002890115,0.0001428881,0.095836245,0.00011298181,0.00074362423,0.000077695855,0.000058627862,0.89333993,0.0038635938,0.0003759592,0.004303683,0.0011158859],"study_design_scores_gemma":[0.003862727,0.00027590702,0.027411235,0.0007239658,0.0011196125,0.001164741,0.0011633262,0.4589235,0.0051577734,0.008492381,0.4905175,0.0011873322],"about_ca_topic_score_codex":0.000034811394,"about_ca_topic_score_gemma":0.00006064813,"teacher_disagreement_score":0.4862138,"about_ca_system_score_codex":0.000086816945,"about_ca_system_score_gemma":0.000042926265,"threshold_uncertainty_score":0.5557238},"labels":[],"label_agreement":null},{"id":"W2023995783","doi":"10.2118/62590-ms","title":"Poroelastic Effects of Cyclic Steam Stimulation in the Cold Lake Reservoir","year":2000,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":13,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Imperial Oil (Canada)","funders":"","keywords":"Poromechanics; Aquifer; Steam injection; Geology; Injection well; Permeability (electromagnetism); Pore water pressure; Geotechnical engineering; Petroleum engineering; Oil field; Porosity; Borehole; Soil science; Petrology; Porous medium; Groundwater","score_opus":0.004302294152987636,"score_gpt":0.20375028302920886,"score_spread":0.19944798887622123,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2023995783","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9809379,0.00014452644,0.00083150214,0.000097105374,0.000041627827,0.00013318927,0.0000010751797,0.000078374986,0.01773468],"genre_scores_gemma":[0.99879086,0.00005420798,0.00006339538,0.00003387252,0.00004857145,0.0000118004245,0.000005063049,0.000011306391,0.000980943],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9993482,0.000051494924,0.00018661552,0.00008680146,0.00017647819,0.00015040768],"domain_scores_gemma":[0.9993902,0.00032186194,0.00001262941,0.000239092,0.000009483633,0.000026748905],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00014556368,0.0000871497,0.00014358616,0.00008531082,0.000023902283,0.000011825711,0.00015648885,0.000056764486,0.00036613562],"category_scores_gemma":[0.000030178524,0.000056432535,0.000056526656,0.0003074723,0.000016975928,0.00006093292,0.0000064872665,0.00012758779,0.000051192466],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000036427302,0.00003060255,0.00075781415,0.000093254974,0.000023568813,0.000005837048,0.00023812184,0.99646395,0.00062076625,0.000008806162,0.0006623838,0.001091265],"study_design_scores_gemma":[0.0014072557,0.00013392053,0.18123324,0.00020216804,0.00011607025,0.0000060608727,0.00012270735,0.7763577,0.013787454,0.00019842085,0.026068525,0.00036649467],"about_ca_topic_score_codex":0.000104698156,"about_ca_topic_score_gemma":0.0004909459,"teacher_disagreement_score":0.22010624,"about_ca_system_score_codex":0.000016466458,"about_ca_system_score_gemma":0.000004742383,"threshold_uncertainty_score":0.40089282},"labels":[],"label_agreement":null},{"id":"W2024099117","doi":"10.2118/132212-ms","title":"Static and Dynamic Testing of Silicate Scale Inhibitors","year":2010,"lang":"en","type":"article","venue":"International Oil and Gas Conference and Exhibition in China","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":33,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Scaling; Silicate; Carbonate; Oil field; Calcium silicate; Calcium carbonate; Chemistry; Materials science; Petroleum engineering; Geology; Mathematics; Composite material; Organic chemistry","score_opus":0.006690680981779028,"score_gpt":0.22344504634645063,"score_spread":0.2167543653646716,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2024099117","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99516463,0.000053152802,0.00017434786,0.0008711932,0.00009253815,0.000011100667,0.000009763434,0.000021969337,0.003601303],"genre_scores_gemma":[0.9990015,0.00045595662,0.000391149,0.000016658249,0.000024847053,0.0000047940316,0.000010963852,0.000005146738,0.000088996196],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9995613,0.000006989436,0.00016196132,0.000110427805,0.000082934646,0.000076403594],"domain_scores_gemma":[0.99979866,0.0000492739,0.000028511111,0.000046618698,0.00003415734,0.00004276179],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00008423111,0.0000738022,0.00010370482,0.000111275825,0.000025765214,0.0000347991,0.000039292776,0.000042845626,0.000022052174],"category_scores_gemma":[0.00003546926,0.00006528094,0.000012936644,0.000057709574,0.000075159995,0.00010983573,0.000023011704,0.00014865868,8.9730435e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000037953847,0.000115136696,0.1028173,0.0006690948,0.00011549884,0.000022267115,0.0042879074,0.012795513,0.14079805,0.0007184868,0.00013126228,0.73749155],"study_design_scores_gemma":[0.000843029,0.000051488245,0.20718277,0.00045064118,0.000025857713,0.000059331192,0.00030788392,0.77020574,0.00901189,0.010887715,0.0006668728,0.0003067795],"about_ca_topic_score_codex":0.00020479498,"about_ca_topic_score_gemma":0.00034184573,"teacher_disagreement_score":0.7574102,"about_ca_system_score_codex":0.0000058579494,"about_ca_system_score_gemma":0.00000635326,"threshold_uncertainty_score":0.26620793},"labels":[],"label_agreement":null},{"id":"W2024157002","doi":"10.2118/134589-ms","title":"Diffusion in Naturally Fractured Reservoirs - A Review","year":2010,"lang":"en","type":"review","venue":"SPE Asia Pacific Oil and Gas Conference and Exhibition","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":21,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Diffusion; Enhanced oil recovery; Computer science; Work (physics); Diffusion process; Petroleum engineering; Process (computing); Biochemical engineering; Dispersion (optics); Field (mathematics); Scale (ratio); Molecular diffusion; Environmental science; Industrial engineering; Geology; Engineering; Mechanical engineering; Mathematics; Innovation diffusion; Thermodynamics; Operations management; Physics","score_opus":0.015548332627032207,"score_gpt":0.2546144241171003,"score_spread":0.23906609149006808,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2024157002","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00014534069,0.9870883,0.00001708058,0.00059295,0.00016840403,0.00013659417,0.000023644903,0.00009538254,0.011732287],"genre_scores_gemma":[0.0035018693,0.99507946,0.0000623503,0.000029678802,0.00013030194,0.000057232803,0.00034324834,0.000040198214,0.00075565587],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9983213,0.000098696815,0.0005570588,0.00046480543,0.00021597027,0.00034215677],"domain_scores_gemma":[0.99924576,0.00006933313,0.00011723416,0.00035799932,0.000045043114,0.00016463666],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00028293533,0.00048153417,0.0013519936,0.00028290355,0.00009021977,0.000120122146,0.00014710837,0.0005806956,0.000114808754],"category_scores_gemma":[0.000049446557,0.00035290574,0.00020705338,0.0003101133,0.00008456762,0.00016438156,0.00005820405,0.001211449,0.000030088517],"study_design_candidate":"design_other","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000022430474,0.000012927867,0.0000023003374,0.026210804,0.00003208669,0.000029524606,0.00009735919,0.0000051695138,0.0000076100296,0.000013606741,0.00068052375,0.9729059],"study_design_scores_gemma":[0.00015640967,0.000019940197,0.000013945489,0.047548942,0.00029145868,0.000058050897,0.00005621616,0.00039173514,0.0000042213187,0.00027165544,0.95073533,0.00045208135],"about_ca_topic_score_codex":0.000054712647,"about_ca_topic_score_gemma":0.0002081781,"teacher_disagreement_score":0.9724538,"about_ca_system_score_codex":0.000035281202,"about_ca_system_score_gemma":0.000048511516,"threshold_uncertainty_score":0.9998923},"labels":[],"label_agreement":null},{"id":"W2024474555","doi":"10.2118/165498-ms","title":"Slurrified Heavy Oil Reservoir Extraction (SHORE): A Non-Thermal, <i>in situ</i> Recovery Method","year":2013,"lang":"en","type":"article","venue":"SPE Heavy Oil Conference-Canada","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Imperial Oil (Canada)","funders":"ExxonMobil Research and Engineering Company","keywords":"Oil sands; Overburden; Petroleum engineering; Asphalt; Slurry; Geology; Extraction (chemistry); Permeability (electromagnetism); Enhanced oil recovery; Environmental science; Geotechnical engineering; Environmental engineering; Materials science","score_opus":0.013375326258325899,"score_gpt":0.23203612498931045,"score_spread":0.21866079873098454,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2024474555","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8105656,0.0006398054,0.0030159731,0.008024514,0.0018989105,0.00018862059,0.000045468903,0.00028065577,0.17534049],"genre_scores_gemma":[0.98940665,0.00062679173,0.0017635839,0.0005228118,0.0002768673,0.00010574514,0.000057817426,0.000079555655,0.0071601793],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99687237,0.00018188072,0.00073141063,0.00057207374,0.0007164884,0.00092578115],"domain_scores_gemma":[0.9982462,0.00028555005,0.00010960481,0.0007719072,0.00018138131,0.00040535867],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00038764943,0.0004924352,0.00069973397,0.00021815544,0.00015168304,0.00018528142,0.00050549465,0.00026632106,0.0013583307],"category_scores_gemma":[0.00010307233,0.000472618,0.0001518689,0.0005477002,0.000042723874,0.0004097672,0.00006782348,0.0009171239,0.00012053854],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0001297761,0.00011126047,0.0003965072,0.0007085042,0.00040212576,0.0002552017,0.0004968725,0.68663967,0.012745391,0.000018771672,0.120380186,0.17771575],"study_design_scores_gemma":[0.0029587662,0.00017584726,0.0128947245,0.0011050255,0.00024105646,0.00008434906,0.0028269833,0.5590761,0.090671755,0.00050437846,0.3258099,0.0036511326],"about_ca_topic_score_codex":0.9744274,"about_ca_topic_score_gemma":0.9937083,"teacher_disagreement_score":0.20542972,"about_ca_system_score_codex":0.00081888965,"about_ca_system_score_gemma":0.0015574177,"threshold_uncertainty_score":0.99977255},"labels":[],"label_agreement":null},{"id":"W2024505302","doi":"10.2523/iptc-12391-ms","title":"Fractured Reservoir Characterization Incorporating Microseismic Monitoring and Pressure Analysis During Massive Hydraulic Injection","year":2008,"lang":"en","type":"article","venue":"All Days","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":9,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Petro-Canada","funders":"","keywords":"Microseism; Geology; Borehole; Fracture (geology); Hydraulic fracturing; Injection well; Petroleum engineering; Petrology; Seismology; Reservoir modeling; Geotechnical engineering","score_opus":0.008635049073028938,"score_gpt":0.20908175471562854,"score_spread":0.2004467056425996,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2024505302","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9933358,0.0007598564,0.0048784567,0.00010729474,0.00018013461,0.00012590774,0.00001603695,0.00037051286,0.00022603288],"genre_scores_gemma":[0.99834967,0.0004156494,0.00034026557,0.000025517245,0.00030846393,0.000025085226,0.00015550744,0.000049492253,0.0003303708],"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","domain_scores_codex":[0.9986317,0.00005843776,0.00036054754,0.00036635075,0.0002527177,0.0003302597],"domain_scores_gemma":[0.99924165,0.000040016024,0.00012615512,0.0003608816,0.00006124532,0.00017007372],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0001158058,0.00026926812,0.0003761047,0.00046449853,0.00036688187,0.000082610306,0.00016199988,0.00019388982,0.000026275251],"category_scores_gemma":[0.000048082893,0.00026581806,0.00014221887,0.0007897813,0.00004932914,0.00042920414,0.00007283028,0.00035483055,0.000012081155],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000012355992,0.000016456393,0.053056013,0.00010142981,0.0013568463,0.000039236915,0.0018756315,0.8159649,0.12733339,6.253122e-7,0.000035469035,0.00020769735],"study_design_scores_gemma":[0.0005320591,0.000032866057,0.6073989,0.0000661208,0.0010913446,0.000039628732,0.000119651355,0.29735368,0.0902821,0.00002408155,0.0024488939,0.0006106666],"about_ca_topic_score_codex":0.00024230972,"about_ca_topic_score_gemma":0.000021492899,"teacher_disagreement_score":0.55434287,"about_ca_system_score_codex":0.000068611065,"about_ca_system_score_gemma":0.000014575306,"threshold_uncertainty_score":0.9999794},"labels":[],"label_agreement":null},{"id":"W2024529579","doi":"10.2118/98219-ms","title":"Application of Microseismic Mapping and Modeling Analysis To Understand Hydraulic Fracture Growth Behavior","year":2006,"lang":"en","type":"article","venue":"SPE International Symposium and Exhibition on Formation Damage Control","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Petro-Canada","funders":"","keywords":"Microseism; Fracture (geology); Hydraulic fracturing; Geology; Seismology; Petroleum engineering; Geotechnical engineering","score_opus":0.0055666518831403045,"score_gpt":0.20799294137432423,"score_spread":0.2024262894911839,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2024529579","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.36177307,0.00005143345,0.63457495,0.0020506782,0.000039470255,0.00017682057,0.000051127714,0.00006216824,0.0012202511],"genre_scores_gemma":[0.99893266,0.00008908368,0.0002633833,0.00027242777,0.000105545834,0.000026358159,0.00025859213,0.000013322807,0.000038632617],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9990595,0.00001918159,0.00037737837,0.00017702406,0.00023614061,0.00013078068],"domain_scores_gemma":[0.99957407,0.000031851363,0.00008541252,0.00012001453,0.00012153402,0.00006710854],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00012606659,0.00014843841,0.00020961014,0.00046650958,0.000091277536,0.00008545503,0.000085957734,0.000083590516,0.000016355662],"category_scores_gemma":[0.000006986563,0.00014398358,0.00009187336,0.00026523543,0.000024300422,0.00030613667,0.00001545522,0.00010280904,0.00000766884],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000020547744,0.000024462048,0.000436552,0.000032046835,0.00015202872,0.0000010351548,0.00032780133,0.9824007,0.015698187,0.00023989445,0.00009320842,0.00057352596],"study_design_scores_gemma":[0.0006192961,0.000020476176,0.0029827396,0.000025677851,0.00019355516,0.0000036987976,0.00016981599,0.99129486,0.0033361614,0.0003826447,0.00081432855,0.00015675006],"about_ca_topic_score_codex":0.00036606446,"about_ca_topic_score_gemma":0.00004270156,"teacher_disagreement_score":0.6371596,"about_ca_system_score_codex":0.00008571536,"about_ca_system_score_gemma":0.0000032978553,"threshold_uncertainty_score":0.587148},"labels":[],"label_agreement":null},{"id":"W2024534679","doi":"10.2118/140519-ms","title":"Life-Cycle Decline Curve Estimation for Tight/Shale Reservoirs","year":2011,"lang":"en","type":"article","venue":"SPE Hydraulic Fracturing Technology Conference","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":55,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Tight gas; Hydraulic fracturing; Petroleum engineering; Tight oil; Directional drilling; Permeability (electromagnetism); Oil shale; Geology; Unconventional oil; Reservoir simulation; Fracture (geology); Drilling; Flow (mathematics); Completion (oil and gas wells); Geotechnical engineering; Engineering; Mechanics; Mechanical engineering","score_opus":0.023008946728988774,"score_gpt":0.24045183699618417,"score_spread":0.21744289026719538,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2024534679","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.4441585,0.0008540665,0.52525127,0.004077498,0.00068912504,0.00073299813,0.00003006756,0.0039814925,0.020224996],"genre_scores_gemma":[0.9682763,0.00015309562,0.03064608,0.0001816721,0.00012517012,0.00017255709,0.000044033794,0.00008444921,0.00031660934],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9978263,0.000029472227,0.00057881227,0.0005683947,0.00025622317,0.0007408361],"domain_scores_gemma":[0.998328,0.00011566662,0.00014232913,0.0009884913,0.00015035227,0.0002751713],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00029578677,0.00043081198,0.0005388191,0.00065626885,0.00022812065,0.00006407769,0.00097218825,0.0005983044,0.0004916029],"category_scores_gemma":[0.00065017806,0.0004124509,0.00018335943,0.00053750636,0.0002338437,0.0003066862,0.00021946215,0.0006557011,0.00024723032],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00033465278,0.0005634383,0.0031866613,0.0010741008,0.0015298849,0.00014716231,0.0027508524,0.8369694,0.0038429305,0.0055143996,0.010074682,0.13401186],"study_design_scores_gemma":[0.0009996401,0.00020348225,0.0020034097,0.00016317013,0.00015077909,0.000026129166,0.00015423674,0.84922165,0.072197735,0.058870826,0.015110636,0.0008983097],"about_ca_topic_score_codex":0.00015545731,"about_ca_topic_score_gemma":0.0001246735,"teacher_disagreement_score":0.5241178,"about_ca_system_score_codex":0.000091128335,"about_ca_system_score_gemma":0.000093468974,"threshold_uncertainty_score":0.99983275},"labels":[],"label_agreement":null},{"id":"W2024554943","doi":"10.2118/107952-ms","title":"Incorporating Geomechanics into Petroleum Reservoir Numerical Simulation","year":2007,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Geomechanics; Petroleum engineering; Reservoir simulation; Enhanced oil recovery; Geology; Reservoir engineering; Compaction; Compressibility; Petroleum reservoir; Permeability (electromagnetism); Pore water pressure; Computer simulation; Fault (geology); Geotechnical engineering; Computer science; Petroleum; Mechanics; Simulation","score_opus":0.009257335830318967,"score_gpt":0.24554007633844446,"score_spread":0.2362827405081255,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2024554943","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.121517375,0.00006716621,0.8681779,0.00008877564,0.00014235488,0.00003893588,3.613829e-7,0.00050361204,0.009463532],"genre_scores_gemma":[0.99370843,0.0000045345773,0.0056625297,0.00005010661,0.00018831698,0.0000021957937,0.000011252575,0.000030357063,0.0003422649],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99901485,0.000014489779,0.00029487928,0.00015675486,0.00024391823,0.0002750773],"domain_scores_gemma":[0.99942815,0.00012739742,0.000031174342,0.0002437539,0.000040427996,0.00012911191],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000443467,0.00013544834,0.00016316076,0.00016619722,0.00009827411,0.000036037138,0.00014339855,0.00011015185,0.00011638678],"category_scores_gemma":[0.00006946576,0.00011793738,0.00008254407,0.00033585535,0.000009046819,0.0001341465,0.00004077341,0.00022049464,0.000113244074],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000047259823,0.000009984224,0.00024057252,0.000022394886,0.000031221385,0.000010509413,0.00008008176,0.99639004,0.0005819826,0.000093284165,0.00014784113,0.0023873684],"study_design_scores_gemma":[0.00011277094,0.000017196102,0.0002337598,0.000008337627,0.0000120139675,0.0000014063686,0.00009891647,0.9913062,0.002501297,0.000775476,0.00477364,0.00015899738],"about_ca_topic_score_codex":0.00012777858,"about_ca_topic_score_gemma":0.0001193527,"teacher_disagreement_score":0.8721911,"about_ca_system_score_codex":0.00010011809,"about_ca_system_score_gemma":0.000008260544,"threshold_uncertainty_score":0.48093468},"labels":[],"label_agreement":null},{"id":"W2024562510","doi":"10.2118/167159-ms","title":"Multi_Well Gas Reservoirs Production Data Analysis","year":2013,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":9,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Petroleum engineering; Drilling; Material balance; Well test (oil and gas); Reservoir engineering; Drainage; Oil field; Natural gas field; Compressibility; Boundary value problem; Natural gas; Well drilling; Oil well; Geology; Constant (computer programming); Fossil fuel; Flow (mathematics); Mechanics; Mathematics; Petroleum; Computer science; Geometry; Engineering; Mathematical analysis","score_opus":0.018708244961295025,"score_gpt":0.2320944929976958,"score_spread":0.21338624803640077,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2024562510","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8340082,0.00066723453,0.10211063,0.004235417,0.0006307273,0.00047002418,0.000018996912,0.0020741818,0.055784546],"genre_scores_gemma":[0.99127346,0.00016969588,0.003030025,0.0000250707,0.00016602765,0.000015952224,0.00016754647,0.000020991774,0.0051312163],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9989601,0.000025945432,0.0002187021,0.00034213605,0.00020245386,0.0002506883],"domain_scores_gemma":[0.998289,0.000026546328,0.000019553241,0.0015073163,0.000051262527,0.00010631527],"candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00020111684,0.00013359473,0.0002116334,0.00029241366,0.0000645938,0.000076678014,0.00048481536,0.000066357876,0.001866161],"category_scores_gemma":[0.00007700508,0.00010392197,0.00009881727,0.0009541119,0.00002441672,0.00042803757,0.000110477355,0.00014564788,0.0009240529],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[7.2062863e-7,0.000017593662,0.0014229751,0.000022648843,0.0008992226,0.0000012933581,0.000056477966,0.93427503,0.0006379961,0.0000013298654,0.06006094,0.0026037858],"study_design_scores_gemma":[0.000059310132,0.000003656383,0.0045730374,0.0000038819753,0.00036014977,0.000001054519,0.00009893134,0.9779457,0.0031151453,0.00004408795,0.013622021,0.0001730616],"about_ca_topic_score_codex":0.0015953149,"about_ca_topic_score_gemma":0.0006414041,"teacher_disagreement_score":0.15726523,"about_ca_system_score_codex":0.00002836788,"about_ca_system_score_gemma":0.0000049885484,"threshold_uncertainty_score":0.99985385},"labels":[],"label_agreement":null},{"id":"W2024653442","doi":"10.2118/133587-ms","title":"Research Progress of Modelling on Cold Heavy Oil Production with Sand","year":2010,"lang":"en","type":"article","venue":"SPE Western Regional Meeting","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":13,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Environmental science; Production (economics); Petroleum engineering; Oil production; Oil field; Geology","score_opus":0.0324693988552411,"score_gpt":0.27752269002875474,"score_spread":0.24505329117351365,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2024653442","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99555606,0.00017331813,0.00043476545,0.0007127502,0.00015295314,0.00007276295,9.610748e-7,0.00010410041,0.0027923281],"genre_scores_gemma":[0.99700236,0.00006152988,0.0017986437,0.000008161811,0.0004586239,0.000019420355,0.000003903494,0.00003894714,0.00060838356],"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99860597,0.000033313634,0.00020542937,0.00025379384,0.00059691403,0.00030455386],"domain_scores_gemma":[0.9993182,0.00008693067,0.000048195634,0.00030285164,0.00016081514,0.000083002604],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006084731,0.00013255695,0.00018352113,0.00021402963,0.00012996448,0.000037347876,0.00016160223,0.00008877154,0.0000056084455],"category_scores_gemma":[0.000020207994,0.00010315945,0.00005026152,0.00030965987,0.0001613363,0.00008179254,0.000023205423,0.000594149,0.0000148224935],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000060520626,0.000045294586,0.0026062345,0.00021339621,0.000059229063,0.000008394953,0.00025974133,0.9898225,0.0049006683,0.000029710522,0.0001310192,0.0018632624],"study_design_scores_gemma":[0.0009802775,0.00038292696,0.0010893818,0.0030108192,0.00009003062,0.00008485659,0.0005192056,0.4537221,0.52192277,0.00020775804,0.017130807,0.0008590738],"about_ca_topic_score_codex":0.00008884417,"about_ca_topic_score_gemma":0.00012834923,"teacher_disagreement_score":0.53610045,"about_ca_system_score_codex":0.000027869963,"about_ca_system_score_gemma":0.000025596624,"threshold_uncertainty_score":0.42067203},"labels":[],"label_agreement":null},{"id":"W2024935044","doi":"10.2118/152665-ms","title":"After a Decade of Microseismic Monitoring: Can We Evaluate Stimulation Effectiveness and Design Better Stimulations","year":2012,"lang":"en","type":"article","venue":"SPE/EAGE European Unconventional Resources Conference and Exhibition","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Canadian Apheresis Group","funders":"","keywords":"Microseism; Interconnectivity; Geology; Hydraulic fracturing; Inversion (geology); Fracture (geology); Seismology; Petroleum engineering; Computer science; Geotechnical engineering; Tectonics","score_opus":0.0258043921568389,"score_gpt":0.25161906730975786,"score_spread":0.22581467515291898,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2024935044","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.96253383,0.0010862012,0.03550349,0.000069064154,0.00009897277,0.00016341706,0.000017226423,0.00005812439,0.00046970055],"genre_scores_gemma":[0.9987934,0.00019853012,0.000654863,0.000014110908,0.00019466947,0.000013141822,0.00002922025,0.000027898634,0.000074152355],"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","domain_scores_codex":[0.99879754,0.00031054413,0.00026905167,0.0001904757,0.00021280805,0.00021961419],"domain_scores_gemma":[0.99942434,0.00015511672,0.00006637561,0.00012707154,0.000080225764,0.00014688815],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005703889,0.00017757338,0.00019051158,0.00017111533,0.00010541016,0.000062326435,0.00005885704,0.00005665026,0.000086037704],"category_scores_gemma":[0.00003860713,0.00016507054,0.000070064816,0.0001150025,0.00009300159,0.00021360595,0.00004058306,0.0001450931,0.000015836013],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000454685,0.00028392073,0.18686804,0.0016899261,0.0007561339,0.0000558428,0.009595246,0.6143622,0.11064142,0.00015507573,0.00013758462,0.07499995],"study_design_scores_gemma":[0.001212581,0.00010249372,0.91679555,0.00085019786,0.00026375678,0.000023370145,0.00024143652,0.05993943,0.018154958,0.0010856062,0.00088528596,0.00044534134],"about_ca_topic_score_codex":0.000021303757,"about_ca_topic_score_gemma":0.0000026533496,"teacher_disagreement_score":0.7299275,"about_ca_system_score_codex":0.00003390334,"about_ca_system_score_gemma":0.0000107518035,"threshold_uncertainty_score":0.67313814},"labels":[],"label_agreement":null},{"id":"W2025201817","doi":"10.2118/09-05-58","title":"Souring Remediation by Field-wide Nitrate Injection in an Alberta Oil Field","year":2009,"lang":"en","type":"article","venue":"Journal of Canadian Petroleum Technology","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":37,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Calgary","funders":"Natural Sciences and Engineering Research Council of Canada; Yara International; Suncor Energy Incorporated","keywords":"Nitrate; Environmental chemistry; Produced water; Oil field; Nitrite; Environmental remediation; Water injection (oil production); Enhanced oil recovery; Chemistry; Environmental science; Environmental engineering; Waste management; Contamination; Petroleum engineering; Geology; Organic chemistry; Ecology; Engineering; Biology","score_opus":0.0031000869348747585,"score_gpt":0.19002618283202516,"score_spread":0.1869260958971504,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2025201817","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.97730994,0.0004592527,0.001070062,0.016893778,0.00023221415,0.0000137744655,0.0000011814808,0.00004662082,0.00397316],"genre_scores_gemma":[0.9987727,0.0002461388,0.0001376142,0.00047650214,0.000107537766,0.0000012168282,0.0000026590787,0.000011145403,0.0002444807],"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","domain_scores_codex":[0.99910825,0.000019861203,0.00035511542,0.00009444123,0.000121868354,0.00030044664],"domain_scores_gemma":[0.99947065,0.000056093253,0.00008600904,0.00016496834,0.00004391175,0.00017839279],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00017010453,0.00011037301,0.00022079799,0.0025659984,0.00004400584,0.000030606207,0.0002466245,0.00030670437,0.0000446782],"category_scores_gemma":[0.00020313058,0.00011039062,0.00006119005,0.00061365694,0.000009876135,0.0001979196,0.000004407761,0.00064649916,0.000004619474],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00006590841,0.000088925655,0.037806414,0.000053627442,0.00018880038,0.00047341402,0.0005658303,0.7510932,0.017128188,0.000085837564,0.043049574,0.14940028],"study_design_scores_gemma":[0.00565925,0.0066510257,0.018068174,0.00082515844,0.00035915358,0.0015144091,0.0023437692,0.21584861,0.26827505,0.0069725504,0.47086763,0.0026152115],"about_ca_topic_score_codex":0.022347093,"about_ca_topic_score_gemma":0.42279783,"teacher_disagreement_score":0.5352446,"about_ca_system_score_codex":0.00021335177,"about_ca_system_score_gemma":0.00007353495,"threshold_uncertainty_score":0.98416317},"labels":[],"label_agreement":null},{"id":"W2025272670","doi":"10.3997/2214-4609.20142173","title":"Implications of Generating Events with M&gt;0 on Engineering Design and Productivity","year":2014,"lang":"en","type":"article","venue":"Proceedings","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Canadian Apheresis Group","funders":"","keywords":"Productivity; Groundwater; Fracture (geology); Computer science; Environmental science; Geology; Engineering; Civil engineering; Geotechnical engineering; Economics","score_opus":0.007466052028382434,"score_gpt":0.1890699189970001,"score_spread":0.18160386696861766,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2025272670","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8963533,0.000040979685,0.10220403,0.00012628883,0.000017993154,0.00011282485,5.0279795e-7,0.00014195371,0.0010020975],"genre_scores_gemma":[0.98868364,0.00000869642,0.011159061,0.000006239339,0.000068262496,0.000026658627,6.1727087e-7,0.000020089474,0.0000267378],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99954295,0.0000028049858,0.000100239726,0.00014007269,0.000088373316,0.0001255325],"domain_scores_gemma":[0.9997801,0.00002741588,0.000026744521,0.00007364838,0.000045561774,0.00004648629],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00018234296,0.00009548663,0.00012654622,0.00007733249,0.000042111074,0.000014587975,0.000060803584,0.00002987396,0.0000018697756],"category_scores_gemma":[0.00006049248,0.0000764024,0.000016411186,0.00014835801,0.000010918787,0.0000799373,0.000011158879,0.00008422229,0.0000012429641],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000005967047,0.000021135636,0.0030463005,0.0002632502,0.000070458984,8.4149015e-8,0.00034789802,0.9137955,0.07707918,0.00021863877,0.00011176125,0.0050398707],"study_design_scores_gemma":[0.0002225298,0.00011852173,0.018199824,0.00013147449,0.000050754657,0.000009298134,0.000016649867,0.87151843,0.10851315,0.00010982023,0.0008734859,0.00023603789],"about_ca_topic_score_codex":0.0000031216787,"about_ca_topic_score_gemma":4.598315e-7,"teacher_disagreement_score":0.092330314,"about_ca_system_score_codex":0.000016099686,"about_ca_system_score_gemma":0.0000031523691,"threshold_uncertainty_score":0.31155995},"labels":[],"label_agreement":null},{"id":"W2025310325","doi":"10.2118/144487-pa","title":"Estimation of Reservoir Hydraulic Property From Surface Heave Monitoring During Subsurface Fluid Injection","year":2011,"lang":"en","type":"article","venue":"Journal of Canadian Petroleum Technology","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"Natural Sciences and Engineering Research Council of Canada; Chinese Academy of Sciences","keywords":"Overburden; Geology; Fluid dynamics; Permeability (electromagnetism); Dilation (metric space); Finite element method; Geotechnical engineering; Petroleum engineering; Physical property; Mechanics; Engineering; Materials science; Geometry; Mathematics; Chemistry","score_opus":0.01213986542377602,"score_gpt":0.19729737909286574,"score_spread":0.18515751366908972,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2025310325","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99532396,0.0011806503,0.001360312,0.0003570963,0.000423754,0.000050900548,0.000008646152,0.000104932085,0.0011897552],"genre_scores_gemma":[0.99623096,0.000346945,0.0031494098,0.0000043021896,0.00009843287,0.0000020118773,0.0000017491744,0.00003983034,0.00012633752],"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.998514,0.00004131663,0.0006459608,0.00015420245,0.0002537923,0.00039071904],"domain_scores_gemma":[0.99899,0.00002990274,0.00023074882,0.00035752822,0.00014789993,0.00024389166],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002383256,0.00019584107,0.00045447543,0.001991713,0.000093698654,0.000017649909,0.00041652957,0.0003245516,0.000052564756],"category_scores_gemma":[0.000114151924,0.00015981587,0.00013835113,0.0009407428,0.00007549268,0.0002662543,0.000027142862,0.0005928108,0.000012087433],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00003362653,0.000019132323,0.01196365,0.00005895635,0.00025737725,0.000095915595,0.00036149265,0.96467507,0.020900011,0.0000032776327,0.00019821522,0.0014332928],"study_design_scores_gemma":[0.0010620528,0.00038386014,0.03136708,0.0005383685,0.00021829711,0.00033717052,0.0010560813,0.13270901,0.82882756,0.00049845973,0.0024776743,0.00052441674],"about_ca_topic_score_codex":0.056569066,"about_ca_topic_score_gemma":0.026911777,"teacher_disagreement_score":0.83196604,"about_ca_system_score_codex":0.0004236958,"about_ca_system_score_gemma":0.00016954477,"threshold_uncertainty_score":0.99084455},"labels":[],"label_agreement":null},{"id":"W2025319708","doi":"10.1017/jfm.2014.606","title":"Slurry flow, gravitational settling and a proppant transport model for hydraulic fractures","year":2014,"lang":"en","type":"article","venue":"Journal of Fluid Mechanics","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":152,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of British Columbia","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Settling; Mechanics; Hagen–Poiseuille equation; Slurry; Newtonian fluid; Hydraulic fracturing; Flow (mathematics); Boundary layer; Geology; Geotechnical engineering; Materials science; Physics; Thermodynamics","score_opus":0.008868057582929752,"score_gpt":0.2245124277076978,"score_spread":0.21564437012476806,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2025319708","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.17847307,0.00054812076,0.8202898,0.00035147404,0.00018966403,0.00007515819,0.000010907564,0.00002546304,0.000036342324],"genre_scores_gemma":[0.9734678,0.00018748122,0.025824271,0.00017419929,0.00026551308,0.0000052506975,0.0000063505004,0.000032723245,0.000036400295],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99899375,0.000015633119,0.00041784142,0.00010428628,0.00027222713,0.00019625925],"domain_scores_gemma":[0.9994417,0.000083473176,0.00009268292,0.00010930604,0.0001318255,0.00014102762],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00052231445,0.00014971205,0.00030790287,0.00016072454,0.00008652203,0.000024840487,0.00012850111,0.000106602936,0.000006147095],"category_scores_gemma":[0.00007804207,0.00011736406,0.00019316323,0.00007498793,0.000008815191,0.000111052694,0.000006930906,0.00023538391,8.4739924e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000274383,0.00001728811,0.000004004987,0.000107818516,0.00012757434,0.0000038069245,0.00046008165,0.98638654,0.009535018,0.00015940599,0.0005025388,0.0026684904],"study_design_scores_gemma":[0.00049514574,0.000074463314,0.000029134539,0.000062121224,0.0001517598,0.00004152146,0.0000347392,0.98664343,0.0034497804,0.006017149,0.0028608334,0.00013994324],"about_ca_topic_score_codex":0.000001781019,"about_ca_topic_score_gemma":0.0000055296696,"teacher_disagreement_score":0.7949947,"about_ca_system_score_codex":0.000031942513,"about_ca_system_score_gemma":0.0000390884,"threshold_uncertainty_score":0.47859675},"labels":[],"label_agreement":null},{"id":"W2025425384","doi":"10.2118/75666-ms","title":"Optimized Gas-Well Stimulating Using CO2-Miscible, Viscosified Hydrocarbon Fracturing Fluids","year":2002,"lang":"en","type":"article","venue":"SPE Gas Technology Symposium","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":7,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Petro-Canada","funders":"","keywords":"Fracturing fluid; Petroleum engineering; Hydrocarbon; Kerosene; Diesel fuel; Solubility; Hydraulic fracturing; Geology; Chemistry; Engineering; Waste management; Organic chemistry","score_opus":0.01058537632252766,"score_gpt":0.21748440694646887,"score_spread":0.20689903062394122,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2025425384","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9330506,0.0018370935,0.026047645,0.0025039234,0.0005996246,0.00035855727,0.0000047446424,0.003476318,0.0321215],"genre_scores_gemma":[0.98710805,0.0006568306,0.01105336,0.00005650089,0.00022856466,0.0000228991,0.000009109008,0.00014223604,0.00072244677],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99736357,0.000043593365,0.0006460363,0.0006195674,0.00034094704,0.0009862814],"domain_scores_gemma":[0.9986199,0.00007978509,0.00010963866,0.00096283003,0.00005512267,0.00017268518],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00021489181,0.0005328335,0.0007000295,0.0009992317,0.00029944803,0.00009286636,0.0006199244,0.00069827656,0.00037209678],"category_scores_gemma":[0.00005360685,0.00052616803,0.00024003732,0.0010487247,0.00018905905,0.00021115916,0.00019228394,0.0009406271,0.00022629529],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00000805711,0.000044197794,0.00025708572,0.000064349355,0.00020542578,0.000078199686,0.0000988667,0.88847625,0.10981062,0.000018616105,0.00042865117,0.00050969864],"study_design_scores_gemma":[0.00076024665,0.000050851715,0.000007946662,0.00011084498,0.0001519512,0.000070097994,0.00006168331,0.84109455,0.15414543,0.00022831284,0.0028098132,0.0005082387],"about_ca_topic_score_codex":0.00007228354,"about_ca_topic_score_gemma":0.000006385795,"teacher_disagreement_score":0.054057457,"about_ca_system_score_codex":0.00023391297,"about_ca_system_score_gemma":0.000012425694,"threshold_uncertainty_score":0.99971896},"labels":[],"label_agreement":null},{"id":"W2025539258","doi":"10.2118/00-08-01","title":"Geomechanical Response of the Shale in the Colorado Group Near a Cased Wellbore Due to Heating","year":2000,"lang":"en","type":"article","venue":"Journal of Canadian Petroleum Technology","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"Imperial Oil Limited","keywords":"Oil shale; Petroleum engineering; Overburden; Geology; Hydraulic fracturing; Wellbore; Casing; Borehole; Steam injection; Oil sands; Geotechnical engineering; Annulus (botany); Asphalt; Materials science; Composite material","score_opus":0.004287005541756704,"score_gpt":0.18952515622730637,"score_spread":0.18523815068554966,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2025539258","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9839036,0.0002106812,0.000099622885,0.015094735,0.000075548625,0.00006277097,0.00000850509,0.000017603685,0.0005269723],"genre_scores_gemma":[0.9992176,0.000019829075,0.00031164472,0.0003145138,0.00004134692,0.0000052080386,2.623444e-7,0.000016245504,0.000073297866],"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","domain_scores_codex":[0.998788,0.0001248617,0.0004381301,0.00009109119,0.00021228958,0.00034562248],"domain_scores_gemma":[0.99926156,0.0001380068,0.000071333816,0.00035235414,0.000036935417,0.0001398373],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00081000815,0.00011532054,0.00031117036,0.0011404805,0.00009694631,0.000023306022,0.0007102335,0.00020010275,0.00012877838],"category_scores_gemma":[0.0002362398,0.000073445655,0.0001353404,0.0015537228,0.0000754305,0.00004064343,0.000013566318,0.0007076728,0.000009133884],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00031942298,0.00006928749,0.0027140311,0.00004037581,0.00020793448,0.0023172265,0.0014865176,0.97147393,0.004459739,0.00012635758,0.004839606,0.011945557],"study_design_scores_gemma":[0.004573386,0.002722673,0.097902976,0.0009801637,0.0003922986,0.011826653,0.007779461,0.20734714,0.014076408,0.0019038155,0.6492159,0.0012791711],"about_ca_topic_score_codex":0.01211887,"about_ca_topic_score_gemma":0.12639923,"teacher_disagreement_score":0.76412684,"about_ca_system_score_codex":0.00021788689,"about_ca_system_score_gemma":0.00017285293,"threshold_uncertainty_score":0.9944595},"labels":[],"label_agreement":null},{"id":"W2025661756","doi":"10.2118/84470-ms","title":"Use of Downhole Permanent Pressure Gauge Data to Diagnose Production Problems in a North Sea Horizontal Well","year":2003,"lang":"en","type":"article","venue":"SPE Annual Technical Conference and Exhibition","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":42,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"ConocoPhillips (Canada)","funders":"","keywords":"Petroleum engineering; Pressure measurement; Production (economics); Reliability (semiconductor); Environmental science; Productivity; Deconvolution; Rain gauge; Geology; Marine engineering; Meteorology; Computer science; Engineering; Geography","score_opus":0.03435627995716788,"score_gpt":0.24757417038734592,"score_spread":0.21321789043017803,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2025661756","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9968086,0.00020014454,0.0012552149,0.00027529502,0.00006119165,0.00036731947,0.00018983404,0.000114517,0.0007278869],"genre_scores_gemma":[0.998882,0.0004454575,0.00029286058,0.000017924325,0.000037164147,0.000026148246,0.00020981762,0.000011903352,0.00007670663],"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","domain_scores_codex":[0.99902207,0.000039804843,0.00025304666,0.00031512772,0.00017110846,0.00019882093],"domain_scores_gemma":[0.9993872,0.000022636592,0.000028626853,0.00039860464,0.000071726,0.00009119673],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00017053509,0.0001330195,0.00020363214,0.0001223608,0.00003126583,0.00003314883,0.0001279289,0.00009685187,0.00004036892],"category_scores_gemma":[0.00012707242,0.00011787499,0.0000232642,0.00030830776,0.00004336254,0.00041256123,0.00006949651,0.00021344832,0.000011889958],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00023592073,0.0021663709,0.13398081,0.0029207505,0.0004039238,0.0001273789,0.0047187204,0.6292884,0.10467812,0.0015688883,0.09680929,0.023101445],"study_design_scores_gemma":[0.0028367823,0.0025230274,0.34699386,0.0026449366,0.00079439586,0.00018192902,0.0019009537,0.08246066,0.12051677,0.0021375602,0.4330902,0.0039189244],"about_ca_topic_score_codex":0.00038301133,"about_ca_topic_score_gemma":0.003428942,"teacher_disagreement_score":0.54682773,"about_ca_system_score_codex":0.000019317229,"about_ca_system_score_gemma":0.00001797509,"threshold_uncertainty_score":0.48068026},"labels":[],"label_agreement":null},{"id":"W2025794110","doi":"10.2118/2000-029","title":"Aquifer Influx Modelling for Gas Reservoirs","year":2000,"lang":"en","type":"article","venue":"Canadian International Petroleum Conference","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Aquifer; Petroleum engineering; Geology; Hydrology (agriculture); Environmental science; Geotechnical engineering; Groundwater","score_opus":0.017167812066734248,"score_gpt":0.22131737754238964,"score_spread":0.20414956547565538,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2025794110","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7631374,0.00013553348,0.0316605,0.0025353513,0.0005137973,0.00010582571,0.0001872682,0.00017503304,0.2015493],"genre_scores_gemma":[0.98661757,0.00015379414,0.0005747168,0.00018581311,0.0002375699,0.000047491547,0.000103302234,0.000029108242,0.012050664],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.999013,0.000009512661,0.0002155757,0.00020694445,0.00018540474,0.0003695279],"domain_scores_gemma":[0.9992816,0.000040882896,0.000015873879,0.00021386988,0.00011745467,0.0003303068],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000095531126,0.00015163247,0.0001478682,0.00025827225,0.000099117846,0.00013046486,0.0004344713,0.000093124814,0.0035148684],"category_scores_gemma":[0.000021322896,0.00016040857,0.000105260275,0.00008276989,0.000033530447,0.00016113966,0.000007981149,0.0001727783,0.00023217655],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000007194291,0.0000032819144,0.000107299114,0.0000109906105,0.00008649558,0.000007296909,0.000067277484,0.99275374,0.000030856238,0.00036171527,0.005182689,0.001381171],"study_design_scores_gemma":[0.00015395274,0.000007293949,0.00006868046,0.000023252527,0.000010075186,0.0000032938913,0.000019695015,0.7147293,0.0001720201,0.0005080079,0.28416404,0.0001403639],"about_ca_topic_score_codex":0.016973183,"about_ca_topic_score_gemma":0.03742371,"teacher_disagreement_score":0.27898133,"about_ca_system_score_codex":0.00024640668,"about_ca_system_score_gemma":0.00013961813,"threshold_uncertainty_score":0.99739605},"labels":[],"label_agreement":null},{"id":"W2025982134","doi":"10.2118/132838-ms","title":"Effects of Fracture Properties on Numerical Simulation of a Naturally Fractured Reservoir","year":2010,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Capillary pressure; Fracture (geology); Computer simulation; Permeability (electromagnetism); Geology; Capillary action; Relative permeability; Petroleum engineering; Mechanics; Carbonate; Geotechnical engineering; Petroleum reservoir; Porosity; Sensitivity (control systems); Porous medium; Materials science; Composite material; Engineering; Chemistry","score_opus":0.0046344086474364886,"score_gpt":0.21360025236573435,"score_spread":0.20896584371829785,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2025982134","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9877334,0.00023012843,0.009744604,0.00017786272,0.00019397805,0.00016533022,0.0000012819431,0.00015630925,0.0015970761],"genre_scores_gemma":[0.99913996,0.000008546913,0.00047775844,0.00006675315,0.00008197189,0.0000060049792,0.0000041883995,0.000024191719,0.00019060085],"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99913675,0.000025268477,0.00025606915,0.00013446939,0.00028830592,0.00015912684],"domain_scores_gemma":[0.9992335,0.00028002422,0.000057871257,0.0002860004,0.00008050846,0.00006212761],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00007868874,0.00015577531,0.000296678,0.0001305109,0.000027789045,0.000010387406,0.00017996701,0.00021075891,0.00010158318],"category_scores_gemma":[0.00029670048,0.00009940699,0.00013617793,0.00018825808,0.000038364895,0.00008486722,0.000019086256,0.00048054312,0.000009652073],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00003636818,0.000049189817,0.000071281574,0.00027397514,0.00008755724,0.000002057965,0.00030744413,0.921916,0.07647464,0.0000052772502,0.0002514683,0.0005247224],"study_design_scores_gemma":[0.000237167,0.000057886453,0.0044254917,0.000057099754,0.00003401487,4.1422354e-7,0.000011430329,0.47171885,0.5205121,0.000041680127,0.0027794552,0.00012438642],"about_ca_topic_score_codex":0.00007876759,"about_ca_topic_score_gemma":0.000016135737,"teacher_disagreement_score":0.45019716,"about_ca_system_score_codex":0.000011541211,"about_ca_system_score_gemma":0.000011854226,"threshold_uncertainty_score":0.40536994},"labels":[],"label_agreement":null},{"id":"W2026036274","doi":"10.2118/171591-ms","title":"Analysis of Multi-Well and Stage-by-Stage Flowback from Multi-Fractured Horizontal Wells","year":2014,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":18,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"Alberta Innovates - Technology Futures","keywords":"Petroleum engineering; Hydraulic fracturing; Stage (stratigraphy); Permeability (electromagnetism); Geology; Fracture (geology); Unconventional oil; Flow (mathematics); Fossil fuel; Geotechnical engineering; Mechanics; Engineering; Chemistry; Waste management","score_opus":0.007276991745318985,"score_gpt":0.21990430143685943,"score_spread":0.21262730969154045,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2026036274","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.73880327,0.0008584005,0.2580097,0.00004370954,0.000109352535,0.00009957254,0.00019823476,0.00021854615,0.0016592289],"genre_scores_gemma":[0.9885001,0.00017019693,0.0053828754,0.000053446252,0.000042818294,0.000004206184,0.00019280068,0.000038887883,0.0056146737],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99863416,0.00006064535,0.00040875017,0.00035832202,0.00023583231,0.00030228795],"domain_scores_gemma":[0.9990242,0.00015181114,0.00007428412,0.0005159878,0.000037929825,0.00019578192],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00018923332,0.00028043787,0.0006584798,0.00029693454,0.000056306068,0.000048036145,0.00022379549,0.00018871317,0.0013871113],"category_scores_gemma":[0.00004121375,0.00022745894,0.00028364026,0.00044900662,0.000058812282,0.000115137525,0.000056276687,0.00021996272,0.00005445308],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000018182162,0.0001626177,0.019820653,0.000093270006,0.0047065876,0.0000063944226,0.00072138524,0.943544,0.026321577,0.0000032830908,0.0019404364,0.0026616429],"study_design_scores_gemma":[0.00076345785,0.000021391357,0.01277819,0.00000872206,0.000759053,9.5299065e-8,0.00013434782,0.93233305,0.029380627,0.0000010910146,0.023528356,0.00029159145],"about_ca_topic_score_codex":0.0036742326,"about_ca_topic_score_gemma":0.0018563999,"teacher_disagreement_score":0.2526268,"about_ca_system_score_codex":0.000033340693,"about_ca_system_score_gemma":0.000005610756,"threshold_uncertainty_score":0.9995258},"labels":[],"label_agreement":null},{"id":"W2026314046","doi":"10.2118/167006-ms","title":"Sichuan Basin Longmaxi Shale Gas Stimulation and Completion Case Study","year":2013,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":9,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Petro-Canada","funders":"","keywords":"Sichuan basin; Siltstone; Oil shale; Geology; Shale gas; Petroleum engineering; Hydraulic fracturing; Fracture (geology); Completion (oil and gas wells); Structural basin; Mining engineering; Geochemistry; Geotechnical engineering; Paleontology; Facies","score_opus":0.011700718902477581,"score_gpt":0.2234394777141098,"score_spread":0.2117387588116322,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2026314046","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.988252,0.000037360922,0.009109257,0.00008292572,0.000038586466,0.00019027006,6.6587995e-7,0.00019173606,0.002097217],"genre_scores_gemma":[0.99926,0.000004940147,0.000321695,0.000018710049,0.000043074197,0.000013723452,0.0000059923277,0.000013098722,0.0003187294],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99951434,0.000022800303,0.00013091232,0.00011758521,0.00009513353,0.000119212826],"domain_scores_gemma":[0.99970686,0.000036110898,0.000010516049,0.00014773067,0.00002861651,0.000070168775],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00007698058,0.00009071177,0.000120334,0.000074618525,0.00007062129,0.000065019914,0.000033218814,0.000033676628,0.0005606606],"category_scores_gemma":[0.00000859693,0.00007400545,0.000024777786,0.000092871094,0.000011256638,0.00013364099,0.000017010698,0.000073057374,0.00009027967],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000026888958,0.00017912535,0.06842934,0.00007231076,0.00020836874,0.00052762864,0.002007752,0.9053956,0.00047489483,0.000007974466,0.0032406272,0.019453684],"study_design_scores_gemma":[0.00031035868,0.000044380373,0.050744306,0.0000049342148,0.000038921185,0.0001802624,0.0013267923,0.9467986,0.00014764229,0.000035108336,0.00023070577,0.00013795627],"about_ca_topic_score_codex":0.0041852123,"about_ca_topic_score_gemma":0.00048471222,"teacher_disagreement_score":0.041403025,"about_ca_system_score_codex":0.000019379757,"about_ca_system_score_gemma":0.0000016406401,"threshold_uncertainty_score":0.63268167},"labels":[],"label_agreement":null},{"id":"W2026493633","doi":"10.1190/1.1817949","title":"Application of the radial basis function neural network to the prediction of log properties from seismic attributes — A channel sand case study","year":2003,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":11,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Radial basis function; Artificial neural network; Geology; Basis (linear algebra); Channel (broadcasting); Function (biology); Seismic exploration; Computer science; Pattern recognition (psychology); Data mining; Seismology; Artificial intelligence; Mathematics; Geometry; Telecommunications","score_opus":0.015191418614633747,"score_gpt":0.19159592095566774,"score_spread":0.176404502341034,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2026493633","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9182945,0.00023189755,0.08044694,0.0001662118,0.0002495322,0.0004556766,0.0000137730785,0.00005373995,0.00008773673],"genre_scores_gemma":[0.9996378,0.0000072504836,0.000025810437,0.000037879214,0.00015771452,0.0000669665,0.000004204359,0.000011033563,0.00005138562],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.999303,0.00009056963,0.00022490366,0.000120328186,0.00014385463,0.00011735779],"domain_scores_gemma":[0.9995296,0.00004182908,0.000042506377,0.00031462032,0.00004243676,0.000029004817],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00017593632,0.00009490724,0.00014421075,0.000032941913,0.00011013665,0.000012104007,0.00009945326,0.00004346059,0.000013647408],"category_scores_gemma":[0.00002626483,0.00004869206,0.000072763694,0.00032563903,0.00002053409,0.00004504299,0.00002048212,0.00009517307,0.0000023852535],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00001245689,0.00003565547,0.004745389,0.000011317679,0.00013181972,7.937074e-7,0.000748018,0.9920936,0.00041766715,7.1570776e-7,0.00082638033,0.0009761755],"study_design_scores_gemma":[0.00028379678,0.000091184746,0.010437617,0.000013447697,0.00023443965,0.000013673812,0.0017216821,0.9781544,0.008015275,0.00002476818,0.00093107723,0.00007864302],"about_ca_topic_score_codex":0.002361884,"about_ca_topic_score_gemma":0.0005335983,"teacher_disagreement_score":0.08134327,"about_ca_system_score_codex":0.00002223955,"about_ca_system_score_gemma":0.000007632696,"threshold_uncertainty_score":0.3570478},"labels":[],"label_agreement":null},{"id":"W2026639229","doi":"10.2118/98329-ms","title":"Evaluation of Nonlinear Fracture Relative Permeabilities and Their Impact on Waterfrac Performance in Tight Gas Sands","year":2006,"lang":"en","type":"article","venue":"SPE International Symposium and Exhibition on Formation Damage Control","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":14,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Relative permeability; Fracture (geology); Permeability (electromagnetism); Approximation error; Tight gas; Residual; Nonlinear system; Petroleum engineering; Mechanics; Materials science; Soil science; Geotechnical engineering; Geology; Hydraulic fracturing; Chemistry; Mathematics; Porosity; Statistics; Physics","score_opus":0.005650259418817979,"score_gpt":0.2220578171287875,"score_spread":0.21640755770996953,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2026639229","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9859718,0.00009496851,0.0014602346,0.0009278219,0.00008118116,0.00019587981,0.00007377685,0.000036966598,0.011157351],"genre_scores_gemma":[0.99931645,0.00018722317,0.000020927218,0.000053793505,0.00011640834,0.000021461925,0.00021625847,0.000011402608,0.00005604114],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9989541,0.000073646894,0.0003350748,0.00013204524,0.00038004114,0.00012506793],"domain_scores_gemma":[0.99949074,0.00009104055,0.00008630064,0.0001035853,0.00019322554,0.00003509984],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00051205454,0.00016981129,0.00018782947,0.00024291276,0.000056849047,0.00004954001,0.00005978119,0.000089517845,0.000116561394],"category_scores_gemma":[0.00002513523,0.00011727609,0.000067737,0.00007802472,0.000043217005,0.000581788,0.000008751,0.00016552702,0.000008312331],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00010936328,0.00006103103,0.0019409017,0.000041562937,0.00007070794,6.0650723e-7,0.0008697004,0.99176973,0.0022294177,0.00009899389,0.00009676565,0.0027112118],"study_design_scores_gemma":[0.0016476769,0.00012781219,0.034540575,0.00013239948,0.000032797703,0.000004315577,0.000109218316,0.9478019,0.014185623,0.0007236446,0.00056041393,0.00013364987],"about_ca_topic_score_codex":0.000058088666,"about_ca_topic_score_gemma":0.00003214192,"teacher_disagreement_score":0.04396786,"about_ca_system_score_codex":0.00017615726,"about_ca_system_score_gemma":0.000010872072,"threshold_uncertainty_score":0.478238},"labels":[],"label_agreement":null},{"id":"W2026864944","doi":"10.2118/75688-ms","title":"Stimulation Techniques for Low-Permeability Reservoirs with Horizontal Completions that Do Not Have Cemented Casing","year":2002,"lang":"en","type":"article","venue":"SPE Gas Technology Symposium","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":16,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Petroleum engineering; Casing; Hydraulic fracturing; Permeability (electromagnetism); Well stimulation; Geology; Coiled tubing; Fracture (geology); Completion (oil and gas wells); Directional drilling; Reservoir engineering; Carbonate; Geotechnical engineering; Engineering; Mechanical engineering; Drilling; Materials science; Petroleum","score_opus":0.015598650808521944,"score_gpt":0.232197474222787,"score_spread":0.21659882341426506,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2026864944","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8482435,0.00025123075,0.12882893,0.010919943,0.00020718345,0.0013915466,0.00008162437,0.0041081635,0.005967916],"genre_scores_gemma":[0.9924077,0.0000927517,0.006887827,0.000025476249,0.000077148965,0.00016719826,0.000046757523,0.00005988306,0.00023526432],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99855524,0.000024445158,0.00030472488,0.00041265847,0.00021978737,0.0004831377],"domain_scores_gemma":[0.9990114,0.00006697314,0.00006891777,0.0006672086,0.00011210949,0.000073384246],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00016202591,0.00028319223,0.00035358837,0.0004964484,0.0002714606,0.00005567218,0.00030133923,0.00034432035,0.00008671451],"category_scores_gemma":[0.000035167624,0.000250322,0.00011957757,0.00039816805,0.00024222092,0.00015048165,0.00006169369,0.00037098236,0.000020697615],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00030322082,0.000873866,0.043766398,0.001010558,0.0014707284,0.0001216684,0.0013661134,0.7158336,0.2097025,0.0009851656,0.00881582,0.015750326],"study_design_scores_gemma":[0.001261867,0.00060959056,0.0006243714,0.00024838708,0.00026307776,0.00008678981,0.00059666164,0.57303,0.4022446,0.0009149165,0.019241171,0.0008785829],"about_ca_topic_score_codex":0.000052816977,"about_ca_topic_score_gemma":0.00019577077,"teacher_disagreement_score":0.19254209,"about_ca_system_score_codex":0.0002377544,"about_ca_system_score_gemma":0.000008185917,"threshold_uncertainty_score":0.9999949},"labels":[],"label_agreement":null},{"id":"W2026996237","doi":"10.2118/91469-ms","title":"Field Application of New Lightweight Proppant in Appalachian Tight Gas Sandstones","year":2004,"lang":"en","type":"article","venue":"SPE Eastern Regional Meeting","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Petroleum engineering; Fracturing fluid; Tight gas; Geology; Hydraulic fracturing; Completion (oil and gas wells); Fracture (geology); Mining engineering; Geotechnical engineering","score_opus":0.009697351730727543,"score_gpt":0.22028039385545917,"score_spread":0.2105830421247316,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2026996237","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.95245117,0.0013263583,0.031411286,0.0038878291,0.00015766465,0.00022223721,0.0000010728975,0.00015451126,0.01038787],"genre_scores_gemma":[0.9975842,0.00007036466,0.001757128,0.000043651515,0.00027582547,0.000009113476,0.0000073463907,0.000021189966,0.0002311409],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9990778,0.000013296277,0.000301646,0.0001817281,0.00021811239,0.00020744267],"domain_scores_gemma":[0.9995993,0.000033041753,0.00006378177,0.0001994471,0.0000203033,0.000084138504],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00010565378,0.00013742295,0.00020705943,0.00015762409,0.000029409803,0.000013163962,0.0001629302,0.00008685055,0.000013098347],"category_scores_gemma":[0.000018565903,0.000117708965,0.00008571218,0.00022552373,0.000019654157,0.00006690019,0.000024485149,0.00016270984,0.000036664023],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00007115651,0.00011897128,0.036654618,0.000455613,0.00015071411,0.00003252561,0.0030487133,0.9169879,0.009373403,0.0004903792,0.0004630512,0.032152962],"study_design_scores_gemma":[0.0078703435,0.000542903,0.034250204,0.006163982,0.00032345604,0.00017361724,0.0020987492,0.46255794,0.3865868,0.019299014,0.07693002,0.0032029864],"about_ca_topic_score_codex":0.0009053426,"about_ca_topic_score_gemma":0.0006220479,"teacher_disagreement_score":0.45442995,"about_ca_system_score_codex":0.000045325964,"about_ca_system_score_gemma":0.00002911087,"threshold_uncertainty_score":0.4800032},"labels":[],"label_agreement":null},{"id":"W2027141973","doi":"10.2118/165203-ms","title":"Formation Damage Due To Iron Precipitation In Carbonate Rocks","year":2013,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":31,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"AkzoNobel (Canada)","funders":"","keywords":"Precipitation; Permeability (electromagnetism); Carbonate; Deposition (geology); Iron ore; Materials science; Chemistry; Mineralogy; Geology; Metallurgy; Meteorology","score_opus":0.004610279148393638,"score_gpt":0.19512809100202427,"score_spread":0.19051781185363065,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2027141973","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.92846906,0.000017990827,0.035669092,0.0003230412,0.00005688256,0.00014134758,4.2221976e-7,0.00014079109,0.03518137],"genre_scores_gemma":[0.9985417,0.00000584487,0.00053435133,0.0000482994,0.000023190536,0.00004229074,0.000009964085,0.000009484563,0.0007848855],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99957335,0.000011034615,0.00013538457,0.00006679147,0.00008264987,0.00013079372],"domain_scores_gemma":[0.99980104,0.000015544341,0.000007760007,0.000108265886,0.000016750822,0.000050653067],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00005661291,0.000064285574,0.00008008275,0.00015165073,0.000015208875,0.000031465075,0.000060404796,0.00004133847,0.00018346215],"category_scores_gemma":[0.000014275336,0.000054947614,0.0000218803,0.000162137,0.0000022324293,0.00026304217,0.000011965978,0.00006748025,0.00033862866],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[5.60075e-7,0.0000045315987,0.00012587928,0.00002406485,0.0000040247573,0.0000010615875,0.00069877104,0.99263823,0.0015390636,0.0000026251214,0.0013065039,0.0036546837],"study_design_scores_gemma":[0.000115324525,0.000009870546,0.023525748,0.000015012268,0.0000041169274,8.033813e-7,0.00017430211,0.965653,0.009555516,0.0001110366,0.00072325807,0.00011202612],"about_ca_topic_score_codex":0.00085247296,"about_ca_topic_score_gemma":0.00069959485,"teacher_disagreement_score":0.07007263,"about_ca_system_score_codex":0.000055520777,"about_ca_system_score_gemma":0.0000018968755,"threshold_uncertainty_score":0.43524992},"labels":[],"label_agreement":null},{"id":"W2027433656","doi":"10.2118/90848-ms","title":"Case Studies in Production Optimization Using Chosen Information Sources and Information Technology","year":2004,"lang":"en","type":"article","venue":"SPE Annual Technical Conference and Exhibition","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Data quality; Production (economics); Government (linguistics); Legislation; Data collection; Computer science; Quality (philosophy); Service (business); Fossil fuel; Business; Engineering","score_opus":0.01872849418792568,"score_gpt":0.25860555663244517,"score_spread":0.23987706244451948,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2027433656","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9328062,0.00018344964,0.06584923,0.00051259814,0.000057071513,0.00017380262,0.0000069174707,0.00023939562,0.00017133418],"genre_scores_gemma":[0.99573886,0.0010086835,0.003154366,0.000025080624,0.00002703471,0.000013636597,0.000026797148,0.000004091913,0.0000014436024],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99941045,0.000010085578,0.00026613908,0.000093428825,0.00008794365,0.00013197151],"domain_scores_gemma":[0.9997132,0.00000830546,0.000047221834,0.00008513364,0.00011375457,0.00003239565],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00013984973,0.00010696644,0.00014405433,0.00041931652,0.00009269936,0.000053225907,0.000030562576,0.00014738343,0.0000027883066],"category_scores_gemma":[0.00010510658,0.00009774476,0.000014629433,0.00034653078,0.00011159976,0.0023698416,0.000035041867,0.00016812148,0.000003006818],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00000984262,0.000011026112,0.00016959818,0.00015714049,0.000016488037,0.000018803998,0.0016972884,0.9894154,0.00034007768,0.0004233567,0.000024047704,0.007716909],"study_design_scores_gemma":[0.00532758,0.00084752106,0.0032539894,0.0025667993,0.00039623978,0.01227211,0.066705786,0.8321905,0.03869215,0.03209474,0.002921597,0.0027309454],"about_ca_topic_score_codex":0.00007846826,"about_ca_topic_score_gemma":0.00006732026,"teacher_disagreement_score":0.15722488,"about_ca_system_score_codex":0.00007493885,"about_ca_system_score_gemma":0.000013359122,"threshold_uncertainty_score":0.39859158},"labels":[],"label_agreement":null},{"id":"W2027496621","doi":"10.1016/j.petrol.2012.06.007","title":"Estimation of equivalent fracture network permeability using fractal and statistical network properties","year":2012,"lang":"en","type":"article","venue":"Journal of Petroleum Science and Engineering","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":140,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Fractal; Fracture (geology); Artificial neural network; Permeability (electromagnetism); Network model; Geology; Computer science; Geotechnical engineering; Mathematics; Artificial intelligence; Mathematical analysis","score_opus":0.012136816506141691,"score_gpt":0.2301336229759988,"score_spread":0.2179968064698571,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2027496621","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.84105504,0.0031336995,0.1554767,0.000027612059,0.00024582393,0.000021012373,7.5928824e-7,0.000014275841,0.000025080482],"genre_scores_gemma":[0.9900144,0.00012950825,0.009450715,0.000008363316,0.00038479752,4.9689356e-7,2.2573053e-7,0.000009957562,0.0000015860738],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9988288,0.000012904388,0.0003279429,0.00007953369,0.00039118697,0.00035962305],"domain_scores_gemma":[0.9994911,0.00006291469,0.00008215226,0.000087583074,0.0000730202,0.00020322665],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0012167438,0.00011733889,0.00025679727,0.00011764178,0.00009650608,0.000051062394,0.00010120341,0.00004967521,0.0000070690085],"category_scores_gemma":[0.00017211417,0.00008721047,0.00003807045,0.00022369516,0.00013085829,0.00059934566,0.000037868096,0.00024382531,2.2690436e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000057432117,0.000008990955,0.0029620035,0.000112876834,0.000027108563,0.0000014978248,0.00020290032,0.9915928,0.0037626016,0.000011391324,0.000040003793,0.0012720445],"study_design_scores_gemma":[0.000094709,0.000035553378,0.029412145,0.00013147731,0.000053061878,0.00006668221,0.000052933872,0.9690038,0.000785638,0.000018629884,0.00024562256,0.00009977387],"about_ca_topic_score_codex":0.000008787563,"about_ca_topic_score_gemma":4.664452e-7,"teacher_disagreement_score":0.14895932,"about_ca_system_score_codex":0.00007664523,"about_ca_system_score_gemma":0.000036613837,"threshold_uncertainty_score":0.35563397},"labels":[],"label_agreement":null},{"id":"W2027582046","doi":"10.2118/06-08-tn1","title":"Changes in Porosity Due to Acid Gas Injection As Determined by X-Ray Computed Tomography","year":2006,"lang":"en","type":"article","venue":"Journal of Canadian Petroleum Technology","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":12,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Guelph; University of Northern British Columbia","funders":"University of British Columbia; Baker Hughes; University of Guelph; Duke Energy","keywords":"Porosity; Dissolution; Dispose pattern; Natural gas; TRACER; Saturation (graph theory); Effective porosity; Mineralogy; Porous medium; Petroleum engineering; Materials science; Environmental science; Chemical engineering; Waste management; Geology; Geotechnical engineering; Engineering","score_opus":0.002659104832706154,"score_gpt":0.17600220427672325,"score_spread":0.1733430994440171,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2027582046","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9894509,0.0006522651,0.0027495695,0.006159051,0.00024189572,0.000047070862,0.000010419209,0.00009538548,0.0005934987],"genre_scores_gemma":[0.999071,0.000033013537,0.0005480484,0.00013702243,0.00011159929,0.0000044372973,0.0000045682727,0.000021231765,0.00006906128],"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","domain_scores_codex":[0.9989459,0.000022546377,0.0003391033,0.00012804286,0.00015232223,0.00041209566],"domain_scores_gemma":[0.9994182,0.000013836234,0.0000871075,0.00018350348,0.00006714286,0.00023023605],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00017218113,0.0001563163,0.00036489684,0.006348998,0.000054588465,0.000028005248,0.0002880628,0.00026733786,0.000027272741],"category_scores_gemma":[0.000031240783,0.00015487534,0.00009096021,0.0017404128,0.000036577174,0.00006768719,0.000015018648,0.00046083584,0.000009991489],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000052888125,0.00010780683,0.029561497,0.00006694833,0.0003206228,0.002445133,0.00017045173,0.8170408,0.08492122,0.000039233746,0.040261168,0.02501223],"study_design_scores_gemma":[0.004279166,0.0028709571,0.09686816,0.0005403603,0.0003058423,0.005173367,0.00063668104,0.047445655,0.37008527,0.0026206921,0.46701,0.0021638551],"about_ca_topic_score_codex":0.035219114,"about_ca_topic_score_gemma":0.5818049,"teacher_disagreement_score":0.76959515,"about_ca_system_score_codex":0.00031293553,"about_ca_system_score_gemma":0.00006562448,"threshold_uncertainty_score":0.9712055},"labels":[],"label_agreement":null},{"id":"W2027614683","doi":"10.2118/1010-0047-jpt","title":"Integration of Microseismic and Other Post-Fracture Surveillance With Production Analysis: A Tight Gas Study","year":2010,"lang":"en","type":"article","venue":"Journal of Petroleum Technology","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":9,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Tight gas; Microseism; Petroleum engineering; Hydraulic fracturing; Coalbed methane; Unconventional oil; Geology; Fracture (geology); Shale gas; Tight oil; Drilling; Directional drilling; Permeability (electromagnetism); Comminution; Oil shale; Mining engineering; Geotechnical engineering; Engineering; Coal mining; Coal; Mechanical engineering; Waste management; Seismology; Chemistry","score_opus":0.0025401834018712955,"score_gpt":0.2037944598067614,"score_spread":0.2012542764048901,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2027614683","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99311125,0.000354419,0.005332325,0.0009710323,0.00009972648,0.000047733418,0.0000021094602,0.000048733138,0.000032694446],"genre_scores_gemma":[0.99903053,0.000037285543,0.00079322746,0.000015225178,0.00007221952,0.0000022996596,9.099089e-7,0.000014861916,0.000033413715],"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","domain_scores_codex":[0.99924463,0.000024587733,0.00033562086,0.00011947428,0.00015369026,0.00012202079],"domain_scores_gemma":[0.99931824,0.00001768342,0.00018322823,0.00025523696,0.00019181352,0.000033781147],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002990514,0.00012429307,0.00039650413,0.0010577585,0.00003158112,0.000014997601,0.00016149886,0.00014397953,0.000014343087],"category_scores_gemma":[0.000066690256,0.00008077865,0.000080204605,0.0006203707,0.000083048595,0.000079664125,0.000013422651,0.0006280057,6.840471e-7],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00012956616,0.000280538,0.20026328,0.000047131776,0.0031830233,0.000035074194,0.0006520517,0.21354876,0.5761326,0.000006163611,0.00017147393,0.0055503114],"study_design_scores_gemma":[0.0033448539,0.0040794294,0.5049236,0.00018843733,0.00438677,0.0018152482,0.0068034306,0.04902527,0.40320662,0.00033454417,0.02078134,0.0011104844],"about_ca_topic_score_codex":0.000040788032,"about_ca_topic_score_gemma":0.0010758953,"teacher_disagreement_score":0.30466026,"about_ca_system_score_codex":0.00001932757,"about_ca_system_score_gemma":0.000015666354,"threshold_uncertainty_score":0.32940578},"labels":[],"label_agreement":null},{"id":"W2027745530","doi":"10.2118/167164-ms","title":"Understanding Flowback as a Transient 2-Phase Displacement Process: An Extension of the Linear Dual-Porosity Model","year":2013,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":41,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"Alberta Innovates - Technology Futures","keywords":"Relative permeability; Petroleum engineering; Tight gas; Saturation (graph theory); Multiphase flow; Pressure drop; Permeability (electromagnetism); Porosity; Volumetric flow rate; Mechanics; Geology; Soil science; Geotechnical engineering; Chemistry; Hydraulic fracturing; Mathematics","score_opus":0.04201985399930671,"score_gpt":0.27703917615304346,"score_spread":0.23501932215373675,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2027745530","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.80549026,0.000027054017,0.19185343,0.0002367467,0.000049521812,0.00019398323,0.0000029666348,0.0000937815,0.0020522315],"genre_scores_gemma":[0.99901736,0.000024739229,0.00041967194,0.000057476016,0.000022430579,0.000013291069,0.000005692337,0.000019857696,0.00041950663],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9990943,0.000019966352,0.0002336794,0.00016954975,0.00028120007,0.00020127694],"domain_scores_gemma":[0.9994541,0.000013331418,0.000028171096,0.00035015447,0.000048363596,0.000105901156],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000121503675,0.00013819656,0.00017223606,0.00005060902,0.0001000044,0.000022489161,0.00013121875,0.000064588225,0.0002190794],"category_scores_gemma":[0.000010853366,0.00008319456,0.00010389011,0.00016749045,0.000037094618,0.00016964665,0.0000212017,0.00013046607,0.000018594541],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000007864778,0.00011585287,0.000023917622,0.00007913383,0.00004422485,8.225322e-7,0.0010284723,0.9880772,0.010157316,0.000028079785,0.00035524936,0.000081831095],"study_design_scores_gemma":[0.00041589557,0.00004362085,0.00008131482,0.000041204657,0.00004751075,0.000001923979,0.0006859757,0.9745583,0.023557588,0.00042016746,0.000026340076,0.00012018213],"about_ca_topic_score_codex":0.00014627539,"about_ca_topic_score_gemma":0.00007407277,"teacher_disagreement_score":0.19352706,"about_ca_system_score_codex":0.00007484688,"about_ca_system_score_gemma":0.000020512587,"threshold_uncertainty_score":0.33925757},"labels":[],"label_agreement":null},{"id":"W2028047805","doi":"10.2118/168147-ms","title":"Solid Paraffin Inhibitors Pumped in Hydraulic Fractures Increase Oil Recovery in Viking Wells","year":2014,"lang":"en","type":"article","venue":"SPE International Symposium and Exhibition on Formation Damage Control","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":8,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Wellbore; Hydraulic fracturing; Petroleum engineering; Environmental science; Oil production; Wax; Deposition (geology); Hydraulic conductivity; Pour point; Geology; Soil science; Materials science; Composite material; Engineering; Structural basin; Geomorphology; Chemical engineering","score_opus":0.003568074213418063,"score_gpt":0.22074156989371213,"score_spread":0.21717349568029407,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2028047805","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.94709045,0.00006513657,0.005079723,0.0027072015,0.0004919062,0.00014574539,0.00002649034,0.00015666899,0.04423667],"genre_scores_gemma":[0.99820215,0.00031330233,0.000041615676,0.0008046789,0.00026709013,0.0000384067,0.00014429212,0.000021753549,0.00016674525],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9985955,0.000101176825,0.0005441151,0.00021247673,0.00030240833,0.000244344],"domain_scores_gemma":[0.999442,0.00015907659,0.00010495538,0.00015358509,0.000046811045,0.00009358345],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004280477,0.00021013267,0.0002584896,0.0005146182,0.00006025887,0.00014224905,0.00014010798,0.0001401472,0.00012117218],"category_scores_gemma":[0.00009695023,0.0002025457,0.00008891482,0.000163174,0.000026879155,0.0005953646,0.000023367,0.00028810735,0.000077360295],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00011818212,0.00007080122,0.00056897494,0.000054034226,0.000037789217,0.000012686001,0.00034030556,0.9844405,0.0040734443,0.000115641225,0.000583632,0.009584008],"study_design_scores_gemma":[0.003005816,0.00006240308,0.006433254,0.00032778174,0.000017780472,0.000007961604,0.00008390891,0.9690434,0.009468181,0.00054989586,0.010647269,0.00035234887],"about_ca_topic_score_codex":0.0002431074,"about_ca_topic_score_gemma":0.0003614095,"teacher_disagreement_score":0.051111657,"about_ca_system_score_codex":0.00018491448,"about_ca_system_score_gemma":0.000007807216,"threshold_uncertainty_score":0.8259574},"labels":[],"label_agreement":null},{"id":"W2028268306","doi":"10.2118/136700-ms","title":"Integration of Montney Microseismic Information Into a Reservoir Simulator to Analyze a Horizontal Wellbore With Multiple Fracture Stages","year":2010,"lang":"en","type":"article","venue":"Canadian Unconventional Resources and International Petroleum Conference","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":9,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Geology; Petroleum engineering; Wellbore; Microseism; Tight oil; Tight gas; Fracture (geology); Drainage; Geotechnical engineering; Hydraulic fracturing; Seismology; Oil shale","score_opus":0.004891376514176387,"score_gpt":0.2070380134888912,"score_spread":0.2021466369747148,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2028268306","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.98974305,0.000050294217,0.006734038,0.001341223,0.00017109614,0.00009712137,0.00015953052,0.00003550148,0.0016681401],"genre_scores_gemma":[0.99834055,0.00002139608,0.0006051268,0.00017033386,0.00009802129,0.000018294942,0.00025388625,0.000014210722,0.0004781538],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9989675,0.000012168401,0.00031456404,0.00019419416,0.00030231295,0.00020923241],"domain_scores_gemma":[0.9989998,0.00004931119,0.000082118524,0.00018661321,0.00031934062,0.00036285713],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00013431362,0.00018475376,0.000191979,0.00054836704,0.00010385607,0.00017127894,0.0003150793,0.000119202006,0.00029369604],"category_scores_gemma":[0.000105744264,0.00015731441,0.00007545954,0.00016213117,0.000083319355,0.0003953385,0.00003281974,0.00032516994,0.00001570312],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0002668243,0.000052341682,0.06069372,0.00016676064,0.0006669785,0.00002136032,0.0035759555,0.9064551,0.01690887,0.0017278171,0.0032085595,0.006255736],"study_design_scores_gemma":[0.0009270401,0.00016012492,0.07285638,0.00017890948,0.000047180118,0.000019102767,0.0009366309,0.6344151,0.0025539664,0.0005159596,0.28694507,0.00044457472],"about_ca_topic_score_codex":0.033779457,"about_ca_topic_score_gemma":0.21078177,"teacher_disagreement_score":0.2837365,"about_ca_system_score_codex":0.000113217655,"about_ca_system_score_gemma":0.000120454686,"threshold_uncertainty_score":0.9726547},"labels":[],"label_agreement":null},{"id":"W2028276165","doi":"10.2118/158808-ms","title":"A Variable Shape Distribution (VSD) Model for Characterization of Pore Throat Radii, Drill Cuttings, Fracture Apertures and Petrophysical Properties in Tight, Shale and Conventional Reservoirs","year":2012,"lang":"en","type":"article","venue":"SPE Asia Pacific Oil and Gas Conference and Exhibition","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":14,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Petrophysics; Oil shale; Drill cuttings; Geology; Fracture (geology); Hydraulic fracturing; Drill; Reservoir modeling; Petroleum engineering; Geotechnical engineering; Directional drilling; Mineralogy; Mechanics; Porosity; Engineering; Drilling; Drilling fluid; Mechanical engineering","score_opus":0.012939461656343906,"score_gpt":0.2006344512732946,"score_spread":0.1876949896169507,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2028276165","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9893421,0.00062555313,0.008652105,0.0008368369,0.000030631712,0.00008286012,0.00008526939,0.0000300341,0.00031462847],"genre_scores_gemma":[0.99725884,0.0015678029,0.00024865952,0.000017486307,0.00008182124,0.000025219017,0.0005927952,0.000011059853,0.00019629479],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9992961,0.000021005515,0.00019244723,0.00018617616,0.000104215454,0.0002000531],"domain_scores_gemma":[0.9997133,0.000027390346,0.000049749848,0.00007265648,0.0000537871,0.00008312667],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00011873037,0.00014914678,0.00022926688,0.000059395672,0.00009687912,0.00005655482,0.00002656225,0.00011838902,0.000011795929],"category_scores_gemma":[0.000021395243,0.00011916226,0.000027788828,0.00006957726,0.00010336605,0.00036621722,0.000018898543,0.0001165413,2.582163e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0016843935,0.0012656597,0.05690925,0.011977003,0.0007773321,0.000013642162,0.028734174,0.02757141,0.7003418,0.021715932,0.0018105726,0.14719883],"study_design_scores_gemma":[0.0006994901,0.000080505284,0.012322347,0.0003279023,0.00006963753,0.00001616907,0.00048158667,0.97829515,0.004269039,0.0021759998,0.0010116422,0.00025054405],"about_ca_topic_score_codex":0.000025580859,"about_ca_topic_score_gemma":0.000004949281,"teacher_disagreement_score":0.9507237,"about_ca_system_score_codex":0.000014876271,"about_ca_system_score_gemma":0.000013151711,"threshold_uncertainty_score":0.4859296},"labels":[],"label_agreement":null},{"id":"W2028418206","doi":"10.2118/120162-ms","title":"Numerical Simulation of Wellbore Dynamics During Underbalanced Perforation","year":2009,"lang":"en","type":"article","venue":"Latin American and Caribbean Petroleum Engineering Conference","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":7,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Husky Energy (Canada)","funders":"","keywords":"Perforation; Underbalanced drilling; Casing; Geotechnical engineering; Geology; Petroleum engineering; Engineering; Drilling; Mechanical engineering; Punching","score_opus":0.004241114494578054,"score_gpt":0.19786493838838562,"score_spread":0.19362382389380756,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2028418206","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7940977,0.00006942514,0.20441158,0.00008857798,0.000051084062,0.000045544977,0.000009027454,0.00024947786,0.0009775864],"genre_scores_gemma":[0.9990232,0.000065163564,0.0007477377,0.0000106628695,0.00004896392,0.000003254714,0.0000278721,0.000021747022,0.00005141685],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9990869,0.000013479287,0.0002733018,0.00019543077,0.00018057342,0.00025027522],"domain_scores_gemma":[0.99953145,0.000046225683,0.00006766603,0.00020553342,0.000042269294,0.00010686569],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000051730196,0.00020488832,0.0003420307,0.00013895762,0.000047271827,0.00003802879,0.00010755582,0.000056728804,0.0000144515425],"category_scores_gemma":[0.000026554731,0.00020713132,0.00006609347,0.00027435526,0.00004787378,0.000094020055,0.000011969244,0.00021310458,0.0000017710763],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000007373416,0.00001157001,0.00132533,0.000060672457,0.000033079305,0.0000023211144,0.00022440104,0.9909401,0.0026373775,0.00010244698,0.0000026243124,0.0046526836],"study_design_scores_gemma":[0.00018415568,0.00006770326,0.058291808,0.00004109751,0.000023728282,0.000001917086,0.00012178824,0.9397537,0.0012433459,0.00001764016,0.000042996096,0.00021010322],"about_ca_topic_score_codex":0.000050855277,"about_ca_topic_score_gemma":0.000009377656,"teacher_disagreement_score":0.20492548,"about_ca_system_score_codex":0.00007567841,"about_ca_system_score_gemma":0.000012161706,"threshold_uncertainty_score":0.844657},"labels":[],"label_agreement":null},{"id":"W2028474724","doi":"10.2118/171605-ms","title":"Integration of Microseismic Data, Tracer Information, and Fracture Modeling into the Development of Fractured Horizontal Wells in the Slave Point Formation","year":2014,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Devon Energy (Canada)","funders":"","keywords":"Geology; Microseism; Fracture (geology); TRACER; Point (geometry); Development (topology); Petroleum engineering; Geotechnical engineering; Seismology; Geometry; Mathematics; Mathematical analysis","score_opus":0.008381006055484534,"score_gpt":0.21469534791799058,"score_spread":0.20631434186250605,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2028474724","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.4003698,0.00012344627,0.59858227,0.00042884046,0.000022675797,0.0001094763,0.000002069754,0.000014293349,0.0003471326],"genre_scores_gemma":[0.9945664,0.00003928127,0.0050764014,0.00015330673,0.000018020253,0.000006196933,0.0001316791,0.0000053429158,0.0000033774754],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99910843,0.00004022999,0.0005056533,0.00006830219,0.00018294429,0.00009444433],"domain_scores_gemma":[0.9994698,0.00007401838,0.00008547289,0.00030636432,0.000047682195,0.00001664696],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00073069875,0.00010617877,0.00014600305,0.00011287006,0.0000629411,0.000038008642,0.0002603307,0.00007632361,0.000010093278],"category_scores_gemma":[0.00004814999,0.000054277247,0.000027456039,0.00013169207,0.00002089479,0.00066683756,0.000036410802,0.0001848817,0.0000028109996],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000011214795,0.000015817735,0.00003523909,0.00012497333,0.00005077557,5.1604506e-8,0.08063014,0.8779143,0.0029955262,0.00002386374,0.0004624914,0.03773557],"study_design_scores_gemma":[0.00016899135,0.0000092333385,0.000723387,0.000034680128,0.000019560066,0.0000012136287,0.0037340187,0.96673757,0.02334505,0.00016171104,0.004990143,0.000074426855],"about_ca_topic_score_codex":0.00045102925,"about_ca_topic_score_gemma":0.0007699937,"teacher_disagreement_score":0.5941966,"about_ca_system_score_codex":0.000026852093,"about_ca_system_score_gemma":0.000015531676,"threshold_uncertainty_score":0.22133619},"labels":[],"label_agreement":null},{"id":"W2028569894","doi":"10.2118/114573-ms","title":"Killing of a Gas Well: Successful Implementation of Innovative Approaches in a Middle-Eastern Carbonate Field—A Field Case","year":2008,"lang":"en","type":"article","venue":"SPE Asia Pacific Oil and Gas Conference and Exhibition","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Petro-Canada; University of Calgary","funders":"","keywords":"Casing; Tectonics; Petroleum engineering; Geology; Mining engineering; Forensic engineering; Engineering; Seismology","score_opus":0.029512743643773234,"score_gpt":0.2362945555621126,"score_spread":0.20678181191833936,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2028569894","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9910573,0.0001798463,0.00073837896,0.0003824202,0.000024347515,0.0000348515,0.000006408537,0.000014624304,0.0075618387],"genre_scores_gemma":[0.998792,0.0009978408,0.000104750325,0.0000067903297,0.000016453725,0.000007846789,0.000018216293,0.000006048585,0.00005004417],"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.999353,0.00002430938,0.0002654046,0.00014198392,0.000087386565,0.00012789463],"domain_scores_gemma":[0.9997261,0.000045635166,0.000059529837,0.00008496099,0.0000496397,0.00003412494],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00009162123,0.0001076369,0.0002065503,0.00015934893,0.000036031313,0.0000118993485,0.000029074788,0.00007035942,0.00003483079],"category_scores_gemma":[0.000006339236,0.000097668,0.000026784624,0.00020950919,0.000045668578,0.00011351311,0.000014965538,0.00011222606,3.7077257e-7],"study_design_candidate":"design_other","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00026087306,0.00022267179,0.22690357,0.0034985184,0.0004256561,0.0010483612,0.06162884,0.008728577,0.010136558,0.0009253778,0.00016056036,0.6860604],"study_design_scores_gemma":[0.0054996884,0.0011887769,0.014468174,0.0015403173,0.00021464983,0.001293764,0.18774681,0.31057736,0.47093728,0.0044489116,0.0005178929,0.00156636],"about_ca_topic_score_codex":0.0011216282,"about_ca_topic_score_gemma":0.0006531455,"teacher_disagreement_score":0.6844941,"about_ca_system_score_codex":0.000007441656,"about_ca_system_score_gemma":0.00001518987,"threshold_uncertainty_score":0.39827856},"labels":[],"label_agreement":null},{"id":"W2028651014","doi":"10.2118/143990-pa","title":"A New Analytical Method for Analyzing Linear Flow in Tight/Shale Gas Reservoirs: Constant-Rate Boundary Condition","year":2012,"lang":"en","type":"article","venue":"SPE Reservoir Evaluation & Engineering","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":92,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"ConocoPhillips","keywords":"Tight gas; Square root; Constant (computer programming); Flow (mathematics); Plot (graphics); Mathematics; Volumetric flow rate; Fracture (geology); Shale gas; Root mean square; Mechanics; Oil shale; Petroleum engineering; Geology; Statistics; Geometry; Geotechnical engineering; Physics; Computer science; Hydraulic fracturing","score_opus":0.0312821204432336,"score_gpt":0.32678774282414236,"score_spread":0.2955056223809088,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2028651014","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"methods","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.11843429,0.0035721776,0.873874,0.0006548411,0.0006680096,0.00088627846,0.00004664282,0.00048060308,0.0013831247],"genre_scores_gemma":[0.8576084,0.00031861968,0.13948217,0.000034257508,0.0013824673,0.00022432608,0.00040145635,0.00016921961,0.000379101],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9967719,0.00021708477,0.0008354387,0.0004441928,0.00070187025,0.0010295555],"domain_scores_gemma":[0.9980509,0.00058415835,0.00009101604,0.00058426854,0.000222643,0.00046696904],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0042756125,0.0004407044,0.0006345872,0.00087113766,0.00013294391,0.00012964416,0.00032414295,0.00028706653,0.0005628983],"category_scores_gemma":[0.0010114635,0.00045069595,0.00030018997,0.0011536652,0.00002841188,0.0007826655,0.00006838513,0.0005463603,0.00007815834],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00003913145,0.000032375567,0.00055919506,0.0001951619,0.00023279947,0.0000045020006,0.00036086075,0.991554,0.002255545,0.00015450302,0.0018566658,0.0027552594],"study_design_scores_gemma":[0.0012228001,0.00004749265,0.0008822611,0.00019731275,0.00025090523,0.0000096175645,0.0000749092,0.98189706,0.0031444724,0.00046284558,0.011310842,0.0004994662],"about_ca_topic_score_codex":0.0001249059,"about_ca_topic_score_gemma":0.000104044324,"teacher_disagreement_score":0.73917407,"about_ca_system_score_codex":0.0006399186,"about_ca_system_score_gemma":0.00018063944,"threshold_uncertainty_score":0.9997945},"labels":[],"label_agreement":null},{"id":"W2028726697","doi":"10.2118/68835-ms","title":"Enhanced Production in Horizontal Wells by the Cavity Failure Well Completion","year":2001,"lang":"en","type":"article","venue":"SPE Western Regional Meeting","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Petro Geotech (Canada)","funders":"","keywords":"Petroleum engineering; Completion (oil and gas wells); Geomechanics; Oil well; Oil production; Permeability (electromagnetism); Geology; Oil field; Porosity; Environmental science; Geotechnical engineering","score_opus":0.010115624011832077,"score_gpt":0.21702458918777176,"score_spread":0.20690896517593968,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2028726697","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9913457,0.00028190916,0.0016941748,0.0037263925,0.00022648406,0.00014055641,0.0000014603487,0.00013184204,0.0024514897],"genre_scores_gemma":[0.9984753,0.0001616973,0.00008644656,0.00006690984,0.00041356185,0.000014199875,0.000028843282,0.000024684061,0.0007283169],"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","domain_scores_codex":[0.9989175,0.000065283086,0.00023540118,0.00023759085,0.0002678339,0.0002763916],"domain_scores_gemma":[0.9996091,0.000050376973,0.000050855004,0.00021264635,0.00002752406,0.00004948601],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002763732,0.0001582776,0.00017320421,0.00007475035,0.00010789922,0.00004133139,0.00016756344,0.00007836457,0.00002905097],"category_scores_gemma":[0.000023584129,0.00012236508,0.00007562322,0.0002564354,0.0000469646,0.00011909157,0.000025512347,0.000293237,0.00009732959],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00006599746,0.00013113588,0.034490757,0.00015016762,0.00014587615,0.000037976664,0.001483867,0.84868634,0.09076261,0.00001140656,0.017194713,0.006839135],"study_design_scores_gemma":[0.0026941567,0.00018980319,0.09457869,0.0017081659,0.00021460773,0.00054771174,0.003359336,0.083510086,0.21387489,0.00050418574,0.59611136,0.0027070171],"about_ca_topic_score_codex":0.0005482588,"about_ca_topic_score_gemma":0.0026826663,"teacher_disagreement_score":0.7651763,"about_ca_system_score_codex":0.000106356536,"about_ca_system_score_gemma":0.0000070834567,"threshold_uncertainty_score":0.49899027},"labels":[],"label_agreement":null},{"id":"W2028738842","doi":"10.2118/80385-ms","title":"PWRI: Scale Formation Risk Assessment and Management","year":2003,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":69,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Nalco (Canada); Nalcor Energy (Canada)","funders":"","keywords":"Subsea; Petroleum engineering; Injection well; Water injection (oil production); Environmental science; Produced water; Scale (ratio); Deposition (geology); Seawater; Completion (oil and gas wells); Marine engineering; Process engineering; Environmental engineering; Geology; Engineering; Oceanography; Sediment","score_opus":0.004727503233475991,"score_gpt":0.2176055961248653,"score_spread":0.21287809289138931,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2028738842","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.18296917,0.00017305785,0.46702877,0.000068303045,0.000077021854,0.00009578626,0.0000010551705,0.00021718991,0.34936965],"genre_scores_gemma":[0.9899892,0.00095853175,0.008238829,0.000017967877,0.000008566243,0.000008413431,0.0000022180006,0.000006242024,0.000770036],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99966687,0.000014547011,0.000084568695,0.00006042497,0.00007774864,0.000095843396],"domain_scores_gemma":[0.9998365,0.000007310802,0.000008632912,0.00010282606,0.000006067002,0.00003864777],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000109602246,0.000055791887,0.000059568156,0.00005223319,0.00004806427,0.000030423264,0.000026712587,0.000021191148,0.000098528595],"category_scores_gemma":[0.0000014219709,0.000044292385,0.000022658025,0.00006571217,0.000005765788,0.000095020296,0.000007896768,0.000052765303,0.000023150844],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000021686806,0.00007342193,0.014411107,0.0005949939,0.0005192429,0.000013238962,0.0004754784,0.91078395,0.0003007144,0.0021467304,0.012837517,0.057841454],"study_design_scores_gemma":[0.0005873306,0.00001989408,0.04348176,0.000026680878,0.00014799954,0.000008168353,0.00054898945,0.85434705,0.0041921414,0.00087324396,0.0954433,0.00032345633],"about_ca_topic_score_codex":0.000011428285,"about_ca_topic_score_gemma":0.000024327153,"teacher_disagreement_score":0.80702,"about_ca_system_score_codex":0.000028734297,"about_ca_system_score_gemma":9.668037e-7,"threshold_uncertainty_score":0.1806191},"labels":[],"label_agreement":null},{"id":"W2028931831","doi":"10.2118/97476-ms","title":"Numerical Modeling of Advanced In-Situ Recovery Processes in Complex Heavy-Oil and Bitumen Reservoirs","year":2005,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"ConocoPhillips (Canada)","funders":"","keywords":"Asphalt; Enhanced oil recovery; Petroleum engineering; Numerical modeling; In situ; Environmental science; Geology; Chemistry; Materials science","score_opus":0.014764078846903419,"score_gpt":0.23951290849044857,"score_spread":0.22474882964354514,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2028931831","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.96656305,0.0011519081,0.00434136,0.00050782214,0.000016228378,0.00003607367,0.0000012743269,0.00008954913,0.027292756],"genre_scores_gemma":[0.99456495,0.0010381861,0.004126919,0.000031033058,0.00002500299,0.000009544438,0.000005510004,0.000017408594,0.00018141571],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99912274,0.000016884185,0.00033270434,0.00017144944,0.00012887931,0.0002273547],"domain_scores_gemma":[0.99969405,0.00005487011,0.000019418367,0.0001477777,0.000027322,0.000056536337],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00012459482,0.000120553894,0.00028700076,0.00022562456,0.000016879843,0.000013876912,0.00010628522,0.00006125777,0.00003023918],"category_scores_gemma":[0.00005310863,0.000106823376,0.000031759377,0.00043468835,0.00001797853,0.00021776154,0.00002845378,0.00015375872,0.0000041443645],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000023158467,0.00003379786,0.00042298136,0.0002465839,0.000014565974,0.000002742905,0.0002692499,0.9894236,0.0008761124,0.0000018004289,0.000036801193,0.008648662],"study_design_scores_gemma":[0.00039790315,0.000017365965,0.00054233096,0.00009704646,0.000005179394,0.0000019986192,0.00018872235,0.9940453,0.0033942966,0.00004333531,0.0011143982,0.00015210184],"about_ca_topic_score_codex":0.00030679765,"about_ca_topic_score_gemma":0.0021083,"teacher_disagreement_score":0.028001953,"about_ca_system_score_codex":0.000043815748,"about_ca_system_score_gemma":0.000018645751,"threshold_uncertainty_score":0.4356131},"labels":[],"label_agreement":null},{"id":"W2029386217","doi":"10.2118/162916-ms","title":"Comparison of Hydraulic Fracture Fluids in Multi-stage Fracture Stimulated Horizontal Wells in the Pembina Cardium Formation","year":2012,"lang":"en","type":"article","venue":"SPE Hydrocarbon Economics and Evaluation Symposium","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Geology; Petroleum engineering; Directional drilling; Hydraulic fracturing; Oil production; Completion (oil and gas wells); Structural basin; Fracture (geology); Tight oil; Oil field; Petrology; Well stimulation; Drilling; Geotechnical engineering; Reservoir engineering; Paleontology; Petroleum; Materials science","score_opus":0.03194269714497661,"score_gpt":0.2952957734130783,"score_spread":0.26335307626810167,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2029386217","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9932444,0.0015160148,0.0011532886,0.00090258184,0.00022155009,0.00044359424,0.000008048445,0.00002899818,0.0024814927],"genre_scores_gemma":[0.9989294,0.00057266204,0.000058682297,0.00015573666,0.000093847004,0.000029042869,0.000111203655,0.000026093036,0.000023369135],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9985033,0.00014313491,0.0006350337,0.0001884166,0.00020410142,0.00032599497],"domain_scores_gemma":[0.9993804,0.000082786486,0.00013706068,0.0002929895,0.000029955168,0.00007680544],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0012018903,0.00023025513,0.0004275616,0.00028911128,0.000051900824,0.000051819712,0.00016455432,0.0002263934,0.00003788737],"category_scores_gemma":[0.000017449518,0.00019338698,0.0000968663,0.00020188867,0.000032115568,0.00042563977,0.000024682284,0.0003406256,0.000012263152],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000013752936,0.0000852896,0.013849055,0.00004945747,0.000041109215,3.9861484e-7,0.0057178475,0.9789883,0.0008364169,0.000006857319,0.00015983138,0.00025169743],"study_design_scores_gemma":[0.0009840251,0.000035440426,0.031193633,0.000024443065,0.00007297227,0.000002633235,0.0008258904,0.95526284,0.0051980247,0.00003396016,0.006155247,0.000210873],"about_ca_topic_score_codex":0.00050134433,"about_ca_topic_score_gemma":0.0002313089,"teacher_disagreement_score":0.02372543,"about_ca_system_score_codex":0.00019856932,"about_ca_system_score_gemma":0.00002427892,"threshold_uncertainty_score":0.7886092},"labels":[],"label_agreement":null},{"id":"W2029392756","doi":"10.2118/00-10-02","title":"Sand Deposition Inside a Horizontal Well-A Simulation Approach","year":2000,"lang":"en","type":"article","venue":"Journal of Canadian Petroleum Technology","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":7,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Settling; Petroleum engineering; Deposition (geology); Geology; Geotechnical engineering; Wellbore; Directional drilling; Environmental science; Drilling; Engineering; Environmental engineering; Sediment; Geomorphology","score_opus":0.004282953327188229,"score_gpt":0.1855023734200457,"score_spread":0.18121942009285746,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2029392756","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.93173146,0.0011308559,0.010636201,0.0010525072,0.00015836963,0.00004636053,0.0000049804503,0.00013042339,0.055108864],"genre_scores_gemma":[0.99829566,0.00018946218,0.001094678,0.000041819178,0.00014675813,0.0000018120352,0.000003939235,0.000021372169,0.00020448794],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9991396,0.000016476222,0.00032433408,0.000089026,0.00014952869,0.0002810297],"domain_scores_gemma":[0.9995136,0.000014895251,0.000058946047,0.00015834253,0.000047091267,0.00020708024],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00010597011,0.00012066375,0.00024222875,0.002250043,0.00007427323,0.00002825663,0.00019037329,0.00024731908,0.00022678023],"category_scores_gemma":[0.000015809728,0.000112484115,0.000107371474,0.00063758175,0.000039119655,0.0001321229,0.00000418901,0.00044240008,0.000032690517],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000008908579,0.000010600402,0.00025934592,0.000010669226,0.00010309085,0.00010543574,0.000033884553,0.98242915,0.0004064012,0.000011478506,0.0008900244,0.015731033],"study_design_scores_gemma":[0.000986124,0.00026773065,0.0014163803,0.00006328945,0.00016626954,0.001188196,0.00018356774,0.7676796,0.0046650264,0.00036635002,0.22263029,0.0003872053],"about_ca_topic_score_codex":0.0033249967,"about_ca_topic_score_gemma":0.011318299,"teacher_disagreement_score":0.22174028,"about_ca_system_score_codex":0.00024902477,"about_ca_system_score_gemma":0.00007622411,"threshold_uncertainty_score":0.6315876},"labels":[],"label_agreement":null},{"id":"W2029636500","doi":"10.2118/71040-ms","title":"Neural Network Analysis Identifies Production Enhancement Opportunities in the Kaybob Field","year":2001,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Hydraulic fracturing; Petroleum engineering; Artificial neural network; Production (economics); Computer science; Permeability (electromagnetism); Fracturing fluid; Field (mathematics); Natural gas field; Well stimulation; Fracture (geology); Geology; Environmental science; Reservoir engineering; Artificial intelligence; Engineering; Natural gas; Geotechnical engineering; Mathematics; Economics","score_opus":0.023860270040288466,"score_gpt":0.23965997464491165,"score_spread":0.2157997046046232,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2029636500","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.96049565,0.0006151899,0.011626803,0.004231703,0.0003906024,0.000106679814,2.704883e-7,0.00014415313,0.022388965],"genre_scores_gemma":[0.99330413,0.0007069013,0.000045335437,0.00022588435,0.00024206746,0.00002416854,0.000010922133,0.000006076669,0.0054344856],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99924445,0.000043721087,0.00020117332,0.00012486703,0.0001731176,0.00021267538],"domain_scores_gemma":[0.9996133,0.000051454554,0.000017643904,0.00027638068,0.00001648037,0.000024773055],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000292988,0.000097314194,0.00014801859,0.00016208254,0.00007360999,0.00006480147,0.00015418533,0.000037548394,0.00047522268],"category_scores_gemma":[0.000017093429,0.00006365578,0.000112875525,0.00075474684,0.00001480408,0.00011158653,0.000015046608,0.0001302475,0.000011755347],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000002994102,0.000013492688,0.002302316,0.000009669469,0.0002397757,0.00001547221,0.00041454288,0.98386866,0.000034712113,0.00001024966,0.010184348,0.0029037474],"study_design_scores_gemma":[0.00024641596,0.0000707517,0.026770923,0.000043171774,0.0012067382,0.000022044213,0.0062024933,0.896478,0.0060481345,0.0004916793,0.061718658,0.00070098304],"about_ca_topic_score_codex":0.00031382203,"about_ca_topic_score_gemma":0.0019034122,"teacher_disagreement_score":0.08739067,"about_ca_system_score_codex":0.000018266304,"about_ca_system_score_gemma":0.000003166681,"threshold_uncertainty_score":0.5203355},"labels":[],"label_agreement":null},{"id":"W2029825518","doi":"10.2118/149226-pa","title":"Effective Caprock Determination for SAGD Projects","year":2013,"lang":"en","type":"article","venue":"Journal of Canadian Petroleum Technology","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":10,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Ivanhoe Energy (Canada)","funders":"","keywords":"Caprock; Geology; Petroleum engineering; Facies; Steam injection; Vapor quality; Oil sands; Permeability (electromagnetism); Geotechnical engineering; Petrology; Engineering; Geomorphology; Materials science","score_opus":0.0042079041259455805,"score_gpt":0.192272974308347,"score_spread":0.18806507018240143,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2029825518","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.96752113,0.0009993125,0.021186884,0.0055638934,0.0005614702,0.00045353948,0.000009389203,0.00015626436,0.003548098],"genre_scores_gemma":[0.9978888,0.00004121632,0.0016127957,0.000045809207,0.0001241247,0.00006404882,0.0000011509118,0.000022180655,0.00019988828],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9992544,0.0000109225575,0.0002506955,0.00007972495,0.00009443561,0.000309821],"domain_scores_gemma":[0.9993813,0.000044083314,0.00008728129,0.00013050686,0.00018792402,0.00016889462],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000120122866,0.00010975664,0.00024123897,0.0029095965,0.000058861067,0.000027799948,0.00021496775,0.00021018063,0.00003035921],"category_scores_gemma":[0.00014624943,0.00009440313,0.000108584434,0.00046011666,0.00003183816,0.00013740355,0.000006640722,0.00028570343,0.000018774674],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000039175437,0.000089822075,0.006857524,0.0006722609,0.001536968,0.00032529575,0.0008280494,0.2851175,0.029667612,0.0003557042,0.09883777,0.5756723],"study_design_scores_gemma":[0.003305015,0.0017751466,0.011226958,0.00032235807,0.0004347356,0.0012797975,0.0012246355,0.33022287,0.09514915,0.006327043,0.54760784,0.0011244406],"about_ca_topic_score_codex":0.0036503472,"about_ca_topic_score_gemma":0.027413,"teacher_disagreement_score":0.5745479,"about_ca_system_score_codex":0.00029309292,"about_ca_system_score_gemma":0.00010160333,"threshold_uncertainty_score":0.99033415},"labels":[],"label_agreement":null},{"id":"W2029905630","doi":"10.15530/urtec-2014-1886725","title":"A CFD Validation of Historical Production Studies Comparing Plug-and-Perf to Openhole Sleeve Completion Methods in Horizontal Multi-Stage Fractured Wells","year":2014,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Completion (oil and gas wells); Computational fluid dynamics; Stage (stratigraphy); Spark plug; Petroleum engineering; Computer science; Marine engineering; Mechanical engineering; Engineering; Geology; Aerospace engineering","score_opus":0.07561786690408549,"score_gpt":0.360175176719261,"score_spread":0.2845573098151755,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2029905630","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.619139,0.0003579413,0.37905464,0.00029711326,0.00036900633,0.00020556628,7.061319e-7,0.00010790405,0.00046813235],"genre_scores_gemma":[0.94821364,0.000039391463,0.051104017,0.000015833244,0.00008093383,0.00002024208,0.00000764338,0.00001798031,0.00050033286],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9988738,0.00014947754,0.00038264,0.00025685717,0.00016260066,0.00017466285],"domain_scores_gemma":[0.99950945,0.000098562174,0.000053305375,0.00020907522,0.00006101978,0.00006858199],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00076141924,0.00015641465,0.00046523433,0.0002523682,0.00005321065,0.000017844199,0.00009504313,0.0000712303,0.00001862423],"category_scores_gemma":[0.0002615375,0.00013389894,0.00005649304,0.00026056316,0.00002061436,0.00012716117,0.000057062,0.00017114785,0.000008018611],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000021489986,0.00007017626,0.003733661,0.00017859094,0.000118475866,7.331266e-7,0.0023957728,0.9508604,0.0378219,0.000016651657,0.00057146477,0.004210676],"study_design_scores_gemma":[0.0008763437,0.00012489573,0.026836917,0.00012917731,0.00009754753,0.0000029905984,0.0007024978,0.6300424,0.31906864,0.000036126465,0.02161133,0.00047119238],"about_ca_topic_score_codex":0.00081527064,"about_ca_topic_score_gemma":0.00034077922,"teacher_disagreement_score":0.32907462,"about_ca_system_score_codex":0.0003295822,"about_ca_system_score_gemma":0.00000428153,"threshold_uncertainty_score":0.546024},"labels":[],"label_agreement":null},{"id":"W2030012687","doi":"10.2118/170132-ms","title":"A Numerical Investigation of the Hydraulic Fracturing Mechanism in Oil Sands","year":2014,"lang":"en","type":"article","venue":"SPE Heavy Oil Conference-Canada","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Hydraulic fracturing; Geology; Geotechnical engineering; Dilatant; Permeability (electromagnetism); Geomechanics; Shear (geology); Oil sands; Saturation (graph theory); Caprock; Shear stress; Petroleum engineering; Petrology; Materials science; Composite material","score_opus":0.008691614168273938,"score_gpt":0.18189059485177916,"score_spread":0.17319898068350523,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2030012687","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9753671,0.00008839048,0.0011312809,0.0033385719,0.00053201494,0.00003209984,0.0000066378893,0.00005812636,0.019445764],"genre_scores_gemma":[0.9989507,0.00005425822,0.0001105807,0.0003758472,0.000079892954,0.000009990686,0.0000065432037,0.000021895965,0.0003902709],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9985542,0.00007912144,0.00037257108,0.00020362313,0.00046589415,0.00032457852],"domain_scores_gemma":[0.99925643,0.000104358216,0.0000733823,0.0003830583,0.00004785631,0.00013491958],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00017074382,0.00019663082,0.00032852305,0.000070637085,0.000071032344,0.00002526782,0.0003354995,0.00009302801,0.00011935287],"category_scores_gemma":[0.00009616899,0.00015162611,0.00006399236,0.00032677542,0.000039854975,0.00006122971,0.00004028147,0.0003749315,0.0000035039282],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00002876274,0.000035530586,0.00913184,0.0009866809,0.00022787107,0.000025635634,0.0013692705,0.9057004,0.0027805911,0.0009555866,0.0055629737,0.073194854],"study_design_scores_gemma":[0.000954634,0.000034115757,0.031727146,0.00056963164,0.00006878403,0.000010085242,0.00027042296,0.8357019,0.10059672,0.0028313498,0.026435167,0.00080007507],"about_ca_topic_score_codex":0.91681904,"about_ca_topic_score_gemma":0.9735109,"teacher_disagreement_score":0.09781613,"about_ca_system_score_codex":0.00024086612,"about_ca_system_score_gemma":0.00069679803,"threshold_uncertainty_score":0.6183133},"labels":[],"label_agreement":null},{"id":"W2030140892","doi":"10.2118/2003-075","title":"Up-Scaling of Tracer Injection in Naturally Fractured Reservoirs","year":2003,"lang":"en","type":"article","venue":"Canadian International Petroleum Conference","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"TRACER; Scaling; Geology; Petroleum engineering; Computer science; Physics; Mathematics; Geometry","score_opus":0.010264660204496035,"score_gpt":0.2208282987024754,"score_spread":0.21056363849797935,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2030140892","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9405978,0.00022528229,0.0014748186,0.00036959784,0.0010077457,0.00004521252,0.000025816691,0.000041107272,0.056212652],"genre_scores_gemma":[0.9985575,0.000040495594,0.00013967096,0.000047896006,0.0000463466,0.000008576947,0.000025642139,0.000016201404,0.0011176493],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9990538,0.000033876775,0.0002797909,0.00016674087,0.00021667885,0.00024912023],"domain_scores_gemma":[0.9994746,0.00004104623,0.00004081498,0.00016173066,0.000116841344,0.00016496974],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00016120494,0.00012878001,0.00017056227,0.00057728234,0.000032173288,0.000044353124,0.00025876483,0.00012467445,0.00067541876],"category_scores_gemma":[0.00015852625,0.00013314754,0.00007187444,0.00019465417,0.00003217751,0.00014925926,0.000007138425,0.0003297145,0.000018252427],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000070007104,0.000008040863,0.004836244,0.000020997419,0.000081231105,0.000017738326,0.00044616306,0.9919864,0.00068910484,0.0008740184,0.000623864,0.00040922186],"study_design_scores_gemma":[0.0015496629,0.000054897533,0.06363234,0.0003439217,0.000044104654,0.00004867806,0.0010616072,0.76799005,0.017332941,0.002058079,0.14497049,0.0009132086],"about_ca_topic_score_codex":0.025612429,"about_ca_topic_score_gemma":0.16333768,"teacher_disagreement_score":0.22399631,"about_ca_system_score_codex":0.00032944765,"about_ca_system_score_gemma":0.00018322688,"threshold_uncertainty_score":0.9808761},"labels":[],"label_agreement":null},{"id":"W2030188611","doi":"10.2118/170142-ms","title":"Upscaling Study of Cyclic Solvent Injection Process for Post-CHOPS Reservoirs through Numerical Simulation","year":2014,"lang":"en","type":"article","venue":"SPE Heavy Oil Conference-Canada","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":8,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Saskatchewan Research Council (Canada); University of Regina","funders":"Petroleum Technology Research Centre","keywords":"Capillary pressure; Capillary action; Relative permeability; Computer simulation; Petroleum engineering; Reservoir simulation; Permeability (electromagnetism); Process simulation; Mechanics; Materials science; Environmental science; Process (computing); Chemistry; Geology; Computer science; Porous medium; Composite material; Physics","score_opus":0.022027412746119444,"score_gpt":0.2641840945536636,"score_spread":0.24215668180754416,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2030188611","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.958884,0.00004127021,0.03805109,0.00037512867,0.0004366405,0.00021065361,0.000017362834,0.0000867172,0.0018971254],"genre_scores_gemma":[0.99940926,0.0000089697,0.0001243988,0.0000659481,0.00015005424,0.000041026895,0.00003433766,0.00003348331,0.00013252972],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99833125,0.00006329343,0.00047767817,0.0002845015,0.00050643034,0.00033686106],"domain_scores_gemma":[0.9989602,0.00021558921,0.00010230168,0.00031289787,0.0003013372,0.00010765341],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00016668937,0.00021568383,0.00039987074,0.000065923945,0.0001476313,0.00003284093,0.00021413549,0.00008393254,0.00005117945],"category_scores_gemma":[0.0002057282,0.00020001012,0.0000687532,0.0002633243,0.000018645509,0.00012052343,0.000023678209,0.00021418602,0.0000014853983],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000049921866,0.00006610288,0.0007221838,0.00024616063,0.000109692104,0.0000013260549,0.0008247818,0.9939793,0.00005269633,0.000008416214,0.00023431849,0.0037051004],"study_design_scores_gemma":[0.0007677572,0.0002590198,0.0018166973,0.00007911405,0.00008854363,0.000001245859,0.0026230505,0.98835677,0.0013938673,0.00018337827,0.00411736,0.00031318073],"about_ca_topic_score_codex":0.8597576,"about_ca_topic_score_gemma":0.96266973,"teacher_disagreement_score":0.102912165,"about_ca_system_score_codex":0.00021523592,"about_ca_system_score_gemma":0.0004206052,"threshold_uncertainty_score":0.81561756},"labels":[],"label_agreement":null},{"id":"W2030342295","doi":"10.2118/110845-pa","title":"A Novel Hydraulic Fracturing Model Fully Coupled With Geomechanics and Reservoir Simulation","year":2009,"lang":"en","type":"article","venue":"SPE Journal","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":117,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Geomechanics; Hydraulic fracturing; Poromechanics; Geology; Petroleum engineering; Reservoir simulation; Fracture (geology); Geotechnical engineering; Fluid dynamics; Permeability (electromagnetism); Porous medium; Mechanics; Flow (mathematics); Porosity; Physics","score_opus":0.011325927767997571,"score_gpt":0.22748223144503016,"score_spread":0.2161563036770326,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2030342295","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.3811687,0.00029048513,0.6172751,0.00053407653,0.000044038425,0.000050678755,0.0000012818243,0.00009829384,0.00053735444],"genre_scores_gemma":[0.99314517,0.0002069939,0.00612785,0.00013345237,0.00023157899,9.1593284e-7,0.0000026721093,0.000029133422,0.00012223203],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99892217,0.000010162573,0.00026036496,0.00015339855,0.00032967556,0.00032421475],"domain_scores_gemma":[0.99943006,0.000034002896,0.00007128345,0.0001892342,0.00007050944,0.0002049061],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00023683204,0.0001926457,0.00023314082,0.0001954122,0.00018730033,0.00015627997,0.00013820174,0.00010362507,0.000027270074],"category_scores_gemma":[0.000029064622,0.00014709224,0.000070069196,0.00017666236,0.00001194464,0.00030220716,0.000015996387,0.0005395752,0.0000062588883],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000029922909,0.000021088983,0.000014256423,0.000013981098,0.000067783534,0.000024498699,0.00018649705,0.99568534,0.002285444,0.000009535098,0.000057822606,0.0016038358],"study_design_scores_gemma":[0.00062162895,0.000078390054,0.00047965386,0.000062427964,0.000057712114,0.00015483641,0.000035026438,0.99643767,0.0003436586,0.0011106217,0.00041211562,0.00020624687],"about_ca_topic_score_codex":0.000009998389,"about_ca_topic_score_gemma":0.000019564737,"teacher_disagreement_score":0.6119765,"about_ca_system_score_codex":0.00008287751,"about_ca_system_score_gemma":0.00002954155,"threshold_uncertainty_score":0.5998248},"labels":[],"label_agreement":null},{"id":"W2030460959","doi":"10.2118/171602-ms","title":"Optimization of Duvernay Fracturing Treatment Design Using Fully Compositional Dual Permeability Numeric Reservoir Simulation","year":2014,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":10,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary; ARC Resources (Canada)","funders":"","keywords":"Microseism; Geology; Hydraulic fracturing; Wellhead; Permeability (electromagnetism); Reservoir simulation; Petroleum engineering; Fluid dynamics; Grid; Fracture (geology); Geotechnical engineering; Mechanics; Seismology","score_opus":0.023524393436876324,"score_gpt":0.25325931650197797,"score_spread":0.22973492306510165,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2030460959","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.34457463,0.000024588318,0.65458244,0.00002131066,0.000050942635,0.000089791196,0.0000025785716,0.00010723188,0.00054648257],"genre_scores_gemma":[0.9566296,0.000011236574,0.043145802,0.000008785505,0.000099093784,0.0000052655914,0.000030163788,0.000023988694,0.000046083325],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99893606,0.00011288602,0.00032968287,0.00018925546,0.0002452714,0.00018682667],"domain_scores_gemma":[0.9992709,0.00025039082,0.00006474361,0.0002569881,0.00008280438,0.000074161886],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00022057096,0.00017118434,0.00025422766,0.00012124041,0.00010613251,0.000027590388,0.00007631936,0.00008827641,0.00027557052],"category_scores_gemma":[0.000044878354,0.00014400575,0.00011858774,0.00017734985,0.00003285602,0.00017399661,0.00001724909,0.00007478994,0.0000063351426],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000020638206,0.000056008026,0.00043067697,0.00003549914,0.00009090299,8.454207e-7,0.00013370845,0.99699026,0.0017569689,0.0000034919317,0.000008978305,0.0004720204],"study_design_scores_gemma":[0.00031834384,0.00006584826,0.0014477753,0.000019621295,0.0000622135,0.000002329703,0.000020882713,0.984368,0.013402876,0.00003754339,0.00010562453,0.00014889418],"about_ca_topic_score_codex":0.00018307676,"about_ca_topic_score_gemma":0.000008115122,"teacher_disagreement_score":0.61205494,"about_ca_system_score_codex":0.00022876385,"about_ca_system_score_gemma":0.000019800638,"threshold_uncertainty_score":0.58723843},"labels":[],"label_agreement":null},{"id":"W2030938662","doi":"10.2118/0312-0062-jpt","title":"Stimulation Influence on Production in the Haynesville Shale: A Playwide Examination","year":2012,"lang":"en","type":"article","venue":"Journal of Petroleum Technology","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Oil shale; Geology; Production (economics); Shale gas; Petroleum engineering; Sample (material); Fracture (geology); Mining engineering; Paleontology","score_opus":0.006864535802624125,"score_gpt":0.22524386776510122,"score_spread":0.2183793319624771,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2030938662","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99639666,0.00035649727,0.00134207,0.0010695384,0.00021526743,0.000035800458,2.289693e-7,0.000046418892,0.0005375075],"genre_scores_gemma":[0.9995424,0.000057947855,0.00015395324,0.000022581835,0.00017772269,0.0000051751317,6.4044207e-7,0.000008670685,0.000030878786],"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","domain_scores_codex":[0.9992438,0.000046549016,0.00027547483,0.000056864435,0.00020576343,0.00017157823],"domain_scores_gemma":[0.99960613,0.00005325912,0.000107051404,0.00016256704,0.000048835584,0.000022173814],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006891913,0.000081254126,0.00013875874,0.0007172978,0.00003660641,0.000010898657,0.00018470072,0.000120187105,0.000008724158],"category_scores_gemma":[0.0002751684,0.000054486638,0.000042308067,0.00042212536,0.000029744624,0.00023266552,0.000009315421,0.00044381176,0.000013783702],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000008480848,0.000070669914,0.01780362,0.000016278727,0.000027235963,0.000008256553,0.00034449602,0.9697899,0.0031583186,0.00006638873,0.00019438585,0.008511945],"study_design_scores_gemma":[0.0010511403,0.0004618089,0.8986763,0.00024103528,0.00011800375,0.0006390526,0.001642799,0.05598836,0.027903406,0.000735933,0.012184429,0.00035776355],"about_ca_topic_score_codex":0.0000035005767,"about_ca_topic_score_gemma":0.000008563025,"teacher_disagreement_score":0.91380155,"about_ca_system_score_codex":0.00010273431,"about_ca_system_score_gemma":0.0000071098575,"threshold_uncertainty_score":0.22219007},"labels":[],"label_agreement":null},{"id":"W2031369928","doi":"10.2118/107793-ms","title":"Well Productivity in North Sea Chalks Related to Completion and Hydraulic Fracture Stimulation Practices","year":2007,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"ConocoPhillips (Canada)","funders":"","keywords":"Drawdown (hydrology); Productivity; Asset (computer security); Production (economics); Environmental science; Fixed asset; Assets under management; Asset management; Petroleum engineering; Geology; Business; Computer science; Finance; Economics; Geotechnical engineering","score_opus":0.010310585989077027,"score_gpt":0.2500258150839288,"score_spread":0.23971522909485177,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2031369928","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9829525,0.00012677858,0.008994111,0.0012910989,0.00006882495,0.00020915152,7.5010337e-7,0.0002029406,0.006153895],"genre_scores_gemma":[0.9990703,0.000026571504,0.00039575508,0.00011800581,0.00006067531,0.000003908218,0.000026328493,0.000018335342,0.00028013665],"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","domain_scores_codex":[0.9990747,0.000031467407,0.00023258549,0.00024496714,0.0001837134,0.00023256667],"domain_scores_gemma":[0.99950314,0.00009889368,0.00006254615,0.00019657666,0.000033472217,0.00010537618],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00046199744,0.00013762682,0.00018294918,0.0002508818,0.00005371678,0.000032110627,0.000063528816,0.00010410224,0.000065090455],"category_scores_gemma":[0.000119861645,0.00011999618,0.000027322563,0.00052751316,0.000014260815,0.00025262393,0.000021011207,0.00028750455,0.000054313638],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00001592866,0.000033871573,0.10689273,0.000041227006,0.000029475214,0.000009762687,0.0005036823,0.8896321,0.00023510093,0.0000026308526,0.00026693867,0.002336527],"study_design_scores_gemma":[0.00020304808,0.00002321456,0.7474818,0.000012726903,0.000018415954,0.0000051869733,0.00006033511,0.23342337,0.0015316701,0.000025201343,0.017041324,0.0001737187],"about_ca_topic_score_codex":0.00084073725,"about_ca_topic_score_gemma":0.0053290823,"teacher_disagreement_score":0.65620875,"about_ca_system_score_codex":0.000064788685,"about_ca_system_score_gemma":0.0000053374606,"threshold_uncertainty_score":0.4893302},"labels":[],"label_agreement":null},{"id":"W2031387060","doi":"10.2118/165423-ms","title":"Coupled Geomechanical and Thermal Simulation of SAGD Process","year":2013,"lang":"en","type":"article","venue":"SPE Heavy Oil Conference-Canada","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":15,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"Natural Sciences and Engineering Research Council of Canada; Alberta Innovates - Technology Futures","keywords":"Geomechanics; Steam injection; Reservoir simulation; Petroleum engineering; Permeability (electromagnetism); Porosity; Constitutive equation; Pore water pressure; Stress (linguistics); Mechanics; Geotechnical engineering; Enhanced oil recovery; Geology; Finite element method; Engineering; Structural engineering","score_opus":0.009859028996834397,"score_gpt":0.20624704212706121,"score_spread":0.19638801313022683,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2031387060","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9950557,0.00011025868,0.0012784066,0.00041595756,0.00010615434,0.000053080872,0.000006940487,0.00003826027,0.0029352654],"genre_scores_gemma":[0.999531,0.00003530886,0.000040111638,0.00005538347,0.000042141182,0.000008842542,0.000008972157,0.000013918703,0.00026438007],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9991371,0.000014718181,0.0002257875,0.00013580632,0.00027385663,0.00021270274],"domain_scores_gemma":[0.99949384,0.00007304114,0.00003612859,0.00015633473,0.000119354685,0.00012132491],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00004909015,0.0001291425,0.00022981886,0.000032365417,0.000042212632,0.000026356767,0.00011137708,0.00006173826,0.0006753903],"category_scores_gemma":[0.00003367008,0.00011034293,0.000022869734,0.00010061076,0.000025013413,0.000076733006,0.000017079956,0.00013742024,0.0000044561366],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000074488594,0.000009439936,0.00037922137,0.00023392474,0.000078041005,0.000004130727,0.00011032777,0.9846026,0.00062252674,0.000015794261,0.00038523905,0.013551346],"study_design_scores_gemma":[0.0001950298,0.000011716116,0.0029328726,0.00003686227,0.000019008427,8.9562286e-7,0.00013162792,0.9937774,0.0019752877,0.00007734032,0.0006927014,0.00014928658],"about_ca_topic_score_codex":0.88857365,"about_ca_topic_score_gemma":0.9332736,"teacher_disagreement_score":0.044700004,"about_ca_system_score_codex":0.000060173406,"about_ca_system_score_gemma":0.00040200588,"threshold_uncertainty_score":0.739505},"labels":[],"label_agreement":null},{"id":"W2031402312","doi":"10.2118/2004-265","title":"Characterization and Role of Reservoir Heterogeneity in Performance of Infill Wells in Water Flood and Miscible Projects","year":2004,"lang":"en","type":"article","venue":"Canadian International Petroleum Conference","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Infill; Flood myth; Reservoir modeling; Petroleum engineering; Characterization (materials science); Geology; Geotechnical engineering; Engineering; Civil engineering; Materials science; Archaeology; Geography","score_opus":0.008342695142162682,"score_gpt":0.19514752146896128,"score_spread":0.1868048263267986,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2031402312","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99857676,0.00005228628,0.00002611948,0.00020167265,0.000041666717,0.00004747905,0.000024771114,0.0000061168016,0.0010231247],"genre_scores_gemma":[0.99966806,0.00017579939,0.00003736879,0.000012957474,0.000011942779,0.0000072492103,0.000037722875,0.000006912032,0.000041960462],"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","domain_scores_codex":[0.99940246,0.000010729463,0.00021204936,0.00012132544,0.000100208854,0.00015321825],"domain_scores_gemma":[0.99975634,0.0000071975105,0.000025072186,0.00008705879,0.000047625163,0.0000766945],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00009444977,0.000081436476,0.00014318641,0.00043450095,0.000012660962,0.00001742441,0.000113740316,0.00005607455,0.000024802668],"category_scores_gemma":[0.000013218539,0.00007436432,0.000014692879,0.00008039306,0.000040758812,0.00015045784,0.000021673615,0.000098163575,0.0000015153634],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000025815993,0.000028621418,0.387442,0.00020476374,0.00005761615,0.000010549191,0.0017659826,0.51268387,0.09711459,0.00012612516,0.0000022330346,0.0005378409],"study_design_scores_gemma":[0.0008270427,0.000051010844,0.54527146,0.00029461217,0.0000074974337,0.000008404022,0.0001356091,0.21093081,0.24119468,0.0000891574,0.0009975487,0.00019215306],"about_ca_topic_score_codex":0.030540848,"about_ca_topic_score_gemma":0.11620709,"teacher_disagreement_score":0.30175304,"about_ca_system_score_codex":0.000093916104,"about_ca_system_score_gemma":0.00007056467,"threshold_uncertainty_score":0.97591484},"labels":[],"label_agreement":null},{"id":"W2031468032","doi":"10.2118/151964-ms","title":"Refining Discrete Fracture Networks With Surface Microseismic Mechanism Inversion and Mechanism-Driven Event Location","year":2012,"lang":"en","type":"article","venue":"SPE Hydraulic Fracturing Technology Conference","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":15,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Microsemi (Canada)","funders":"","keywords":"Microseism; Event (particle physics); Geology; Fracture (geology); Point source; Computer science; Set (abstract data type); Orientation (vector space); Mechanism (biology); Inversion (geology); Algorithm; Seismology; Geometry; Mathematics; Physics","score_opus":0.0061873338437566025,"score_gpt":0.201616081318478,"score_spread":0.1954287474747214,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2031468032","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.42209297,0.0012385921,0.572962,0.0016883047,0.00024193236,0.00019149239,0.0000033120093,0.0011003943,0.00048101967],"genre_scores_gemma":[0.9917298,0.0004691992,0.0071012178,0.0002545875,0.00012759861,0.000025292087,0.00003514199,0.00009115335,0.0001659871],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99779946,0.000053469674,0.00039148048,0.00053581054,0.00029671646,0.00092308014],"domain_scores_gemma":[0.99868065,0.00006984564,0.00017169278,0.0007272214,0.000093909985,0.0002566653],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00025520357,0.00053919636,0.0005313661,0.00036025533,0.00030270766,0.000089845336,0.0004691837,0.000711729,0.00007268859],"category_scores_gemma":[0.000038521765,0.000458022,0.0000736609,0.00056268944,0.0001903496,0.00043872924,0.00021963537,0.0011859272,0.000052278025],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000027454127,0.00003818911,0.0014986643,0.00011441324,0.00023893485,0.000022965134,0.00047139716,0.9894984,0.004505895,0.00079586875,0.00016424585,0.0026235853],"study_design_scores_gemma":[0.0010218913,0.0001674449,0.0018622382,0.00063000445,0.00029249015,0.0001650087,0.0005900247,0.8408876,0.13951735,0.002690208,0.010785528,0.0013902176],"about_ca_topic_score_codex":0.00015995129,"about_ca_topic_score_gemma":0.00007116946,"teacher_disagreement_score":0.5696368,"about_ca_system_score_codex":0.00016393207,"about_ca_system_score_gemma":0.00003894193,"threshold_uncertainty_score":0.99978715},"labels":[],"label_agreement":null},{"id":"W2031693024","doi":"10.2118/137456-ms","title":"Case Studies of a Simple Yet Rigorous Forecasting Procedure for Tight Gas Wells","year":2010,"lang":"en","type":"article","venue":"Canadian Unconventional Resources and International Petroleum Conference","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":8,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Tight gas; Superposition principle; Flow (mathematics); Petroleum engineering; Shale gas; Hydraulic fracturing; Fracture (geology); Geology; Unconventional oil; Inverse; Mechanics; Oil shale; Mathematics; Geotechnical engineering; Mathematical analysis; Physics; Geometry","score_opus":0.02804178549357531,"score_gpt":0.25318369007072156,"score_spread":0.22514190457714625,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2031693024","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9937183,0.0002687827,0.00037873568,0.00044920473,0.0003584933,0.00008099665,0.00023462655,0.000024578836,0.0044862465],"genre_scores_gemma":[0.99801403,0.00005084057,0.0002803965,0.000049309016,0.00017232889,0.000029893074,0.000059786307,0.000015152364,0.0013282382],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9991912,0.000008242829,0.0002562291,0.00018358213,0.00014484255,0.000215887],"domain_scores_gemma":[0.9992264,0.0001372613,0.000065393884,0.00009836618,0.0002686459,0.00020394479],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00015811915,0.00013624303,0.00018830318,0.00022947739,0.00012784514,0.0000583113,0.00015940366,0.00007496271,0.00027861347],"category_scores_gemma":[0.00020821363,0.00012440445,0.000097320786,0.00006168836,0.00011015279,0.00009151962,0.00002262267,0.00017059548,0.0000032112744],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000501092,0.00043602395,0.08198845,0.006603173,0.014729894,0.0048626806,0.014241683,0.5851874,0.014835084,0.082467996,0.10116722,0.09297932],"study_design_scores_gemma":[0.0008539199,0.000093658484,0.00088277017,0.00015027379,0.00010200221,0.0015111561,0.001124828,0.7514403,0.0007207868,0.007626236,0.23507406,0.00042000832],"about_ca_topic_score_codex":0.0032507016,"about_ca_topic_score_gemma":0.07342055,"teacher_disagreement_score":0.16625291,"about_ca_system_score_codex":0.000052768195,"about_ca_system_score_gemma":0.00009316821,"threshold_uncertainty_score":0.9434871},"labels":[],"label_agreement":null},{"id":"W2032101581","doi":"10.1016/j.petrol.2010.03.012","title":"The optimal hydraulic fracture geometry under non-Darcy flow effects","year":2010,"lang":"en","type":"article","venue":"Journal of Petroleum Science and Engineering","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":36,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Regina","funders":"","keywords":"Darcy–Weisbach equation; Hydraulic fracturing; Fracture (geology); Darcy's law; Mechanics; Permeability (electromagnetism); Flow (mathematics); Geotechnical engineering; Fluid dynamics; Volumetric flow rate; Hydraulic conductivity; Geology; Geometry; Petroleum engineering; Mathematics; Porous medium; Porosity; Soil science; Chemistry; Physics","score_opus":0.0020821460326888963,"score_gpt":0.1912437619384752,"score_spread":0.1891616159057863,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2032101581","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9386068,0.00081419066,0.058383208,0.00057349727,0.0012912886,0.000028305087,4.1202304e-7,0.00004382975,0.00025844947],"genre_scores_gemma":[0.9973198,0.00020862762,0.0018611255,0.00007732994,0.00046585102,0.0000017341071,1.5455491e-7,0.000020047823,0.000045340363],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9985634,0.00000568817,0.00027444123,0.00012700587,0.0005981399,0.00043134217],"domain_scores_gemma":[0.9991603,0.00016723358,0.000064047934,0.00022154942,0.00011426802,0.0002726202],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0010708398,0.0001729909,0.00022764818,0.00038656965,0.0002773888,0.00034176672,0.00048383768,0.000085814274,0.0000060579587],"category_scores_gemma":[0.00019226014,0.00010838905,0.00010561605,0.0005377158,0.00014783526,0.0006098307,0.000047980462,0.0009301412,0.0000041668486],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000024319957,0.0000068340437,0.00007633727,0.000031505,0.000045713536,0.000017685108,0.000073767675,0.9578507,0.039677054,0.000010165006,0.0002657058,0.0019420832],"study_design_scores_gemma":[0.00029718014,0.000064132386,0.016178567,0.00005347701,0.000048054542,0.0002011755,0.000103111044,0.9441438,0.013949981,0.000018829134,0.024728121,0.00021361327],"about_ca_topic_score_codex":0.0000069528005,"about_ca_topic_score_gemma":0.0000026149646,"teacher_disagreement_score":0.05871297,"about_ca_system_score_codex":0.000057105975,"about_ca_system_score_gemma":0.00006393263,"threshold_uncertainty_score":0.4419977},"labels":[],"label_agreement":null},{"id":"W2032151706","doi":"10.2118/88560-ms","title":"An Illustration of the Information that can be Obtained from Pressure Transient Analysis of Wireline Formation Test Data","year":2004,"lang":"en","type":"article","venue":"SPE Asia Pacific Oil and Gas Conference and Exhibition","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Wireline; Transient (computer programming); Transient analysis; Computer science; Hydrostatic test; RADIUS; Field (mathematics); Pressure measurement; Test data; Engineering; Simulation; Data mining; Transient response; Mathematics; Electrical engineering; Mechanical engineering; Telecommunications; Software engineering","score_opus":0.017477165339148545,"score_gpt":0.2125777078078244,"score_spread":0.19510054246867586,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2032151706","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.977803,0.00012909275,0.018299568,0.0016560009,0.000040130086,0.000060755636,0.0007649249,0.00003854462,0.001208004],"genre_scores_gemma":[0.99706227,0.00084287144,0.00012103162,0.000011493705,0.000016124482,0.0000023515981,0.0019298866,0.0000033955316,0.000010589077],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.999355,0.000020838304,0.00025584345,0.00010924541,0.0001725663,0.000086503314],"domain_scores_gemma":[0.9994731,0.000018871793,0.00009406922,0.000300967,0.00006970094,0.000043272285],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00011676776,0.000098013654,0.00018428922,0.00012431155,0.000062568826,0.000045084224,0.00009463202,0.00007370404,0.000015299707],"category_scores_gemma":[0.0000139936,0.000071380826,0.00003935313,0.00025126358,0.00005897713,0.00069790403,0.000013842077,0.000075393546,2.3460662e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00007379231,0.0001656847,0.004980387,0.00071587285,0.0010381949,0.0000012181248,0.025307203,0.79113317,0.03531131,0.0003451647,0.0001788583,0.14074917],"study_design_scores_gemma":[0.00081381056,0.00009126925,0.036296874,0.00018391892,0.0014951756,0.000002773379,0.008418926,0.9169214,0.03427026,0.0005679619,0.0007037337,0.00023393547],"about_ca_topic_score_codex":0.00071273727,"about_ca_topic_score_gemma":0.001327559,"teacher_disagreement_score":0.14051524,"about_ca_system_score_codex":0.000009732412,"about_ca_system_score_gemma":0.000018413439,"threshold_uncertainty_score":0.29108256},"labels":[],"label_agreement":null},{"id":"W2032172272","doi":"10.2118/114517-ms","title":"The Catalytic Effects of Nonhydrocarbon Contaminants on Equilibrium Water Vapor Content for a Dry Gas at HP/HT Reservoir Conditions","year":2008,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":10,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary; Apache (Canada)","funders":"","keywords":"Vaporization; Water vapor; Chemistry; Dry gas; Isothermal process; Natural gas; Solubility; Vapor pressure; CO2 content; Vapour pressure of water; Water content; Environmental chemistry; Analytical Chemistry (journal); Thermodynamics; Carbon dioxide; Chromatography; Organic chemistry","score_opus":0.015365951500821439,"score_gpt":0.22193361580961837,"score_spread":0.20656766430879694,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2032172272","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99514353,0.0002752735,0.00046941804,0.0003471326,0.00030499438,0.0004947187,0.00002012264,0.00014135458,0.002803428],"genre_scores_gemma":[0.9881892,0.00010225307,0.000025005535,0.00005254843,0.00007408933,0.00014765987,0.0000622877,0.000042389333,0.011304552],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99867654,0.000032997483,0.00035366102,0.00021681987,0.0002468003,0.00047315756],"domain_scores_gemma":[0.99867934,0.00059151667,0.000041293362,0.000502451,0.000067012435,0.00011837503],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00015985913,0.00021707495,0.00035017118,0.000098679186,0.00024434782,0.000016186526,0.00024696384,0.00010301912,0.00002588646],"category_scores_gemma":[0.00009421089,0.00011863994,0.00025491862,0.00009329135,0.00013219593,0.0000805663,0.00006502037,0.00013321268,0.00006705444],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0009287708,0.00075424206,0.0038880196,0.0035688237,0.004209341,0.00046602343,0.0053294646,0.4139058,0.52135414,0.00038510683,0.0443947,0.0008155815],"study_design_scores_gemma":[0.0015726653,0.00028629825,0.002820628,0.0001180058,0.0001386869,0.000016342594,0.00007155225,0.0882099,0.90035135,0.00011333892,0.0060006767,0.0003005855],"about_ca_topic_score_codex":0.00027226558,"about_ca_topic_score_gemma":0.00028670917,"teacher_disagreement_score":0.37899718,"about_ca_system_score_codex":0.00011311592,"about_ca_system_score_gemma":0.000014409405,"threshold_uncertainty_score":0.48379964},"labels":[],"label_agreement":null},{"id":"W2032283618","doi":"10.2118/0313-0102-jpt","title":"Integrated Microseismic Monitoring for Field Optimization - Marcellus Shale","year":2013,"lang":"en","type":"article","venue":"Journal of Petroleum Technology","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Geophone; Microseism; Borehole; Geology; Seismology; Hydraulic fracturing; Oil shale; Petroleum engineering; Geotechnical engineering; Paleontology","score_opus":0.004906002677224658,"score_gpt":0.2048260518486193,"score_spread":0.19992004917139464,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2032283618","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.508668,0.00092530524,0.48778495,0.0016170214,0.00051256525,0.000065259555,0.0000015699882,0.00015296662,0.00027233173],"genre_scores_gemma":[0.97792494,0.00021372757,0.021303028,0.000020887237,0.00016537467,0.000012698098,0.0000015286951,0.000022709148,0.00033508195],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9992765,0.000007967872,0.00034515216,0.00007645945,0.00008458833,0.00020933845],"domain_scores_gemma":[0.9994901,0.000052469975,0.00010685308,0.00014226607,0.00014718542,0.00006112188],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00009585637,0.000111570305,0.00024457625,0.0005375059,0.000047746056,0.00003348129,0.00025497036,0.00021381813,0.00011003312],"category_scores_gemma":[0.000114119706,0.000091354115,0.00012180939,0.0002118437,0.000023472197,0.00012387012,0.000019761508,0.00035908626,0.000011180744],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000008044208,0.000018045605,0.0010079197,0.000033609496,0.0001307706,0.0000073198294,0.000025369995,0.96603084,0.02032155,0.0000031747431,0.002686273,0.009727066],"study_design_scores_gemma":[0.00082014565,0.00032293014,0.00018349463,0.00011965554,0.00009408702,0.000136247,0.00049801316,0.83457464,0.14933705,0.00045595344,0.0132238595,0.00023388461],"about_ca_topic_score_codex":0.00002011393,"about_ca_topic_score_gemma":0.0000012002939,"teacher_disagreement_score":0.46925694,"about_ca_system_score_codex":0.00007794859,"about_ca_system_score_gemma":0.00001891965,"threshold_uncertainty_score":0.37253127},"labels":[],"label_agreement":null},{"id":"W2032378727","doi":"10.2118/171622-ms","title":"Adding Value to the Kerrobert, Viking Oil Formation via Emerging Completion Methodologies of Horizontal Multi-Stage Wells – A Case Study","year":2014,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Completion (oil and gas wells); Petroleum engineering; Geology; Emerging technologies; Workover; Computer science; Engineering; Mining engineering; Artificial intelligence","score_opus":0.05487953684089179,"score_gpt":0.3165795464119422,"score_spread":0.2617000095710504,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2032378727","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.40799168,0.000027620697,0.59051186,0.000056885976,0.00012143067,0.00009541181,0.000001862452,0.00014959817,0.0010436255],"genre_scores_gemma":[0.9774106,0.000007713421,0.022308458,0.000029755585,0.000066570785,0.000022247894,0.0000049123887,0.000020801828,0.0001289288],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9987894,0.00025493855,0.00036492123,0.00015657366,0.00020593408,0.0002282324],"domain_scores_gemma":[0.9992266,0.0002967953,0.000066243985,0.0003129772,0.00004298569,0.000054354867],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0012242274,0.00015999837,0.00027380744,0.00017833097,0.00018961243,0.000039473904,0.0001759253,0.000048578448,0.00003650919],"category_scores_gemma":[0.00014301491,0.00010835135,0.000107043576,0.0002629612,0.00001453711,0.00016172447,0.00008303274,0.00015590672,0.000016036805],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000047489166,0.000029179075,0.00014103028,0.000076261706,0.00009977352,0.00002015733,0.0053750514,0.96800745,0.004836341,0.0000140822285,0.00007916653,0.021316756],"study_design_scores_gemma":[0.00028586114,0.00007046966,0.0002635541,0.000029575433,0.00007327653,0.000057350975,0.011578421,0.9764164,0.00848569,0.0000034031402,0.0025675294,0.00016846506],"about_ca_topic_score_codex":0.0033694985,"about_ca_topic_score_gemma":0.0021934218,"teacher_disagreement_score":0.5694189,"about_ca_system_score_codex":0.000058400172,"about_ca_system_score_gemma":0.0000028206412,"threshold_uncertainty_score":0.5093697},"labels":[],"label_agreement":null},{"id":"W2032677464","doi":"10.1190/geo2011-0025.1","title":"Numerical modeling of seismicity induced by fluid injection in naturally fractured reservoirs","year":2011,"lang":"en","type":"article","venue":"Geophysics","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":87,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Microseism; Geology; Hydraulic fracturing; Induced seismicity; Fracture (geology); Geomechanics; Geotechnical engineering; Fluid dynamics; Stress field; Deformation (meteorology); Seismology; Mechanics; Finite element method; Engineering; Structural engineering","score_opus":0.01417100040239628,"score_gpt":0.20816196946723925,"score_spread":0.19399096906484298,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2032677464","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.98028886,0.00015035295,0.017537706,0.00002667423,0.0001407632,0.00006684418,0.0000044340604,0.00011494903,0.00166941],"genre_scores_gemma":[0.99948686,0.000024301013,0.0003139184,0.00004546637,0.000055006185,0.0000062722843,0.000017199165,0.00002674589,0.000024228882],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99908084,0.000031666466,0.00027979803,0.0001736393,0.00019095337,0.00024308299],"domain_scores_gemma":[0.9995766,0.000019887513,0.000039036735,0.00025853587,0.000047373505,0.00005855373],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00009459146,0.00015484696,0.00026463857,0.000104155115,0.000032039872,0.0000087038725,0.00018377692,0.0001547833,0.000015592172],"category_scores_gemma":[0.00002340483,0.00014528261,0.00009874599,0.0004084257,0.000013969293,0.00016141552,0.000027863507,0.000400467,0.000012732392],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000020701427,0.000057713183,0.00016653074,0.00004875263,0.000057787085,0.0000023257037,0.0013413454,0.9887489,0.00847736,0.000005354816,0.0001986344,0.00087457424],"study_design_scores_gemma":[0.00020260454,0.000036876674,0.0013040799,0.000030235062,0.000018196526,7.0722183e-7,0.000073815005,0.9732205,0.024023326,0.000813579,0.00008565636,0.00019038844],"about_ca_topic_score_codex":0.0043199784,"about_ca_topic_score_gemma":0.000024523957,"teacher_disagreement_score":0.019197995,"about_ca_system_score_codex":0.000055531917,"about_ca_system_score_gemma":0.0000145954,"threshold_uncertainty_score":0.6530544},"labels":[],"label_agreement":null},{"id":"W2032695040","doi":"10.2118/166503-ms","title":"Hydraulic Fracture Propagation from Infill Horizontal Wells","year":2013,"lang":"en","type":"article","venue":"SPE Annual Technical Conference and Exhibition","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":77,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"ConocoPhillips (Canada)","funders":"","keywords":"Infill; Geology; Hydraulic fracturing; Offset (computer science); Geotechnical engineering; Finite element method; Stress field; Fracture (geology); Stress (linguistics); Structural engineering; Engineering","score_opus":0.007430450515570237,"score_gpt":0.20886818366083323,"score_spread":0.201437733145263,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2032695040","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9239071,0.00047034348,0.053942785,0.0036081923,0.00015001977,0.0005028814,0.000076199685,0.0010453165,0.016297176],"genre_scores_gemma":[0.99851876,0.00029717857,0.0003768189,0.00029541223,0.0001964218,0.000037299444,0.00017216236,0.000018698458,0.000087257584],"study_design_codex":"not_applicable","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9990661,0.000023620507,0.0002359194,0.0002483844,0.00019118864,0.0002348006],"domain_scores_gemma":[0.99951017,0.000035601563,0.000034189477,0.00020150162,0.000083569204,0.00013495731],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00006372361,0.00018447897,0.00021211192,0.00008090656,0.00007744998,0.00011026942,0.000108561304,0.00024301307,0.0007310328],"category_scores_gemma":[0.00002560611,0.00015144426,0.00006659214,0.00013261539,0.00007024547,0.0004930214,0.00003743874,0.000342588,0.0003223718],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000112344074,0.0005321547,0.0033307204,0.0005116045,0.0005636951,0.000101992744,0.003217006,0.03555815,0.34757847,0.0016447038,0.35828227,0.24856688],"study_design_scores_gemma":[0.0032146967,0.0012930359,0.19182837,0.0010979819,0.00049013953,0.00009135528,0.0029057378,0.21033402,0.26809427,0.0848904,0.2314114,0.004348583],"about_ca_topic_score_codex":0.0009832165,"about_ca_topic_score_gemma":0.00007127757,"teacher_disagreement_score":0.2442183,"about_ca_system_score_codex":0.00003493871,"about_ca_system_score_gemma":0.000011950012,"threshold_uncertainty_score":0.80042964},"labels":[],"label_agreement":null},{"id":"W2032800763","doi":"10.2118/172928-ms","title":"Analysis of Transient Linear Flow Associated with Hydraulically-Fractured Tight Oil Wells Exhibiting Multi-Phase Flow","year":2015,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":25,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"Alberta Innovates - Technology Futures; University of Calgary","keywords":"Transient analysis; Flow (mathematics); Transient (computer programming); Petroleum engineering; Transient flow; Two-phase flow; Geology; Mechanics; Phase (matter); Materials science; Geotechnical engineering; Transient response; Computer science; Physics; Engineering; Geomorphology; Electrical engineering","score_opus":0.01702781050672159,"score_gpt":0.24665727540722593,"score_spread":0.22962946490050434,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2032800763","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.5967141,0.00054126175,0.38944393,0.00045583484,0.00016671926,0.00015759523,0.0001203871,0.0009310381,0.011469123],"genre_scores_gemma":[0.985898,0.000031605574,0.012456478,0.00009398188,0.000065501634,0.000011255923,0.0002845026,0.00005974965,0.0010988924],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99779207,0.00009091843,0.0006338853,0.00037723855,0.0006177997,0.00048808564],"domain_scores_gemma":[0.9985882,0.00013723077,0.000114663286,0.00050280115,0.00024078535,0.00041629156],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0004752831,0.00036161093,0.00089042407,0.0005545631,0.00006609968,0.000038816834,0.000264152,0.00023464338,0.0003588569],"category_scores_gemma":[0.00017032266,0.00026278885,0.00043739573,0.0018066817,0.00006589621,0.00014213866,0.000025210404,0.00034568057,0.000027204327],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000036498466,0.00030554787,0.00025205858,0.000033157983,0.0039826185,0.000037233458,0.0012357552,0.98938495,0.00065250165,2.9633858e-7,0.00052191067,0.0035574562],"study_design_scores_gemma":[0.0022849035,0.00008140664,0.0006852343,0.00005784091,0.0019973922,0.0000013007457,0.00013308172,0.9839867,0.007894426,8.884845e-7,0.002508099,0.00036877085],"about_ca_topic_score_codex":0.00017702299,"about_ca_topic_score_gemma":0.0009079811,"teacher_disagreement_score":0.38918394,"about_ca_system_score_codex":0.00012767321,"about_ca_system_score_gemma":0.000048864218,"threshold_uncertainty_score":0.9999824},"labels":[],"label_agreement":null},{"id":"W2032847692","doi":"10.1190/1.2149657","title":"Coupled geomechanical and flow modeling of compacting reservoirs","year":2005,"lang":"en","type":"article","venue":"The Leading Edge","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":13,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Geology; Petroleum engineering; Flow (mathematics); Geomechanics; Geotechnical engineering; Mechanics","score_opus":0.02004056365422669,"score_gpt":0.2427473072799113,"score_spread":0.22270674362568463,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2032847692","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9271854,0.00084749993,0.06811502,0.0007293842,0.00010720346,0.00006307838,0.000001620262,0.00018015415,0.0027705978],"genre_scores_gemma":[0.99829465,0.000092734444,0.0011426246,0.000028275033,0.00022046253,0.0000023845873,0.0000018261063,0.000022547712,0.0001944717],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9993194,0.000023441098,0.00020469533,0.00010603378,0.00013084523,0.00021562343],"domain_scores_gemma":[0.9995261,0.00013529914,0.000024150719,0.00023461698,0.00002208861,0.00005775967],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00038648964,0.00010459612,0.00021187776,0.00006641708,0.00009813804,0.00002419982,0.00017059747,0.00005849309,0.000021355303],"category_scores_gemma":[0.00006078273,0.00007419515,0.00006225479,0.00013304614,0.000030805677,0.00007676873,0.000043074502,0.00024506694,0.000027607024],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000042451625,0.000005559161,0.000023902714,0.00003574983,0.000052203817,7.134203e-7,0.0007090389,0.99467415,0.0022573771,0.00001599102,0.00023824318,0.0019828042],"study_design_scores_gemma":[0.00013633922,0.000006826783,0.000014884252,0.000048443657,0.000033499742,0.0000052522823,0.00012242937,0.9966671,0.0020164174,0.000078607576,0.0007806017,0.00008961774],"about_ca_topic_score_codex":0.00004206462,"about_ca_topic_score_gemma":0.000045715107,"teacher_disagreement_score":0.07110923,"about_ca_system_score_codex":0.00003514246,"about_ca_system_score_gemma":0.0000054295483,"threshold_uncertainty_score":0.30255905},"labels":[],"label_agreement":null},{"id":"W2032955320","doi":"10.2118/81032-ms","title":"A Comprehensive Approach to Modeling Sanding During Oil Production","year":2003,"lang":"en","type":"article","venue":"SPE Latin American and Caribbean Petroleum Engineering Conference","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":17,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Dalhousie University","funders":"","keywords":"Production (economics); Petroleum engineering; Drawdown (hydrology); Production rate; Computer simulation; Volume (thermodynamics); Numerical models; Shearing (physics); Environmental science; Geotechnical engineering; Geology; Engineering; Process engineering; Simulation","score_opus":0.011289708172568563,"score_gpt":0.19795532509612557,"score_spread":0.18666561692355702,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2032955320","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.87223965,0.00023348861,0.11864494,0.000061322055,0.00019783704,0.00005892192,0.0000050618623,0.00047360884,0.0080852],"genre_scores_gemma":[0.99035484,0.00019462088,0.008942542,0.00001729451,0.0001078589,0.000030329036,0.0000071373875,0.000058895523,0.0002864956],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9985608,0.000027832348,0.00027226508,0.00042858048,0.0002225051,0.00048800604],"domain_scores_gemma":[0.9993169,0.000022339162,0.000035053192,0.00031647732,0.000055645247,0.00025359544],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.000093555216,0.00032529002,0.00041995602,0.00027964602,0.000115638766,0.00010279452,0.00013627078,0.0000543629,0.0000115109115],"category_scores_gemma":[0.000059646696,0.00033235704,0.00007803261,0.00044318417,0.000047862246,0.00009769166,0.000037218124,0.00034553057,0.00000926748],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000004236005,0.000012787685,0.00019264706,0.00017943529,0.000075928925,0.0000032215667,0.00049939955,0.98857164,0.008834395,0.00010321082,0.000014416092,0.0015086936],"study_design_scores_gemma":[0.00020224023,0.000025845164,0.0009019905,0.00008594809,0.00003975482,0.000024011826,0.0010363462,0.9930274,0.0029675644,0.000008402966,0.001175672,0.0005048065],"about_ca_topic_score_codex":0.00010689476,"about_ca_topic_score_gemma":0.000007078561,"teacher_disagreement_score":0.1181152,"about_ca_system_score_codex":0.00009363551,"about_ca_system_score_gemma":0.000017529126,"threshold_uncertainty_score":0.99991286},"labels":[],"label_agreement":null},{"id":"W2033059027","doi":"10.2118/58761-ms","title":"Fracture Geometry Optimization: Designs Utilizing New Polymer-Free Fracturing Fluid and Log-Derived Stress Profile / Rock Properties","year":2000,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":11,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Wireline; Geology; Borehole; Drilling; Oil shale; Petroleum engineering; Geotechnical engineering; Hydraulic fracturing; Permeability (electromagnetism); Fracture (geology); Petroleum reservoir; Well logging; Clastic rock; Petrology; Geomorphology; Materials science; Structural basin; Engineering","score_opus":0.01395770830406485,"score_gpt":0.2004491473773966,"score_spread":0.18649143907333177,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2033059027","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.17208189,0.03534989,0.761494,0.0022202118,0.00023846146,0.0006383921,0.00001908621,0.0026412378,0.025316864],"genre_scores_gemma":[0.9849951,0.0014229176,0.007405345,0.00024636547,0.00023603442,0.000016498812,0.000024047033,0.00006849958,0.0055851387],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9985408,0.0000339404,0.0003246519,0.00036945907,0.00027246476,0.0004586655],"domain_scores_gemma":[0.99902844,0.000040901105,0.0000330942,0.0005994064,0.00003296263,0.00026521928],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00006315767,0.00034793338,0.00034794546,0.00019850908,0.0002132756,0.00021505781,0.0003942428,0.00022702452,0.003906925],"category_scores_gemma":[0.00003486104,0.00027479438,0.00009819377,0.0003186143,0.000026573465,0.0004975287,0.00007931175,0.00031715227,0.000042365486],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000012108684,0.000019669335,0.00007807862,0.00010400383,0.0001508775,0.000011127602,0.00037469988,0.9890139,0.0012409461,0.0000019745803,0.0033182101,0.0056743664],"study_design_scores_gemma":[0.00054490427,0.000034992056,0.00033121603,0.0001261494,0.00007278446,0.000019570927,0.00023203842,0.7039978,0.2896225,0.000014290906,0.0044623897,0.00054139236],"about_ca_topic_score_codex":0.00031441072,"about_ca_topic_score_gemma":0.000019094074,"teacher_disagreement_score":0.8129133,"about_ca_system_score_codex":0.00004256809,"about_ca_system_score_gemma":0.000038459733,"threshold_uncertainty_score":0.99997044},"labels":[],"label_agreement":null},{"id":"W2033291942","doi":"10.2118/107705-pa","title":"Production Data Analysis of Coalbed-Methane Wells","year":2008,"lang":"en","type":"article","venue":"SPE Reservoir Evaluation & Engineering","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":82,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Apache (Canada); ConocoPhillips (Canada)","funders":"","keywords":"Coalbed methane; Petroleum engineering; Relative permeability; Permeability (electromagnetism); Reservoir simulation; Natural gas; Environmental science; Material balance; Methane; Coal; Geology; Soil science; Coal mining; Geotechnical engineering; Engineering; Porosity; Chemistry; Process engineering; Waste management","score_opus":0.05173891864505091,"score_gpt":0.290590518603533,"score_spread":0.2388515999584821,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2033291942","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.95467025,0.0024965405,0.03951532,0.00024822564,0.0005719313,0.00037328413,0.000052151314,0.00044278638,0.0016295168],"genre_scores_gemma":[0.99516577,0.0009349532,0.0028267908,0.000004992314,0.00020760034,0.000023524673,0.0005306984,0.00004808179,0.00025757187],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9976038,0.00007431589,0.00057268364,0.00043939336,0.00097539346,0.0003344562],"domain_scores_gemma":[0.9979119,0.000106461695,0.00009064193,0.0015318433,0.00023777527,0.000121388184],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0014954221,0.00024238382,0.00052905147,0.0010349117,0.00006245892,0.000016742573,0.0005615855,0.0001220662,0.00038035456],"category_scores_gemma":[0.0006818766,0.00024233885,0.00019027032,0.002509639,0.000040039977,0.00039042204,0.0001139139,0.00024485565,0.000038441653],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000054091656,0.000025420788,0.00089682516,0.000078763806,0.0015234947,0.000003532149,0.00019412699,0.9895024,0.0061566774,0.00000488405,0.00110358,0.00050491677],"study_design_scores_gemma":[0.00020557159,0.000012413978,0.01049476,0.000035046374,0.001383855,0.0000065024037,0.000033338267,0.9708585,0.012934618,0.000009631618,0.0037825203,0.00024325738],"about_ca_topic_score_codex":0.0001327506,"about_ca_topic_score_gemma":0.00006273675,"teacher_disagreement_score":0.04049554,"about_ca_system_score_codex":0.00014298975,"about_ca_system_score_gemma":0.00006330418,"threshold_uncertainty_score":0.98822916},"labels":[],"label_agreement":null},{"id":"W2033331418","doi":"10.1306/eg.01240605009","title":"Geological engineering criteria for deep solids injection","year":2007,"lang":"en","type":"article","venue":"Environmental Geosciences","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":16,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Waterloo","funders":"","keywords":"Geology; Petroleum engineering; Geochemistry","score_opus":0.007502789700038607,"score_gpt":0.22072947935553652,"score_spread":0.2132266896554979,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2033331418","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.73262864,0.00022923137,0.26600167,0.000018396082,0.00037138266,0.000069627844,0.000003319673,0.00012524378,0.0005524672],"genre_scores_gemma":[0.99594414,0.000028758084,0.003579345,0.00002678552,0.00016154526,0.000011300509,0.000008317117,0.000009720438,0.00023006203],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99920696,0.000004575832,0.00014735264,0.00017087381,0.00015046062,0.000319763],"domain_scores_gemma":[0.9997561,0.000050605428,0.000013730736,0.00009389519,0.0000013544625,0.00008431748],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00029092215,0.000108183944,0.00010111558,0.0000845638,0.000109145396,0.000028755818,0.00013706899,0.00006432435,0.00015009496],"category_scores_gemma":[0.000016510696,0.000090928945,0.00006731223,0.00009807822,0.000074853466,0.00011989978,0.000025795613,0.000078578254,0.000025802627],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000008572971,0.000049021182,0.006674765,0.000027671489,0.00003113673,0.000007987927,0.00040986788,0.94424087,0.03861552,0.000015101612,0.00019573812,0.00972377],"study_design_scores_gemma":[0.0002319741,0.00015790967,0.09674209,0.000009042517,0.000025060514,0.000026482718,0.00045032823,0.84834677,0.030026812,0.00010221343,0.023501433,0.00037988066],"about_ca_topic_score_codex":0.000013437568,"about_ca_topic_score_gemma":0.000011303403,"teacher_disagreement_score":0.2633155,"about_ca_system_score_codex":0.000059893777,"about_ca_system_score_gemma":0.0000014030998,"threshold_uncertainty_score":0.3707975},"labels":[],"label_agreement":null},{"id":"W2033388477","doi":"10.2523/iptc-13174-ms","title":"Preventing Proppant and Formation-Sand Production in High Water Cut, Heavy-Oil Wells: A Field Study from Argentina","year":2009,"lang":"en","type":"article","venue":"All Days","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Corporation d’Aménagement et de Protection de la Sainte-Anne","funders":"","keywords":"Completion (oil and gas wells); Casing; Petroleum engineering; Oil field; Perforation; Hydraulic fracturing; Coating; Produced water; Production (economics); Environmental science; Oil well; Geology; Geotechnical engineering; Materials science; Metallurgy; Composite material","score_opus":0.00890275883479928,"score_gpt":0.21260839108029983,"score_spread":0.20370563224550056,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2033388477","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99793965,0.00021434423,0.0002169289,0.00086094753,0.00011764544,0.00012862857,0.0000010632173,0.0000835695,0.00043719832],"genre_scores_gemma":[0.9992931,0.00012405882,0.00014525541,0.00004724397,0.00011405184,0.000014815087,0.000022848573,0.000009125391,0.00022949469],"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.999254,0.000029743831,0.00022591017,0.00017446053,0.00011363263,0.00020224521],"domain_scores_gemma":[0.9997419,0.000014471779,0.000019806408,0.00017458978,0.000012391265,0.000036849586],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001723135,0.00010909793,0.00015048895,0.00008612525,0.000050415296,0.000046548226,0.00006733373,0.000045057808,0.000028980758],"category_scores_gemma":[0.000019047124,0.00007955676,0.000028988456,0.00007252368,0.000004801499,0.00021852381,0.000021112593,0.00014050852,0.00001616839],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00025971796,0.0027529018,0.052770782,0.0010006939,0.0014392366,0.000265827,0.07963876,0.62010974,0.061252967,0.0000110126675,0.014069218,0.16642916],"study_design_scores_gemma":[0.0033188965,0.000607107,0.103411816,0.00053524703,0.000521461,0.000027799982,0.0022643467,0.13507394,0.73523533,0.001438289,0.01608525,0.0014805173],"about_ca_topic_score_codex":0.00047956742,"about_ca_topic_score_gemma":0.00022870339,"teacher_disagreement_score":0.6739824,"about_ca_system_score_codex":0.000020835438,"about_ca_system_score_gemma":0.0000022262232,"threshold_uncertainty_score":0.32442304},"labels":[],"label_agreement":null},{"id":"W2033527852","doi":"10.2118/03-10-02","title":"Productivity Formulae for Horizontal Wells in a Circular Cylinder Drainage Volume","year":2003,"lang":"en","type":"article","venue":"Journal of Canadian Petroleum Technology","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Cylinder; Drainage; Mechanics; Geometry; RADIUS; Boundary value problem; Flow (mathematics); Sink (geography); Geology; Mathematics; Geotechnical engineering; Physics; Mathematical analysis","score_opus":0.005267103075383487,"score_gpt":0.18860898416050262,"score_spread":0.18334188108511912,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2033527852","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9568924,0.0021992256,0.024344897,0.0067910803,0.00073547935,0.00023238144,0.000018820168,0.000101389734,0.008684382],"genre_scores_gemma":[0.9985479,0.00004125571,0.0010000548,0.00003777688,0.00009140708,0.000011325825,0.0000012487907,0.000032715845,0.00023632929],"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","domain_scores_codex":[0.9987631,0.000024717976,0.00039600863,0.0001474109,0.00013846712,0.00053029344],"domain_scores_gemma":[0.99933994,0.000020411857,0.00009251203,0.0002520139,0.00008457578,0.00021055076],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00048578088,0.0001587554,0.00039735137,0.0035278334,0.00005992064,0.000022256794,0.00026452943,0.0002858693,0.000039821],"category_scores_gemma":[0.00025695527,0.0001541459,0.00017473854,0.0008382245,0.000053606054,0.00013981161,0.000006981403,0.00056243635,0.0000072646785],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000052704996,0.00022360054,0.024142956,0.00042931316,0.001243452,0.0019003502,0.0005090501,0.92845285,0.009723266,0.0037576393,0.015030359,0.014534438],"study_design_scores_gemma":[0.0015389764,0.00032537445,0.0023612308,0.00006487367,0.000088456305,0.0007773504,0.00039025856,0.016116792,0.008534515,0.005338104,0.9640173,0.0004468023],"about_ca_topic_score_codex":0.0025179281,"about_ca_topic_score_gemma":0.048597787,"teacher_disagreement_score":0.9489869,"about_ca_system_score_codex":0.00050711364,"about_ca_system_score_gemma":0.0002533815,"threshold_uncertainty_score":0.9687628},"labels":[],"label_agreement":null},{"id":"W2033559617","doi":"10.4043/16727-ms","title":"Alpine Field Simultaneous Angle Dependent Inversion","year":2004,"lang":"en","type":"article","venue":"Offshore Technology Conference","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"ConocoPhillips (Canada)","funders":"ConocoPhillips","keywords":"Inversion (geology); Geology; Stack (abstract data type); Petroleum; Oil field; Geodesy; Geomorphology; Petroleum engineering; Computer science; Paleontology","score_opus":0.0067704831713761605,"score_gpt":0.20759235805199205,"score_spread":0.2008218748806159,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2033559617","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.88852406,0.0007082678,0.091785304,0.0051836935,0.0002972659,0.00015479393,0.0000057656116,0.0022684594,0.011072389],"genre_scores_gemma":[0.99833465,0.00020471972,0.0010497199,0.00009061998,0.000030344056,0.000009795319,0.000007639113,0.000016665537,0.0002558293],"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99920523,0.0000057369502,0.00016071652,0.00021441226,0.00013045828,0.00028347352],"domain_scores_gemma":[0.9994312,0.000036691235,0.000022386692,0.00039315314,0.000052422754,0.000064140055],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000042189353,0.00016056516,0.00020013076,0.00024573068,0.00006698359,0.000019508272,0.00035859487,0.00032244387,0.0001807227],"category_scores_gemma":[0.00010445384,0.00014641334,0.000051103743,0.00030507194,0.00007398521,0.00005252871,0.000079571364,0.0003769331,0.00016868426],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00002174895,0.0001247545,0.0016389315,0.00011611517,0.0002751546,0.0007202805,0.00037125606,0.8581654,0.0221562,0.002442367,0.0018213622,0.112146474],"study_design_scores_gemma":[0.0016326504,0.00044464166,0.00016483387,0.00025460438,0.00014217714,0.00014235063,0.00072462345,0.18088154,0.77121603,0.016175553,0.02709928,0.0011217229],"about_ca_topic_score_codex":0.000059316848,"about_ca_topic_score_gemma":0.00024796947,"teacher_disagreement_score":0.7490598,"about_ca_system_score_codex":0.000071445604,"about_ca_system_score_gemma":0.00002839824,"threshold_uncertainty_score":0.59705627},"labels":[],"label_agreement":null},{"id":"W2033732203","doi":"10.2523/iptc-16981-ms","title":"Numerical Simulation of Hydraulically Induced Fracture Network Propagation in Shale Formation","year":2013,"lang":"en","type":"article","venue":"International Petroleum Technology Conference","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":22,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Petro-Canada","funders":"PetroChina Company Limited; National Science Foundation","keywords":"Hydraulic fracturing; Oil shale; Fracture (geology); Geology; Geotechnical engineering; Computer simulation; Modulus; Petroleum engineering; Mechanics; Materials science; Composite material","score_opus":0.00895200876752994,"score_gpt":0.22869023890976428,"score_spread":0.21973823014223434,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2033732203","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.74565136,0.000036226647,0.24757339,0.0019977023,0.0001398798,0.00013434509,0.0000015277546,0.00024397665,0.0042216033],"genre_scores_gemma":[0.999243,0.000014854962,0.00049012044,0.00004822105,0.000058374473,0.00006055528,0.00003118046,0.000012323087,0.000041372175],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9990087,0.000019274567,0.00040160803,0.00015583837,0.00022223084,0.00019233892],"domain_scores_gemma":[0.99945176,0.000053749958,0.000103300416,0.0001804273,0.00017931413,0.0000314782],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00008452519,0.00012908166,0.00019715002,0.00040286654,0.00002372769,0.000028608376,0.00031611265,0.00025444632,0.00025550052],"category_scores_gemma":[0.00009523545,0.00012043353,0.00004672647,0.000332845,0.000037946662,0.0003453114,0.000033876542,0.0003524886,0.00006557023],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000050406466,0.000025294215,0.0037668599,0.0000147037,0.00003174533,0.0000016749248,0.000049809543,0.98694974,0.0029030729,0.00017058787,0.00009142973,0.0059900344],"study_design_scores_gemma":[0.00022451811,0.00002812776,0.014487895,0.000054502263,0.0000055717696,0.0000033037113,0.00003344367,0.9758056,0.005927573,0.002794283,0.0005211101,0.00011411865],"about_ca_topic_score_codex":0.00007250871,"about_ca_topic_score_gemma":0.00003237429,"teacher_disagreement_score":0.25359166,"about_ca_system_score_codex":0.00009601254,"about_ca_system_score_gemma":0.000017610257,"threshold_uncertainty_score":0.49111366},"labels":[],"label_agreement":null},{"id":"W2033776437","doi":"10.2118/137488-ms","title":"Understanding Hydraulic Fracture Geometry and Interactions in the Horn River Basin through DFN and Numerical Modeling","year":2010,"lang":"en","type":"article","venue":"Canadian Unconventional Resources and International Petroleum Conference","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":89,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Nexen (Canada); Golder Associates (Canada)","funders":"","keywords":"Fracture (geology); Calibration; Geology; Key (lock); Hydraulic fracturing; Drill; Computer science; Process (computing); Complex fracture; Geotechnical engineering; Engineering; Mechanical engineering; Mathematics","score_opus":0.03481846145908059,"score_gpt":0.24575900811850357,"score_spread":0.21094054665942297,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2033776437","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9553367,0.000277782,0.024634646,0.0073837447,0.00027038492,0.00005697993,0.00003566006,0.000024833133,0.011979267],"genre_scores_gemma":[0.9985657,0.00020676048,0.00013040905,0.00067453866,0.00014196694,0.000008926261,0.000028671802,0.000011511976,0.00023152401],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99916714,0.000026635498,0.00018667878,0.000221388,0.00018916283,0.00020897624],"domain_scores_gemma":[0.9995533,0.000116469506,0.000029026573,0.00010079138,0.000038177404,0.00016223584],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00016065135,0.00014522532,0.00013834947,0.00027153574,0.00017365221,0.00022912587,0.00016951255,0.000074357944,0.00022299543],"category_scores_gemma":[0.000052586616,0.00011848341,0.000046058096,0.000108955486,0.00012334994,0.00023974398,0.000029041417,0.0005547968,0.000003833206],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000107390195,0.00014716039,0.12343797,0.0002391792,0.0012534579,0.00025709128,0.015101982,0.7756548,0.0005749128,0.06786446,0.007820261,0.007541364],"study_design_scores_gemma":[0.0002871146,0.000012292372,0.017220836,0.000054024593,0.00002307909,0.00009760918,0.0012598635,0.85513663,0.0000061691267,0.0059844805,0.1197263,0.0001915766],"about_ca_topic_score_codex":0.024817474,"about_ca_topic_score_gemma":0.03432063,"teacher_disagreement_score":0.111906044,"about_ca_system_score_codex":0.00009415828,"about_ca_system_score_gemma":0.00004046456,"threshold_uncertainty_score":0.9833005},"labels":[],"label_agreement":null},{"id":"W2033779278","doi":"10.2118/84856-ms","title":"Pulsed Water Injection During Waterflooding","year":2003,"lang":"en","type":"article","venue":"SPE International Improved Oil Recovery Conference in Asia Pacific","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":20,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Water injection (oil production); Petroleum engineering; Cabin pressurization; Steam injection; Well stimulation; Injection well; Oil field; Environmental science; Oil production; Bar (unit); Materials science; Geology; Reservoir engineering; Petroleum","score_opus":0.008521719374455363,"score_gpt":0.2092604957989839,"score_spread":0.20073877642452853,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2033779278","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8333594,0.000040338327,0.0024682162,0.0003436885,0.0022058033,0.00007345106,0.000010385594,0.00022281017,0.1612759],"genre_scores_gemma":[0.99175584,0.00028323976,0.00023271106,0.000009742857,0.000119349665,0.000035383284,0.000044009837,0.000037326958,0.0074823783],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99850345,0.00005266813,0.0004300392,0.00033658097,0.000242563,0.0004347217],"domain_scores_gemma":[0.9995115,0.0000318285,0.000041285653,0.00024049511,0.000089884496,0.00008499761],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002398886,0.00024717266,0.00023758702,0.0004561638,0.00006690837,0.00021763396,0.00024402772,0.00015247178,0.00081513036],"category_scores_gemma":[0.000078263634,0.00020724106,0.00012559218,0.0001652603,0.000032006177,0.00045422654,0.000031455125,0.00038642928,0.00019721338],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000121906174,0.00015171667,0.00351654,0.00020728988,0.00048311887,0.00009708182,0.0014060003,0.47428128,0.48312607,0.00015228559,0.00016535814,0.036291353],"study_design_scores_gemma":[0.0016940838,0.00007967828,0.001455883,0.00025631537,0.00003845824,0.0001297173,0.0012426208,0.18634285,0.7916469,0.0026780257,0.013404997,0.0010304645],"about_ca_topic_score_codex":0.00010103585,"about_ca_topic_score_gemma":0.00013790267,"teacher_disagreement_score":0.30852082,"about_ca_system_score_codex":0.00031564728,"about_ca_system_score_gemma":0.000028023049,"threshold_uncertainty_score":0.89251053},"labels":[],"label_agreement":null},{"id":"W2033889894","doi":"10.5539/eer.v2n1p244","title":"Pressure Behavior of Partially Penetrating Multiple Hydraulic Fractures","year":2012,"lang":"en","type":"article","venue":"Energy and Environment Research","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Geology; Hydraulic fracturing; Isotropy; Penetration (warfare); Anisotropy; Mechanics; Geotechnical engineering; Penetration rate; Transverse plane; Permeability (electromagnetism); Hydraulic pressure; Petroleum engineering; Structural engineering; Mathematics; Mechanical engineering; Engineering","score_opus":0.020318616975876908,"score_gpt":0.2649157810855306,"score_spread":0.24459716410965368,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2033889894","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.98363596,0.010080378,0.0019296093,0.0000670085,0.00009052437,0.000088497465,0.000005648208,0.000055406574,0.004046987],"genre_scores_gemma":[0.99740857,0.00135839,0.00020969719,0.000008860122,0.00019461704,0.000051113275,0.000011089065,0.000021624148,0.00073603116],"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","domain_scores_codex":[0.9987311,0.00009511315,0.00017922907,0.00014633602,0.00040390354,0.00044433787],"domain_scores_gemma":[0.99941117,0.00013824423,0.000019360485,0.0002465015,0.000010928469,0.0001738143],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00045885472,0.00011873311,0.0001538789,0.0001082768,0.00012772612,0.00001799605,0.00012749832,0.00011421779,0.0004288724],"category_scores_gemma":[0.00004043645,0.00009906541,0.00005133928,0.00008078051,0.00011619312,0.00012206456,0.00008429127,0.00022533601,0.000010296659],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000022861665,0.00031614557,0.09203186,0.00015011695,0.00028504527,0.0000088746165,0.001067847,0.8251947,0.044854317,0.00010387141,0.0019220808,0.034042265],"study_design_scores_gemma":[0.00057758205,0.0001230762,0.31983462,0.000048257956,0.00014091394,0.0000075072494,0.00029118123,0.07331155,0.24117988,0.00008484363,0.36390787,0.0004926832],"about_ca_topic_score_codex":0.00027147008,"about_ca_topic_score_gemma":0.000040054027,"teacher_disagreement_score":0.75188315,"about_ca_system_score_codex":0.000018780334,"about_ca_system_score_gemma":0.000004716807,"threshold_uncertainty_score":0.4695852},"labels":[],"label_agreement":null},{"id":"W2034120460","doi":"10.2118/90874-ms","title":"Methods For Modeling Dynamic Fractures In Coupled Reservoir And Geomechanics Simulation","year":2004,"lang":"en","type":"article","venue":"SPE Annual Technical Conference and Exhibition","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":32,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Geomechanics; Fracture (geology); Grid; Tight gas; Hydraulic fracturing; Geology; Mechanics; Fluid dynamics; Petroleum engineering; Geotechnical engineering","score_opus":0.021155920118360632,"score_gpt":0.32967667585584814,"score_spread":0.3085207557374875,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2034120460","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.2502338,0.00030727655,0.7488194,0.00027282932,0.000021566417,0.00015687221,0.000009017317,0.00012046927,0.000058765654],"genre_scores_gemma":[0.98363703,0.00046105977,0.015745454,0.000039269595,0.000025554496,0.000027186246,0.000042377706,0.000016338236,0.000005754035],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99922854,0.00002103049,0.00023660243,0.00022394345,0.000085005435,0.00020485681],"domain_scores_gemma":[0.9996229,0.000094859264,0.000022631528,0.0001243556,0.000067461464,0.00006778681],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00033620163,0.00013684807,0.00021442122,0.00014435285,0.000068939815,0.00004619324,0.00006142958,0.00019913228,0.000008220732],"category_scores_gemma":[0.00011074333,0.0001248751,0.00004299071,0.00013555442,0.000023845818,0.00021221134,0.00003192653,0.00022050887,9.905963e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000024287345,0.000013073016,0.0000032272585,0.000058550242,0.000008393412,0.0000013257448,0.00013574038,0.98957413,0.0039838026,0.00033627937,0.000003379285,0.0058577815],"study_design_scores_gemma":[0.00041739843,0.000058467154,0.00012580086,0.00008536137,0.000019385488,0.0000028329546,0.00013959082,0.94389313,0.0006271219,0.05438517,0.00009133265,0.00015438558],"about_ca_topic_score_codex":0.000085505206,"about_ca_topic_score_gemma":0.0002845979,"teacher_disagreement_score":0.7334032,"about_ca_system_score_codex":0.00005570895,"about_ca_system_score_gemma":0.000015045178,"threshold_uncertainty_score":0.5092259},"labels":[],"label_agreement":null},{"id":"W2034370932","doi":"10.2118/07-10-cs","title":"The Importance of Initial Reservoir Pressure for Tight Gas Completions and Long-Term Production Forecasting","year":2007,"lang":"en","type":"article","venue":"Journal of Canadian Petroleum Technology","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Devon Energy (Canada)","funders":"","keywords":"Tight gas; Petroleum engineering; Natural gas field; Natural gas; Tight oil; Unconventional oil; Permeability (electromagnetism); Wellbore; Completion (oil and gas wells); Reservoir engineering; Geology; Environmental science; Fossil fuel; Hydraulic fracturing; Petroleum; Engineering; Chemistry","score_opus":0.015269529551012831,"score_gpt":0.2508033001620602,"score_spread":0.23553377061104738,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2034370932","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9853182,0.0033494765,0.004396499,0.005991541,0.00033118014,0.000093195216,0.000012641012,0.000030334631,0.0004769683],"genre_scores_gemma":[0.9988497,0.0002230083,0.0005614044,0.00001134547,0.00022455901,0.0000036920687,0.0000019516415,0.00001604727,0.00010827687],"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","domain_scores_codex":[0.9990431,0.000010295801,0.00043562867,0.000085207044,0.000118868746,0.00030690027],"domain_scores_gemma":[0.9992263,0.00008761619,0.00018998643,0.0001837231,0.00018632514,0.00012610664],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005698381,0.00009292982,0.0002170361,0.0010886333,0.0001836444,0.000017306296,0.00021733226,0.00013888505,0.000005798253],"category_scores_gemma":[0.00028532458,0.000070400114,0.000076047996,0.00039023263,0.00013851929,0.00007466244,0.000013536282,0.00033097135,2.1584862e-7],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00046618874,0.00012267921,0.39848974,0.0014172437,0.0040252665,0.000727162,0.0008873256,0.46673578,0.011152142,0.0026167738,0.032893665,0.08046605],"study_design_scores_gemma":[0.0036243263,0.0015496011,0.14024521,0.0009888976,0.0013851756,0.0059977793,0.001603795,0.070684455,0.056069646,0.007443512,0.70915663,0.0012509892],"about_ca_topic_score_codex":0.00033169496,"about_ca_topic_score_gemma":0.14246492,"teacher_disagreement_score":0.6762629,"about_ca_system_score_codex":0.000070004644,"about_ca_system_score_gemma":0.000079505626,"threshold_uncertainty_score":0.87318283},"labels":[],"label_agreement":null},{"id":"W2034721584","doi":"10.2118/2009-153","title":"Dominant Considerations for Effective Hydraulic Fracturing in Naturally Fractured Tight Gas Carbonates","year":2009,"lang":"en","type":"article","venue":"Canadian International Petroleum Conference","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Tight gas; Hydraulic fracturing; Petroleum engineering; Geology; Fracturing fluid; Unconventional oil; Oil shale","score_opus":0.00735981903075511,"score_gpt":0.22103319002020613,"score_spread":0.21367337098945102,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2034721584","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9407281,0.00075272995,0.004314127,0.016156709,0.0013215054,0.00058050524,0.00016939183,0.0001831133,0.035793796],"genre_scores_gemma":[0.9983344,0.000044007895,0.00038050784,0.0006255225,0.00019130377,0.000084855055,0.00007655975,0.000020725274,0.00024209077],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99876416,0.000025644551,0.00029899407,0.00029239265,0.00019278566,0.00042600045],"domain_scores_gemma":[0.99908924,0.0002617092,0.000046600304,0.00019208217,0.0001472069,0.00026315218],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00012998698,0.00023426813,0.00026897195,0.0005977608,0.00010849479,0.00016098801,0.00027013654,0.00015317214,0.0002323856],"category_scores_gemma":[0.0002683771,0.00022864218,0.00011960727,0.00010820449,0.000034437628,0.0002056523,0.000009664114,0.00037501127,0.000019923405],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000030254665,0.00003604055,0.0009072799,0.000029463949,0.00023718677,0.0001588034,0.00083675585,0.9861049,0.0028240955,0.0019017654,0.0036931213,0.003240327],"study_design_scores_gemma":[0.0014720529,0.00008261135,0.06491408,0.000199223,0.0000508774,0.000036966725,0.0000802346,0.84583336,0.013803274,0.011764191,0.060999222,0.00076393277],"about_ca_topic_score_codex":0.010425588,"about_ca_topic_score_gemma":0.12619953,"teacher_disagreement_score":0.14027157,"about_ca_system_score_codex":0.0005656074,"about_ca_system_score_gemma":0.00019381798,"threshold_uncertainty_score":0.9961641},"labels":[],"label_agreement":null},{"id":"W2034826421","doi":"10.1190/1.2780782","title":"Simulation of permeability and geomechanical anisotropy in fractured reservoirs","year":2007,"lang":"en","type":"article","venue":"The Leading Edge","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Permeability (electromagnetism); Geology; Anisotropy; Geomechanics; Petroleum engineering; Geotechnical engineering; Petrology; Chemistry; Physics","score_opus":0.013801844787977594,"score_gpt":0.2651317275014526,"score_spread":0.251329882713475,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2034826421","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9657024,0.00022621576,0.033126354,0.0001269067,0.00007332274,0.00006878741,0.0000011975986,0.000057848658,0.0006169726],"genre_scores_gemma":[0.99965274,0.000017145174,0.00017171122,0.000016043852,0.000066636276,0.000001167212,0.0000022204035,0.000011824161,0.000060511404],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9993552,0.000031744225,0.00021046183,0.000106113934,0.00011454877,0.00018193419],"domain_scores_gemma":[0.9992395,0.00045549782,0.000024081535,0.00022372813,0.000018288823,0.000038871352],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007481861,0.00008120535,0.00016284616,0.00008785882,0.000038119077,0.000010018494,0.00011374916,0.00008301673,0.00001384847],"category_scores_gemma":[0.00019293811,0.000057297082,0.00004261147,0.00019878481,0.00004677567,0.00005278654,0.00002688814,0.00021331871,0.0000049164155],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000016877102,0.000012036445,0.0019878866,0.000042875225,0.000016744581,0.000002336164,0.0010082272,0.9922128,0.0031877072,0.000023883844,0.00004373786,0.0014449381],"study_design_scores_gemma":[0.00027898676,0.000024041203,0.034469064,0.000039710474,0.000023188446,0.0000012788873,0.00012330906,0.9494863,0.012136889,0.0010419773,0.002241888,0.00013337433],"about_ca_topic_score_codex":0.0000547802,"about_ca_topic_score_gemma":0.00015259544,"teacher_disagreement_score":0.042726457,"about_ca_system_score_codex":0.000050906667,"about_ca_system_score_gemma":0.0000041105095,"threshold_uncertainty_score":0.23365071},"labels":[],"label_agreement":null},{"id":"W2034833681","doi":"10.2118/167123-ms","title":"Effects of Thermally-Induced Secondary Cracks on Hydraulic Fracture Geometry","year":2013,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":7,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Fracture (geology); Classification of discontinuities; Geomechanics; Hydraulic fracturing; Aperture (computer memory); Geology; Hydraulic jump; Geotechnical engineering; Materials science; Geometry; Structural engineering; Flow (mathematics); Engineering","score_opus":0.0034621640879505707,"score_gpt":0.1899480911450665,"score_spread":0.18648592705711592,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2034833681","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9417404,0.00030176292,0.0014627185,0.0003401824,0.00016510319,0.00020012238,9.1910545e-7,0.00029736795,0.05549146],"genre_scores_gemma":[0.99777544,0.000036892598,0.000115384406,0.00092470803,0.000112218055,0.00002604006,0.0000053781537,0.000042748128,0.0009611749],"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9990268,0.0000300404,0.00023839492,0.00018428016,0.00023001377,0.00029052276],"domain_scores_gemma":[0.99921894,0.0002153883,0.000038700713,0.00036301085,0.000037142156,0.00012682205],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00006886123,0.00021965199,0.00031504047,0.00022431243,0.00004070255,0.000031098367,0.0002317767,0.00019681663,0.0022544754],"category_scores_gemma":[0.000038826565,0.0001584296,0.00017161453,0.00024970065,0.00001983492,0.00014111662,0.000027231397,0.00041838916,0.00058428873],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000020252313,0.0003764536,0.000525818,0.001884909,0.0016116562,0.00006763732,0.00092807465,0.63545907,0.1988558,0.00003235758,0.06644315,0.093794815],"study_design_scores_gemma":[0.0006662262,0.00013547542,0.05647481,0.00009995894,0.000079057776,0.000004164639,0.00006647859,0.025960859,0.9051479,0.00017647319,0.01071231,0.00047629364],"about_ca_topic_score_codex":0.0004082642,"about_ca_topic_score_gemma":0.000005496001,"teacher_disagreement_score":0.7062921,"about_ca_system_score_codex":0.000030445877,"about_ca_system_score_gemma":0.0000115834955,"threshold_uncertainty_score":0.9986576},"labels":[],"label_agreement":null},{"id":"W2034924075","doi":"10.1190/tle27091224.1","title":"Catching a (micro)break in Wyoming","year":2008,"lang":"en","type":"article","venue":"The Leading Edge","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Microsemi (Canada)","funders":"","keywords":"Globe; Shadow (psychology); French horn; Corporation; Evening; Service (business); History; Engineering; Political science; Sociology; Psychology; Business; Law","score_opus":0.014014960266361901,"score_gpt":0.21956976551621604,"score_spread":0.20555480524985414,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2034924075","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.98179984,0.0006887486,0.0017007585,0.00032371416,0.00020793692,0.00004970451,6.537393e-7,0.00021362134,0.015015041],"genre_scores_gemma":[0.9976931,0.00010571252,0.00016530616,0.00006836059,0.00018742424,0.000006466923,0.000001648276,0.000025727044,0.001746226],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9993586,0.000027233024,0.0001489618,0.00010854647,0.000090583446,0.00026610185],"domain_scores_gemma":[0.9996087,0.00009714436,0.000014577038,0.00023528832,0.0000065089025,0.00003778252],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00020037714,0.00010761248,0.00015883167,0.000110868874,0.00013091773,0.000017649858,0.00021751599,0.000050623716,0.000017024899],"category_scores_gemma":[0.000029789031,0.00007777918,0.00006679672,0.00024299393,0.00003640252,0.00006829986,0.00002901181,0.00031180546,0.0002424226],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000006938647,0.000027177131,0.0055407174,0.0000772647,0.000107719534,0.00014640036,0.017431116,0.9429592,0.016796272,0.000026986601,0.01074009,0.0061401487],"study_design_scores_gemma":[0.0022483156,0.000052566902,0.04607958,0.00078293396,0.00017639116,0.00083551515,0.0015319478,0.57811815,0.11154217,0.0008203482,0.25552925,0.0022827997],"about_ca_topic_score_codex":0.00018659208,"about_ca_topic_score_gemma":0.00009227614,"teacher_disagreement_score":0.364841,"about_ca_system_score_codex":0.00008329994,"about_ca_system_score_gemma":0.000009766874,"threshold_uncertainty_score":0.3171743},"labels":[],"label_agreement":null},{"id":"W2035009004","doi":"10.2118/148130-ms","title":"A novel multi-rate dual-porosity model for improved simulation of fractured and multi-porosity reservoirs","year":2011,"lang":"en","type":"article","venue":"SPE Reservoir Characterisation and Simulation Conference and Exhibition","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":15,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"CMG Reservoir Simulation Foundation","keywords":"Porosity; Matrix (chemical analysis); Permeability (electromagnetism); Geology; Fracture (geology); Mechanics; Materials science; Geotechnical engineering; Mineralogy; Composite material; Chemistry; Physics","score_opus":0.07299509060732787,"score_gpt":0.2799890812955508,"score_spread":0.2069939906882229,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2035009004","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.52766204,0.00005538009,0.47171363,0.00006422455,0.000034394627,0.00030760933,0.000080436126,0.00006603179,0.000016239974],"genre_scores_gemma":[0.9926493,0.00033985058,0.0064781695,0.00004436135,0.00004566966,0.000029104354,0.00028486495,0.000029154646,0.00009950331],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9986743,0.000050710547,0.00052115094,0.00038106984,0.00013144697,0.00024135577],"domain_scores_gemma":[0.99895126,0.00013581323,0.0002152834,0.00022608467,0.00031907795,0.00015249025],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00041598885,0.00026708588,0.00038346634,0.00020221632,0.00021786576,0.00008647388,0.00006109753,0.0002604535,0.000026038708],"category_scores_gemma":[0.00014337109,0.00025634674,0.000073735646,0.00012312712,0.00009881992,0.00072367047,0.000049351198,0.00016991416,9.5149665e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00022360802,0.00010876735,0.0012420701,0.0003375832,0.00006531776,4.3965116e-7,0.0052828006,0.92236215,0.06756372,0.000025009058,0.0000036971535,0.002784861],"study_design_scores_gemma":[0.0015080794,0.00005745966,0.05972784,0.000074779215,0.000065708125,0.0000010319837,0.00013389063,0.9331416,0.004598223,0.0003900288,0.00003607062,0.00026532245],"about_ca_topic_score_codex":0.00014895906,"about_ca_topic_score_gemma":0.00021746199,"teacher_disagreement_score":0.46523547,"about_ca_system_score_codex":0.00003460952,"about_ca_system_score_gemma":0.000026042386,"threshold_uncertainty_score":0.99998885},"labels":[],"label_agreement":null},{"id":"W2035054727","doi":"10.2118/100307-ms","title":"Permeability Determination of the PL19-3 Field for Geologic Model Input","year":2006,"lang":"en","type":"article","venue":"All Days","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"ConocoPhillips (Canada)","funders":"","keywords":"Geology; Permeability (electromagnetism); Petrology; Facies; Fluvial; Fault block; Anticline; Oil field; Porosity; Petroleum reservoir; Geotechnical engineering; Fault (geology); Petroleum engineering; Geomorphology; Structural basin; Seismology","score_opus":0.010884852854992806,"score_gpt":0.22265831238108658,"score_spread":0.21177345952609378,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2035054727","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7448122,0.00008244998,0.24825072,0.00043152942,0.00009101075,0.00014155034,0.000009032503,0.0000723975,0.006109112],"genre_scores_gemma":[0.9983817,0.000005348271,0.0011995474,0.00005510539,0.000035114103,0.000014948173,0.000005999035,0.000005970088,0.00029629428],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99962157,0.000009229014,0.00012414063,0.00007554715,0.0000682859,0.00010121361],"domain_scores_gemma":[0.9996641,0.00007783168,0.000020320991,0.00020295198,0.000023490573,0.000011282498],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00009186415,0.00005645369,0.00008543852,0.00002068748,0.000030113088,0.0000053983704,0.00012679324,0.000062185085,0.000012097567],"category_scores_gemma":[0.00004858201,0.00003762506,0.00009650067,0.00004563059,0.000017180297,0.000031472217,0.000020181398,0.00005815639,0.0000014563019],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000020675163,0.000014455342,0.00084125967,0.000051023893,0.000010548526,1.3197621e-7,0.00007378272,0.99516994,0.001384123,0.000046987505,0.0009481323,0.0014575515],"study_design_scores_gemma":[0.00007872151,0.000009880775,0.0024284292,0.000004825656,0.000025699412,3.604848e-7,0.000004790173,0.976656,0.01656768,0.0033493272,0.0008232168,0.000051057767],"about_ca_topic_score_codex":0.00011397669,"about_ca_topic_score_gemma":0.00015517935,"teacher_disagreement_score":0.25356948,"about_ca_system_score_codex":0.00001715118,"about_ca_system_score_gemma":0.000005233842,"threshold_uncertainty_score":0.15343054},"labels":[],"label_agreement":null},{"id":"W2035096829","doi":"10.2118/07-12-01","title":"Application of Strain-Induced Permeability Model in a Coupled Geomechanics-Reservoir Simulator","year":2007,"lang":"en","type":"article","venue":"Journal of Canadian Petroleum Technology","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":27,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Geomechanics; Permeability (electromagnetism); Geotechnical engineering; Effective stress; Pore water pressure; Hydraulic fracturing; Constitutive equation; Stress path; Geology; Mechanics; Overburden pressure; Reservoir simulation; Modulus; Relative permeability; Materials science; Finite element method; Plasticity; Petroleum engineering; Porosity; Engineering; Composite material; Structural engineering; Chemistry","score_opus":0.0075194000788233965,"score_gpt":0.22129022429204107,"score_spread":0.21377082421321766,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2035096829","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.922205,0.00016581995,0.07642501,0.00079874607,0.00006362779,0.00006696819,0.000011256093,0.00003898404,0.00022461692],"genre_scores_gemma":[0.99923694,0.00003164314,0.00063201267,0.000022911854,0.00003769951,0.0000028641116,0.0000018906748,0.000022717077,0.000011307214],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9984838,0.000012123372,0.00072462123,0.00013018222,0.00022355629,0.00042571613],"domain_scores_gemma":[0.99901605,0.000046485216,0.00017776123,0.00034933563,0.00016266013,0.00024772206],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00081242167,0.00014470295,0.0004330107,0.0039179083,0.000030966607,0.000007347951,0.00042011694,0.00036868182,0.000013952999],"category_scores_gemma":[0.0001434546,0.00014144322,0.00012994361,0.0011278066,0.000038631402,0.000083987434,0.000016892893,0.0006248465,0.0000019294016],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000135696755,0.000028923689,0.0009676336,0.000033313474,0.0000575493,0.000035696947,0.00005923864,0.97589654,0.020914277,0.00017578136,0.000019739738,0.0017977672],"study_design_scores_gemma":[0.00053149066,0.000068597634,0.001130427,0.000023565022,0.0000250756,0.000028927025,0.00018648106,0.99295795,0.0030452306,0.0012365829,0.00064246217,0.00012319197],"about_ca_topic_score_codex":0.0068355934,"about_ca_topic_score_gemma":0.17258874,"teacher_disagreement_score":0.16575314,"about_ca_system_score_codex":0.0005335133,"about_ca_system_score_gemma":0.00025246426,"threshold_uncertainty_score":0.999778},"labels":[],"label_agreement":null},{"id":"W2035132242","doi":"10.2118/97604-pt","title":"Qualification of Materials for Sour Wells with Various Test Methodologies","year":2005,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Shell (Canada)","funders":"","keywords":"Test (biology); Computer science; Sour gas; Engineering; Waste management; Geology","score_opus":0.02985340917462025,"score_gpt":0.28234785920037897,"score_spread":0.2524944500257587,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2035132242","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.20774852,0.000105703846,0.7877443,0.0005380394,0.00005570751,0.00016444013,0.000026397338,0.00029008026,0.0033268142],"genre_scores_gemma":[0.90726316,0.000028147324,0.09190631,0.000019517514,0.00006461147,0.000018168712,0.000008003394,0.00001293091,0.0006791776],"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9995379,0.000018879724,0.0001722221,0.00008035288,0.0000841853,0.000106459316],"domain_scores_gemma":[0.99943995,0.00029965892,0.00003215025,0.00015954324,0.00004865249,0.000020016601],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00037460309,0.00007221007,0.00017523704,0.00005467706,0.00001895935,0.000013575652,0.00008195045,0.000046940615,0.000100608406],"category_scores_gemma":[0.0001258591,0.00004801824,0.000032674492,0.00006486744,0.000016065587,0.000045251065,0.000006024444,0.000024742616,0.00001275316],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000013864791,0.00002442033,0.00006259733,0.00014944446,0.00012188939,2.2353767e-7,0.0002774325,0.8976253,0.0966071,0.00009261376,0.0028796776,0.002145437],"study_design_scores_gemma":[0.00018701074,0.00004308742,0.00063472224,0.000012009648,0.000053625743,0.0000015869327,0.00012296154,0.013740015,0.9738176,0.00010942291,0.011165021,0.000112968155],"about_ca_topic_score_codex":0.000097242366,"about_ca_topic_score_gemma":0.000048209207,"teacher_disagreement_score":0.88388526,"about_ca_system_score_codex":0.0000191798,"about_ca_system_score_gemma":0.000006530407,"threshold_uncertainty_score":0.19581269},"labels":[],"label_agreement":null},{"id":"W2035362550","doi":"10.1016/j.advwatres.2011.09.010","title":"Effect of fracture pressure depletion regimes on the dual-porosity shape factor for flow of compressible fluids in fractured porous media","year":2011,"lang":"en","type":"article","venue":"Advances in Water Resources","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":29,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"CMG Reservoir Simulation Foundation","keywords":"Mechanics; Compressibility; Shape factor; Compressible flow; Fluid dynamics; Fracture (geology); Materials science; Porous medium; Flow (mathematics); Boundary value problem; Porosity; Geometry; Physics; Mathematics; Mathematical analysis; Composite material","score_opus":0.008208987944029258,"score_gpt":0.22199384389634705,"score_spread":0.21378485595231778,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2035362550","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9911987,0.0072500166,0.0005085606,0.000047084777,0.000112064365,0.00033600928,0.0000325433,0.00005127514,0.00046375077],"genre_scores_gemma":[0.99927557,0.00029955048,0.00022459324,0.000018844356,0.00005439571,0.000048455415,0.00001929301,0.000028019242,0.000031303367],"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99878925,0.00014320025,0.00036674883,0.00021559658,0.00021421952,0.0002709716],"domain_scores_gemma":[0.99896336,0.0005537707,0.00007850593,0.00034068216,0.000027181411,0.000036474445],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000344075,0.00022259969,0.0004613677,0.00017542743,0.000037835274,0.000008857996,0.00028626237,0.00015954638,0.00010903384],"category_scores_gemma":[0.00008917471,0.00011643523,0.00011574799,0.0001329905,0.000086985354,0.00015746758,0.000037864596,0.00026343207,0.0000018240999],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0007443498,0.00014057301,0.011747428,0.00135155,0.00018494637,0.000010541489,0.03719318,0.9301938,0.0056490307,0.0000036645988,0.0001296853,0.01265129],"study_design_scores_gemma":[0.00096243864,0.0003153632,0.018179655,0.00039996507,0.00008156605,0.0000014379615,0.00014882059,0.04450492,0.9181255,0.00023702475,0.016768234,0.00027503836],"about_ca_topic_score_codex":0.00012582677,"about_ca_topic_score_gemma":0.00011531516,"teacher_disagreement_score":0.9124765,"about_ca_system_score_codex":0.00001667268,"about_ca_system_score_gemma":0.000002683242,"threshold_uncertainty_score":0.47480908},"labels":[],"label_agreement":null},{"id":"W2035631065","doi":"10.1080/10916460802105534","title":"Scaling Up of Chemical Injection Experiments","year":2009,"lang":"en","type":"article","venue":"Petroleum Science and Technology","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":9,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Dalhousie University","funders":"","keywords":"Scaling; Scaling law; Computer science; Field (mathematics); Scale (ratio); Biochemical engineering; Mathematics; Engineering; Physics","score_opus":0.0057315934018634974,"score_gpt":0.23187412960839776,"score_spread":0.22614253620653427,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2035631065","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99663776,0.00027896411,0.0010747908,0.00023721917,0.000069038615,0.000013104704,2.2105623e-7,0.00016344519,0.0015254609],"genre_scores_gemma":[0.99969435,0.000027675422,0.00023044637,0.000011174742,0.000012100542,0.0000017861876,2.4043052e-7,0.0000024734227,0.000019729541],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9994589,0.0000016841587,0.000100092686,0.0001283593,0.00014474978,0.00016618797],"domain_scores_gemma":[0.9997767,0.000005354572,0.000015499469,0.0001314516,0.00003785941,0.000033094657],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001199854,0.000055595516,0.00010332471,0.0003722129,0.000046358746,0.000010935225,0.00015486196,0.00006825423,0.0000044853887],"category_scores_gemma":[0.000053393782,0.00004815454,0.000014241908,0.0006525484,0.00024285763,0.0000809592,0.000024646493,0.00009625803,0.0000024391234],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00000239142,0.0000191392,0.0005463452,0.000008897439,0.00000947131,0.0000015101888,0.0001157172,0.008051337,0.94055057,0.00026129695,0.000049071725,0.05038428],"study_design_scores_gemma":[0.00012536273,0.00003832781,0.0003338537,0.000011079759,0.000006098171,0.000014940766,0.00013115494,0.07543942,0.92294127,0.00057801855,0.00030674806,0.00007369978],"about_ca_topic_score_codex":0.0000061539868,"about_ca_topic_score_gemma":2.6531927e-7,"teacher_disagreement_score":0.06738809,"about_ca_system_score_codex":0.000029375156,"about_ca_system_score_gemma":0.00001236524,"threshold_uncertainty_score":0.19636852},"labels":[],"label_agreement":null},{"id":"W2035735559","doi":"10.2118/103244-ms","title":"Use of Reservoir Formation Failure and Sanding Prediction Analysis for Viable Well-Construction and Completion-Design Options","year":2006,"lang":"en","type":"article","venue":"SPE Annual Technical Conference and Exhibition","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"ConocoPhillips (Canada)","funders":"","keywords":"Completion (oil and gas wells); Drawdown (hydrology); Stress (linguistics); Flow (mathematics); Drilling; Petroleum engineering; Geotechnical engineering; Engineering; Structural engineering; Geology; Mechanical engineering; Mechanics","score_opus":0.025590460351931292,"score_gpt":0.23144944751416824,"score_spread":0.20585898716223694,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2035735559","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.28898522,0.000088130975,0.71015954,0.0001971558,0.000016427915,0.00019795942,0.00011384821,0.00011425311,0.00012748087],"genre_scores_gemma":[0.98285466,0.0004184589,0.016361758,0.0000051866846,0.00004404966,0.000028144948,0.00025601516,0.000008092733,0.000023603841],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.999234,0.000031341126,0.00029763934,0.0001802644,0.000115683295,0.00014104585],"domain_scores_gemma":[0.9995633,0.000092737035,0.00006284555,0.00010734305,0.00012301836,0.000050785835],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00019512133,0.000117630065,0.0002316145,0.0002890304,0.00015637254,0.000083906234,0.000029831845,0.00013959805,0.000016192058],"category_scores_gemma":[0.000027263528,0.000110702305,0.000058824764,0.00030347888,0.00010731035,0.0006315469,0.000019925475,0.00010525924,5.445636e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0002126962,0.00013811889,0.01217737,0.0009833514,0.0006082774,0.0000031474895,0.00048665956,0.8417069,0.116144255,0.013971633,0.008642316,0.0049253264],"study_design_scores_gemma":[0.00081839506,0.00028853695,0.030508028,0.00021713228,0.0010248561,0.00004410658,0.000833611,0.93083155,0.018569464,0.0129303,0.0034942338,0.00043978426],"about_ca_topic_score_codex":0.0001472717,"about_ca_topic_score_gemma":0.00018901084,"teacher_disagreement_score":0.6938695,"about_ca_system_score_codex":0.000026180944,"about_ca_system_score_gemma":0.0000060443026,"threshold_uncertainty_score":0.45143092},"labels":[],"label_agreement":null},{"id":"W2036009983","doi":"10.2118/167231-ms","title":"Modeling Two-Phase Flowback From Multi-Fractured Horizontal Tight Gas Wells Stimulated with Nitrogen Energized Frac Fluid","year":2013,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":20,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"University of Calgary","keywords":"Petroleum engineering; Permeability (electromagnetism); Tight gas; Nitrogen; Hydraulic fracturing; Two-phase flow; Fracture (geology); Chemistry; Flow (mathematics); Materials science; Mechanics; Geology; Geotechnical engineering; Physics","score_opus":0.007354497477057363,"score_gpt":0.2214103196911977,"score_spread":0.21405582221414035,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2036009983","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.76789594,0.00054412225,0.22953232,0.0000972721,0.00012488109,0.0002460788,0.000019692086,0.00070625846,0.0008334629],"genre_scores_gemma":[0.97976345,0.00006940528,0.019000025,0.00010820891,0.00024541217,0.0000433735,0.00025968908,0.000119794575,0.00039065655],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99799955,0.00005394536,0.00048277644,0.00047853607,0.00038115532,0.0006040605],"domain_scores_gemma":[0.99875253,0.00007051086,0.00003978,0.000635939,0.0001250221,0.00037619137],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.000086561355,0.0004933319,0.00057563226,0.00018447438,0.00014081276,0.00015952847,0.0003404741,0.00022626873,0.0034843516],"category_scores_gemma":[0.000018654828,0.00035015767,0.00021576068,0.00029182926,0.00003548286,0.00037185958,0.000053834483,0.00040071944,0.0007957653],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000053546864,0.000114632254,0.000088058085,0.0000123452855,0.00063190615,0.000031811946,0.00022827522,0.96436226,0.032508362,6.72314e-7,0.00075977,0.0012083816],"study_design_scores_gemma":[0.0044969483,0.000056293567,0.00001779345,0.000036750316,0.00016878078,0.000003495561,0.00007024208,0.9446724,0.04925581,0.00006226248,0.0006379537,0.0005212883],"about_ca_topic_score_codex":0.009399624,"about_ca_topic_score_gemma":0.00051487243,"teacher_disagreement_score":0.21186751,"about_ca_system_score_codex":0.000093517476,"about_ca_system_score_gemma":0.000028305634,"threshold_uncertainty_score":0.99998224},"labels":[],"label_agreement":null},{"id":"W2036638418","doi":"10.2118/135329-ms","title":"Unconventional Well Profitability vs. Asset Profitability","year":2010,"lang":"en","type":"article","venue":"SPE Annual Technical Conference and Exhibition","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Petro-Canada","funders":"","keywords":"Profitability index; Resource (disambiguation); Shareholder; Asset (computer security); Government (linguistics); Industrial organization; Unconventional oil; Business; Market liquidity; Natural resource economics; Sustainability; Economics; Environmental economics; Finance; Computer science; Oil shale; Engineering; Corporate governance","score_opus":0.009612868355778157,"score_gpt":0.24123385608864303,"score_spread":0.23162098773286488,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2036638418","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.97806215,0.00003270157,0.0065816566,0.0013372131,0.00021031094,0.00028382044,0.00007994258,0.00055945525,0.012852752],"genre_scores_gemma":[0.99877995,0.000024751957,0.00074132334,0.000043186617,0.00013140381,0.00004131973,0.000096780444,0.000013518767,0.00012776731],"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","domain_scores_codex":[0.99883187,0.00003478842,0.0002983301,0.00033124612,0.00023085167,0.0002729042],"domain_scores_gemma":[0.999292,0.000053456144,0.000031837746,0.0003223856,0.00014520665,0.00015509622],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00043142334,0.00017901884,0.00023255737,0.000068681205,0.00010312575,0.00006210976,0.00013609302,0.00025307084,0.00077030685],"category_scores_gemma":[0.000102056234,0.00015349626,0.000105624895,0.00015968361,0.00021122556,0.0002928173,0.000060911912,0.0006300123,0.000093418465],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000770783,0.002897823,0.1512524,0.0043546013,0.00066262,0.00012913952,0.0017750944,0.0060943915,0.6257339,0.048951935,0.08412131,0.073255956],"study_design_scores_gemma":[0.002154493,0.0007502984,0.6859893,0.00026969632,0.0002768478,0.00013386317,0.0007446916,0.04800088,0.093204536,0.10744113,0.058524463,0.00250977],"about_ca_topic_score_codex":0.00006722733,"about_ca_topic_score_gemma":0.00034669897,"teacher_disagreement_score":0.53473693,"about_ca_system_score_codex":0.000028862709,"about_ca_system_score_gemma":0.000035078687,"threshold_uncertainty_score":0.843432},"labels":[],"label_agreement":null},{"id":"W2036681929","doi":"10.2118/136697-pa","title":"A 3D Finite Element Model for History Matching Hydraulic Fracturing in Unconsolidated Sands Formation","year":2010,"lang":"en","type":"article","venue":"Journal of Canadian Petroleum Technology","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":27,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"University of Calgary","keywords":"Hydraulic fracturing; Geomechanics; Geology; Geotechnical engineering; Finite element method; Permeability (electromagnetism); Petroleum engineering; Oil sands; Engineering; Materials science; Structural engineering","score_opus":0.007745563836037144,"score_gpt":0.19932780969469616,"score_spread":0.19158224585865902,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2036681929","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.814402,0.0007913315,0.1781828,0.0033791505,0.0007174415,0.00013563436,0.000017381322,0.00013456096,0.0022397079],"genre_scores_gemma":[0.9946674,0.00009834994,0.004861522,0.00014000504,0.00008499964,0.000014548796,0.0000062956747,0.000030284107,0.00009656499],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99873954,0.00000987393,0.00057054666,0.00010401048,0.00014175205,0.00043430572],"domain_scores_gemma":[0.99929786,0.000043908905,0.00016875978,0.00021528907,0.000077556746,0.00019665528],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000361714,0.00015894466,0.00033020935,0.00458693,0.000055515582,0.000019714726,0.0003170469,0.00030053855,0.0000443614],"category_scores_gemma":[0.00009180284,0.00015494142,0.000114046845,0.00033082662,0.000034813103,0.00024210627,0.000013747122,0.0009522109,0.0000039212796],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000008868961,0.000009507236,0.00015042232,0.000038765706,0.00005708097,0.000038094036,0.0002762773,0.99238497,0.0027726437,0.000041684423,0.0016349702,0.0025867026],"study_design_scores_gemma":[0.00058854034,0.000037464062,0.00007923815,0.000043744778,0.000035016696,0.000075384276,0.00009000679,0.8945352,0.0017401635,0.0007309681,0.10188452,0.00015977614],"about_ca_topic_score_codex":0.002580889,"about_ca_topic_score_gemma":0.1967975,"teacher_disagreement_score":0.19421662,"about_ca_system_score_codex":0.0008046845,"about_ca_system_score_gemma":0.00025863023,"threshold_uncertainty_score":0.8178588},"labels":[],"label_agreement":null},{"id":"W2037097078","doi":"10.2118/170114-ms","title":"Caprock Integrity Analysis during a SAGD Operation Using an Anisotropic Elasto-Plastic Model","year":2014,"lang":"en","type":"article","venue":"SPE Heavy Oil Conference-Canada","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":15,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Caprock; Geology; Oil shale; Anisotropy; Geotechnical engineering; Stress (linguistics); Petroleum engineering","score_opus":0.018195370591398263,"score_gpt":0.21683999456633848,"score_spread":0.19864462397494023,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2037097078","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.84793675,0.000036287038,0.15026936,0.0001068819,0.00021834798,0.00003490805,0.000023739234,0.00010753916,0.0012661859],"genre_scores_gemma":[0.99818254,0.00003144276,0.0011260299,0.000057394423,0.00014218033,0.000007762019,0.000052113195,0.000034068344,0.00036645625],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99810994,0.00008331598,0.00041015883,0.00040545652,0.0004958844,0.00049524463],"domain_scores_gemma":[0.9989573,0.000052614483,0.00006008906,0.00048267067,0.00013847453,0.00030886286],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00011278433,0.00031857117,0.0005118388,0.0002041672,0.00027341937,0.00013587209,0.00029298646,0.00012412902,0.00021262177],"category_scores_gemma":[0.00007552653,0.00030431422,0.00010262116,0.00045727257,0.0000310308,0.00021683669,0.00004003559,0.0004642905,0.0000062335166],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00000865554,0.000015088164,0.00093759416,0.00009132343,0.00027946077,0.000007171196,0.000114787,0.99675435,0.0009528569,0.000021256057,0.000079602025,0.0007378698],"study_design_scores_gemma":[0.00023695985,0.000014927238,0.002406656,0.00003317145,0.00034113857,0.0000036632518,0.00013299748,0.9941904,0.001968895,0.000032387798,0.00027287917,0.00036594496],"about_ca_topic_score_codex":0.9212615,"about_ca_topic_score_gemma":0.99645776,"teacher_disagreement_score":0.1502458,"about_ca_system_score_codex":0.00065470056,"about_ca_system_score_gemma":0.001016034,"threshold_uncertainty_score":0.9999409},"labels":[],"label_agreement":null},{"id":"W2037576806","doi":"10.2118/114955-ms","title":"Cementing Horizontal Wells: Complete Zonal Isolation Without Casing Rotation","year":2008,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":8,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Casing; Annulus (botany); Mechanics; Rotation (mathematics); Geology; Displacement (psychology); Fluid dynamics; Wellbore; Geotechnical engineering; Fluid mechanics; Petroleum engineering; Geometry; Materials science; Mathematics; Physics","score_opus":0.018477988482357995,"score_gpt":0.21672718685507233,"score_spread":0.19824919837271435,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2037576806","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.6853509,0.00006499674,0.29342407,0.000062087136,0.00014116583,0.000061185034,0.0000015931091,0.0003085362,0.020585462],"genre_scores_gemma":[0.99428445,0.000022271659,0.0050011445,0.000024509873,0.00015492877,0.000003864509,0.000033329765,0.000019835219,0.00045566284],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99929976,0.000016072523,0.00019253833,0.00012138489,0.00018346871,0.00018677226],"domain_scores_gemma":[0.999768,0.000023206669,0.000025769581,0.00010538799,0.000026174577,0.000051426912],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00008077451,0.00010635765,0.00012404812,0.00009304921,0.000184189,0.000026635431,0.000058098012,0.00004493515,0.00019759947],"category_scores_gemma":[0.00001012348,0.00009822504,0.00006479593,0.00013182254,0.00001835254,0.00016439712,0.000012703195,0.00011261192,0.00010068184],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000007126636,0.00002052178,0.018536892,0.00004425762,0.00013956582,0.000017812854,0.00085005595,0.9627356,0.014093162,0.00002504998,0.0011931055,0.0023368346],"study_design_scores_gemma":[0.00022475174,0.000015098025,0.008522237,0.000015752481,0.000021736942,0.000027648855,0.000116756615,0.9845865,0.0032026547,0.00001612427,0.0030831143,0.00016766197],"about_ca_topic_score_codex":0.00021417673,"about_ca_topic_score_gemma":0.00006485788,"teacher_disagreement_score":0.30893356,"about_ca_system_score_codex":0.00005625655,"about_ca_system_score_gemma":0.0000074413065,"threshold_uncertainty_score":0.4005501},"labels":[],"label_agreement":null},{"id":"W2037704058","doi":"10.2118/09-07-54","title":"Transient Pressure Behaviour Under Non- Darcy Flow, Formation Damage and Their Combined Effect for Dual Porosity Reservoirs","year":2009,"lang":"en","type":"article","venue":"Journal of Canadian Petroleum Technology","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":7,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Regina","funders":"","keywords":"Darcy's law; Skin effect; Mechanics; Darcy number; Darcy–Weisbach equation; Wellbore; Flow (mathematics); Geotechnical engineering; Porosity; Porous medium; Geology; Petroleum engineering; Engineering; Physics; Turbulence","score_opus":0.004064919320002782,"score_gpt":0.19318915286545307,"score_spread":0.1891242335454503,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2037704058","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.97687864,0.00055340165,0.014097512,0.0077163754,0.000156388,0.00014670982,0.000047136953,0.00006767197,0.0003361646],"genre_scores_gemma":[0.99925053,0.000087768916,0.00038202235,0.00008488186,0.00006047939,0.0000054658867,0.000011103151,0.000018758776,0.00009897658],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.999,0.000025914942,0.00035835902,0.000113277725,0.0001255999,0.00037684993],"domain_scores_gemma":[0.99929696,0.000041503667,0.00009646995,0.00021485188,0.00009102469,0.00025916498],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00034153974,0.00018566124,0.00040435605,0.0016724797,0.00013460834,0.000052579548,0.00022529162,0.00028686252,0.000007537342],"category_scores_gemma":[0.00002986046,0.00014868058,0.00014322883,0.00035076594,0.000049423434,0.00025048695,0.000008729915,0.0004775227,6.97285e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00026833176,0.00012956311,0.002373114,0.00035469147,0.0009703643,0.00026280797,0.0010348413,0.94740015,0.013917539,0.00026258157,0.019157734,0.013868307],"study_design_scores_gemma":[0.0127852755,0.008207404,0.09384807,0.00055833074,0.0016096951,0.0016367299,0.0023869753,0.6959321,0.0943041,0.0043701455,0.082681365,0.0016798342],"about_ca_topic_score_codex":0.00090927054,"about_ca_topic_score_gemma":0.019140698,"teacher_disagreement_score":0.25146806,"about_ca_system_score_codex":0.00013907872,"about_ca_system_score_gemma":0.00006852532,"threshold_uncertainty_score":0.9987574},"labels":[],"label_agreement":null},{"id":"W2037795116","doi":"10.2118/165174-ms","title":"Effectively Controlling Proppant Flowback to Maximize Well Production: Lessons Learned from Argentina","year":2013,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Corporation d’Aménagement et de Protection de la Sainte-Anne","funders":"","keywords":"Production (economics); Petroleum engineering; Business; Risk analysis (engineering); Natural resource economics; Environmental science; Computer science; Engineering; Economics","score_opus":0.021335587098202748,"score_gpt":0.2345177634278591,"score_spread":0.21318217632965636,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2037795116","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.90510607,0.00033412312,0.06549126,0.010193781,0.0012613753,0.00097098073,0.0000064360424,0.001060207,0.015575797],"genre_scores_gemma":[0.9876771,0.00006605087,0.0027692048,0.00008783046,0.00041907973,0.00014363331,0.000010770226,0.000043901582,0.008782412],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9987485,0.000048604215,0.00024440873,0.00038180794,0.00020456199,0.00037215534],"domain_scores_gemma":[0.99925816,0.00005973908,0.000024448464,0.00038420883,0.000079952624,0.00019348366],"candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00015309977,0.00021733195,0.0003325717,0.00011119653,0.0001073087,0.00010630511,0.00017937219,0.000087543616,0.0016205114],"category_scores_gemma":[0.00009344423,0.00016601893,0.00014149015,0.00024739897,0.000018419178,0.00015046337,0.00004167009,0.00021994028,0.0038145068],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000020198055,0.000054677945,0.00025131038,0.000052324507,0.00040309865,0.0000060192287,0.00028007673,0.9280381,0.04028014,0.0000086177515,0.017410602,0.013194803],"study_design_scores_gemma":[0.0018194241,0.00010295854,0.014534761,0.0001885572,0.0003090953,0.000008100237,0.00044728824,0.5762899,0.2994487,0.0012241033,0.10426629,0.001360861],"about_ca_topic_score_codex":0.00092843873,"about_ca_topic_score_gemma":0.00008147619,"teacher_disagreement_score":0.35174826,"about_ca_system_score_codex":0.000058995236,"about_ca_system_score_gemma":0.000010168105,"threshold_uncertainty_score":0.99929214},"labels":[],"label_agreement":null},{"id":"W2037848709","doi":"10.2118/78972-ms","title":"New Solutions for Well Test Analysis of Horizontal Wells","year":2002,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Drawdown (hydrology); Well test (oil and gas); Petroleum engineering; Horizontal and vertical; Geology; Directional drilling; Permeability (electromagnetism); Oil well; Geotechnical engineering; Mechanics; Engineering; Drilling; Groundwater; Mechanical engineering; Aquifer","score_opus":0.013442844328306369,"score_gpt":0.20702517240039015,"score_spread":0.19358232807208378,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2037848709","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.027074672,0.001639618,0.8283714,0.00073860504,0.00023760635,0.0002282696,0.00006797596,0.00054378156,0.14109804],"genre_scores_gemma":[0.99056584,0.00011496064,0.002398181,0.000013942845,0.00006966336,0.000004597831,0.0000152160865,0.000012999349,0.0068046236],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9993658,0.0000040032655,0.00019703296,0.00010818769,0.0000975773,0.00022739773],"domain_scores_gemma":[0.99953175,0.00011780438,0.00001963389,0.00021586212,0.000023385392,0.000091579575],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000060664363,0.000091924776,0.00024133147,0.00028500927,0.000048203114,0.000012547849,0.00011343229,0.00005812526,0.0026891252],"category_scores_gemma":[0.00002434368,0.00007855651,0.00033655207,0.0006833505,0.000012179127,0.000048725633,0.000013981183,0.00005414267,0.000082360166],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000010020677,0.000053496227,0.0008366954,0.000028354732,0.0018920199,8.184967e-7,0.000112140035,0.9033215,0.0011770831,0.00006212703,0.08932784,0.0031869027],"study_design_scores_gemma":[0.00015599027,0.000032345295,0.0010283625,0.0000038584603,0.0011585872,3.7593546e-7,0.00003668925,0.9640083,0.0036663925,0.000020235846,0.029764991,0.00012387833],"about_ca_topic_score_codex":0.00027915314,"about_ca_topic_score_gemma":0.000309523,"teacher_disagreement_score":0.96349114,"about_ca_system_score_codex":0.000024236024,"about_ca_system_score_gemma":0.000003575591,"threshold_uncertainty_score":0.99822253},"labels":[],"label_agreement":null},{"id":"W2037928940","doi":"10.2118/142388-ms","title":"A Study of Completion Effectiveness in the Williston Basin","year":2011,"lang":"en","type":"article","venue":"SPE Production and Operations Symposium","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":19,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Petro-Canada","funders":"","keywords":"Completion (oil and gas wells); Fracture (geology); Petroleum engineering; Matching (statistics); Geology; Drilling; Productivity; Production (economics); Computer science; Structural basin; Well stimulation; Reservoir simulation; Mining engineering; Reservoir engineering; Geotechnical engineering; Engineering; Paleontology; Petroleum; Mechanical engineering","score_opus":0.018467694314663573,"score_gpt":0.23396030353212566,"score_spread":0.21549260921746208,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2037928940","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99665123,0.00005947113,0.0009936547,0.00024096038,0.00015534379,0.000304368,7.332598e-7,0.00002841331,0.00156585],"genre_scores_gemma":[0.9997129,0.000056044657,0.000088621375,0.000006263875,0.00004214821,0.000039054554,0.000003332273,0.000005597471,0.000046058707],"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","domain_scores_codex":[0.9995001,0.00011936036,0.00013045841,0.00011227695,0.000078829224,0.00005898678],"domain_scores_gemma":[0.9997711,0.000010628282,0.000008873225,0.00016588006,0.000031441105,0.00001204139],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00031774156,0.000060540107,0.00009806114,0.00009874514,0.0000755261,0.000014326233,0.000053243035,0.000020666217,0.000011388205],"category_scores_gemma":[0.000016295618,0.000042216445,0.000016358394,0.00021507897,0.0000236682,0.00009250081,0.0000074376107,0.00007814096,0.0000026711632],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000022276428,0.00060534815,0.01955751,0.00009984556,0.00006274687,0.0000026488458,0.02694543,0.9429469,0.009221112,0.0001373224,0.00013043555,0.0002684188],"study_design_scores_gemma":[0.001408422,0.0007095527,0.85843784,0.00015189752,0.00024209298,0.000066055145,0.013462358,0.064603925,0.05876794,0.000154799,0.0014546054,0.00054052344],"about_ca_topic_score_codex":0.00048215338,"about_ca_topic_score_gemma":0.0007995014,"teacher_disagreement_score":0.878343,"about_ca_system_score_codex":0.000015031683,"about_ca_system_score_gemma":0.000003856504,"threshold_uncertainty_score":0.17215367},"labels":[],"label_agreement":null},{"id":"W2038065683","doi":"10.2118/149437-ms","title":"Comparative Study of Multistage Cemented Liner and Openhole System Completion Technologies in the Montney Resource Play","year":2011,"lang":"en","type":"article","venue":"Canadian Unconventional Resources Conference","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":9,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Petroleum engineering; Geology; Shale gas; Oil shale; Stage (stratigraphy)","score_opus":0.0438584112621268,"score_gpt":0.23270301734533128,"score_spread":0.18884460608320447,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2038065683","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9838856,0.00022542056,0.00034487477,0.0000464478,0.000024330182,0.00031374276,0.000037046597,0.000061535975,0.015061022],"genre_scores_gemma":[0.99969184,0.000004810526,0.00006541702,0.0000083387695,0.000007975118,0.000044148142,0.000020597707,0.000007386268,0.00014948806],"study_design_codex":"qualitative","study_design_gemma":"qualitative","domain_scores_codex":[0.9990428,0.00010286045,0.00028276801,0.00017774827,0.0001981713,0.00019564404],"domain_scores_gemma":[0.9995194,0.00006381231,0.000058059955,0.00022841235,0.00005646188,0.00007387051],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00025168137,0.000132587,0.00024531485,0.00028874257,0.00009789286,0.000035464313,0.00032713226,0.00006619236,0.00005057181],"category_scores_gemma":[0.000021328111,0.000101858466,0.000033263284,0.00024471444,0.000116056355,0.00005181736,0.000031214062,0.00019762487,0.0000060883203],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000479982,0.001823974,0.23507051,0.002044194,0.0030174272,0.0014258075,0.41533002,0.3020718,0.0018599597,0.020408323,0.0050823768,0.0113856215],"study_design_scores_gemma":[0.002854087,0.00047556785,0.298336,0.00067547854,0.00014596015,0.00003793019,0.4674514,0.17587592,0.0011765831,0.00016792453,0.052008342,0.00079481903],"about_ca_topic_score_codex":0.0478958,"about_ca_topic_score_gemma":0.23827687,"teacher_disagreement_score":0.19038108,"about_ca_system_score_codex":0.00008159453,"about_ca_system_score_gemma":0.000035686106,"threshold_uncertainty_score":0.95844436},"labels":[],"label_agreement":null},{"id":"W2038174424","doi":"10.2118/136256-ms","title":"Thermal Modeling for Characterization of Near Wellbore Zone and Zonal Allocation","year":2010,"lang":"en","type":"article","venue":"SPE Russian Oil and Gas Conference and Exhibition","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":66,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Petro Geotech (Canada)","funders":"","keywords":"Joule–Thomson effect; Mechanics; Adiabatic process; Isothermal process; Fluid dynamics; Wellbore; Thermal; Permeability (electromagnetism); Volumetric flow rate; Geothermal gradient; Bandwidth throttling; Geology; Flow (mathematics); Petroleum engineering; Materials science; Thermodynamics; Chemistry; Geophysics; Physics","score_opus":0.008992320923786476,"score_gpt":0.20278839616768768,"score_spread":0.1937960752439012,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2038174424","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9739438,0.00006619224,0.024484381,0.000777417,0.000047210335,0.000029336301,0.000013644141,0.000028390405,0.0006095975],"genre_scores_gemma":[0.99812675,0.0009844883,0.00059618836,0.000017005334,0.00007815278,0.000007927451,0.000110660905,0.000008740204,0.00007008751],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9995994,0.0000062962336,0.00012592932,0.000116135365,0.000055625238,0.00009660732],"domain_scores_gemma":[0.9998243,0.000008614281,0.000025905061,0.00006127547,0.000027204089,0.00005273721],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000074830874,0.00008398896,0.000117069045,0.00004392772,0.00008080027,0.000052855157,0.000021611659,0.0000798554,0.000018851659],"category_scores_gemma":[0.000004369902,0.00007236862,0.000019718094,0.000035392844,0.000047028094,0.0001396827,0.000008590896,0.000084539504,6.8410077e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00005651699,0.000030909643,0.0003844364,0.00063824747,0.00006859562,0.0000011323591,0.0016399216,0.012430365,0.55940545,0.0024935964,0.0000071630893,0.42284364],"study_design_scores_gemma":[0.00029979282,0.000029319532,0.0023198382,0.00007029736,0.000037168003,0.0000036647064,0.00005615436,0.9870876,0.009110958,0.00056093774,0.00030779792,0.000116490446],"about_ca_topic_score_codex":0.000038475246,"about_ca_topic_score_gemma":0.000046970075,"teacher_disagreement_score":0.97465724,"about_ca_system_score_codex":0.0000025753204,"about_ca_system_score_gemma":0.000009871542,"threshold_uncertainty_score":0.29511064},"labels":[],"label_agreement":null},{"id":"W2038420014","doi":"10.1021/es801832s","title":"Competitive, Microbially-Mediated Reduction of Nitrate with Sulfide and Aromatic Oil Components in a Low-Temperature, Western Canadian Oil Reservoir","year":2008,"lang":"en","type":"article","venue":"Environmental Science & Technology","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":45,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Chemistry; Nitrate; Sulfide; Environmental chemistry; Sulfate; Electron donor; Inorganic chemistry; Organic chemistry; Catalysis","score_opus":0.004740973614889173,"score_gpt":0.16992657995773322,"score_spread":0.16518560634284404,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2038420014","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9988937,0.00016853165,0.000002674311,0.0002570442,0.000037842907,0.000037373367,0.000012265018,0.000060804065,0.0005297832],"genre_scores_gemma":[0.99914634,0.0004720312,0.00017893018,0.000015154278,0.0000065558506,0.000009449172,0.000016412549,0.000013392227,0.00014173346],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99894,0.000017591105,0.00020984525,0.00026907108,0.00019347362,0.00037004508],"domain_scores_gemma":[0.9995868,0.000010878962,0.000041540665,0.00022845833,0.0000047759913,0.00012750339],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00012314026,0.00014557554,0.00022091788,0.000808062,0.00015072743,0.000012024113,0.00027015313,0.00012285997,0.000013420067],"category_scores_gemma":[0.000010998239,0.00012894117,0.00001763388,0.00083560793,0.0014558116,0.00015825468,0.00005340461,0.00025602535,0.000014794788],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000009668098,0.0000614789,0.030020084,0.000037882404,0.000021732501,0.00009793758,0.0004403673,0.032199394,0.93685627,0.000003246879,0.000007720176,0.00024421597],"study_design_scores_gemma":[0.0017900588,0.00020869078,0.3249108,0.0005599639,0.00003306638,0.00090003206,0.0016474982,0.004615088,0.6632286,0.00003427059,0.0012878503,0.00078415684],"about_ca_topic_score_codex":0.00552996,"about_ca_topic_score_gemma":0.015390262,"teacher_disagreement_score":0.2948907,"about_ca_system_score_codex":0.0002815425,"about_ca_system_score_gemma":0.00004986583,"threshold_uncertainty_score":0.85881275},"labels":[],"label_agreement":null},{"id":"W2038590555","doi":"10.2118/139097-ms","title":"Applying Innovative Production Modeling Techniques to Quantify Fracture Characteristics, Reservoir Properties, and Well Performance in Shale Gas Reservoirs","year":2010,"lang":"en","type":"article","venue":"SPE Eastern Regional Meeting","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":57,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Workflow; Petroleum engineering; Oil shale; Hydraulic fracturing; Fracture (geology); Geology; Finite element method; Shale gas; Regional geology; Computer simulation; Unconventional oil; Computer science; Geotechnical engineering; Hydrogeology; Engineering; Simulation; Structural engineering","score_opus":0.026493191992908543,"score_gpt":0.2348644957760079,"score_spread":0.20837130378309937,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2038590555","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9946607,0.00014074887,0.0011041529,0.0020956467,0.00023492084,0.00051822973,0.0000015715543,0.00025129557,0.0009927511],"genre_scores_gemma":[0.9952727,0.00013832074,0.0033020629,0.00014637873,0.0006550368,0.00016886517,0.000018000535,0.00006565831,0.00023299297],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9981867,0.000041254763,0.00049028714,0.0004772815,0.00036169842,0.0004427982],"domain_scores_gemma":[0.9992032,0.000028926754,0.000084988686,0.00035924406,0.00020214253,0.00012147805],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0006580737,0.00029321492,0.00033213844,0.0004188262,0.00017077835,0.000116665266,0.00026106124,0.0001904906,0.000008920565],"category_scores_gemma":[0.00021289788,0.00025931522,0.000041607214,0.00058935204,0.00005896725,0.0003349359,0.00012466584,0.0009530549,0.000023270455],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00022081302,0.000087489316,0.096586294,0.0012146961,0.00011001495,0.00003228327,0.0037689651,0.8079488,0.073325366,0.000018198458,0.0004688027,0.016218271],"study_design_scores_gemma":[0.00020050515,0.000051209594,0.004822376,0.0016624468,0.000017401611,0.000039273767,0.0008056874,0.94558936,0.02630686,0.000064567284,0.019775096,0.0006652231],"about_ca_topic_score_codex":0.00021425729,"about_ca_topic_score_gemma":0.00023500177,"teacher_disagreement_score":0.13764055,"about_ca_system_score_codex":0.000065522974,"about_ca_system_score_gemma":0.000029977102,"threshold_uncertainty_score":0.99998593},"labels":[],"label_agreement":null},{"id":"W2038718532","doi":"10.2118/142727-ms","title":"Hydraulic Fracturing of Naturally Fractured Tight Gas Formations","year":2011,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":15,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Tight gas; Petrophysics; Hydraulic fracturing; Geology; Natural gas; Porosity; Petroleum engineering; Permeability (electromagnetism); Channelized; Formation evaluation; Fracture (geology); Geotechnical engineering; Engineering","score_opus":0.010473200398559384,"score_gpt":0.1936788170125935,"score_spread":0.18320561661403412,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2038718532","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.5117943,0.0011733157,0.066846184,0.0002615112,0.0004939241,0.00021628194,0.000008556593,0.0010322538,0.41817364],"genre_scores_gemma":[0.9962854,0.00008024578,0.0031348206,0.000075920965,0.000058687572,0.0000072947146,0.0000118499975,0.000025416692,0.00032038105],"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.999105,0.000013331531,0.00032808215,0.00011802912,0.00018750883,0.00024806964],"domain_scores_gemma":[0.9994325,0.000036186102,0.000051003055,0.0003358606,0.000046310422,0.00009815929],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00008471406,0.00016461658,0.00023050605,0.00019763186,0.000058484442,0.000013521252,0.00024122559,0.00012355454,0.0012431914],"category_scores_gemma":[0.000022215292,0.00012564278,0.00015739082,0.00024084451,0.000029718713,0.00026894032,0.000029961844,0.00023986574,0.000096039636],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000069000664,0.0004215169,0.0034104828,0.0010864941,0.0025920165,0.000071143564,0.029202646,0.87558675,0.014903468,0.0008142267,0.0320318,0.039810464],"study_design_scores_gemma":[0.0007769227,0.00007347696,0.0389222,0.000118279226,0.00017127699,0.00002412893,0.00049406267,0.2107766,0.69409376,0.0017852458,0.051815152,0.0009489188],"about_ca_topic_score_codex":0.00015649966,"about_ca_topic_score_gemma":0.00005734462,"teacher_disagreement_score":0.6791903,"about_ca_system_score_codex":0.000025577754,"about_ca_system_score_gemma":0.000011005475,"threshold_uncertainty_score":0.9996698},"labels":[],"label_agreement":null},{"id":"W2038739321","doi":"10.2118/171089-ms","title":"Can SAGD Be Exported? Potential Challenges","year":2014,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":16,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Alberta Innovates","funders":"","keywords":"Geology; Computer science","score_opus":0.010030487926812192,"score_gpt":0.19414424154011925,"score_spread":0.18411375361330706,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2038739321","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.3306742,0.0026314347,0.066572994,0.013839584,0.0010894524,0.0001440639,0.000006083877,0.0027139208,0.58232826],"genre_scores_gemma":[0.9974677,0.00039756726,0.0002400117,0.00009126696,0.00021021342,0.0000042844013,0.0000060117454,0.000020009056,0.0015629284],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9994311,0.000013823631,0.000112111156,0.00011907688,0.00012929425,0.00019459882],"domain_scores_gemma":[0.99963987,0.000013718014,0.000009059452,0.00023374255,0.000012942697,0.00009068379],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00009125002,0.00010004263,0.00012995645,0.00006453205,0.00003698318,0.000017515591,0.00011023928,0.000065468616,0.00028406503],"category_scores_gemma":[0.000010938888,0.000080285456,0.000074925934,0.00005233456,0.000013694116,0.0000328754,0.000016624628,0.00009626868,0.00006315948],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000002817254,0.000039114926,0.00008534917,0.00012942827,0.00033033176,0.000022781383,0.0006506287,0.9209988,0.0017705007,0.00045232425,0.013168659,0.062349226],"study_design_scores_gemma":[0.0004918073,0.000051434825,0.0041260947,0.000024320512,0.0001029735,0.000017663146,0.00044940988,0.7035465,0.01314165,0.0006318489,0.27679488,0.0006213743],"about_ca_topic_score_codex":0.00010041793,"about_ca_topic_score_gemma":0.0003186063,"teacher_disagreement_score":0.66679347,"about_ca_system_score_codex":0.0000143413345,"about_ca_system_score_gemma":0.0000032543926,"threshold_uncertainty_score":0.3273946},"labels":[],"label_agreement":null},{"id":"W2038800153","doi":"10.2118/170045-ms","title":"An Innovative Modeling Approach to Unveil Flow Control Devices' Potential in SAGD Application","year":2014,"lang":"en","type":"article","venue":"SPE Heavy Oil Conference-Canada","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":16,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"ConocoPhillips (Canada)","funders":"ConocoPhillips","keywords":"Petroleum engineering; Wellbore; Steam-assisted gravity drainage; Steam injection; Flow (mathematics); Flashing; Reservoir simulation; Flow control (data); Production (economics); Computer science; Engineering; Process engineering; Simulation; Oil sands; Materials science; Mechanics","score_opus":0.007776663090896931,"score_gpt":0.19619714062416813,"score_spread":0.1884204775332712,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2038800153","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.2881742,0.000035164,0.69936675,0.00063190254,0.00017323763,0.00013404593,0.00002408393,0.00009622864,0.0113643585],"genre_scores_gemma":[0.99730486,0.0000074916434,0.0018272564,0.00046359442,0.00016515961,0.000061361105,0.00007681333,0.000030769246,0.00006270961],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9983484,0.00007196631,0.00038866818,0.00037052517,0.00039541122,0.00042503723],"domain_scores_gemma":[0.9991106,0.000027824144,0.000039120954,0.00040851504,0.00019365919,0.00022031966],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00023010813,0.000240276,0.00036969577,0.00014276433,0.000081878985,0.00006574982,0.00033822583,0.00009933224,0.000026434634],"category_scores_gemma":[0.000031878182,0.00023515741,0.000029454932,0.000550971,0.000015118428,0.00011008955,0.000020832795,0.00031443217,0.00000852991],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000015281259,0.000022302402,0.00026232883,0.00005951672,0.00003963432,0.0000020396267,0.00016117175,0.9800048,0.00018134735,0.000057260568,0.00022201172,0.018972302],"study_design_scores_gemma":[0.00042849322,0.000013960251,0.00093062455,0.00002546781,0.000014947499,0.0000011692041,0.0002298726,0.9951218,0.00018558603,0.000044512246,0.0027108234,0.00029279222],"about_ca_topic_score_codex":0.9356561,"about_ca_topic_score_gemma":0.98716456,"teacher_disagreement_score":0.70913064,"about_ca_system_score_codex":0.00035450674,"about_ca_system_score_gemma":0.0007018978,"threshold_uncertainty_score":0.9589441},"labels":[],"label_agreement":null},{"id":"W2038890611","doi":"10.2118/143301-ms","title":"Novel Environmentally Friendly Fluids to Remove Carbonate Minerals from Deep Sandstone Formations","year":2011,"lang":"en","type":"article","venue":"SPE European Formation Damage Conference","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":34,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"AkzoNobel (Canada)","funders":"AkzoNobel","keywords":"Carbonate; Permeability (electromagnetism); Carbonate minerals; Geology; Environmentally friendly; Chemistry; Drilling fluid; Mineralogy; Geochemical modeling; Magnesium; Chelation; Drilling; Dolomite; Groundwater; Inorganic chemistry; Geotechnical engineering; Materials science; Organic chemistry; Metallurgy","score_opus":0.020775963176297697,"score_gpt":0.1996351605002341,"score_spread":0.1788591973239364,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2038890611","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.2238985,0.000052873438,0.49404392,0.00007901615,0.00016067988,0.00015246394,0.00008446886,0.00026773167,0.28126034],"genre_scores_gemma":[0.9851236,0.000057119672,0.013678686,0.0001335777,0.00006965228,0.000006844694,0.00022887853,0.00003708006,0.00066460547],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9988645,0.000049951675,0.00041972156,0.00017886456,0.00021961065,0.00026737753],"domain_scores_gemma":[0.99924713,0.000017446142,0.00006490152,0.0004404303,0.00004048101,0.00018958565],"candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00014833978,0.00021284397,0.00018137474,0.00016787312,0.00010503637,0.00008839979,0.00036785856,0.00004332421,0.0009585074],"category_scores_gemma":[0.000028294582,0.00020360155,0.00007485385,0.0001556161,0.00003728583,0.00066762295,0.000103069404,0.00017268659,0.0014016305],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00008454575,0.00032408995,0.00044295768,0.00019745331,0.00055493833,0.00010884465,0.06439922,0.3670233,0.51401985,0.00091769034,0.013473029,0.03845411],"study_design_scores_gemma":[0.0014008725,0.00014897785,0.03306192,0.00016883752,0.00016095433,0.000020559452,0.0026476888,0.8507528,0.0584239,0.00022595948,0.051689535,0.0012980411],"about_ca_topic_score_codex":0.00014412645,"about_ca_topic_score_gemma":0.00011754736,"teacher_disagreement_score":0.76122504,"about_ca_system_score_codex":0.00006550195,"about_ca_system_score_gemma":0.000007438068,"threshold_uncertainty_score":0.99995476},"labels":[],"label_agreement":null},{"id":"W2038957041","doi":"10.2523/iptc-12165-ms","title":"Integrated Modeling and Statistical Analysis of 3-D Fracture Network of the Midale Field","year":2008,"lang":"en","type":"article","venue":"International Petroleum Technology Conference","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Alberta","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Fracture (geology); Reservoir modeling; Sensitivity (control systems); Computer science; Field (mathematics); Matrix (chemical analysis); Oil field; Drawdown (hydrology); Petroleum engineering; Well stimulation; Estimator; Fractional factorial design; Geology; Factorial experiment; Geotechnical engineering; Reservoir engineering; Engineering; Mathematics; Materials science; Statistics; Aquifer; Machine learning; Petroleum; Electronic engineering","score_opus":0.009087512923772259,"score_gpt":0.21910200346821762,"score_spread":0.21001449054444538,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2038957041","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7139066,0.00014201851,0.2842067,0.00074703887,0.00007411097,0.00001774226,0.000019861629,0.000050056482,0.000835894],"genre_scores_gemma":[0.9986861,0.00014378797,0.001033867,0.000031488136,0.000014241947,0.0000038714493,0.000011780195,0.000005356589,0.00006951872],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99935156,0.000013050172,0.00024951115,0.00011962609,0.0001564323,0.00010979694],"domain_scores_gemma":[0.9995008,0.0000848621,0.000056974903,0.00020022117,0.00013703867,0.000020112593],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000054693355,0.00009007775,0.0002470734,0.00023618851,0.000035635312,0.0000050749204,0.0003259703,0.00014390767,0.00012554915],"category_scores_gemma":[0.00011937308,0.0000647504,0.00007343476,0.00043727792,0.00014800557,0.000030767285,0.00006308301,0.0002760111,7.396443e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000070658098,0.000011819829,0.03562894,0.0000070197425,0.00085698813,0.0000030994936,0.00004569585,0.96133476,0.00043742862,0.0009448341,0.00016604159,0.0005562943],"study_design_scores_gemma":[0.00008942637,0.000013530422,0.007054994,0.000025030024,0.00015299869,0.000005640465,0.000044101776,0.98901373,0.0021465495,0.00092450425,0.00046666514,0.000062853265],"about_ca_topic_score_codex":0.00014825216,"about_ca_topic_score_gemma":0.00011711694,"teacher_disagreement_score":0.28477952,"about_ca_system_score_codex":0.000018312301,"about_ca_system_score_gemma":0.000023785096,"threshold_uncertainty_score":0.26404446},"labels":[],"label_agreement":null},{"id":"W2039075711","doi":"10.2118/108342-ms","title":"Near-Balance Drilling and Openhole/Liner Completion Proved to be Effective in Production of High-Pressure Low-Permeability Fractured Carbonate Reservoir","year":2007,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Petro-Canada","funders":"","keywords":"Completion (oil and gas wells); Drilling; Petroleum engineering; Geology; Coiled tubing; Permeability (electromagnetism); Water well; Carbonate; Directional drilling; Reservoir engineering; Oil field; Production rate; Drill; Petroleum; Geotechnical engineering; Engineering; Materials science","score_opus":0.005841414227552249,"score_gpt":0.22785389496214287,"score_spread":0.22201248073459062,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2039075711","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9934861,0.00020611816,0.0042249057,0.0006469544,0.00019376843,0.0006656214,0.0000055609057,0.00011769921,0.0004532494],"genre_scores_gemma":[0.99823433,0.000013083127,0.0013593647,0.000046253877,0.00008685824,0.000029055169,0.000016102289,0.00002453599,0.0001904154],"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","domain_scores_codex":[0.9986533,0.000065654734,0.0003719815,0.0003740818,0.000243677,0.00029129512],"domain_scores_gemma":[0.99928325,0.00010994912,0.000047536392,0.00036014605,0.00011329303,0.00008580436],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008740061,0.00018907747,0.0003898465,0.00015384716,0.000058506455,0.000029245653,0.00012621803,0.00013359469,0.000018747092],"category_scores_gemma":[0.0002651079,0.00015748761,0.00004963457,0.00042988014,0.00006158021,0.00014338073,0.000053636097,0.00028435054,0.000001934547],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00011150858,0.000052039755,0.0060169003,0.00029438137,0.00007102189,0.0000032142116,0.000996826,0.9613395,0.0302426,0.000006345867,0.000115629045,0.0007500505],"study_design_scores_gemma":[0.0008250406,0.00008903322,0.4679979,0.00018944594,0.00005385462,0.0000026988994,0.0001548424,0.34593308,0.18063544,0.00013465197,0.0035694502,0.00041455866],"about_ca_topic_score_codex":0.0020648406,"about_ca_topic_score_gemma":0.0021728955,"teacher_disagreement_score":0.6154064,"about_ca_system_score_codex":0.00007803266,"about_ca_system_score_gemma":0.000011802665,"threshold_uncertainty_score":0.64221585},"labels":[],"label_agreement":null},{"id":"W2039656706","doi":"10.2118/150293-ms","title":"Geomechanics for the Thermal Stimulation of Heavy Oil Reservoirs–Canadian Experience","year":2011,"lang":"en","type":"article","venue":"SPE Heavy Oil Conference and Exhibition","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":27,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"BitCan (Canada)","funders":"Alberta Innovates","keywords":"Geomechanics; Caprock; Petroleum engineering; Geology; Field (mathematics); Geotechnical engineering; Mathematics","score_opus":0.035365455116032236,"score_gpt":0.2393665681717,"score_spread":0.20400111305566776,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2039656706","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.96749985,0.00054503925,0.020842265,0.0006388573,0.00025849347,0.00010136437,0.000035036548,0.00010023639,0.0099788485],"genre_scores_gemma":[0.9986553,0.0005927249,0.00034449034,0.000059355283,0.000071409835,0.00003974825,0.000024182196,0.000015710692,0.00019703255],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9992199,0.000020359634,0.00021104662,0.00016044568,0.00013089481,0.00025736893],"domain_scores_gemma":[0.9994568,0.00005418605,0.00003770246,0.00023184069,0.000106008956,0.00011345141],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00018268208,0.00012748226,0.00015803041,0.00010167725,0.00017584016,0.000035216708,0.00012726728,0.00010429868,0.00018353983],"category_scores_gemma":[0.000030663366,0.000098108925,0.00006482351,0.0001243866,0.000056049168,0.0001741433,0.000015916106,0.00011465011,0.000008371007],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0007185489,0.0001961431,0.0020560718,0.0018992306,0.00050049025,0.000023598112,0.05478245,0.33481115,0.020500021,0.008613274,0.0018342094,0.5740648],"study_design_scores_gemma":[0.0008003689,0.000192172,0.0055373046,0.000282309,0.00012045295,0.000007695059,0.0028289868,0.93078744,0.051520098,0.0025675872,0.0048457943,0.0005098052],"about_ca_topic_score_codex":0.010390237,"about_ca_topic_score_gemma":0.01167735,"teacher_disagreement_score":0.59597623,"about_ca_system_score_codex":0.00003192356,"about_ca_system_score_gemma":0.000046614296,"threshold_uncertainty_score":0.99619967},"labels":[],"label_agreement":null},{"id":"W2039661871","doi":"10.2118/114172-ms","title":"Stimulating Unconventional Reservoirs: Lessons Learned, Successful Practices, Areas for Improvement","year":2008,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":107,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"ConocoPhillips (Canada)","funders":"ConocoPhillips","keywords":"Petroleum engineering; Petrophysics; Geology; Unconventional oil; Source rock; Oil shale; Tight oil; Petroleum reservoir; Natural (archaeology); Natural gas; Matrix (chemical analysis); Petrology; Geochemistry; Porosity; Geotechnical engineering; Geomorphology","score_opus":0.0607826877884181,"score_gpt":0.3188286974389433,"score_spread":0.2580460096505252,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2039661871","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.78554684,0.00060469046,0.18351275,0.0059310496,0.00051899056,0.000606308,0.000045370398,0.0010459408,0.022188067],"genre_scores_gemma":[0.9900532,0.0001312968,0.004613649,0.000060994884,0.0002427246,0.00007517301,0.0000626595,0.000039602615,0.004720695],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9987424,0.000020681198,0.0003197596,0.00026784453,0.0002906921,0.00035860695],"domain_scores_gemma":[0.99912316,0.00024599032,0.0001146087,0.0002894024,0.00010262778,0.00012424221],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00028008645,0.00017653359,0.0002150755,0.0001173305,0.0002947209,0.00005082918,0.00020874855,0.000092510905,0.00033455295],"category_scores_gemma":[0.00025897342,0.00015384682,0.00018541401,0.00018844471,0.000035450692,0.00027530294,0.00004683247,0.0001982431,0.000043198903],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000019747338,0.00006120381,0.0023722188,0.00014083763,0.0002637729,0.000012027656,0.0001457869,0.98736185,0.0013805677,0.00014878974,0.005379627,0.0027135762],"study_design_scores_gemma":[0.001110824,0.0001092232,0.0013078307,0.00004683664,0.00009468484,0.000017351378,0.00040034662,0.92141044,0.008294988,0.0004731828,0.06630689,0.00042741364],"about_ca_topic_score_codex":0.0005116847,"about_ca_topic_score_gemma":0.00033075528,"teacher_disagreement_score":0.20450637,"about_ca_system_score_codex":0.00008528791,"about_ca_system_score_gemma":0.000049771832,"threshold_uncertainty_score":0.62736917},"labels":[],"label_agreement":null},{"id":"W2039688407","doi":"10.2118/04-06-01","title":"A Fully Implicit Single Phase T-H-M Fracture Model for Modelling Hydraulic Fracturing in Oil Sands","year":2004,"lang":"en","type":"article","venue":"Journal of Canadian Petroleum Technology","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":16,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"Natural Sciences and Engineering Research Council of Canada; Shell Canada","keywords":"Hydraulic fracturing; Fracture (geology); Mechanics; Geology; Petroleum engineering; Geotechnical engineering; Plane stress; Flow (mathematics); Finite element method; Stress (linguistics); Fluid dynamics; Geomechanics; Engineering; Structural engineering","score_opus":0.011025834233824444,"score_gpt":0.22145191099859216,"score_spread":0.2104260767647677,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2039688407","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.54033047,0.001776698,0.44882157,0.007840706,0.00015794323,0.000056718884,0.000020652287,0.000115392206,0.0008798551],"genre_scores_gemma":[0.9924702,0.00033167397,0.006560399,0.000304422,0.00016508906,0.000014525992,0.000005209636,0.0000687844,0.00007968859],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9980649,0.000009417063,0.0007236759,0.00021444727,0.00021467391,0.0007729032],"domain_scores_gemma":[0.9989685,0.00003687905,0.00018238343,0.0003179265,0.00011541943,0.00037889287],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00025987555,0.00028864096,0.0006114314,0.005130654,0.00010543761,0.0000517246,0.0005025589,0.0005453338,0.000013105512],"category_scores_gemma":[0.00006172925,0.00027629512,0.00026016557,0.000843958,0.000052770367,0.00022969877,0.000016519467,0.0010432076,0.0000036631043],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000027430267,0.0000559179,0.000023581748,0.000047675283,0.00011263652,0.00015060719,0.0002016825,0.99340343,0.0018822742,0.000044322594,0.00025770778,0.0037927043],"study_design_scores_gemma":[0.0027911474,0.00019704281,0.0000066011107,0.00015598226,0.00007699649,0.00021980664,0.00012879906,0.9592698,0.0060835364,0.005088288,0.025656745,0.0003252308],"about_ca_topic_score_codex":0.00446762,"about_ca_topic_score_gemma":0.045804355,"teacher_disagreement_score":0.45213974,"about_ca_system_score_codex":0.00093756936,"about_ca_system_score_gemma":0.0003701706,"threshold_uncertainty_score":0.99996895},"labels":[],"label_agreement":null},{"id":"W2039689579","doi":"10.2118/161355-ms","title":"Proppant Selection for Hydraulic Fracture Production Optimization in Shale Plays","year":2012,"lang":"en","type":"article","venue":"SPE Eastern Regional Meeting","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":7,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Hydraulic fracturing; Oil shale; Geology; Permeability (electromagnetism); Geotechnical engineering; Fracture (geology); Petroleum engineering; Isotropy; Stiffness; Anisotropy; Materials science; Composite material","score_opus":0.01670248656803741,"score_gpt":0.2313322582538078,"score_spread":0.21462977168577038,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2039689579","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7149422,0.0017827665,0.2733909,0.0039220024,0.0012502801,0.0010583958,0.0000035011167,0.0006176541,0.0030322666],"genre_scores_gemma":[0.99261093,0.000041087154,0.005374833,0.00008365174,0.0013768185,0.00006687776,0.000040307554,0.000043375963,0.00036210282],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9989581,0.00003135748,0.0002454279,0.00020075681,0.00019572426,0.00036862437],"domain_scores_gemma":[0.9996608,0.000035517336,0.000063648666,0.00011244619,0.00004886735,0.000078734214],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002969563,0.00016120206,0.00016692726,0.00018445942,0.00008721335,0.000028238508,0.000079583566,0.000117029456,0.000017969498],"category_scores_gemma":[0.00007616473,0.0001477437,0.00007707044,0.00025482982,0.0000150410115,0.0002981363,0.00001237246,0.00018770798,0.000017056067],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000017537826,0.00003434879,0.0150019415,0.000106970256,0.000031558473,3.453178e-7,0.00043157756,0.9824731,0.000528855,0.0000033309266,0.0006165956,0.0007538487],"study_design_scores_gemma":[0.00026209923,0.000020330863,0.002381454,0.000179612,0.000032648626,0.000022875229,0.00018635251,0.98482996,0.004449181,0.000044331824,0.007340538,0.00025059073],"about_ca_topic_score_codex":0.00008723066,"about_ca_topic_score_gemma":0.000042351472,"teacher_disagreement_score":0.27766868,"about_ca_system_score_codex":0.00011501792,"about_ca_system_score_gemma":0.000011715004,"threshold_uncertainty_score":0.6024813},"labels":[],"label_agreement":null},{"id":"W2039824312","doi":"10.1615/specialtopicsrevporousmedia.v2.i3.10","title":"PRESSURE BEHAVIOR OF VERTICAL WELLS IN LOW-PERMEABILITY RESERVOIRS WITH THRESHOLD PRESSURE GRADIENT","year":2011,"lang":"en","type":"article","venue":"Special Topics & Reviews in Porous Media An International Journal","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":17,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Virtual Materials Group (Canada)","funders":"","keywords":"Pressure gradient; Mechanics; Adverse pressure gradient; Isotropy; Permeability (electromagnetism); Velocity gradient; Flow (mathematics); Pressure drop; Geology; Materials science; Boundary layer; Physics; Chemistry; Flow separation; Optics","score_opus":0.02360898281487377,"score_gpt":0.2664679502189529,"score_spread":0.24285896740407914,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2039824312","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.98627967,0.003590915,0.00012212276,0.00011706796,0.0026372848,0.00035346992,0.000016009451,0.000023766634,0.0068596713],"genre_scores_gemma":[0.9914251,0.0047453735,0.0006993492,0.000034352197,0.002924692,0.000028564642,0.000010789342,0.00002392515,0.0001078835],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99787843,0.00012549222,0.0008861435,0.00023108219,0.0005904997,0.00028836905],"domain_scores_gemma":[0.99918616,0.00003255009,0.00010703936,0.00032539846,0.00017909656,0.000169775],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0006828008,0.00020219285,0.00049216737,0.00025624863,0.000026597183,0.000035396413,0.0007060123,0.00013475688,0.0010008904],"category_scores_gemma":[0.00020259757,0.00015324571,0.0001391955,0.00018365978,0.00010227021,0.00029760742,0.000053788714,0.00070437184,0.000007722345],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0005805713,0.0026438627,0.835868,0.0007079589,0.00070804835,0.0016294135,0.022117097,0.068637505,0.00014102765,0.0010955352,0.002128696,0.063742265],"study_design_scores_gemma":[0.0030031991,0.00041755693,0.7881464,0.002489083,0.00052544184,0.00029636605,0.00054951495,0.00967808,0.0026094918,0.0025020745,0.18873733,0.0010455002],"about_ca_topic_score_codex":0.00017425763,"about_ca_topic_score_gemma":0.0014623085,"teacher_disagreement_score":0.18660864,"about_ca_system_score_codex":0.00010320809,"about_ca_system_score_gemma":0.000049351387,"threshold_uncertainty_score":0.9999123},"labels":[],"label_agreement":null},{"id":"W2039894178","doi":"10.2118/158918-ms","title":"The Bakken: Utilizing a Petroleum System Based Analysis to Optimally Exploit One of the World's Largest Oil Deposits","year":2012,"lang":"en","type":"article","venue":"SPE Hydrocarbon Economics and Evaluation Symposium","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":15,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"ConocoPhillips (Canada)","funders":"ConocoPhillips","keywords":"Petroleum engineering; Geology; Tight oil; Oil shale; Petroleum; Directional drilling; Context (archaeology); Oil reserves; Drilling; Reservoir modeling; Clastic rock; Petroleum reservoir; Unconventional oil; Oil in place; Reservoir engineering; Petrology; Structural basin; Paleontology; Engineering","score_opus":0.01413910995668981,"score_gpt":0.22243259533404108,"score_spread":0.20829348537735126,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2039894178","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9773435,0.0010272438,0.0010224333,0.0017731511,0.00039559067,0.00016359233,0.000008865268,0.00006289966,0.01820272],"genre_scores_gemma":[0.99900204,0.00023661037,0.00021886248,0.00006711253,0.00013986231,0.000059848742,0.0000106780135,0.00003053338,0.00023442961],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9985656,0.00011993795,0.0004899683,0.00021663324,0.0002533867,0.0003544887],"domain_scores_gemma":[0.9989675,0.0001250445,0.00014135118,0.00053924206,0.00006197848,0.00016486138],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0014580796,0.00019399267,0.00034842096,0.00028073895,0.00022646452,0.00011018069,0.00026181995,0.000069158596,0.000014488262],"category_scores_gemma":[0.000020172238,0.00014192385,0.00023460385,0.00049008895,0.000035559646,0.0001285895,0.00006808819,0.00012844664,0.000012687192],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000011716702,0.000019613313,0.0038587973,0.000040753857,0.00066096877,8.1044874e-8,0.00016501753,0.9935034,0.000843687,0.00012622267,0.000027392389,0.00074236066],"study_design_scores_gemma":[0.00026820705,0.000011964289,0.004651329,0.00003928327,0.0011510671,0.0000010784995,0.00016202741,0.98613703,0.0059803543,0.000005789664,0.001415004,0.00017687933],"about_ca_topic_score_codex":0.00005778418,"about_ca_topic_score_gemma":0.0007703831,"teacher_disagreement_score":0.021658558,"about_ca_system_score_codex":0.00022441514,"about_ca_system_score_gemma":0.000043239743,"threshold_uncertainty_score":0.5787487},"labels":[],"label_agreement":null},{"id":"W2039941054","doi":"10.2118/145463-ms","title":"Integrating Fracture Diagnostics and Engineering Data in the Marcellus Shale","year":2011,"lang":"en","type":"article","venue":"SPE Annual Technical Conference and Exhibition","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":52,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Seneca Polytechnic","funders":"","keywords":"Microseism; Hydraulic fracturing; Petroleum engineering; Geology; Drilling; Unconventional oil; Offset (computer science); Fracture (geology); Oil shale; Completion (oil and gas wells); Seismology; Geotechnical engineering; Engineering; Computer science; Mechanical engineering","score_opus":0.02621223307961997,"score_gpt":0.23660228928932592,"score_spread":0.21039005620970594,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2039941054","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8872403,0.0025857254,0.094069466,0.001386406,0.00012379966,0.00045128536,0.00014091107,0.0005476948,0.013454445],"genre_scores_gemma":[0.99772674,0.0010720307,0.0009809202,0.00008805294,0.000053224136,0.0000081298385,0.00005351434,0.000009541114,0.000007824187],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9993714,0.000018494538,0.00015962128,0.00018253711,0.00010247729,0.00016544134],"domain_scores_gemma":[0.9995329,0.00010592129,0.000015627642,0.00027920303,0.000019399005,0.000046972706],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002370904,0.0001183343,0.00013199096,0.000064231885,0.00004184679,0.00004719162,0.0002073076,0.00011285723,0.00003689557],"category_scores_gemma":[0.00013039545,0.00008206291,0.000016581793,0.000117563184,0.000047963164,0.0002094684,0.00009189039,0.00037821772,0.000003777135],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0004562109,0.002434681,0.10332229,0.0065090195,0.0011276337,0.0034145568,0.14674465,0.03873374,0.04725831,0.047135796,0.123869844,0.47899327],"study_design_scores_gemma":[0.001732628,0.00062927115,0.38086453,0.0018584407,0.0003862532,0.0003699323,0.01387227,0.5434947,0.0063675446,0.014728591,0.033183627,0.002512238],"about_ca_topic_score_codex":0.00017426194,"about_ca_topic_score_gemma":0.00018628845,"teacher_disagreement_score":0.5047609,"about_ca_system_score_codex":0.00000894354,"about_ca_system_score_gemma":0.0000058197015,"threshold_uncertainty_score":0.33464283},"labels":[],"label_agreement":null},{"id":"W2040319777","doi":"10.4043/18700-ms","title":"Measuring Seismic Velocity Sensitivity To Production-Induced Strain at the Ekofisk Field","year":2007,"lang":"en","type":"article","venue":"Offshore Technology Conference","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"ConocoPhillips (Canada)","funders":"Statoil; ConocoPhillips","keywords":"Overburden; Geology; Compaction; Subsidence; Bathymetry; Seismology; Seafloor spreading; Petrology; Pore water pressure; Geotechnical engineering; Geomorphology; Geophysics","score_opus":0.021194866335603354,"score_gpt":0.23197722697545906,"score_spread":0.2107823606398557,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2040319777","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.93724775,0.000055196906,0.0495997,0.009225283,0.00030074985,0.00019157026,0.000004708947,0.0007909364,0.0025841054],"genre_scores_gemma":[0.99889845,0.000016270098,0.00041341028,0.00014415353,0.000097953875,0.000015257703,0.0000035357707,0.000020151992,0.0003908017],"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99875283,0.000029651692,0.00022423826,0.00033730885,0.00020473059,0.0004512193],"domain_scores_gemma":[0.99902105,0.0001066525,0.00003419872,0.00065054564,0.00010225843,0.00008530495],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006785128,0.00020208453,0.00023216773,0.00024922754,0.00022278033,0.000024442525,0.00029127338,0.0002911375,0.000056469442],"category_scores_gemma":[0.00037045605,0.00015819595,0.00006643403,0.00058680895,0.00009370885,0.000051627925,0.00014283002,0.00059020397,0.000104940176],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000049307877,0.000067183144,0.005299632,0.00009998536,0.00041381342,0.00017605872,0.0012637194,0.12508847,0.36727923,0.00033481148,0.0047925496,0.49513525],"study_design_scores_gemma":[0.00012974918,0.00005692849,0.009899915,0.00006810539,0.00005204265,0.00009196964,0.00052510947,0.02042649,0.960305,0.000473459,0.007535585,0.00043568766],"about_ca_topic_score_codex":0.000093240174,"about_ca_topic_score_gemma":0.0026780022,"teacher_disagreement_score":0.59302574,"about_ca_system_score_codex":0.00013562787,"about_ca_system_score_gemma":0.000029936054,"threshold_uncertainty_score":0.64510435},"labels":[],"label_agreement":null},{"id":"W2040390295","doi":"10.2118/144436-ms","title":"Advancements in Shale Gas Production Forecasting – A Marcellus Case Study","year":2011,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":57,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Shell (Canada)","funders":"","keywords":"Petroleum engineering; Shale gas; Oil shale; Permeability (electromagnetism); Geology; Reservoir simulation; Natural gas; Production (economics); Engineering; Economics","score_opus":0.04469907736980464,"score_gpt":0.23238319506834573,"score_spread":0.1876841176985411,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2040390295","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.985497,0.000045110046,0.0014027761,0.000006383694,0.00014292088,0.00017977356,2.1831994e-7,0.00013133301,0.012594512],"genre_scores_gemma":[0.99819016,0.000008287909,0.00077291904,0.0000032846253,0.00004471709,0.000029268394,9.602519e-7,0.000015908967,0.00093447074],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.999381,0.000017158913,0.00017382338,0.000158647,0.00008669325,0.0001826561],"domain_scores_gemma":[0.9997441,0.000007046446,0.000013839251,0.00018076313,0.000013843414,0.000040419887],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001525966,0.00009248224,0.00010946652,0.00013218888,0.00003842162,0.000008420346,0.000057164227,0.000023555247,0.00020866463],"category_scores_gemma":[0.000019267181,0.00007909719,0.000026951759,0.00021342558,0.000007201008,0.00011074567,0.000023450108,0.00010243002,0.000021342907],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000033727483,0.001044883,0.13437589,0.00021921255,0.0003045605,0.011169102,0.026622478,0.7404651,0.0004129672,0.0000019101144,0.00039350698,0.08495667],"study_design_scores_gemma":[0.0017035861,0.0003158874,0.006939441,0.00009832076,0.00013693486,0.001831986,0.035100643,0.9409011,0.011241296,0.0001372218,0.0007304552,0.00086312037],"about_ca_topic_score_codex":0.0016627077,"about_ca_topic_score_gemma":0.0026723885,"teacher_disagreement_score":0.20043601,"about_ca_system_score_codex":0.00004289325,"about_ca_system_score_gemma":0.0000030093036,"threshold_uncertainty_score":0.322549},"labels":[],"label_agreement":null},{"id":"W2040418323","doi":"10.2118/162793-ms","title":"Productivity Modeling of Multifractured Horizontal Wells Coupled With Geomechanics - Comparison of Various Methods","year":2012,"lang":"en","type":"article","venue":"SPE Canadian Unconventional Resources Conference","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":8,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"University of Calgary","keywords":"Geomechanics; Hydraulic fracturing; Petroleum engineering; Permeability (electromagnetism); Geology; Oil shale; Wireline; Geotechnical engineering; Reservoir engineering; Reservoir simulation; Tight gas; Engineering; Petroleum","score_opus":0.023796050693165004,"score_gpt":0.2693256883883195,"score_spread":0.24552963769515448,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2040418323","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.6789563,0.00088742236,0.31765565,0.00007751826,0.00022286862,0.00018570828,0.000053669522,0.00004650884,0.0019143544],"genre_scores_gemma":[0.9919495,0.000011529442,0.007774387,0.00000650964,0.00008356318,0.000007805104,0.0000423459,0.000025898022,0.0000984602],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99861264,0.000075291035,0.00038157558,0.00019541284,0.00032608368,0.00040900783],"domain_scores_gemma":[0.9989278,0.00009277448,0.00012375122,0.00029103277,0.00019567268,0.00036898957],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00045366454,0.0001996212,0.00044613853,0.00027664014,0.000070682596,0.000019307765,0.00023070356,0.00012484545,0.00030358226],"category_scores_gemma":[0.00010038105,0.0001776433,0.00011646598,0.00026765568,0.00006813382,0.0001310149,0.000022021284,0.00027226863,0.0000063776592],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00002927942,0.00006818963,0.0024578418,0.00015119693,0.0003160975,0.0000026847079,0.0012583688,0.9899578,0.0023573928,0.00040251427,0.000033513785,0.002965101],"study_design_scores_gemma":[0.0002545245,0.000054747736,0.0007430198,0.00010145358,0.00010084529,0.0000064109836,0.00031720422,0.98972553,0.006099927,0.00023046309,0.0021375194,0.00022835366],"about_ca_topic_score_codex":0.04439425,"about_ca_topic_score_gemma":0.037646312,"teacher_disagreement_score":0.3129932,"about_ca_system_score_codex":0.00013958436,"about_ca_system_score_gemma":0.00020055058,"threshold_uncertainty_score":0.9799141},"labels":[],"label_agreement":null},{"id":"W2040688895","doi":"10.2118/167165-ms","title":"Flowback Volumetric and Chemical Analysis for Evaluating Load Recovery and Its Impact on Early-Time Production","year":2013,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":107,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Nexen (Canada); University of Alberta","funders":"","keywords":"Imbibition; Petroleum engineering; Shale gas; Fracture (geology); Environmental science; Oil shale; Fracturing fluid; Diffusion; Hydraulic fracturing; Production (economics); Salt (chemistry); Geology; Geotechnical engineering; Engineering; Waste management; Chemistry","score_opus":0.010968068061688457,"score_gpt":0.2577603666942,"score_spread":0.24679229863251154,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2040688895","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9970404,0.00045864496,0.0015431431,0.00010723492,0.00003977625,0.00023941825,0.0000033621664,0.00011100122,0.00045703893],"genre_scores_gemma":[0.99705684,0.000084215775,0.00096242735,0.000010123656,0.00010701765,0.00003488626,0.000010647441,0.000018826542,0.0017150209],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9991194,0.000018779434,0.00018493932,0.00026687526,0.00018878051,0.00022122901],"domain_scores_gemma":[0.99948025,0.0001163877,0.000026735392,0.00016502482,0.0001001039,0.00011148938],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00029522265,0.00015325504,0.0002735725,0.0003209582,0.000057053338,0.00008884473,0.000051458792,0.000086809334,0.00026377768],"category_scores_gemma":[0.00031873584,0.000112937545,0.00014701874,0.00069795264,0.000011256552,0.00019123845,0.000019088511,0.00010026463,0.00006702969],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000039812323,0.000042573196,0.003841841,0.00015977447,0.0026202612,4.74554e-7,0.0001830625,0.8927429,0.0550834,5.171945e-7,0.0031008497,0.04218454],"study_design_scores_gemma":[0.00018380031,0.00009533259,0.02151582,0.000012827293,0.00041324587,0.0000016466663,0.000009728875,0.9630421,0.014493381,0.000029601497,0.0000267336,0.00017580748],"about_ca_topic_score_codex":0.00015809163,"about_ca_topic_score_gemma":0.000005206915,"teacher_disagreement_score":0.070299186,"about_ca_system_score_codex":0.00009025808,"about_ca_system_score_gemma":0.000009175022,"threshold_uncertainty_score":0.46054593},"labels":[],"label_agreement":null},{"id":"W2040916679","doi":"10.2118/167157-ms","title":"Measuring Liquid Uptake of Organic Shales: A Workflow to Estimate Water Loss During Shut-in Periods","year":2013,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":37,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Imbibition; Oil shale; Surface tension; Viscosity; Pulmonary surfactant; Petroleum engineering; Geology; Chemical engineering; Mineralogy; Chemistry; Materials science; Composite material; Thermodynamics","score_opus":0.009131869620570639,"score_gpt":0.21271738319663264,"score_spread":0.203585513576062,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2040916679","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99443805,0.00010232141,0.0028741101,0.00022770048,0.0000869905,0.00015774158,6.566049e-7,0.00025014105,0.0018622603],"genre_scores_gemma":[0.9968989,0.00002043537,0.0021330565,0.00001725028,0.00005675631,0.000039037255,0.0000025737568,0.00005615981,0.0007758595],"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99855006,0.000016194377,0.00044046133,0.00024117812,0.00022279585,0.00052933494],"domain_scores_gemma":[0.9993705,0.000014825501,0.00001579607,0.00037900076,0.00004902252,0.00017084743],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00016107905,0.00022137135,0.0003571762,0.00027718037,0.000048643928,0.000054617234,0.00026325556,0.0000988654,0.001779398],"category_scores_gemma":[0.000028852584,0.00016120299,0.00011041183,0.0003011467,0.000021222413,0.00017247665,0.000095487834,0.00017976962,0.0005473691],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000015689993,0.000033754255,0.0022737135,0.000290943,0.000110660956,0.000030408406,0.0018199112,0.8238289,0.1706516,0.000001074531,0.000052940068,0.0008904476],"study_design_scores_gemma":[0.00066167605,0.00006819033,0.03347105,0.00042459494,0.000047133537,0.000023625058,0.00026040844,0.08150465,0.8822131,0.000042980388,0.00057046197,0.0007121161],"about_ca_topic_score_codex":0.00021210658,"about_ca_topic_score_gemma":0.0004911525,"teacher_disagreement_score":0.74232423,"about_ca_system_score_codex":0.000093108996,"about_ca_system_score_gemma":0.000008837966,"threshold_uncertainty_score":0.9991331},"labels":[],"label_agreement":null},{"id":"W2041013121","doi":"10.2118/0111-0066-jpt","title":"Redevelopment of the Cardium Formation by Use of Fractured Horizontal Wells","year":2011,"lang":"en","type":"article","venue":"Journal of Petroleum Technology","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Geology; Sedimentary depositional environment; Paleontology; Oceanography; Geochemistry","score_opus":0.009490543512695996,"score_gpt":0.17415085366418287,"score_spread":0.16466031015148688,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2041013121","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9845261,0.0006854387,0.013452576,0.0003369748,0.00031258157,0.000036636935,0.0000070039086,0.000033666132,0.00060899794],"genre_scores_gemma":[0.99821603,0.00016850622,0.0015072125,0.000007950242,0.000019922616,0.0000010853931,7.205738e-7,0.0000103580105,0.00006823872],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99905896,0.000018740624,0.0005280947,0.00004940575,0.00020935871,0.00013544192],"domain_scores_gemma":[0.999286,0.00001843949,0.00035062825,0.00021830563,0.00009754472,0.000029058812],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00015425192,0.00009663499,0.00031087096,0.00031859736,0.000023734781,0.0000040605732,0.0003052325,0.00017689659,0.00003171192],"category_scores_gemma":[0.000054654007,0.00006220246,0.00017079609,0.00021906864,0.00006777615,0.00013538596,0.000042302334,0.00033273344,0.0000012339705],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00029934116,0.0006073508,0.032355756,0.00052945915,0.0041760425,0.00007453587,0.0049039745,0.21790671,0.62774855,0.00015099435,0.08499319,0.026254062],"study_design_scores_gemma":[0.00043748686,0.00018625619,0.0050416198,0.000095414944,0.00013188015,0.00009124444,0.00030125104,0.0022723735,0.9522757,0.00019127455,0.03885253,0.00012298262],"about_ca_topic_score_codex":0.00002866988,"about_ca_topic_score_gemma":0.000009110275,"teacher_disagreement_score":0.3245271,"about_ca_system_score_codex":0.0000672717,"about_ca_system_score_gemma":0.000022337515,"threshold_uncertainty_score":0.25365427},"labels":[],"label_agreement":null},{"id":"W2041161747","doi":"10.2118/03-10-01","title":"A Supplemental Discussion of Productivity Formulae of Horizontal Wells","year":2003,"lang":"en","type":"article","venue":"Journal of Canadian Petroleum Technology","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Horizontal and vertical; Productivity; Drainage; Geology; Laplace transform; Boundary value problem; Sink (geography); Geometry; Mechanics; Geotechnical engineering; Mathematics; Mathematical analysis; Physics","score_opus":0.003936690074360397,"score_gpt":0.18855894559445616,"score_spread":0.18462225552009576,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2041161747","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9940445,0.0004300033,0.00089735823,0.001986131,0.00025796078,0.000049422582,0.00003365322,0.00001981996,0.0022811466],"genre_scores_gemma":[0.9989552,0.00007308069,0.00082489266,0.0000041695216,0.000036053345,0.0000012290675,0.0000017783295,0.000016148495,0.00008748003],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9989526,0.000023329969,0.0004737719,0.00008457781,0.00018853846,0.0002771526],"domain_scores_gemma":[0.9993493,0.000011548595,0.00018890215,0.0002193408,0.00007705182,0.00015386858],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00026369313,0.00011689552,0.000395195,0.002278457,0.000031230345,0.000004423551,0.00022898805,0.00015034263,0.0001321702],"category_scores_gemma":[0.0000856737,0.00008198538,0.00015815189,0.0006303049,0.000085040505,0.00009926072,0.000011709505,0.0003269848,0.0000017217224],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000183724,0.00078681187,0.12078673,0.0011864011,0.004075946,0.00084915955,0.0014171918,0.2571216,0.5252398,0.0052272575,0.038468365,0.044656992],"study_design_scores_gemma":[0.0014865085,0.0008999668,0.002944811,0.0001649547,0.00021094418,0.0006569005,0.0012719504,0.001612093,0.7005998,0.0013019496,0.2884835,0.00036661926],"about_ca_topic_score_codex":0.0027953722,"about_ca_topic_score_gemma":0.031632748,"teacher_disagreement_score":0.2555095,"about_ca_system_score_codex":0.00017342388,"about_ca_system_score_gemma":0.00016986592,"threshold_uncertainty_score":0.98603743},"labels":[],"label_agreement":null},{"id":"W2041258157","doi":"10.2118/131376-ms","title":"Fracture Permeability of Gas Shale: Effects of Roughness, Fracture Offset, Proppant, and Effective Stress","year":2010,"lang":"en","type":"article","venue":"International Oil and Gas Conference and Exhibition in China","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":69,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"ConocoPhillips (Canada)","funders":"","keywords":"Permeability (electromagnetism); Hydraulic fracturing; Geology; Oil shale; Geotechnical engineering; Surface finish; Surface roughness; Materials science; Petroleum engineering; Composite material","score_opus":0.0032692151862164245,"score_gpt":0.2153671167773729,"score_spread":0.2120979015911565,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2041258157","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9973712,0.00025629293,0.0003871357,0.00077393436,0.00012583144,0.00005828014,0.000029539937,0.000019182584,0.0009785972],"genre_scores_gemma":[0.9988794,0.0008788244,0.000054006,0.00003254519,0.00006211379,0.000015611442,0.000036682864,0.0000076975075,0.000033162698],"study_design_codex":"design_other","study_design_gemma":"observational","domain_scores_codex":[0.99932134,0.000027805898,0.00020608114,0.00018965101,0.00015422,0.00010088947],"domain_scores_gemma":[0.999574,0.00012600244,0.0000662723,0.00009922472,0.00007967159,0.000054818163],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00010040742,0.00013910574,0.00023954551,0.00011114514,0.000032881202,0.000030285913,0.00007493875,0.00013561946,0.000047942154],"category_scores_gemma":[0.000080127735,0.00010940394,0.000038314174,0.000059400838,0.000140179,0.00017287418,0.00003264129,0.0003274578,3.5561857e-7],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000481458,0.0009571761,0.4214328,0.010470001,0.0008647217,0.00009476781,0.017508319,0.02711975,0.07920807,0.0014155976,0.00056748954,0.43987986],"study_design_scores_gemma":[0.0014546077,0.00012561714,0.86519986,0.0011091506,0.000066976136,0.000037726077,0.0001832974,0.04388498,0.08016975,0.0065931813,0.00083170825,0.00034311408],"about_ca_topic_score_codex":0.00039873464,"about_ca_topic_score_gemma":0.00019234788,"teacher_disagreement_score":0.4437671,"about_ca_system_score_codex":0.000009697304,"about_ca_system_score_gemma":0.000010699847,"threshold_uncertainty_score":0.4461363},"labels":[],"label_agreement":null},{"id":"W2041433156","doi":"10.2118/162526-pa","title":"Incorporating Geomechanical and Dynamic Hydraulic-Fracture-Property Changes Into Rate-Transient Analysis: Example From the Haynesville Shale","year":2013,"lang":"en","type":"article","venue":"SPE Reservoir Evaluation & Engineering","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":69,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"Alberta Innovates - Technology Futures; ConocoPhillips","keywords":"Hydraulic fracturing; Oil shale; Permeability (electromagnetism); Geology; Petroleum engineering; Hydraulic conductivity; Geotechnical engineering; Shale gas; Fracture (geology); Porosity; Matrix (chemical analysis); Mechanics; Soil science; Materials science; Composite material; Chemistry","score_opus":0.015618133005191983,"score_gpt":0.23557832606616474,"score_spread":0.21996019306097275,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2041433156","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8630847,0.0038645165,0.12665667,0.0043541947,0.0002655985,0.0009108344,0.000011398553,0.0005415337,0.00031057603],"genre_scores_gemma":[0.99677014,0.00032431041,0.0018430296,0.00016988219,0.00021197455,0.00029927315,0.0002121578,0.000075535725,0.00009369917],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99755806,0.00017029898,0.0005198697,0.00054496696,0.00071583677,0.00049097347],"domain_scores_gemma":[0.9983308,0.00036517167,0.00009551965,0.0007753092,0.00020366521,0.00022958922],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0013415323,0.00042006205,0.00053557754,0.0003235504,0.00024293037,0.00028736546,0.00043461227,0.0002069402,0.0006076451],"category_scores_gemma":[0.00022437233,0.0002720949,0.00018862664,0.0010667568,0.000044913286,0.00036155732,0.00012630921,0.0004995126,0.00006844396],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000047157027,0.00001387452,0.00016443113,0.000042421056,0.0007639738,0.0000024021865,0.0008295233,0.98661214,0.0077780583,0.000005870502,0.00038633932,0.0033962731],"study_design_scores_gemma":[0.00041867234,0.000023264993,0.0096497545,0.00006126644,0.0006357613,0.0000018045469,0.00034547533,0.98269284,0.0015747845,0.00028687072,0.0039199973,0.00038951478],"about_ca_topic_score_codex":0.009243669,"about_ca_topic_score_gemma":0.0029056638,"teacher_disagreement_score":0.13368545,"about_ca_system_score_codex":0.0002306458,"about_ca_system_score_gemma":0.000036237398,"threshold_uncertainty_score":0.9999731},"labels":[],"label_agreement":null},{"id":"W2041467990","doi":"10.2118/149371-ms","title":"Design of Caprock Integrity in Thermal Stimulation of Shallow Oil-Sands Reservoirs","year":2011,"lang":"en","type":"article","venue":"Canadian Unconventional Resources Conference","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":17,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Imperial Oil (Canada); BitCan (Canada)","funders":"Alberta Innovates","keywords":"Caprock; Geology; Petroleum engineering; Deformation (meteorology); Well stimulation; Geomechanics; Geotechnical engineering; Work (physics); Stress (linguistics); Oil field; Mining engineering; Petroleum; Engineering; Reservoir engineering; Mechanical engineering","score_opus":0.048415311104951474,"score_gpt":0.22131727611304486,"score_spread":0.17290196500809338,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2041467990","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.981386,0.00019703052,0.003838228,0.000029630346,0.000056476136,0.000061296596,0.000020800215,0.00002141647,0.014389107],"genre_scores_gemma":[0.998947,0.000019196339,0.0006667253,0.00000763253,0.000016494605,0.0000098467535,0.000016700438,0.000012875727,0.00030348438],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99898416,0.00006987604,0.00035896696,0.00015005743,0.00020531232,0.0002316102],"domain_scores_gemma":[0.99935985,0.00007057145,0.00006755238,0.00019520427,0.00013604276,0.00017077866],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00028854387,0.00012461453,0.00023172972,0.00039676222,0.00002955479,0.000009329875,0.00027430351,0.00012715619,0.00090259826],"category_scores_gemma":[0.00007853581,0.000121459074,0.00007862622,0.00026856406,0.00009064849,0.00008791123,0.00001570356,0.00022527976,0.000007687945],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000080033176,0.000060649778,0.060234398,0.00033087176,0.0001750975,0.000036303616,0.0045232293,0.9263269,0.0037079419,0.0005068117,0.000081022015,0.0039367704],"study_design_scores_gemma":[0.0010708342,0.00014080502,0.3499404,0.0006777501,0.00007594288,0.000005313639,0.0006989396,0.62965965,0.0142769255,0.002050085,0.000854735,0.0005486628],"about_ca_topic_score_codex":0.06317565,"about_ca_topic_score_gemma":0.083451815,"teacher_disagreement_score":0.29666725,"about_ca_system_score_codex":0.00010019252,"about_ca_system_score_gemma":0.000216437,"threshold_uncertainty_score":0.98828185},"labels":[],"label_agreement":null},{"id":"W2041479757","doi":"10.2118/05-06-03","title":"Acid Fracturing Technique for Carbonate Reservoirs Using Nitric Acid Powder","year":2005,"lang":"en","type":"article","venue":"Journal of Canadian Petroleum Technology","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Regina","funders":"Natural Sciences and Engineering Research Council of Canada; Petroleum Technology Research Centre","keywords":"Carbonate; Penetration (warfare); Nitric acid; Hydraulic fracturing; Petroleum engineering; Carbonate rock; Fracture (geology); Geology; Materials science; Geotechnical engineering; Engineering; Metallurgy","score_opus":0.009134238780595787,"score_gpt":0.22059530831932186,"score_spread":0.21146106953872607,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2041479757","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.900575,0.01118553,0.068376556,0.012799029,0.000600326,0.00040922413,0.00005205235,0.00042841924,0.005573896],"genre_scores_gemma":[0.98452735,0.0002175844,0.014520193,0.00011573081,0.0004157988,0.000018668485,0.0000025477866,0.00007424357,0.00010789828],"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99815965,0.00002327932,0.000650036,0.00018425171,0.00023778742,0.0007450255],"domain_scores_gemma":[0.99879915,0.000032971428,0.00020653401,0.000378263,0.00019711029,0.00038599494],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00043325644,0.00026672974,0.0005298662,0.006680041,0.00015934068,0.000045462195,0.00063252397,0.00052865525,0.000055349807],"category_scores_gemma":[0.00015949472,0.00025230483,0.00027493035,0.0011763315,0.00007529906,0.0002355995,0.00003121085,0.0009449404,0.000006745811],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000030139094,0.000026627318,0.00063730736,0.00010154275,0.00056556583,0.00025305687,0.00007784981,0.85230273,0.13700788,0.000059376704,0.00414606,0.0047918954],"study_design_scores_gemma":[0.0010442749,0.00016397114,0.00020542361,0.00015292676,0.00025340857,0.0013237994,0.00022558897,0.063452154,0.48506442,0.00089478685,0.44657466,0.0006446028],"about_ca_topic_score_codex":0.0021504362,"about_ca_topic_score_gemma":0.018601919,"teacher_disagreement_score":0.78885055,"about_ca_system_score_codex":0.00083667005,"about_ca_system_score_gemma":0.0002823561,"threshold_uncertainty_score":0.9999929},"labels":[],"label_agreement":null},{"id":"W2041505570","doi":"10.2118/166348-ms","title":"High Pressure Stimulation – Impact of Hydraulic Fracture Geometry to Unconventional Gas Appraisal and Development in Compressional Settings","year":2013,"lang":"en","type":"article","venue":"SPE Annual Technical Conference and Exhibition","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":10,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"BitCan (Canada); Shell (Canada)","funders":"Shell Exploration and Production Company","keywords":"Hydraulic fracturing; Geology; Fracture (geology); Overburden; Tight gas; Geotechnical engineering; Overburden pressure; Permeability (electromagnetism); Tectonics; Differential stress; Structural basin; Well stimulation; Casing; Petroleum engineering; Petrology; Petroleum; Deformation (meteorology); Reservoir engineering; Seismology; Geomorphology","score_opus":0.0090503948756196,"score_gpt":0.2589008949476655,"score_spread":0.2498505000720459,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2041505570","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9884732,0.00012385115,0.010458531,0.00047952004,0.000025659112,0.00019091826,0.000025775644,0.000072556344,0.00014999203],"genre_scores_gemma":[0.9980656,0.000026842325,0.0016417456,0.00005821478,0.000038936636,0.000023872857,0.00011390488,0.0000102213535,0.000020677831],"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","domain_scores_codex":[0.99906844,0.000022873846,0.000297036,0.00020899349,0.00021368144,0.0001889591],"domain_scores_gemma":[0.99955344,0.00008067259,0.000043621872,0.00009895739,0.00009728752,0.00012602021],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001249674,0.00015398323,0.00024023862,0.00020296291,0.0000438278,0.000037210517,0.00006965481,0.00016078386,0.00035841393],"category_scores_gemma":[0.00004838111,0.00012466373,0.000043869954,0.00017257626,0.000047503447,0.00024978214,0.0000572046,0.00022464953,0.000012730956],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00011263955,0.0002743871,0.026687047,0.00052646094,0.00024586372,0.000008901793,0.0012630458,0.89184505,0.027614841,0.0002931376,0.013854696,0.037273955],"study_design_scores_gemma":[0.000787844,0.00019171054,0.9481671,0.00041878034,0.00003373502,0.000012579528,0.00014443099,0.038598366,0.0062411036,0.0017129984,0.0032636574,0.00042772555],"about_ca_topic_score_codex":0.00043898085,"about_ca_topic_score_gemma":0.000025405154,"teacher_disagreement_score":0.92148,"about_ca_system_score_codex":0.000027245185,"about_ca_system_score_gemma":0.00002872643,"threshold_uncertainty_score":0.50836396},"labels":[],"label_agreement":null},{"id":"W2041543531","doi":"10.2118/114174-ms","title":"Role of Natural Fractures and Slot Porosity on Tight Gas Sands","year":2008,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":48,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Petrophysics; Geology; Diagenesis; Tight gas; Porosity; Natural gas; Petroleum engineering; Drilling; Fracture (geology); Natural (archaeology); Petroleum reservoir; Natural resource; Fossil fuel; Work (physics); Mining engineering; Petrology; Earth science; Geochemistry; Geotechnical engineering; Paleontology; Engineering; Hydraulic fracturing; Mechanical engineering","score_opus":0.003554960583840133,"score_gpt":0.19013277303294038,"score_spread":0.18657781244910024,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2041543531","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9743698,0.0010229776,0.00010411782,0.00006310227,0.000043712353,0.000023282528,0.0000015541257,0.00009994259,0.024271477],"genre_scores_gemma":[0.9988844,0.00021237349,0.00015736019,0.000048009955,0.000048779264,9.494486e-7,0.0000041524436,0.000009613133,0.0006344088],"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9995568,0.000007661387,0.00010336357,0.00009290904,0.000121580146,0.00011772669],"domain_scores_gemma":[0.99975187,0.000031802432,0.000013240844,0.00013723581,0.000013251837,0.00005259136],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000032258482,0.000092772265,0.0001508786,0.00006736698,0.00005159365,0.000005920708,0.00006325606,0.000055493154,0.00013142142],"category_scores_gemma":[0.0000104017445,0.0000647608,0.000054131862,0.00006946086,0.000033222223,0.0000420039,0.000014219013,0.00013850705,0.000009205432],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00015957553,0.00032505195,0.035832252,0.00031816354,0.0011862555,0.000108129985,0.0048510153,0.69444376,0.20206061,0.00036886727,0.03213545,0.02821085],"study_design_scores_gemma":[0.00050623046,0.00007702734,0.29103053,0.00003335596,0.000046083755,0.000034726643,0.00008193938,0.08823563,0.60751957,0.0001764288,0.011905243,0.0003532547],"about_ca_topic_score_codex":0.00011462052,"about_ca_topic_score_gemma":0.00003520902,"teacher_disagreement_score":0.60620815,"about_ca_system_score_codex":0.0000100623365,"about_ca_system_score_gemma":0.0000037099007,"threshold_uncertainty_score":0.26408687},"labels":[],"label_agreement":null},{"id":"W2041569691","doi":"10.2118/138027-ms","title":"The Tradeoff Between Surfactant Costs and Water Heating to Enhance Friction Reducer Performance","year":2010,"lang":"en","type":"article","venue":"Canadian Unconventional Resources and International Petroleum Conference","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":11,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Apache (Canada)","funders":"","keywords":"Reducer; Casing; Petroleum engineering; Deep water; Materials science; Mechanical engineering; Marine engineering; Engineering","score_opus":0.008359369900500116,"score_gpt":0.22123546034206182,"score_spread":0.2128760904415617,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2041569691","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.990177,0.00009372447,0.00017879525,0.0025634163,0.00036414654,0.000047609425,0.0000291513,0.000026806412,0.006519356],"genre_scores_gemma":[0.99726504,0.00013360745,0.000052442487,0.0000655921,0.00024435093,0.000013861344,0.000028551183,0.000012016961,0.0021845184],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9991377,0.000014604013,0.00019632539,0.00019271488,0.00019120087,0.0002674825],"domain_scores_gemma":[0.99940854,0.00006653097,0.000020395939,0.00010695853,0.00008316021,0.00031439966],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002261209,0.00012527098,0.000110049135,0.00013439049,0.0003351649,0.00023744444,0.00018776889,0.00006510184,0.00017153383],"category_scores_gemma":[0.000035895464,0.00008839026,0.000037933998,0.00004986577,0.00007332433,0.00012321115,0.00002937419,0.0002845144,0.000021903743],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00016375254,0.000060497572,0.34148407,0.00027566715,0.002095727,0.00004869771,0.005860138,0.1063419,0.07378013,0.0063149966,0.0063651954,0.45720923],"study_design_scores_gemma":[0.00029160074,0.000078261764,0.23927064,0.00013769057,0.000042316966,0.00004175211,0.00037063615,0.18560697,0.008636122,0.0003990226,0.5645998,0.0005251403],"about_ca_topic_score_codex":0.005388665,"about_ca_topic_score_gemma":0.026880246,"teacher_disagreement_score":0.55823463,"about_ca_system_score_codex":0.00008782463,"about_ca_system_score_gemma":0.000036991514,"threshold_uncertainty_score":0.9908767},"labels":[],"label_agreement":null},{"id":"W2041622098","doi":"10.1080/10916460701825596","title":"Velocity-based Formation Damage Characterization Method for Produced Water Re-injection: Application on Masila Block Core Flood Tests","year":2008,"lang":"en","type":"article","venue":"Petroleum Science and Technology","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":11,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Characterization (materials science); Block (permutation group theory); Flood myth; Work (physics); Petroleum engineering; Computer science; Core (optical fiber); Field (mathematics); Environmental science; Materials science; Geology; Mechanical engineering; Engineering; Mathematics; Nanotechnology","score_opus":0.012085129304458308,"score_gpt":0.24412470433575073,"score_spread":0.2320395750312924,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2041622098","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.80650353,0.000007675367,0.19081192,0.0018222907,0.00007540234,0.00019531905,0.0000045874017,0.00042376094,0.00015554784],"genre_scores_gemma":[0.9966088,0.000012422739,0.0029888584,0.00006144671,0.000049258062,0.00016111016,0.00004694009,0.000012415099,0.000058757927],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9990532,0.000008037709,0.00017352648,0.00029542262,0.00020003294,0.00026978098],"domain_scores_gemma":[0.9994536,0.000021005933,0.00004093259,0.00029301347,0.00014894089,0.00004251788],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00036794026,0.0001200499,0.0001474942,0.00062057376,0.000421068,0.00002715617,0.00018773801,0.00012245191,0.0000023820064],"category_scores_gemma":[0.000079119614,0.00009337124,0.000025042134,0.0006982939,0.0001503361,0.00020764182,0.000024469322,0.00013884832,0.000010843566],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000014959764,0.000047318816,0.00072991493,0.000087112254,0.000013271261,0.0000020528985,0.000206774,0.07979471,0.90674293,0.00008193204,0.00005671584,0.012222287],"study_design_scores_gemma":[0.0001990755,0.00008871093,0.0010626456,0.000007809079,0.00001118928,0.000018022045,0.000022090908,0.56703514,0.4293216,0.00008345754,0.002052203,0.0000980617],"about_ca_topic_score_codex":0.000005238289,"about_ca_topic_score_gemma":0.000008603061,"teacher_disagreement_score":0.48724043,"about_ca_system_score_codex":0.00008003991,"about_ca_system_score_gemma":0.000028258051,"threshold_uncertainty_score":0.38075688},"labels":[],"label_agreement":null},{"id":"W2041632044","doi":"10.2118/106269-ms","title":"Development of a Methodology for Hydraulic Fracturing Models in Tight, Massively Stacked, Lenticular Reservoirs","year":2007,"lang":"en","type":"article","venue":"SPE Hydraulic Fracturing Technology Conference","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":7,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Encana (Canada)","funders":"","keywords":"Geology; Hydraulic fracturing; Fracture (geology); Tight gas; Poromechanics; Modulus; Fluvial; Petroleum engineering; Geotechnical engineering; Biot number; Petrology; Structural basin; Mechanics; Geometry; Geomorphology; Mathematics; Porosity","score_opus":0.04845072040719038,"score_gpt":0.28182931663907335,"score_spread":0.23337859623188295,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2041632044","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.49350086,0.0006784358,0.5018657,0.0006809128,0.0002268534,0.00049918616,0.00000650165,0.0005948921,0.0019467188],"genre_scores_gemma":[0.83915395,0.00013995734,0.16021544,0.00007498134,0.000071052156,0.000116895375,0.00002746552,0.00010233314,0.00009794275],"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99544126,0.00008269253,0.0016027531,0.00090753956,0.0004944994,0.0014712652],"domain_scores_gemma":[0.9975829,0.0005091668,0.00036651088,0.0010937363,0.00022582302,0.00022184518],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0018006298,0.0006923815,0.0012517576,0.0022408317,0.00020234559,0.00004692929,0.0012754914,0.0010366337,0.000076012264],"category_scores_gemma":[0.00037809456,0.0006850272,0.00026853257,0.0010814313,0.00033765045,0.00036873764,0.00032587713,0.001219157,0.000027327886],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0003269985,0.0003684243,0.0010974983,0.0013015687,0.0011205879,0.0003028,0.00538594,0.85888016,0.048742615,0.0027392705,0.0002856053,0.07944854],"study_design_scores_gemma":[0.0020710537,0.0001035169,0.0027241684,0.0005674173,0.0001354835,0.00004529482,0.0013509209,0.13170952,0.80015606,0.025384776,0.034411605,0.0013401599],"about_ca_topic_score_codex":0.00014304923,"about_ca_topic_score_gemma":0.0008323918,"teacher_disagreement_score":0.75141346,"about_ca_system_score_codex":0.00037105868,"about_ca_system_score_gemma":0.00018957118,"threshold_uncertainty_score":0.9995601},"labels":[],"label_agreement":null},{"id":"W2041789249","doi":"10.2118/159920-ms","title":"Optimized Cased and Perforated Completion Designs Through the Use of API RP-19B Laboratory Testing to Maximize Well Productivity","year":2012,"lang":"en","type":"article","venue":"SPE Annual Technical Conference and Exhibition","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":8,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"ConocoPhillips (Canada)","funders":"","keywords":"Completion (oil and gas wells); Perforation; Casing; Overburden; Petroleum engineering; Oil well; Oil field; Flow (mathematics); Materials science; Geotechnical engineering; Geology; Composite material; Mechanics","score_opus":0.08052304412418965,"score_gpt":0.2646648844013641,"score_spread":0.18414184027717445,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2041789249","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.92763865,0.00016552294,0.07038531,0.0006722402,0.00005238483,0.00036578064,0.000063742096,0.00021478649,0.0004415946],"genre_scores_gemma":[0.99025625,0.00007294823,0.009460399,0.00006733784,0.00007278016,0.000019591225,0.000017051692,0.000013650985,0.000019995252],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99913925,0.0000864525,0.00021792696,0.00018017924,0.00014485148,0.00023131889],"domain_scores_gemma":[0.9992953,0.00018108657,0.00004648945,0.00020175797,0.00018121132,0.000094145864],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00031264315,0.0001454356,0.00023747238,0.000053563042,0.0001208598,0.000049930084,0.00006267069,0.000102242186,0.000029497382],"category_scores_gemma":[0.00028554542,0.00010607936,0.000029638573,0.0003136314,0.00012394912,0.00043556062,0.00004879759,0.00021251975,0.0000063226635],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0006846324,0.00063283334,0.0053530564,0.0009256092,0.0003036072,0.000022686203,0.0060568675,0.4664371,0.48073977,0.00058887724,0.023530683,0.014724287],"study_design_scores_gemma":[0.0048572947,0.001985266,0.10714186,0.0015930509,0.0011677432,0.00022882533,0.004311947,0.3716657,0.44573134,0.0017020687,0.056033354,0.0035815476],"about_ca_topic_score_codex":0.00019714257,"about_ca_topic_score_gemma":0.000022137823,"teacher_disagreement_score":0.101788804,"about_ca_system_score_codex":0.000023147446,"about_ca_system_score_gemma":0.000016157403,"threshold_uncertainty_score":0.43257907},"labels":[],"label_agreement":null},{"id":"W2041860283","doi":"10.2118/77333-ms","title":"Application of Leaky Aquifer Type Curves for Coalbed Methane Characterization","year":2002,"lang":"en","type":"article","venue":"SPE Annual Technical Conference and Exhibition","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Quest University Canada","funders":"","keywords":"Aquifer; Coalbed methane; Geology; Petroleum engineering; Aquifer test; Geotechnical engineering; Groundwater; Engineering; Coal; Coal mining; Groundwater recharge","score_opus":0.019204305452184912,"score_gpt":0.24654109848695796,"score_spread":0.22733679303477305,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2041860283","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.19767433,0.0012025466,0.79405147,0.0020386162,0.0001219225,0.000803971,0.0001901931,0.0005304041,0.0033865294],"genre_scores_gemma":[0.9972996,0.0018285115,0.00033879103,0.00006139784,0.000052625146,0.000033894878,0.00024199832,0.000010998651,0.0001321875],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99944204,0.000012277253,0.00019745964,0.00013590348,0.00009630504,0.000115984774],"domain_scores_gemma":[0.9996291,0.000031026244,0.000040236424,0.00012909585,0.00012608398,0.000044488264],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00009719472,0.000090053785,0.00017448615,0.000062640705,0.00002713292,0.000010032975,0.000060684302,0.00010160569,0.000077511875],"category_scores_gemma":[0.00004288111,0.00008149327,0.00004324952,0.00015331566,0.00004350736,0.00014021625,0.000013052664,0.000081287675,0.00001180881],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00006904917,0.00018148602,0.00032151843,0.0015506175,0.00010345413,0.0000013996599,0.0003535065,0.0017197278,0.90669614,0.0018241496,0.006673956,0.080505006],"study_design_scores_gemma":[0.0019121299,0.0010670596,0.015492935,0.0011761719,0.0004990522,0.0000269909,0.0002767064,0.5482237,0.3615427,0.0048504393,0.06351444,0.0014176832],"about_ca_topic_score_codex":0.00001314049,"about_ca_topic_score_gemma":0.000010724862,"teacher_disagreement_score":0.7996253,"about_ca_system_score_codex":0.000011365681,"about_ca_system_score_gemma":0.000003900632,"threshold_uncertainty_score":0.33231992},"labels":[],"label_agreement":null},{"id":"W2041875227","doi":"10.2118/164547-pa","title":"Evaluation of Well Performance for the Slot-Drill Completion in Low- and Ultralow-Permeability Oil and Gas Reservoirs","year":2014,"lang":"en","type":"article","venue":"SPE Journal","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":12,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Nalcor Energy (Canada)","funders":"","keywords":"Petroleum engineering; Oil shale; Drill; Permeability (electromagnetism); Hydraulic fracturing; Tight gas; Discretization; Reservoir simulation; Water saturation; Tight oil; Relative permeability; Geology; Petrophysics; Porosity; Geotechnical engineering; Mathematics; Engineering; Mechanical engineering; Chemistry","score_opus":0.016868773384331424,"score_gpt":0.24678751226949014,"score_spread":0.2299187388851587,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2041875227","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9946104,0.0005187823,0.0028177875,0.00052430946,0.00009557264,0.000045579753,0.0000013263643,0.000008216591,0.0013779909],"genre_scores_gemma":[0.99804395,0.0015321763,0.00025817557,0.000008430833,0.00011683241,0.0000044207677,0.0000013399306,0.000007747708,0.000026928403],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99920535,0.0000887031,0.00022263583,0.00007809629,0.0002750125,0.00013017755],"domain_scores_gemma":[0.99953413,0.00013549073,0.000048245747,0.00011808006,0.00012025991,0.000043779524],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0028636183,0.00007157231,0.00013785655,0.000070055285,0.0000913709,0.000028650365,0.000071932314,0.000040564282,0.000028788198],"category_scores_gemma":[0.00017814184,0.000047483903,0.000039646136,0.00007418777,0.00005105492,0.00009670259,0.000007312415,0.00017200962,0.0000011075894],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000020621825,0.000010814576,0.005158487,0.00018901094,0.00003888464,1.2200158e-7,0.00033196315,0.9515404,0.0013072114,0.0000042456045,0.00006302997,0.041335177],"study_design_scores_gemma":[0.0005576549,0.000033570024,0.057502754,0.000089085566,0.00006593261,0.000010214292,0.00008034089,0.9393723,0.0011314531,0.0003962285,0.0007037916,0.00005667982],"about_ca_topic_score_codex":0.000028481907,"about_ca_topic_score_gemma":0.00010564322,"teacher_disagreement_score":0.052344266,"about_ca_system_score_codex":0.00005175341,"about_ca_system_score_gemma":0.000012852172,"threshold_uncertainty_score":0.19363374},"labels":[],"label_agreement":null},{"id":"W2041929868","doi":"10.1190/urtec2013-003","title":"An Improved Method to Obtain Reliable Production and EUR Prediction for Wells with Short Production History in Tight/Shale Reservoirs","year":2013,"lang":"en","type":"article","venue":"Unconventional Resources Technology Conference, Denver, Colorado, 12-14 August 2013","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":38,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"ConocoPhillips (Canada)","funders":"","keywords":"Petroleum engineering; Oil shale; Production (economics); Tight oil; Tight gas; Hydraulic fracturing; Unconventional oil; Geology; Well logging; Shale gas; Oil production; Environmental science; Paleontology; Economics","score_opus":0.01087287756609936,"score_gpt":0.22056547740348525,"score_spread":0.2096925998373859,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2041929868","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9695218,0.0006223507,0.02269325,0.0025256337,0.0006777644,0.002280847,0.000021130241,0.0008153971,0.0008417957],"genre_scores_gemma":[0.971698,0.00015260626,0.015648484,0.00005223629,0.00022588838,0.0015231346,0.00010322355,0.0000775332,0.010518882],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9974057,0.000106244115,0.00058719155,0.00095651316,0.0003597538,0.00058459985],"domain_scores_gemma":[0.99854124,0.000058684924,0.0001251581,0.00061486807,0.00044840752,0.00021162449],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00077326293,0.0004013658,0.0005070427,0.00134153,0.00019093996,0.00007856079,0.0004103882,0.00052311755,0.000270268],"category_scores_gemma":[0.00017826582,0.00036725323,0.00008337258,0.00066068064,0.00025291074,0.0006270239,0.00008091086,0.0005848155,0.000041015523],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0014455561,0.0013589804,0.067463055,0.0016632971,0.001351281,0.00003659657,0.0024650253,0.536361,0.11488952,0.0012582123,0.24823955,0.023467937],"study_design_scores_gemma":[0.00226708,0.0032027045,0.025706016,0.00075177115,0.0004347733,0.00018378597,0.0029338568,0.54666924,0.023749117,0.0049598287,0.38719627,0.0019455386],"about_ca_topic_score_codex":0.00080649427,"about_ca_topic_score_gemma":0.0016074952,"teacher_disagreement_score":0.13895674,"about_ca_system_score_codex":0.00050973805,"about_ca_system_score_gemma":0.00011219378,"threshold_uncertainty_score":0.9998779},"labels":[],"label_agreement":null},{"id":"W2041938011","doi":"10.2118/73737-ms","title":"Quantitative Analysis of Mechanisms for Water-Related Sand Production","year":2002,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":43,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Waterloo","funders":"","keywords":"Capillary action; Capillary pressure; Instability; Wetting; Saturation (graph theory); Geotechnical engineering; Surface tension; Materials science; Geology; Mineralogy; Mechanics; Composite material; Porous medium; Thermodynamics; Porosity","score_opus":0.015991768220377452,"score_gpt":0.22668987416069827,"score_spread":0.21069810594032082,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2041938011","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.5575202,0.00022956754,0.4348403,0.0003859873,0.00023656253,0.000197532,0.000010581817,0.0002793597,0.006299939],"genre_scores_gemma":[0.9936481,0.000037606696,0.0037004778,0.0000039388697,0.000008750845,0.000011941683,0.000025118221,0.000011385883,0.0025526625],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99943507,0.000011109952,0.00020418373,0.00012450025,0.000090937814,0.00013417986],"domain_scores_gemma":[0.9997211,0.000026503412,0.000018736242,0.00015331981,0.00005122184,0.000029109973],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00012067265,0.000080214515,0.00023005682,0.0003195162,0.000034939032,0.00000777207,0.00005697816,0.0000528186,0.0006822661],"category_scores_gemma":[0.000023554743,0.00005356552,0.00018605092,0.0004666813,0.000014119687,0.0000588122,0.0000059446747,0.00004365163,0.000019453966],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000030198848,0.000021300624,0.000009913995,0.0000317836,0.0022226686,2.759341e-7,0.0006119024,0.9571667,0.038946718,0.000154949,0.0004771662,0.00035360226],"study_design_scores_gemma":[0.00008058831,0.000028965991,0.000043057327,0.0000036051224,0.00077270373,2.3255909e-7,0.0000840379,0.7740197,0.2244068,0.00027700505,0.00020879693,0.000074475065],"about_ca_topic_score_codex":0.000031834144,"about_ca_topic_score_gemma":0.000030447354,"teacher_disagreement_score":0.43612793,"about_ca_system_score_codex":0.000015510797,"about_ca_system_score_gemma":6.2884726e-7,"threshold_uncertainty_score":0.74703354},"labels":[],"label_agreement":null},{"id":"W2042016801","doi":"10.2118/148780-ms","title":"The Advantage of Incorporating Microseismic Data into Fracture Models","year":2011,"lang":"en","type":"article","venue":"Canadian Unconventional Resources Conference","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":29,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Encana (Canada)","funders":"","keywords":"Microseism; Geology; Fracture (geology); Petroleum engineering; Drilling; Wellbore; Directional drilling; Completion (oil and gas wells); Geotechnical engineering; Seismology; Engineering; Mechanical engineering","score_opus":0.03673924386398506,"score_gpt":0.2203776121619543,"score_spread":0.18363836829796926,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2042016801","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7423211,0.011675593,0.10060847,0.0013148794,0.0008865958,0.00059235113,0.00053744286,0.00032050197,0.14174311],"genre_scores_gemma":[0.9985665,0.00009989367,0.0006646623,0.00008669826,0.00004845837,0.0000063806588,0.00010868883,0.000019073854,0.00039964414],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9989916,0.00003746406,0.0003045887,0.00021395754,0.00019878059,0.00025357588],"domain_scores_gemma":[0.9988481,0.00007560125,0.00008274058,0.00064936676,0.00009825323,0.00024596835],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00022881728,0.0001453896,0.00016497904,0.00013298691,0.00022278486,0.000051735366,0.0009799295,0.00009207851,0.00017225933],"category_scores_gemma":[0.000052995245,0.00011307934,0.00006832949,0.00016802763,0.0001808606,0.00019562774,0.00007898367,0.00023913744,0.000021016218],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00011894837,0.00013405916,0.009091395,0.0010653489,0.0025646389,0.00036417414,0.024598565,0.8210279,0.0037828663,0.03640768,0.025480978,0.07536345],"study_design_scores_gemma":[0.00032136365,0.000030666226,0.0020840636,0.0001898826,0.00008567473,0.000013810023,0.0023616243,0.7842997,0.0018706454,0.038028568,0.17022108,0.0004929255],"about_ca_topic_score_codex":0.03942166,"about_ca_topic_score_gemma":0.13036357,"teacher_disagreement_score":0.25624543,"about_ca_system_score_codex":0.00007109386,"about_ca_system_score_gemma":0.00022936458,"threshold_uncertainty_score":0.9669749},"labels":[],"label_agreement":null},{"id":"W2042027446","doi":"10.2118/132638-pa","title":"Numerical Modelling of Geomechanical Response of Sandy-Shale Formation in Oil Sands Reservoir During Steam Injection","year":2010,"lang":"en","type":"article","venue":"Journal of Canadian Petroleum Technology","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":8,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Oil shale; Geology; Geomechanics; Geotechnical engineering; Permeability (electromagnetism); Steam injection; Oil sands; Petroleum engineering; Pore water pressure; Compaction; Effective stress; Materials science","score_opus":0.007309331565472267,"score_gpt":0.19777216253587684,"score_spread":0.1904628309704046,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2042027446","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9938055,0.00018672025,0.0049392018,0.00054527074,0.00017108495,0.000017896937,0.00000504084,0.000026794987,0.00030245303],"genre_scores_gemma":[0.9989898,0.00015790356,0.00073280203,0.0000042540196,0.000052981468,0.0000023874284,0.0000010888934,0.00001916238,0.00003959477],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9985832,0.00004009344,0.0007617693,0.000092385315,0.00022162372,0.00030093253],"domain_scores_gemma":[0.9991736,0.000052585572,0.00023954974,0.0002457472,0.00013093502,0.00015761018],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005990798,0.00012120628,0.00042438987,0.004716438,0.00003974536,0.000007917588,0.00029558956,0.00037559925,0.000030765434],"category_scores_gemma":[0.00017986364,0.00011653553,0.00012797672,0.0010713266,0.00005284513,0.0001870366,0.000017738446,0.0009613768,0.0000014412774],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00016993686,0.000021813168,0.00076245336,0.00008181341,0.000049103062,0.000057671616,0.00011514666,0.9526708,0.045332845,0.000018202505,0.00003738698,0.0006828181],"study_design_scores_gemma":[0.0016692285,0.00044777076,0.0022690995,0.00027442718,0.000063000865,0.0010229376,0.0005544589,0.7739697,0.21711305,0.00048732763,0.001839422,0.00028955037],"about_ca_topic_score_codex":0.0042961766,"about_ca_topic_score_gemma":0.022182943,"teacher_disagreement_score":0.17870107,"about_ca_system_score_codex":0.00021310122,"about_ca_system_score_gemma":0.00012884822,"threshold_uncertainty_score":0.99565965},"labels":[],"label_agreement":null},{"id":"W2042054590","doi":"10.2118/137757-ms","title":"Quantitative Frac Pack Analysis Using Dual Tracer Logs and Down Hole Gauges","year":2010,"lang":"en","type":"article","venue":"SPE Deepwater Drilling and Completions Conference","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Oncolytics Biotech (Canada)","funders":"","keywords":"Interval (graph theory); Slurry; Lobe; Mathematics; Materials science; Physics; Geology; Combinatorics; Anatomy; Composite material; Medicine","score_opus":0.025005878564978115,"score_gpt":0.253863736677405,"score_spread":0.22885785811242693,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2042054590","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8733715,0.0002226401,0.12539545,0.00018435412,0.0001076818,0.000053798158,0.000033095836,0.00011173167,0.0005197653],"genre_scores_gemma":[0.99126226,0.00020377019,0.008274373,0.000021351758,0.00006128189,0.0000055561222,0.000044553388,0.000017508042,0.000109359265],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9989991,0.000036984522,0.00024062337,0.00030037048,0.00014207797,0.00028080863],"domain_scores_gemma":[0.9993946,0.000081289065,0.000039211212,0.00024828984,0.0000968367,0.00013975809],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00015055426,0.0002083991,0.00034701353,0.00029549675,0.00027082453,0.00020639284,0.000091480884,0.000108613065,0.00023570318],"category_scores_gemma":[0.000018352115,0.00017645344,0.00009580704,0.0003287946,0.00018933468,0.00012502902,0.00004287512,0.0003490619,0.00001904054],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00003126317,0.00011163548,0.018263476,0.000191417,0.00297215,0.00004868468,0.0074863983,0.8422147,0.11940784,0.003376137,0.00015973675,0.0057365643],"study_design_scores_gemma":[0.00020805119,0.000027224998,0.011668795,0.00002830626,0.00057117146,0.000015239272,0.00048744297,0.98168516,0.0024500121,0.00091855665,0.0015685332,0.00037150554],"about_ca_topic_score_codex":0.00032134308,"about_ca_topic_score_gemma":0.000842993,"teacher_disagreement_score":0.13947047,"about_ca_system_score_codex":0.000009799914,"about_ca_system_score_gemma":0.000011433277,"threshold_uncertainty_score":0.7195562},"labels":[],"label_agreement":null},{"id":"W2042057722","doi":"10.2523/iptc-13745-ms","title":"Waste Disposal Into the Deep Underground - Technical And Economical Considerations For Applications Outside The Oil Industry","year":2009,"lang":"en","type":"article","venue":"International Petroleum Technology Conference","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Waterloo; Geomechanica (Canada)","funders":"","keywords":"Dispose pattern; Context (archaeology); Slurry; Environmental science; Groundwater; Waste management; Radioactive waste; Drill cuttings; Petroleum industry; Petroleum; Petroleum engineering; Drilling fluid; Drill; Drilling; Geology; Environmental engineering; Engineering; Geotechnical engineering","score_opus":0.010063190440616394,"score_gpt":0.24276839134593212,"score_spread":0.2327052009053157,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2042057722","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.27699423,0.0007835405,0.37424698,0.3308752,0.00038106815,0.00035302143,0.000039624607,0.0009471232,0.015379228],"genre_scores_gemma":[0.9977065,0.00010054427,0.0011597039,0.0003301873,0.0001366745,0.00024689402,0.000011457374,0.000010390423,0.00029766405],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9992415,0.000013711437,0.00025225623,0.00021618702,0.00009787217,0.00017847292],"domain_scores_gemma":[0.9992323,0.000281621,0.00004826819,0.00032021978,0.00007654027,0.000041033752],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00012556992,0.00013837771,0.00014215846,0.00014352541,0.0002577241,0.00012697754,0.00045797558,0.00029113927,0.00003589617],"category_scores_gemma":[0.00012346727,0.00009245445,0.000060327442,0.00009279335,0.0003868694,0.000086125234,0.00006815384,0.00063615094,0.00001104868],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000030484014,0.0001500361,0.0013553213,0.000027115257,0.0006805673,0.000008852125,0.000401442,0.20206515,0.0072132964,0.7018875,0.0030324066,0.08314782],"study_design_scores_gemma":[0.0009080608,0.00009624222,0.0027199758,0.000044898694,0.00016323283,0.00018992338,0.0014299819,0.5230814,0.003729625,0.40320542,0.0638897,0.0005414874],"about_ca_topic_score_codex":0.000014785012,"about_ca_topic_score_gemma":0.0003700355,"teacher_disagreement_score":0.72071224,"about_ca_system_score_codex":0.00007808038,"about_ca_system_score_gemma":0.000038249626,"threshold_uncertainty_score":0.37701833},"labels":[],"label_agreement":null},{"id":"W2042127984","doi":"10.1615/specialtopicsrevporousmedia.v5.i2.20","title":"EFFECT OF SOLVENT TYPE AND DRAINAGE HEIGHT ON ASPHALTENE PRECIPITATION FOR THE SOLVENT PERCOLATING GRAVITY DRAINAGE MECHANISM IN THE VAPOR EXTRACTION PROCESS","year":2014,"lang":"en","type":"article","venue":"Special Topics & Reviews in Porous Media An International Journal","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Petroleum Technology Research Centre; University of Regina","funders":"","keywords":"Drainage; Solvent; Precipitation; Geology; Mechanism (biology); Chemistry; Petroleum engineering; Chemical engineering; Mineralogy; Organic chemistry; Meteorology; Engineering; Physics","score_opus":0.014384549232084818,"score_gpt":0.3117844501503983,"score_spread":0.2973999009183135,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2042127984","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.95386696,0.0030124413,0.026553951,0.0015695264,0.007544986,0.0018640754,0.000009670061,0.00003088667,0.0055475077],"genre_scores_gemma":[0.99427485,0.0015025493,0.00032513388,0.000061621045,0.003746027,0.000049577466,0.000011520975,0.000012474099,0.000016261787],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99860495,0.0002757757,0.00047933208,0.00013014195,0.00036093802,0.00014887749],"domain_scores_gemma":[0.9990455,0.00050270365,0.00018756594,0.00012675412,0.00009802553,0.000039486902],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0028257153,0.00013329182,0.0002553378,0.00013015931,0.00008830324,0.00006803933,0.0003107814,0.000063717234,0.000023997472],"category_scores_gemma":[0.0007899449,0.00007751333,0.000090016656,0.00012518223,0.00002383505,0.00015942774,0.0000140781485,0.00037333756,0.0000013193727],"study_design_candidate":"design_other","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00024310507,0.00019360524,0.0005952252,0.0003918096,0.00012916981,0.000034006065,0.0117118005,0.035394095,0.00044655093,0.0067807976,0.00014226785,0.94393754],"study_design_scores_gemma":[0.00902757,0.0057226196,0.057082828,0.0050443327,0.0008911656,0.00060923514,0.0036873217,0.57987154,0.011904285,0.21917683,0.10516027,0.0018219883],"about_ca_topic_score_codex":0.000020624899,"about_ca_topic_score_gemma":0.00026895627,"teacher_disagreement_score":0.9421156,"about_ca_system_score_codex":0.00010212099,"about_ca_system_score_gemma":0.000016265094,"threshold_uncertainty_score":0.31609017},"labels":[],"label_agreement":null},{"id":"W2042274783","doi":"10.1190/1.3567257","title":"An introduction to this special section: Shales","year":2011,"lang":"en","type":"article","venue":"The Leading Edge","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":12,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"ConocoPhillips (Canada)","funders":"","keywords":"Geology; Section (typography); Sedimentary rock; Drilling; Source rock; Special section; Geochemistry; Petrology; Mining engineering; Paleontology; Petroleum engineering; Structural basin; Engineering physics; Engineering","score_opus":0.018624865385945925,"score_gpt":0.227726417534409,"score_spread":0.20910155214846307,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2042274783","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7387221,0.0001558303,0.019721223,0.0031337696,0.013372408,0.00023137116,0.000004154049,0.0013912111,0.22326793],"genre_scores_gemma":[0.9674785,0.00000991845,0.00025770802,0.00005717245,0.028788438,0.000006628156,0.0000034266607,0.000020443096,0.0033777684],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9995181,0.000024717645,0.00009226441,0.00012404751,0.00008490447,0.00015597587],"domain_scores_gemma":[0.9996022,0.000011817064,0.000010144558,0.00030110197,0.000014822381,0.000059942657],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00017662607,0.00008330579,0.00009315019,0.000079061254,0.00011315337,0.00002877192,0.00017686079,0.000045904853,0.0010659219],"category_scores_gemma":[0.00001603955,0.00005945435,0.00003978684,0.00018400331,0.000021058628,0.00009817181,0.000013373517,0.00016200329,0.0007688659],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000036758138,0.00006326606,0.00038810947,0.000046813668,0.00020511771,0.000010229851,0.02406744,0.1964661,0.011197702,0.00043903867,0.7418612,0.025218181],"study_design_scores_gemma":[0.000107497006,0.00007962186,0.0026547955,0.000012679743,0.00007085486,0.000025211215,0.00030298287,0.009959143,0.037548937,0.00020870031,0.94872147,0.00030811873],"about_ca_topic_score_codex":0.000048134836,"about_ca_topic_score_gemma":0.00009468417,"teacher_disagreement_score":0.22875638,"about_ca_system_score_codex":0.000049532577,"about_ca_system_score_gemma":0.0000034201494,"threshold_uncertainty_score":0.99984723},"labels":[],"label_agreement":null},{"id":"W2042283488","doi":"10.2118/04-12-cs","title":"Hydraulic Fracture Design Optimization for Deep Foothills Gas Wells","year":2004,"lang":"en","type":"article","venue":"Journal of Canadian Petroleum Technology","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"National Taiwan University","keywords":"Hydraulic fracturing; Foothills; Fracture (geology); Geology; Fracture treatment; Tight gas; Well stimulation; Petroleum engineering; Geotechnical engineering; Mining engineering; Reservoir engineering","score_opus":0.005921446654553739,"score_gpt":0.18999328779878824,"score_spread":0.1840718411442345,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2042283488","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"methods","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0059229955,0.0018024126,0.9675993,0.023453198,0.0003144084,0.000118653326,0.0000063492753,0.00012298652,0.0006597066],"genre_scores_gemma":[0.9581165,0.0005457644,0.04045346,0.0005423283,0.00021096916,0.000010034908,0.000004592623,0.00005387027,0.00006249074],"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","domain_scores_codex":[0.9987743,0.000015919939,0.00044054675,0.00013026365,0.00016402049,0.00047494486],"domain_scores_gemma":[0.99909794,0.00004729759,0.00015283839,0.00024143081,0.00014906269,0.00031141253],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00023459944,0.00019350699,0.00038107825,0.0032538802,0.000105847,0.00003961299,0.00040125675,0.0004375364,0.00008128549],"category_scores_gemma":[0.00013317897,0.00017556446,0.0001875437,0.0007439173,0.000046400877,0.00013818618,0.000007866292,0.0005073947,0.000011559561],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000087389735,0.000010166727,0.000019858137,0.000018123408,0.00016763431,0.0000709737,0.000046950783,0.99401045,0.0001243504,0.000034904217,0.0037503126,0.0017375365],"study_design_scores_gemma":[0.0024578366,0.0006042732,0.00005983126,0.00014970472,0.00030220672,0.00074334984,0.00021833487,0.42294958,0.020806259,0.006177163,0.5449263,0.00060521095],"about_ca_topic_score_codex":0.0020266739,"about_ca_topic_score_gemma":0.009225937,"teacher_disagreement_score":0.9521935,"about_ca_system_score_codex":0.00063251855,"about_ca_system_score_gemma":0.00025738135,"threshold_uncertainty_score":0.7159311},"labels":[],"label_agreement":null},{"id":"W2042443675","doi":"10.2118/163819-ms","title":"Characterizing Hydraulic Fractures in Shale Gas Reservoirs Using Transient Pressure Tests","year":2013,"lang":"en","type":"article","venue":"SPE Hydraulic Fracturing Technology Conference","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":9,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"IFP Energies Nouvelles; CMG Reservoir Simulation Foundation; Colorado School of Mines","keywords":"Hydraulic fracturing; Petroleum engineering; Tight gas; Unconventional oil; Geology; Oil shale; Permeability (electromagnetism); Fracture (geology); Transient (computer programming); Directional drilling; Shale gas; Geotechnical engineering; Well stimulation; Natural gas; Drilling; Reservoir engineering; Engineering; Petroleum; Computer science; Mechanical engineering","score_opus":0.013293943207350464,"score_gpt":0.23472358437619487,"score_spread":0.2214296411688444,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2042443675","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.98053825,0.0016835227,0.0043901503,0.0048122806,0.0003832739,0.0007416415,0.000011187956,0.0017851554,0.0056545394],"genre_scores_gemma":[0.99617547,0.0004243539,0.0023553171,0.00031280884,0.00018381099,0.00017539784,0.000026071444,0.00014775014,0.00019902803],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99583507,0.00009571679,0.0009916876,0.0010115335,0.00054283784,0.0015231756],"domain_scores_gemma":[0.9977736,0.00013756873,0.00020513851,0.0014305856,0.00015140942,0.00030170707],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00029617437,0.0008388988,0.0010156787,0.0016159067,0.000249132,0.00025479632,0.0013863802,0.001018792,0.0010984498],"category_scores_gemma":[0.00019281774,0.0008080802,0.00023230963,0.0013097501,0.00034265005,0.0008231279,0.00026379043,0.0020462885,0.00031477015],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00003958564,0.00031276394,0.007651214,0.0006466784,0.00063150673,0.00037095012,0.0025517787,0.84133583,0.10565739,0.00008328286,0.0013597166,0.03935927],"study_design_scores_gemma":[0.0017610813,0.00013395547,0.074400015,0.0012097041,0.00024817884,0.00022446938,0.00087286433,0.71265906,0.16413267,0.0059560733,0.03581202,0.0025899252],"about_ca_topic_score_codex":0.0014311684,"about_ca_topic_score_gemma":0.0003821564,"teacher_disagreement_score":0.12867682,"about_ca_system_score_codex":0.00021973693,"about_ca_system_score_gemma":0.00009259388,"threshold_uncertainty_score":0.9998147},"labels":[],"label_agreement":null},{"id":"W2042591878","doi":"10.1139/t07-088","title":"Clogging: bridge formation and vibration-based destabilization","year":2008,"lang":"en","type":"article","venue":"Canadian Geotechnical Journal","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":90,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Clogging; Geotechnical engineering; Particle (ecology); Vibration; Bridge (graph theory); Aggregate (composite); Materials science; Porous medium; Particle size; Geology; Porosity; Structural engineering; Engineering; Composite material; Chemical engineering; Physics","score_opus":0.012795716748484672,"score_gpt":0.19712752644288958,"score_spread":0.1843318096944049,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2042591878","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.35950595,0.00040309926,0.6375286,0.0016519427,0.00013418577,0.00008893423,0.000006636397,0.00018021051,0.00050042465],"genre_scores_gemma":[0.99902934,0.00014493412,0.00045550373,0.00023049903,0.00009742866,0.0000025892834,0.0000132298655,0.000013629066,0.000012856915],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9993743,0.000021382308,0.00019684847,0.00007075055,0.00011781665,0.00021895414],"domain_scores_gemma":[0.99938107,0.000027587243,0.000024965839,0.00009986237,0.000044222936,0.0004222946],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00013055194,0.000083933875,0.00009934379,0.00024172124,0.0002834524,0.000052688683,0.00008185823,0.00010477538,0.000056441775],"category_scores_gemma":[0.00006789225,0.00007938327,0.000047312595,0.0001669432,0.00004482897,0.00019128437,0.000003885858,0.0002757088,0.0000102913655],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000012164844,0.0000030052615,0.00041091052,0.000012333777,0.000008571453,0.000052762764,0.000056760662,0.99447024,0.00019903247,0.000009973747,0.002500667,0.0022745319],"study_design_scores_gemma":[0.00019354075,0.000018291079,0.013922019,0.000023879818,0.0000152171215,0.0005004252,0.000009667718,0.9663313,0.0006562376,0.000091956834,0.018092342,0.00014512119],"about_ca_topic_score_codex":0.0010708302,"about_ca_topic_score_gemma":0.0029517577,"teacher_disagreement_score":0.6395234,"about_ca_system_score_codex":0.0001956573,"about_ca_system_score_gemma":0.00014369572,"threshold_uncertainty_score":0.3237156},"labels":[],"label_agreement":null},{"id":"W2042597279","doi":"10.2118/71671-ms","title":"Extreme Overbalance Perforating and One-Trip Perforate and Gravel Pack-Combination of Two Techniques for Successful High Rate Gas Well Completions in the Ha'py Field","year":2001,"lang":"en","type":"article","venue":"SPE Annual Technical Conference and Exhibition","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Carbon Engineering (Canada)","funders":"","keywords":"Completion (oil and gas wells); Field (mathematics); Variety (cybernetics); Computer science; Teamwork; Petroleum engineering; Natural gas field; Engineering; Artificial intelligence; Mathematics","score_opus":0.023503704130535766,"score_gpt":0.26058150442410183,"score_spread":0.23707780029356607,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2042597279","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9450546,0.0001469384,0.05074222,0.00218124,0.00001796529,0.000333463,0.000034041128,0.00008423894,0.0014052778],"genre_scores_gemma":[0.9973539,0.0014056325,0.0009930446,0.000086335596,0.000030397814,0.000043657572,0.00005102172,0.000006450594,0.000029555],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99928313,0.00004246907,0.00024410606,0.0001788546,0.00009391855,0.00015749989],"domain_scores_gemma":[0.99953,0.00017219289,0.00004915307,0.000123648,0.000093372866,0.000031641914],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00036854696,0.00012095724,0.00020969108,0.00010905683,0.00011156857,0.000059765334,0.00007663347,0.00008774486,0.0000119240385],"category_scores_gemma":[0.0000571958,0.000096965276,0.000029968178,0.00017800344,0.00008418751,0.00019441702,0.000028305749,0.00019156848,3.338114e-7],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0013887711,0.0019120966,0.13949022,0.006274491,0.00047013655,0.00009139131,0.0082782805,0.010559298,0.34455013,0.23570707,0.009658237,0.24161986],"study_design_scores_gemma":[0.0061983443,0.0024656549,0.16815896,0.002990218,0.00043925698,0.00011035056,0.0046841525,0.38643217,0.14795221,0.2745795,0.0040367497,0.0019524277],"about_ca_topic_score_codex":0.00021129024,"about_ca_topic_score_gemma":0.00043824548,"teacher_disagreement_score":0.37587288,"about_ca_system_score_codex":0.000014156362,"about_ca_system_score_gemma":0.000011301349,"threshold_uncertainty_score":0.3954129},"labels":[],"label_agreement":null},{"id":"W2042704045","doi":"10.2118/132286-ms","title":"Stimulation of Carbonate Reservoirs Using GLDA (Chelating Agent) Solutions","year":2010,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":19,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"AkzoNobel (Canada)","funders":"","keywords":"Ethylenediaminetetraacetic acid; Carbonate; Dissolution; Chelation; Chemistry; Calcium carbonate; Materials science; Inorganic chemistry; Organic chemistry","score_opus":0.021678020809017495,"score_gpt":0.2471404294196318,"score_spread":0.2254624086106143,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2042704045","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9601445,0.0000556604,0.022359112,0.000032494703,0.00022408017,0.00005151013,0.0000024743242,0.00017009838,0.01696005],"genre_scores_gemma":[0.9934652,0.0000052048254,0.00619988,0.0000043666937,0.000075272466,0.0000016356119,0.000006278692,0.000018974539,0.00022318383],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9992973,0.00001375692,0.00023446276,0.000102016704,0.00015162503,0.00020082046],"domain_scores_gemma":[0.9995676,0.000050508974,0.000034066023,0.00023788729,0.00004956326,0.000060363986],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00018297255,0.000092323404,0.00013617062,0.00012902248,0.000087728054,0.00001540618,0.000100645404,0.00009216997,0.00020489961],"category_scores_gemma":[0.000062345105,0.00008393318,0.000084546475,0.00023363263,0.00003022068,0.00010534501,0.000033416713,0.00022861546,0.000011151794],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[8.67012e-7,0.000006936305,0.0013589791,0.000025868898,0.00004323667,8.9182606e-7,0.000103918304,0.92880327,0.06931554,0.000041967178,0.000043479708,0.00025503527],"study_design_scores_gemma":[0.00010751897,0.0000038065702,0.0026879262,0.000012921655,0.00003609897,0.000001713056,0.000046579564,0.9865522,0.010020445,0.0001155641,0.0003158693,0.00009939617],"about_ca_topic_score_codex":0.0006177809,"about_ca_topic_score_gemma":0.00038527302,"teacher_disagreement_score":0.059295088,"about_ca_system_score_codex":0.0000268971,"about_ca_system_score_gemma":0.000013667646,"threshold_uncertainty_score":0.34226954},"labels":[],"label_agreement":null},{"id":"W2042725121","doi":"10.2118/152554-ms","title":"An Innovative Solution to Optimizing Production in Naturally Fractured Carbonate Reservoirs in Southern Mexico","year":2012,"lang":"en","type":"article","venue":"SPE Latin America and Caribbean Petroleum Engineering Conference","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":19,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Schlumberger (Canada)","funders":"","keywords":"Petrophysics; Petroleum engineering; Oil production; Carbonate; Permeability (electromagnetism); Geology; Compaction; Volume (thermodynamics); Environmental science; Enhanced oil recovery; Materials science; Geotechnical engineering; Porosity; Chemistry","score_opus":0.008207637917358701,"score_gpt":0.21803013041174943,"score_spread":0.20982249249439072,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2042725121","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9779603,0.00044481741,0.019477325,0.0004933084,0.00029900734,0.00016096051,0.000011039973,0.0002595459,0.0008936976],"genre_scores_gemma":[0.9943999,0.000053616935,0.0052074995,0.000036262336,0.00013726007,0.00003609766,0.000029528182,0.000047041674,0.000052811298],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99843794,0.00004903369,0.000351341,0.0003305467,0.00022447325,0.0006066587],"domain_scores_gemma":[0.9993666,0.000034902005,0.000048998107,0.00029700325,0.00006238716,0.00019014823],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00023828965,0.00029817913,0.00037299626,0.00054487254,0.000042421172,0.00006243598,0.00018306242,0.00012955561,0.000017695811],"category_scores_gemma":[0.000102380865,0.0002960967,0.00003643631,0.00092608837,0.000034704593,0.00032897273,0.000047890142,0.0006043004,0.00000759798],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00001574641,0.000025031959,0.0047697704,0.000043078227,0.00002828872,0.0000048076436,0.007529329,0.9616137,0.02333075,0.00001020097,0.000013772551,0.002615482],"study_design_scores_gemma":[0.00032208874,0.00006424414,0.04546636,0.00016946947,0.00001689826,0.0000048467755,0.0017686234,0.94677067,0.0037995696,0.000013707807,0.0010026116,0.00060090126],"about_ca_topic_score_codex":0.0007934624,"about_ca_topic_score_gemma":0.00026572467,"teacher_disagreement_score":0.040696587,"about_ca_system_score_codex":0.00016568793,"about_ca_system_score_gemma":0.000022602137,"threshold_uncertainty_score":0.9999491},"labels":[],"label_agreement":null},{"id":"W2042889697","doi":"10.2118/77979-pa","title":"A Study of Relevant Parameters To Predict Sand Production in Gas Wells","year":2002,"lang":"en","type":"article","venue":"SPE Drilling & Completion","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Oncolytics Biotech (Canada)","funders":"","keywords":"Drawdown (hydrology); Petroleum engineering; Volume (thermodynamics); Geology; Water well; Hydrology (agriculture); Geotechnical engineering; Aquifer; Groundwater","score_opus":0.024032760261534405,"score_gpt":0.22672267738307267,"score_spread":0.20268991712153828,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2042889697","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9966775,0.00008759736,0.0019026828,0.00020154561,0.00025456757,0.00029726455,0.0000016524097,0.000102012185,0.0004751764],"genre_scores_gemma":[0.99914783,0.00009690694,0.000574801,0.000007487808,0.000079600235,0.000013983441,0.00000544586,0.000018037925,0.000055892273],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9990425,0.000044434175,0.00030833317,0.00020767548,0.00021944665,0.00017760388],"domain_scores_gemma":[0.9995981,0.000036108846,0.00003640441,0.00025020397,0.000028931843,0.000050258375],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00019497724,0.00011249872,0.00022536599,0.00026881447,0.000034920435,0.000015120436,0.00008637481,0.000038567847,0.000038101334],"category_scores_gemma":[0.0000732009,0.000107099484,0.000046505047,0.00040113681,0.000012493367,0.000053386746,0.000014343937,0.00013388427,0.000041336523],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000008435725,0.00012320306,0.0050431816,0.000036816098,0.00003811355,0.0000047838694,0.0020858997,0.98846656,0.002245524,4.3461685e-7,0.00045400354,0.0014930335],"study_design_scores_gemma":[0.001180556,0.0006162276,0.056778032,0.0004010578,0.00012861361,0.000012373804,0.0013423685,0.913011,0.022528347,0.00012864995,0.0033350452,0.00053774286],"about_ca_topic_score_codex":0.00028850237,"about_ca_topic_score_gemma":0.0001734793,"teacher_disagreement_score":0.07545558,"about_ca_system_score_codex":0.000067885034,"about_ca_system_score_gemma":0.0000015761616,"threshold_uncertainty_score":0.43673903},"labels":[],"label_agreement":null},{"id":"W2042920974","doi":"10.2118/153165-ms","title":"Comparative Study of Different Sand Samples and Potential for Hydraulic-Fracturing Applications","year":2012,"lang":"en","type":"article","venue":"SPE Oil and Gas India Conference and Exhibition","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Hydraulic fracturing; Sieve analysis; Roundness (object); Sieve (category theory); Geotechnical engineering; Hydraulic conductivity; Geology; Hammer; Environmental science; Petroleum engineering; Mining engineering; Engineering; Soil science; Mathematics; Soil water","score_opus":0.02094219187791334,"score_gpt":0.25087635790536544,"score_spread":0.2299341660274521,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2042920974","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99359643,0.00054746494,0.0047845514,0.00006709478,0.000032754175,0.000117474636,0.000017502965,0.000028594477,0.00080811884],"genre_scores_gemma":[0.9985979,0.0010103751,0.00013214792,0.000009741479,0.00010539067,0.00007470197,0.000033361597,0.000007717293,0.000028619152],"study_design_codex":"design_other","study_design_gemma":"observational","domain_scores_codex":[0.999439,0.00001787756,0.00016064724,0.00013814571,0.00007870589,0.00016559982],"domain_scores_gemma":[0.999698,0.00004978337,0.00004113956,0.00008669238,0.000028916716,0.00009546579],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00007015406,0.0001281962,0.00024162179,0.00007973277,0.00012209058,0.00004155525,0.000032254342,0.000054249613,0.000012183956],"category_scores_gemma":[0.0000035684216,0.000103765786,0.000025226442,0.0000424278,0.000052951287,0.00012732319,0.000024566778,0.0000802477,6.6977634e-7],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00039734054,0.0025645865,0.1021961,0.0041905316,0.0022206372,0.000006396888,0.09261136,0.015903313,0.040402554,0.0019297677,0.00067742716,0.7369],"study_design_scores_gemma":[0.011547251,0.0017424666,0.71173173,0.00079902774,0.002320493,0.0000959534,0.0447535,0.0751606,0.12460788,0.014448199,0.009882663,0.0029102024],"about_ca_topic_score_codex":0.00006952099,"about_ca_topic_score_gemma":0.00004810091,"teacher_disagreement_score":0.7339898,"about_ca_system_score_codex":0.0000071878767,"about_ca_system_score_gemma":0.00000331076,"threshold_uncertainty_score":0.4231446},"labels":[],"label_agreement":null},{"id":"W2042967879","doi":"10.2118/60313-ms","title":"Economic Fracturing of Bypassed Pay: A Direct Comparison of Conventional and Coiled Tubing Placement Techniques","year":2000,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Hydraulic fracturing; Coiled tubing; Well stimulation; Petroleum engineering; Geology; Economic feasibility; Permeability (electromagnetism); Production (economics); Geotechnical engineering; Reservoir engineering; Petroleum","score_opus":0.0065650275622164715,"score_gpt":0.2381067933340389,"score_spread":0.23154176577182242,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2042967879","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9762007,0.00029504453,0.0019593355,0.000040462364,0.000031300828,0.00008767232,0.0000075574335,0.00013956368,0.021238387],"genre_scores_gemma":[0.99854064,0.0001362398,0.00093184656,0.000005137243,0.000025319203,0.000008151401,0.000008387829,0.000012187961,0.00033211109],"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9993295,0.000015744188,0.00034046962,0.000109628054,0.000090236776,0.00011441063],"domain_scores_gemma":[0.99971485,0.000064374384,0.000045745168,0.00012360328,0.000010811793,0.000040643452],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000118185526,0.00010174598,0.00031560348,0.000091011076,0.000024952502,0.000009949548,0.00006756427,0.000053855732,0.0012893862],"category_scores_gemma":[0.0000034443456,0.000080425576,0.000075379554,0.00004510896,0.000034067652,0.000058533788,0.00001395676,0.00008350699,0.0000056055874],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00004611353,0.00011130388,0.013979265,0.00039067678,0.000631892,0.0000017037108,0.00053938327,0.9445436,0.012039746,0.000025845182,0.0015504812,0.02614001],"study_design_scores_gemma":[0.0004377763,0.000055698376,0.0050295666,0.00012188005,0.000056392768,0.0000016074656,0.00014583928,0.2844908,0.70285183,0.000025713998,0.0065853037,0.00019761566],"about_ca_topic_score_codex":0.00017367575,"about_ca_topic_score_gemma":0.00004472689,"teacher_disagreement_score":0.69081205,"about_ca_system_score_codex":0.000033683304,"about_ca_system_score_gemma":0.000010191407,"threshold_uncertainty_score":0.9996236},"labels":[],"label_agreement":null},{"id":"W2043001555","doi":"10.2118/08-12-50","title":"Factors Affecting Horizontal Well Gravel Pack Efficiency","year":2008,"lang":"en","type":"article","venue":"Journal of Canadian Petroleum Technology","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":9,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Apache (Canada)","funders":"","keywords":"Settling; Volumetric flow rate; Geotechnical engineering; Viscosity; Annulus (botany); Mechanics; Environmental science; Geology; Materials science; Environmental engineering; Composite material; Physics","score_opus":0.009477303864032538,"score_gpt":0.18889981052653604,"score_spread":0.1794225066625035,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2043001555","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9909281,0.0007609474,0.0015272454,0.00054565334,0.0004649893,0.000025296502,0.0000041026224,0.00011103988,0.005632636],"genre_scores_gemma":[0.9992531,0.0002105269,0.00017881981,0.00001773772,0.00013808874,5.7714897e-7,0.0000012081863,0.000031034557,0.00016889685],"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","domain_scores_codex":[0.9987583,0.000017172208,0.00038224657,0.0001158289,0.0002127283,0.00051369437],"domain_scores_gemma":[0.99920464,0.000038845737,0.000116614436,0.00021398741,0.000071009425,0.00035488032],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00014725933,0.00019150689,0.00039609356,0.0037541431,0.00017400844,0.000016047914,0.00039338024,0.0002718216,0.00007708648],"category_scores_gemma":[0.00009356253,0.00015854609,0.00020918383,0.0010026403,0.00010596828,0.00009261104,0.0000153948,0.0007635697,0.000027676515],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000026891117,0.0001607848,0.19532764,0.00016816451,0.0017535439,0.0064637447,0.0022146692,0.73797363,0.011595267,0.00023318667,0.037907112,0.0061753583],"study_design_scores_gemma":[0.004903031,0.0029285657,0.14073814,0.0004749608,0.00070689345,0.013653891,0.009499342,0.04909473,0.16551057,0.00075690617,0.60819036,0.00354261],"about_ca_topic_score_codex":0.0038559167,"about_ca_topic_score_gemma":0.027472785,"teacher_disagreement_score":0.6888789,"about_ca_system_score_codex":0.0003278681,"about_ca_system_score_gemma":0.0001763211,"threshold_uncertainty_score":0.9902733},"labels":[],"label_agreement":null},{"id":"W2043004183","doi":"10.2118/167064-ms","title":"Influence of In-Situ Stresses on Fracture Stimulations in the Surat Basin, Southeast Queensland","year":2013,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":45,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"ConocoPhillips (Canada)","funders":"","keywords":"Geology; Differential stress; Hydraulic fracturing; Wireline; Structural basin; Microseism; Tectonics; Stress (linguistics); Permeability (electromagnetism); Geotechnical engineering; Fracture (geology); Petrology; Seismology; Geomorphology; Deformation (meteorology); Engineering","score_opus":0.0060847690296191425,"score_gpt":0.21455599572207407,"score_spread":0.20847122669245494,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2043004183","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9920963,0.000044617926,0.00033190698,0.0006232698,0.000009538683,0.00009569778,0.0000022943393,0.000028281056,0.0067680986],"genre_scores_gemma":[0.9997466,0.000016277996,0.00003826952,0.00009657603,0.000016460326,0.000010234815,0.000004161945,0.0000074247787,0.00006397332],"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","domain_scores_codex":[0.9994387,0.000035706133,0.00017846598,0.000083063685,0.00013404878,0.00013004069],"domain_scores_gemma":[0.99952173,0.00019246734,0.000017134475,0.00021967955,0.000025727582,0.000023234123],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000081742975,0.00008953634,0.00013392475,0.00013094796,0.000018964294,0.000023383756,0.0001395537,0.00005927475,0.000090998336],"category_scores_gemma":[0.00004086187,0.00005203748,0.000034794295,0.00024932856,0.000019935333,0.00009539627,0.000007954275,0.0001831579,0.00003894928],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000001315803,0.000021841865,0.035040796,0.000018272349,0.0000098019245,0.000001826888,0.000527022,0.9637736,0.00017454005,0.000008599958,0.00030758764,0.00011479588],"study_design_scores_gemma":[0.00017068493,0.00001122231,0.96113443,0.000061085724,0.000006674276,6.2875614e-7,0.00049609895,0.035831105,0.0017347999,0.00011152993,0.00034900912,0.000092716575],"about_ca_topic_score_codex":0.0021045362,"about_ca_topic_score_gemma":0.0019441942,"teacher_disagreement_score":0.9279425,"about_ca_system_score_codex":0.000011712559,"about_ca_system_score_gemma":0.0000067808633,"threshold_uncertainty_score":0.31814432},"labels":[],"label_agreement":null},{"id":"W2043143422","doi":"10.1002/cjce.21970","title":"An optimal model for predicting the productivity of perforated vertical HTHP wells","year":2014,"lang":"en","type":"article","venue":"The Canadian Journal of Chemical Engineering","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"National Natural Science Foundation of China","keywords":"Inflow; Perforation; Productivity; Anisotropy; Wellbore; Petroleum engineering; Geology; Environmental science; Materials science; Optics; Composite material","score_opus":0.006923474871516126,"score_gpt":0.18822546093217474,"score_spread":0.18130198606065862,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2043143422","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.888841,0.00012258258,0.110351644,0.00042589518,0.00012176211,0.00006835587,0.000004771666,0.000021370084,0.000042664095],"genre_scores_gemma":[0.9986275,0.0000012600717,0.0009814627,0.00001400579,0.0003362377,0.0000033050842,0.0000016074475,0.000028123817,0.0000065414165],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9991705,0.000016726306,0.00029606197,0.00007704067,0.00015287641,0.00028681284],"domain_scores_gemma":[0.9992084,0.00013521359,0.000038609767,0.00022834985,0.00011202199,0.00027744027],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006603713,0.00012063856,0.00022160959,0.000077170924,0.000072188515,0.000035850975,0.00038027685,0.000075699805,0.0000065494237],"category_scores_gemma":[0.00035652012,0.000074386364,0.00012275833,0.00013785076,0.00006594715,0.00010193663,0.0000074462955,0.00040055017,4.3449052e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000008195892,0.0000042560905,0.000037822232,0.000046363293,0.000073431096,7.185718e-7,0.0003859946,0.9725879,0.026476312,0.000023781127,0.000086009364,0.00026926058],"study_design_scores_gemma":[0.00012226465,0.000023228857,0.00003630042,0.000035813257,0.000065703025,0.000018213608,0.000012873731,0.8845017,0.11491908,0.000028721839,0.00015841103,0.000077678065],"about_ca_topic_score_codex":0.0001442414,"about_ca_topic_score_gemma":0.000057814763,"teacher_disagreement_score":0.1097865,"about_ca_system_score_codex":0.00008367133,"about_ca_system_score_gemma":0.000111870686,"threshold_uncertainty_score":0.3033388},"labels":[],"label_agreement":null},{"id":"W2043259003","doi":"10.2118/165393-ms","title":"Effect of Thermally Induced Deformation of Shale on Wellbore and Caprock Integrity","year":2013,"lang":"en","type":"article","venue":"SPE Heavy Oil Conference-Canada","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Calgary","funders":"Mitacs; Carbon Management Canada; Imperial Oil Limited","keywords":"Caprock; Oil shale; Geology; Borehole; Geotechnical engineering; Deformation (meteorology); Thermal expansion; Anisotropy; Petroleum engineering; Materials science; Composite material","score_opus":0.008497633614115301,"score_gpt":0.19774648483403234,"score_spread":0.18924885121991705,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2043259003","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9875236,0.000051150306,0.00003087264,0.0001951437,0.000093372866,0.00006881281,0.000009854852,0.000018821316,0.012008382],"genre_scores_gemma":[0.99973273,0.000040580344,0.000021223517,0.00002759285,0.000019017923,0.00000938218,0.000010575085,0.000009964495,0.00012891891],"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9992059,0.000034905923,0.00024522684,0.00010259199,0.00024880533,0.00016258523],"domain_scores_gemma":[0.99951214,0.00007677387,0.000057793055,0.00018465547,0.00008471196,0.0000839031],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00010347448,0.00014157708,0.00028692847,0.000051985313,0.000029926437,0.000013689985,0.00012209357,0.00007443633,0.00018461082],"category_scores_gemma":[0.000036613597,0.000104824765,0.00003269316,0.000094979616,0.00002246946,0.000072567,0.000018741235,0.00023475068,0.0000040002433],"study_design_candidate":"design_other","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00033254444,0.00014742752,0.032984436,0.01193825,0.0014044676,0.000029808836,0.0037039611,0.114303395,0.028157495,0.00034049028,0.018233875,0.78842384],"study_design_scores_gemma":[0.0015287765,0.0006796455,0.07353573,0.0007786962,0.00014520588,0.00000873362,0.0007943975,0.25283128,0.66714114,0.00013317553,0.0016394296,0.00078379794],"about_ca_topic_score_codex":0.93851095,"about_ca_topic_score_gemma":0.91056216,"teacher_disagreement_score":0.78764004,"about_ca_system_score_codex":0.00008349641,"about_ca_system_score_gemma":0.0002636254,"threshold_uncertainty_score":0.427463},"labels":[],"label_agreement":null},{"id":"W2043394656","doi":"10.2118/112537-ms","title":"When Will Low Sulphate Seawater No Longer Be Required on the Tiffany Field?","year":2008,"lang":"en","type":"article","venue":"SPE International Symposium and Exhibition on Formation Damage Control","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":14,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Nalco (Canada); Canadian Natural Resources","funders":"Centre National de la Recherche Scientifique","keywords":"Seawater; Brine; Strontium; Carbonate; Barium; Geology; Precipitation; Environmental science; Chemistry; Mineralogy; Geochemistry; Oceanography; Inorganic chemistry; Meteorology","score_opus":0.00790949484081559,"score_gpt":0.20016258104474557,"score_spread":0.19225308620392997,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2043394656","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7907023,0.00006264721,0.0214597,0.07381643,0.0014442926,0.00061076006,0.00012547612,0.0004765818,0.11130185],"genre_scores_gemma":[0.99384856,0.00027711055,0.00002624323,0.0030941693,0.00031705137,0.000028818433,0.00012046064,0.00001773132,0.0022698808],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9989897,0.00004678739,0.00028381843,0.0001508607,0.00035003855,0.00017882227],"domain_scores_gemma":[0.99941623,0.00012918505,0.000062414845,0.00019698378,0.000121752986,0.00007345625],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00015722233,0.00016860923,0.00014259732,0.00011732022,0.00018664393,0.00010285813,0.00015956168,0.00008775068,0.00075897516],"category_scores_gemma":[0.000042741263,0.00011789084,0.00010308675,0.000053954212,0.000043246833,0.00056159415,0.000018744993,0.00018732125,0.00031650905],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0014343649,0.00052828336,0.0010845319,0.0002922054,0.0014883296,0.0001860266,0.0095305415,0.67749316,0.04900333,0.007429612,0.24647577,0.005053848],"study_design_scores_gemma":[0.0037922063,0.00032273302,0.001575856,0.00028847062,0.000069820766,0.00005782702,0.00014091904,0.74275064,0.066023506,0.00106786,0.183201,0.00070914824],"about_ca_topic_score_codex":0.000027650003,"about_ca_topic_score_gemma":0.000011204898,"teacher_disagreement_score":0.20314626,"about_ca_system_score_codex":0.000079655176,"about_ca_system_score_gemma":0.000005574274,"threshold_uncertainty_score":0.8310246},"labels":[],"label_agreement":null},{"id":"W2043413935","doi":"10.2118/91975-ms","title":"Experimental Investigation and Numerical Simulation of Water Imbibition in Fractured Turbidite Systems","year":2004,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Imbibition; Porosity; Porous medium; Geotechnical engineering; Permeability (electromagnetism); Saturation (graph theory); Petroleum engineering; Mechanics; Transfer function; Geology; Flow (mathematics); Turbidite; Wetting; Petroleum reservoir; Materials science; Engineering; Mathematics; Physics; Chemistry; Composite material","score_opus":0.00877727095884889,"score_gpt":0.22328426631423848,"score_spread":0.21450699535538958,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2043413935","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9607177,0.00023431632,0.03861637,0.000039428312,0.00005341557,0.00006492419,5.5683006e-7,0.000054910583,0.00021842221],"genre_scores_gemma":[0.9997774,0.0000034206446,0.00013325486,0.000010855733,0.000028988281,0.0000052973464,0.000018909283,0.000008337554,0.0000135445325],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9995645,0.000012804341,0.00016675546,0.000079387566,0.000090655405,0.00008588569],"domain_scores_gemma":[0.9998669,0.000012133814,0.000012090056,0.000064299355,0.00000997255,0.000034574856],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0000544156,0.00006617275,0.00011040651,0.000100012505,0.000013469528,0.0000140334405,0.000021435546,0.00005929132,0.000017971735],"category_scores_gemma":[0.000004578576,0.000047361555,0.0000202662,0.000073953575,0.000014809857,0.00011490229,0.00000711728,0.000058025485,0.0000049009614],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000024369494,0.000009264574,0.00020471262,0.000026992395,0.000008468242,0.0000010704946,0.0007819338,0.94149196,0.05743738,0.000006294096,0.0000043962664,0.000025062722],"study_design_scores_gemma":[0.00026899422,0.000013549365,0.0017571335,0.000025955185,0.000004570579,9.225425e-7,0.0000925891,0.58112854,0.41653642,0.00006660124,0.000041439424,0.00006327308],"about_ca_topic_score_codex":0.0003569714,"about_ca_topic_score_gemma":0.0000053677995,"teacher_disagreement_score":0.36036342,"about_ca_system_score_codex":0.000049713377,"about_ca_system_score_gemma":0.0000025086956,"threshold_uncertainty_score":0.19313481},"labels":[],"label_agreement":null},{"id":"W2043450261","doi":"10.2118/165467-ms","title":"Experimental and Numerical Study of VAPEX at Elevated Temperatures","year":2013,"lang":"en","type":"article","venue":"SPE Heavy Oil Conference-Canada","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Petroleum engineering; Asphalt; Propane; Work (physics); Materials science; Environmental science; Geotechnical engineering; Thermodynamics; Geology; Engineering; Composite material; Mechanical engineering","score_opus":0.009289021213055582,"score_gpt":0.2063291862977795,"score_spread":0.1970401650847239,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2043450261","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9967096,0.00030718578,0.000018760466,0.00018919617,0.00015172576,0.00007999569,0.0000071933655,0.00004144859,0.0024948958],"genre_scores_gemma":[0.99883765,0.00001492757,0.000030353001,0.000058696412,0.000033936263,0.000021808974,0.000009132776,0.000018139503,0.00097534683],"study_design_codex":"not_applicable","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.998931,0.000036334022,0.00025267468,0.00019716535,0.00033040188,0.00025245297],"domain_scores_gemma":[0.9994721,0.000041361956,0.00003109672,0.00022589347,0.00006162532,0.00016795965],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000030235751,0.00018456954,0.0003094515,0.000040171915,0.00008120031,0.000036101264,0.00013787302,0.000045293917,0.0010130758],"category_scores_gemma":[0.000013397745,0.00015401898,0.000024835677,0.00012773246,0.0000284669,0.000054712084,0.000054738488,0.00016225048,0.000006937972],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00030506,0.0019750646,0.09485349,0.0013698003,0.0047700466,0.00051660097,0.013981982,0.18109854,0.33798495,0.00010712642,0.34289306,0.020144286],"study_design_scores_gemma":[0.0050653066,0.00082803937,0.12579548,0.00022180933,0.00024590569,0.000064444175,0.020866834,0.26172057,0.5517148,0.00004141746,0.030861383,0.0025740447],"about_ca_topic_score_codex":0.9607612,"about_ca_topic_score_gemma":0.8926392,"teacher_disagreement_score":0.31203166,"about_ca_system_score_codex":0.00016357185,"about_ca_system_score_gemma":0.00021276216,"threshold_uncertainty_score":0.99990016},"labels":[],"label_agreement":null},{"id":"W2043688460","doi":"10.2118/77568-ms","title":"A Model for Analysis of Injection-Well Thermal Fractures","year":2002,"lang":"en","type":"article","venue":"SPE Annual Technical Conference and Exhibition","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":20,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Petro-Canada","funders":"","keywords":"Petroleum engineering; Fracture (geology); Hydraulic fracturing; Water injection (oil production); Injection well; Reservoir engineering; Well stimulation; Thermal; Comminution; Reservoir simulation; Mechanics; Geotechnical engineering; Geology; Materials science; Petroleum; Thermodynamics","score_opus":0.025465945745427657,"score_gpt":0.26087496073200117,"score_spread":0.23540901498657352,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2043688460","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.5968959,0.00035903224,0.39282215,0.000329008,0.000035765654,0.00019507961,0.00014272303,0.00029633217,0.008924059],"genre_scores_gemma":[0.9988493,0.00018951252,0.0006377618,0.000044253746,0.00003370421,0.000018068566,0.00003682244,0.000009567572,0.00018101645],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99936134,0.000009679649,0.00020931868,0.00015600897,0.0001131976,0.00015045956],"domain_scores_gemma":[0.9996388,0.000044239274,0.000033453634,0.00014782284,0.00007977796,0.00005593425],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00008416677,0.000109599845,0.00025238362,0.00021749041,0.000050467726,0.000019692756,0.00007186406,0.00013522712,0.00021317363],"category_scores_gemma":[0.00002247098,0.00009163677,0.0001585414,0.0002984186,0.000053812462,0.00012333695,0.000015857382,0.0001234398,0.0000041761746],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000017873059,0.00005985335,0.00017157533,0.00006274164,0.000360676,9.591438e-7,0.0005419335,0.9820938,0.007830577,0.00030047292,0.0028601303,0.0056994134],"study_design_scores_gemma":[0.00012944164,0.000057465757,0.0013176552,0.000015687085,0.00036756622,9.325167e-7,0.00007068537,0.9944862,0.0024505025,0.0007002465,0.0002787194,0.00012489672],"about_ca_topic_score_codex":0.00003165697,"about_ca_topic_score_gemma":0.00010328074,"teacher_disagreement_score":0.40195343,"about_ca_system_score_codex":0.000013506123,"about_ca_system_score_gemma":0.0000038206726,"threshold_uncertainty_score":0.3736839},"labels":[],"label_agreement":null},{"id":"W2043824972","doi":"10.2118/69714-ms","title":"An Integrated Reservoir Model for Sand Production and Foamy Oil Flow During Cold Heavy Oil Production","year":2001,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":14,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Production (economics); Petroleum engineering; Oil production; Environmental science; Geology","score_opus":0.013072593566194553,"score_gpt":0.2288094915653893,"score_spread":0.21573689799919474,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2043824972","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.97722435,0.00029701414,0.019650163,0.0009070451,0.0003116645,0.00010075069,0.0000057956045,0.0006556246,0.00084761117],"genre_scores_gemma":[0.9727866,0.0007637792,0.0055814027,0.0000133234425,0.00043404772,0.00009534533,0.000032658365,0.000053680178,0.02023914],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.998769,0.00002534086,0.00026320046,0.00043969825,0.00016822491,0.0003345273],"domain_scores_gemma":[0.9992951,0.00001199745,0.000029133487,0.00040494386,0.0001242685,0.00013454216],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00026548732,0.00021787192,0.0002350758,0.00019286666,0.0002327908,0.00008412714,0.00010705561,0.00012286766,0.00001932472],"category_scores_gemma":[0.00010985463,0.00018408794,0.00006598956,0.00032498912,0.00003625332,0.0004564879,0.000016694948,0.00019111128,0.000004188311],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00008281781,0.00004959072,0.00010259247,0.00025457478,0.00006916156,0.0000017236563,0.00036359832,0.969758,0.020858513,0.0000017083481,0.001228582,0.0072291624],"study_design_scores_gemma":[0.00025809687,0.000027029695,0.000076458426,0.00006642429,0.000048142003,0.0000207834,0.00012871831,0.9162241,0.08085706,0.000025178364,0.002025704,0.0002422646],"about_ca_topic_score_codex":0.00010220976,"about_ca_topic_score_gemma":0.0008064911,"teacher_disagreement_score":0.05999855,"about_ca_system_score_codex":0.00009895791,"about_ca_system_score_gemma":0.000019516792,"threshold_uncertainty_score":0.75068885},"labels":[],"label_agreement":null},{"id":"W2043974102","doi":"10.1016/j.coal.2013.01.002","title":"Production data analysis of unconventional gas wells: Review of theory and best practices","year":2013,"lang":"en","type":"article","venue":"International Journal of Coal Geology","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":423,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Petroleum engineering; Coalbed methane; Unconventional oil; Reservoir modeling; Production (economics); Hydraulic fracturing; Reservoir engineering; Geology; Reservoir simulation; Permeability (electromagnetism); Tight gas; Oil shale; Petroleum; Environmental science; Engineering; Economics; Chemistry; Coal mining; Coal","score_opus":0.026711399824224415,"score_gpt":0.3179751050055087,"score_spread":0.29126370518128425,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2043974102","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.90201324,0.061157476,0.020178955,0.011293689,0.001917588,0.00017982683,0.000050736027,0.000018488861,0.0031899794],"genre_scores_gemma":[0.9746114,0.024382165,0.0005234254,0.00005998471,0.00016978821,0.0000012249526,0.000041571453,0.0000050346284,0.00020542638],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9988163,0.00012263304,0.0005804301,0.00009790678,0.00031391496,0.000068779176],"domain_scores_gemma":[0.9981518,0.0002557797,0.00076507346,0.0001913843,0.0005982085,0.00003779216],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009860815,0.00007122511,0.0003352296,0.00039432975,0.000010105117,0.000008779333,0.00040778198,0.000043296375,0.000887765],"category_scores_gemma":[0.0009033053,0.00005599422,0.00012166039,0.00017103915,0.00009559734,0.00032643185,0.000078359655,0.00014206205,0.0000061289848],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00045395122,0.0012028702,0.08230386,0.0045869024,0.07602437,0.000094265895,0.0006633723,0.73172885,0.0068754684,0.0018766603,0.031945914,0.062243544],"study_design_scores_gemma":[0.004907739,0.0017785304,0.24013713,0.016304933,0.04131204,0.0036694764,0.0025911839,0.3314004,0.02198208,0.029729538,0.30419278,0.0019942007],"about_ca_topic_score_codex":0.00016242373,"about_ca_topic_score_gemma":0.00003372304,"teacher_disagreement_score":0.40032846,"about_ca_system_score_codex":0.000015566256,"about_ca_system_score_gemma":0.000031142536,"threshold_uncertainty_score":0.9720404},"labels":[],"label_agreement":null},{"id":"W2044285241","doi":"10.2523/iptc-17565-ms","title":"Subsurface Cuttings Injection: Technical Challenges and Opportunities","year":2014,"lang":"en","type":"article","venue":"International Petroleum Technology Conference","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"Agip KCO","keywords":"Waste disposal; Drill cuttings; Waste management; Containment (computer programming); Drilling; Environmental science; Radioactive waste; Engineering; Drilling fluid; Computer science; Mechanical engineering","score_opus":0.021983545474424254,"score_gpt":0.22845286543527515,"score_spread":0.2064693199608509,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2044285241","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.69379777,0.004319301,0.052773103,0.05177018,0.0007647536,0.00008882047,0.000007890242,0.0034021297,0.19307607],"genre_scores_gemma":[0.9954529,0.00320899,0.00048910355,0.00006043244,0.00007177494,0.000019714613,0.000004777262,0.000015157113,0.0006771445],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.99925786,0.000015273286,0.00018243118,0.00021118809,0.00015829405,0.00017494019],"domain_scores_gemma":[0.99957174,0.00005053,0.000036653306,0.00020462653,0.00008563899,0.000050810868],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000150261,0.0001412096,0.00017437736,0.00034827567,0.000049930928,0.000035662295,0.00032388396,0.00020420342,0.00006388129],"category_scores_gemma":[0.00007151416,0.00013604942,0.000035403205,0.000055855948,0.00018049694,0.000105474435,0.000086252316,0.00031693204,0.000023964554],"study_design_candidate":"design_other","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000039480663,0.00015672344,0.0042671883,0.00023295051,0.0009014027,0.0000816862,0.00059879385,0.070331655,0.013312007,0.31214914,0.0030970196,0.59483194],"study_design_scores_gemma":[0.000940347,0.00027984031,0.008157892,0.00023790835,0.00007965881,0.00060416636,0.0011288644,0.42527136,0.008538817,0.030810663,0.52296567,0.0009847959],"about_ca_topic_score_codex":0.000008187798,"about_ca_topic_score_gemma":0.000039755134,"teacher_disagreement_score":0.59384716,"about_ca_system_score_codex":0.00003748493,"about_ca_system_score_gemma":0.000010495381,"threshold_uncertainty_score":0.5547935},"labels":[],"label_agreement":null},{"id":"W2044373226","doi":"10.2118/170193-ms","title":"A Domain Splitting-Based Analytical Model for Rapid Assessment of Hydro-thermo-geomechanical Responses of Large Scale Heavy Oil Reservoirs: A Steamflood Application","year":2014,"lang":"en","type":"article","venue":"SPE Heavy Oil Conference-Canada","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Geomechanics; Petroleum engineering; Geology; Reservoir engineering; Reservoir simulation; Enhanced oil recovery; Flow (mathematics); Saturation (graph theory); Mechanics; Geotechnical engineering; Petroleum","score_opus":0.014931472060597169,"score_gpt":0.25458088661422495,"score_spread":0.2396494145536278,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2044373226","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.5380588,0.00008205812,0.4557484,0.0018925372,0.00010355886,0.00017100913,0.00037839764,0.000083620886,0.0034816132],"genre_scores_gemma":[0.9908077,0.000032029002,0.008231975,0.00014200006,0.00008035241,0.00010849882,0.00009316773,0.000053681382,0.0004505774],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99694455,0.00019151448,0.0009178146,0.0004842402,0.0008298931,0.00063196296],"domain_scores_gemma":[0.9977589,0.00055325945,0.00020602175,0.00087902887,0.00030813486,0.00029462602],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0011292729,0.00034239487,0.00085381017,0.00017524669,0.00012255897,0.000030288775,0.00049803907,0.00019296254,0.000090933856],"category_scores_gemma":[0.00016044383,0.00032288878,0.00022414186,0.00036032856,0.000083895095,0.000063452724,0.00006551456,0.00033191117,0.0000012281329],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0006307373,0.00040846027,0.00052918977,0.0023533907,0.0004771979,0.0000053522417,0.00025684768,0.9727035,0.004008909,0.0024425064,0.0024288245,0.013755093],"study_design_scores_gemma":[0.0012736844,0.00010855582,0.00022715659,0.0001715425,0.00011301048,0.0000011995228,0.00018639403,0.9844453,0.0059946887,0.00036354328,0.006786967,0.00032796132],"about_ca_topic_score_codex":0.25695467,"about_ca_topic_score_gemma":0.8491399,"teacher_disagreement_score":0.59218526,"about_ca_system_score_codex":0.00033711997,"about_ca_system_score_gemma":0.0021983476,"threshold_uncertainty_score":0.99992234},"labels":[],"label_agreement":null},{"id":"W2044423660","doi":"10.2118/148847-ms","title":"Geomechanical and Thermal Simulation of ES-SAGD Process","year":2011,"lang":"en","type":"article","venue":"Canadian Unconventional Resources Conference","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Geomechanics; Steam-assisted gravity drainage; Petroleum engineering; Steam injection; Oil sands; Geology; Oil field; Enhanced oil recovery; Reservoir simulation; Asphalt; Thermal; Geotechnical engineering; Thermodynamics; Materials science","score_opus":0.024247697586477605,"score_gpt":0.21671205262841575,"score_spread":0.19246435504193815,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2044423660","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.98857677,0.0001466189,0.002158639,0.000025374253,0.000044835117,0.000053546868,0.000016635886,0.00003325934,0.008944311],"genre_scores_gemma":[0.99968415,0.00000851521,0.000063681764,0.000019174458,0.000028273795,0.0000053025146,0.000009834048,0.000010617007,0.00017042663],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99938166,0.000016661179,0.00016761447,0.00012482822,0.00013306696,0.00017617052],"domain_scores_gemma":[0.9995237,0.000032619206,0.000029980487,0.00010867466,0.00007838938,0.00022663889],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00009170362,0.000093073424,0.00012854628,0.00014849492,0.00004878218,0.000015707337,0.00012544802,0.000076596945,0.0008817728],"category_scores_gemma":[0.000033357377,0.00008828264,0.000047405443,0.00010805227,0.00006599318,0.000068310736,0.000009508155,0.00010070811,0.000011681176],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000045617177,0.000049277827,0.012198212,0.0004973908,0.0004249221,0.00006146765,0.0060505457,0.9552657,0.00096086174,0.00479546,0.00008169587,0.019568866],"study_design_scores_gemma":[0.00039254111,0.00006260312,0.047281317,0.00014067734,0.00007204697,0.000008147786,0.00046212834,0.94099456,0.0031237726,0.0026696182,0.004419826,0.0003727857],"about_ca_topic_score_codex":0.0058968044,"about_ca_topic_score_gemma":0.013900165,"teacher_disagreement_score":0.035083104,"about_ca_system_score_codex":0.000028759887,"about_ca_system_score_gemma":0.000074633565,"threshold_uncertainty_score":0.9654794},"labels":[],"label_agreement":null},{"id":"W2044436270","doi":"10.2118/132879-pa","title":"An Improved Triple-Porosity Model for Evaluation of Naturally Fractured Reservoirs","year":2011,"lang":"en","type":"article","venue":"SPE Reservoir Evaluation & Engineering","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":39,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"University of Calgary; ConocoPhillips","keywords":"Porosity; Petrophysics; Geology; Matrix (chemical analysis); Cementation (geology); Effective porosity; Saturation (graph theory); Water saturation; Mineralogy; Geotechnical engineering; Materials science; Mathematics; Composite material; Cement","score_opus":0.048125157166633424,"score_gpt":0.2966604465598235,"score_spread":0.24853528939319006,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2044436270","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7297974,0.0016558256,0.2646374,0.000060527607,0.00055433874,0.0017984434,0.000056457975,0.00050573866,0.00093382],"genre_scores_gemma":[0.9792007,0.0000666323,0.019812362,0.000010333138,0.00016522246,0.0003663612,0.00020924545,0.00010835479,0.000060739112],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9966579,0.00014467348,0.0007871788,0.00048057368,0.0013843793,0.00054527284],"domain_scores_gemma":[0.9971994,0.00009409614,0.00017333865,0.0009655567,0.0013400622,0.00022753274],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0046436163,0.0004010664,0.00051272166,0.00048084083,0.00011361499,0.00004934329,0.0005852022,0.0003248555,0.00021634877],"category_scores_gemma":[0.00087885605,0.0003928975,0.00028987846,0.0005105567,0.00003333741,0.00069064705,0.00004586739,0.00036609397,0.000005935934],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00006731694,0.00006449341,0.000051561892,0.0001658792,0.00020639921,3.394469e-7,0.0013661229,0.97307426,0.022741452,0.00002892651,0.00015918043,0.0020740856],"study_design_scores_gemma":[0.0018350852,0.000084590174,0.0019976643,0.00006352852,0.0005139462,0.0000013429219,0.00008042618,0.9573808,0.03656025,0.0009642449,0.00010349022,0.00041463607],"about_ca_topic_score_codex":0.00010445306,"about_ca_topic_score_gemma":0.00016425728,"teacher_disagreement_score":0.2494033,"about_ca_system_score_codex":0.00040810075,"about_ca_system_score_gemma":0.00020472256,"threshold_uncertainty_score":0.9998523},"labels":[],"label_agreement":null},{"id":"W2044559487","doi":"10.2118/86195-pa","title":"New Analytical Solutions for Predicting Pressure Distribution and Transient Behavior in Wedges and Truncated Wedges","year":2003,"lang":"en","type":"article","venue":"SPE Journal","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Transient (computer programming); Distribution (mathematics); Mechanics; Transient analysis; Geology; Mathematics; Applied mathematics; Mathematical analysis; Computer science; Engineering; Physics; Transient response","score_opus":0.013138091198849464,"score_gpt":0.23836764180490008,"score_spread":0.22522955060605063,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2044559487","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.847904,0.00561028,0.14486028,0.0006534494,0.0002773904,0.00020231787,0.000045219578,0.00006783499,0.0003792017],"genre_scores_gemma":[0.9988225,0.00041631146,0.00045826318,0.0000031284624,0.00010125876,0.0000048132924,0.000009101749,0.000010611023,0.00017400712],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99930394,0.0000263997,0.0002082458,0.00010319402,0.00009535251,0.00026289074],"domain_scores_gemma":[0.9996841,0.000040391235,0.00002340577,0.000058333942,0.000026529251,0.00016723631],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00026730608,0.00009752933,0.00015603668,0.000085245905,0.00014424846,0.00006991577,0.000038741844,0.00008022891,0.000027837374],"category_scores_gemma":[0.00007957712,0.00008266267,0.000057030695,0.00011567091,0.000024735833,0.0000999361,0.0000062742683,0.0002537446,4.599957e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00010420691,0.0002875012,0.08727739,0.00040924695,0.00092450436,0.00008220035,0.0022185463,0.84240925,0.0031134922,0.0006213913,0.017968874,0.044583376],"study_design_scores_gemma":[0.0026464763,0.00017434396,0.22761783,0.00017028488,0.0011035051,0.00046981993,0.00052262464,0.71666414,0.0011628859,0.00041939458,0.048605427,0.0004433034],"about_ca_topic_score_codex":0.000021313112,"about_ca_topic_score_gemma":0.000067612134,"teacher_disagreement_score":0.15091848,"about_ca_system_score_codex":0.00003554512,"about_ca_system_score_gemma":0.000025787864,"threshold_uncertainty_score":0.33708858},"labels":[],"label_agreement":null},{"id":"W2044608994","doi":"10.2118/167073-ms","title":"Investigating Hydraulic Fracturing in Tight Gas Sand and Shale Gas Reservoirs in the Cooper Basin","year":2013,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":15,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Oncolytics Biotech (Canada)","funders":"","keywords":"Hydraulic fracturing; Geology; Tight gas; Trough (economics); Oil shale; Structural basin; Unconventional oil; Drilling; Borehole; Permeability (electromagnetism); Petroleum engineering; Mining engineering; Geotechnical engineering; Geomorphology; Paleontology; Engineering","score_opus":0.00966339055750889,"score_gpt":0.207617732324007,"score_spread":0.1979543417664981,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2044608994","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9688131,0.00054335175,0.00015356978,0.0028853223,0.00003890422,0.00022058788,6.7640167e-7,0.00009977338,0.027244689],"genre_scores_gemma":[0.998318,0.00020468894,0.00048671832,0.00055968395,0.00007489992,0.00005863033,0.0000052857586,0.000031739088,0.00026033373],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99857694,0.00010901536,0.0003712877,0.00026495074,0.00023456741,0.00044325803],"domain_scores_gemma":[0.9992303,0.00025040575,0.000028712368,0.000354817,0.000019898034,0.00011587078],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004843795,0.00022172285,0.00027812624,0.00025227276,0.00008673784,0.00017342497,0.00028774067,0.00012560085,0.00035428334],"category_scores_gemma":[0.00013339231,0.00014662898,0.00004997906,0.0005025145,0.00007461876,0.0003393663,0.00006841846,0.0005285565,0.00007745626],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000005066052,0.00009536107,0.14975205,0.00037202623,0.00010928046,0.000088457426,0.01106109,0.80958676,0.0038368206,0.000045068093,0.016230453,0.008817576],"study_design_scores_gemma":[0.0011090538,0.00003725706,0.21857913,0.0003659997,0.000030372079,0.000037455175,0.0022072732,0.7555186,0.010868211,0.0014748499,0.0090222685,0.0007495194],"about_ca_topic_score_codex":0.0044822646,"about_ca_topic_score_gemma":0.0013650061,"teacher_disagreement_score":0.068827085,"about_ca_system_score_codex":0.00005059592,"about_ca_system_score_gemma":0.000012793574,"threshold_uncertainty_score":0.67758733},"labels":[],"label_agreement":null},{"id":"W2044864543","doi":"10.4028/www.scientific.net/amr.706-708.416","title":"The Practice and Cognition of Hydraulic Fracturing Technique for Shale Gas Reservoir in Southeast Chongqing","year":2013,"lang":"en","type":"article","venue":"Advanced materials research","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Shale gas; Hydraulic fracturing; Petroleum engineering; Oil shale; Workflow; Unconventional oil; Permeability (electromagnetism); Reservoir simulation; Geology; Computer science","score_opus":0.018129728859355765,"score_gpt":0.3137914468227349,"score_spread":0.29566171796337914,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2044864543","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.98940367,0.0008604304,0.0040466096,0.001089189,0.000090275884,0.0016756599,0.000020956908,0.00008549224,0.0027277318],"genre_scores_gemma":[0.99522984,0.00086505373,0.0025386077,0.0000074637383,0.000073416944,0.0011348603,0.000013307538,0.00004138159,0.00009609078],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99839425,0.00019650445,0.00038246973,0.0002206237,0.00030705752,0.0004991185],"domain_scores_gemma":[0.9980786,0.0012105335,0.0000611232,0.00031357448,0.0002624663,0.00007372789],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0018986627,0.00013248897,0.0002398401,0.00022294307,0.00021565463,0.00013829421,0.00023118388,0.00010415122,0.00004304689],"category_scores_gemma":[0.001220382,0.00009910676,0.00003400714,0.00027713476,0.00012248485,0.00044186335,0.00010167071,0.00027370456,0.000016012948],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000101621656,0.000027592256,0.000016208858,0.00042216506,0.00004346263,0.000003514112,0.00027974098,0.017063504,0.97804075,0.000052074112,0.00011978579,0.0038295698],"study_design_scores_gemma":[0.0004304483,0.000062000334,0.0003794152,0.00021226313,0.000010924047,0.000007906164,0.0014219796,0.0028173905,0.9876119,0.0036612109,0.0032393604,0.00014520173],"about_ca_topic_score_codex":0.00030837394,"about_ca_topic_score_gemma":0.000049389404,"teacher_disagreement_score":0.014246114,"about_ca_system_score_codex":0.000048168607,"about_ca_system_score_gemma":0.000017987197,"threshold_uncertainty_score":0.40414563},"labels":[],"label_agreement":null},{"id":"W2044891841","doi":"10.2118/2000-086","title":"Rigorous Modelling of Fractures in a Porous Medium","year":2000,"lang":"en","type":"article","venue":"Canadian International Petroleum Conference","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Dalhousie University; Toronto Metropolitan University","funders":"","keywords":"Computer science; Porous medium; Porosity; Geology; Geotechnical engineering","score_opus":0.011896343081672337,"score_gpt":0.2133843820622743,"score_spread":0.20148803898060197,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2044891841","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.90074825,0.0001708977,0.0023193369,0.00051941036,0.00019697977,0.00002898992,0.000042679094,0.00003876496,0.09593468],"genre_scores_gemma":[0.9983321,0.00017152679,0.00016213523,0.000070566166,0.00007775251,0.000007525009,0.00003056394,0.000014477669,0.0011333835],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99915975,0.0000122685215,0.00024617676,0.00014353421,0.0001990917,0.00023915996],"domain_scores_gemma":[0.9995729,0.000027200143,0.00002156694,0.00015300562,0.000053083964,0.00017227962],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00007578137,0.00011668458,0.00016885923,0.00036479643,0.000021822452,0.000031511976,0.0003335785,0.00008387944,0.003706343],"category_scores_gemma":[0.000013240264,0.000119492004,0.000051257946,0.00010267715,0.00003457222,0.00009586395,0.000006049725,0.00020884046,0.000054449756],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000004389779,0.000006225536,0.00078224053,0.000008044678,0.000042485568,0.000037129827,0.00018859383,0.9968181,0.000028783117,0.00007077972,0.00027814426,0.0017350456],"study_design_scores_gemma":[0.00020793613,0.000008640593,0.00429329,0.000060427905,0.000008086448,0.000008985603,0.00004433676,0.97532815,0.00044590377,0.00039690273,0.019035904,0.00016145031],"about_ca_topic_score_codex":0.094656475,"about_ca_topic_score_gemma":0.19056867,"teacher_disagreement_score":0.09758381,"about_ca_system_score_codex":0.00018224797,"about_ca_system_score_gemma":0.00014549955,"threshold_uncertainty_score":0.9972044},"labels":[],"label_agreement":null},{"id":"W2044998773","doi":"10.2118/06-01-02","title":"Coupled Reservoir Geomechanical Simulations For the SAGD Process","year":2006,"lang":"en","type":"article","venue":"Journal of Canadian Petroleum Technology","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":21,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Alberta","funders":"SINOPEC Petroleum Exploration and Production Research Institute; Natural Sciences and Engineering Research Council of Canada; China National Petroleum Corporation; University of Alberta","keywords":"Petroleum engineering; Reservoir simulation; Reservoir modeling; Geology; Oil sands; Process (computing); Petroleum reservoir; Geomechanics; Geotechnical engineering; Computer science; Materials science","score_opus":0.006877747038206521,"score_gpt":0.22023988328786753,"score_spread":0.21336213624966102,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2044998773","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.86942387,0.0036274386,0.081391856,0.042867754,0.00072233507,0.0002573667,0.00006461518,0.00023449906,0.0014102487],"genre_scores_gemma":[0.99901617,0.000052309755,0.00032531723,0.00005260929,0.00027179095,0.000009987678,0.000003560529,0.000026043403,0.00024224144],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9989778,0.000008543168,0.0003949172,0.000086249776,0.00016387906,0.00036861663],"domain_scores_gemma":[0.99920875,0.00013885286,0.00009933581,0.00023734361,0.00019083085,0.00012488505],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000219276,0.00011823389,0.00024888155,0.0015541413,0.00017434968,0.000034642406,0.0004804883,0.00021811503,0.000047870966],"category_scores_gemma":[0.00014792531,0.00008420542,0.00014145934,0.0007968485,0.00005990333,0.000075064025,0.000009562779,0.00042815902,0.0000041349217],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000006482171,0.000008080256,0.00023392828,0.000015635027,0.00010950064,0.000019954596,0.000009067863,0.9940996,0.0003643194,0.00024920187,0.004539506,0.00034470277],"study_design_scores_gemma":[0.00060667924,0.000091197246,0.00045855428,0.00002781636,0.00013953533,0.000117072224,0.00013161208,0.75673646,0.0014395626,0.0051972945,0.23489004,0.00016420227],"about_ca_topic_score_codex":0.0045035556,"about_ca_topic_score_gemma":0.16075017,"teacher_disagreement_score":0.23736319,"about_ca_system_score_codex":0.0001739472,"about_ca_system_score_gemma":0.00018414791,"threshold_uncertainty_score":0.85456395},"labels":[],"label_agreement":null},{"id":"W2045005391","doi":"10.2118/03-12-01","title":"Numerical Evaluation of Geomechanical Parameters Affecting Productivity Index in Weak Rock Formations-Part 1: Theory","year":2003,"lang":"en","type":"article","venue":"Journal of Canadian Petroleum Technology","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Dalhousie University","funders":"Dalhousie University; Natural Sciences and Engineering Research Council of Canada; Canada Research Chairs; Imperial College London; U.S. Department of Energy","keywords":"Shearing (physics); Geology; Petroleum engineering; Shear (geology); Geotechnical engineering; Mechanics; Petrology","score_opus":0.010588226779251302,"score_gpt":0.22118029261451175,"score_spread":0.21059206583526044,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2045005391","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.97762084,0.0005219809,0.018057628,0.0006320506,0.00028611178,0.000088365305,0.0000019027127,0.000031282452,0.002759813],"genre_scores_gemma":[0.99954015,0.000029284689,0.00035590655,0.000009183365,0.000027208993,0.000006568021,6.690537e-7,0.000014130872,0.000016888489],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99859744,0.00018380763,0.00050029287,0.00010162063,0.0003129694,0.00030387804],"domain_scores_gemma":[0.9992447,0.00007943947,0.00017936109,0.00021299827,0.00015387978,0.0001296476],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0021574355,0.000114691444,0.00034030146,0.003045595,0.000041411215,0.000010594581,0.00018551988,0.00021495686,0.000051878582],"category_scores_gemma":[0.0012924444,0.00010667967,0.00010303922,0.0011458778,0.00002862676,0.00015395587,0.000007030967,0.00061057135,0.0000037102197],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000070280466,0.000024903684,0.0028412256,0.000021673413,0.000105082916,0.00000888766,0.000058830727,0.99055034,0.00025706342,0.00029764872,0.00015471048,0.0056726206],"study_design_scores_gemma":[0.003660676,0.0005777327,0.012482247,0.00042325695,0.00058041874,0.0012704065,0.0031882373,0.8688955,0.052262314,0.026336655,0.029398674,0.0009239],"about_ca_topic_score_codex":0.00085807964,"about_ca_topic_score_gemma":0.011806271,"teacher_disagreement_score":0.121654846,"about_ca_system_score_codex":0.00046570617,"about_ca_system_score_gemma":0.00027839537,"threshold_uncertainty_score":0.6588176},"labels":[],"label_agreement":null},{"id":"W2045078585","doi":"10.2118/168632-ms","title":"A Comparison of the Effectiveness of Various Fracture Fluid Systems Used in Multi-Stage Fractured Horizontal Wells: Montney Formation, Unconventional Gas","year":2014,"lang":"en","type":"article","venue":"SPE Hydraulic Fracturing Technology Conference","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":38,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Petroleum engineering; Tight gas; Hydraulic fracturing; Fracture (geology); Petrophysics; Geology; Fracture treatment; Well stimulation; Permeability (electromagnetism); Unconventional oil; Geotechnical engineering; Reservoir engineering; Petroleum; Oil shale","score_opus":0.01831919598936964,"score_gpt":0.2625686455593497,"score_spread":0.24424944956998007,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2045078585","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.78244627,0.00078432576,0.21457449,0.0002764773,0.00039236335,0.00057148386,0.000018147419,0.00031119602,0.0006252217],"genre_scores_gemma":[0.99914664,0.000037131067,0.0005945284,0.000015977144,0.000034124925,0.00006421853,0.000029464369,0.0000455954,0.00003230302],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99733216,0.00033090913,0.0009792224,0.00040643915,0.00047033624,0.00048095663],"domain_scores_gemma":[0.9979559,0.0004047404,0.0004220847,0.0009700009,0.0001672755,0.00007998911],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00077700487,0.00042821755,0.0010363265,0.0006419721,0.00010883375,0.00003827565,0.0009726213,0.00068744743,0.00004545216],"category_scores_gemma":[0.0003514192,0.0003359318,0.00023546357,0.000730033,0.00030041896,0.00022451396,0.0001632705,0.0010538729,0.000013864287],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00005724905,0.00020511745,0.029265584,0.0009326573,0.00018446588,0.0000054562365,0.0005534006,0.9497441,0.0179847,0.0004803061,0.000045160832,0.0005417722],"study_design_scores_gemma":[0.0015994278,0.00010190957,0.044237707,0.0009004881,0.000083280174,0.000012653785,0.00031241123,0.59124124,0.35723034,0.0011175624,0.002723184,0.0004397914],"about_ca_topic_score_codex":0.0007801584,"about_ca_topic_score_gemma":0.000547415,"teacher_disagreement_score":0.35850286,"about_ca_system_score_codex":0.00018166649,"about_ca_system_score_gemma":0.000070538,"threshold_uncertainty_score":0.9999093},"labels":[],"label_agreement":null},{"id":"W2045118665","doi":"10.2118/59741-ms","title":"Insight into \"Agarwal Equivalent Draw-down Time\"","year":2000,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Canadian Wood Council","funders":"","keywords":"Computer science; Flow (mathematics); Boundary (topology); Basis (linear algebra); Selection (genetic algorithm); Drawdown (hydrology); Algorithm; Mathematics; Mathematical optimization; Artificial intelligence; Geometry; Engineering; Mathematical analysis; Geotechnical engineering","score_opus":0.004355016774042006,"score_gpt":0.19916485004176684,"score_spread":0.19480983326772483,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2045118665","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.28937557,0.0011677919,0.0020802713,0.0005626635,0.00013556801,0.00007941086,0.0000019029832,0.001057802,0.705539],"genre_scores_gemma":[0.95020443,0.00027173193,0.0005257632,0.00012286677,0.00015754112,0.0000062844533,0.000012817659,0.000027862885,0.04867071],"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","domain_scores_codex":[0.9992221,0.000015039256,0.00017982064,0.00015539062,0.00017691487,0.00025071125],"domain_scores_gemma":[0.9995457,0.000022043636,0.0000068087543,0.00028993824,0.000012638538,0.00012288739],"candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00006581287,0.00014506026,0.00017430204,0.00008130468,0.00006606673,0.00004438786,0.0001717638,0.000080772115,0.023909017],"category_scores_gemma":[0.000005484507,0.00011361121,0.00011343698,0.00017962552,0.000025700187,0.00009612254,0.000019594812,0.00014321554,0.005806665],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000010108923,0.00006149026,0.00010284108,0.000071801034,0.00028001075,0.000044611297,0.0013512638,0.8634493,0.0023824105,0.000028916844,0.038909126,0.09330812],"study_design_scores_gemma":[0.00028579554,0.000027317179,0.00059177796,0.000021851594,0.000044109845,0.0000074189074,0.000015970994,0.24666694,0.013400428,0.0001350927,0.7384352,0.000368111],"about_ca_topic_score_codex":0.000096526666,"about_ca_topic_score_gemma":0.000025726866,"teacher_disagreement_score":0.6995261,"about_ca_system_score_codex":0.00004975177,"about_ca_system_score_gemma":0.000008090673,"threshold_uncertainty_score":0.9949674},"labels":[],"label_agreement":null},{"id":"W2045899134","doi":"10.2118/165457-ms","title":"Modifications to Butler Theory for Geomechanical Effects at the Edge of SAGD Steam Chamber. Part I: Drained Condition","year":2013,"lang":"en","type":"article","venue":"SPE Heavy Oil Conference-Canada","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Petroleum engineering; Steam injection; Steam-assisted gravity drainage; Oil sands; Permeability (electromagnetism); Geology; Drainage; Asphalt; Thermal; Geotechnical engineering; Materials science; Chemistry; Thermodynamics; Composite material","score_opus":0.011692118638965613,"score_gpt":0.21215548038550572,"score_spread":0.20046336174654011,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2045899134","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9415674,0.0004652754,0.02466591,0.011454754,0.0014741786,0.0011353246,0.0004113783,0.00016971989,0.018656041],"genre_scores_gemma":[0.99258256,0.000037775673,0.000069245434,0.00035495215,0.0001173022,0.00031175668,0.000086099935,0.000025190107,0.0064151036],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9987949,0.00007142534,0.00029840984,0.00021085126,0.00028086398,0.0003435646],"domain_scores_gemma":[0.99864525,0.0004973675,0.000052596133,0.0004498919,0.00016627474,0.00018864703],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00018398694,0.00018232918,0.00028723068,0.00004514634,0.00016238117,0.000029318711,0.00020587351,0.00007757485,0.0008840757],"category_scores_gemma":[0.000153475,0.00013380717,0.00008151923,0.0001517867,0.000046150097,0.000050323488,0.000042625543,0.0001437728,0.000046390236],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00012782353,0.00013784312,0.00007062185,0.0014410111,0.0011782104,0.000011793633,0.0010961725,0.2107455,0.013665814,0.0093967095,0.69615555,0.06597296],"study_design_scores_gemma":[0.002779275,0.0003303563,0.0057039894,0.00061054295,0.00055867195,0.000018566705,0.0018098848,0.23500368,0.22644292,0.008214735,0.5165289,0.0019984718],"about_ca_topic_score_codex":0.5121836,"about_ca_topic_score_gemma":0.9002234,"teacher_disagreement_score":0.38803974,"about_ca_system_score_codex":0.00023667683,"about_ca_system_score_gemma":0.0004364297,"threshold_uncertainty_score":0.9680009},"labels":[],"label_agreement":null},{"id":"W2046221464","doi":"10.2118/0805-0012-jpt","title":"Comments: JPT Reader Survey","year":2005,"lang":"en","type":"article","venue":"Journal of Petroleum Technology","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Work (physics); Order (exchange); Quarter (Canadian coin); Ranking (information retrieval); Service (business); Sample (material); Public relations; Marketing; Business; Computer science; Engineering; Political science; History; Artificial intelligence","score_opus":0.008903636243336741,"score_gpt":0.23084826735720979,"score_spread":0.22194463111387305,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2046221464","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.96278495,0.0032218704,0.021825453,0.008834057,0.0004369081,0.000025337951,0.0000058535475,0.00027066143,0.002594894],"genre_scores_gemma":[0.99776125,0.00033832528,0.0013072019,0.000077600394,0.00018983547,0.0000010219306,0.0000015910296,0.000020468093,0.0003027324],"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","domain_scores_codex":[0.99908364,0.000031744617,0.0004086459,0.00007165814,0.00017080626,0.0002335316],"domain_scores_gemma":[0.99946034,0.000047165024,0.000114243354,0.00022489006,0.00008643347,0.000066898785],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00038989828,0.00011639204,0.0003071818,0.00061964267,0.000035466423,0.000015138743,0.00035366247,0.00019057466,0.000103258644],"category_scores_gemma":[0.000092765215,0.00009407822,0.00010732395,0.00028903407,0.00004959214,0.00010620972,0.000030837808,0.0005459035,0.000055865912],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000031998403,0.000165964,0.028168883,0.00003311502,0.00087648764,0.00013645156,0.000097384465,0.88075686,0.0030635924,0.00004070037,0.042595815,0.044032753],"study_design_scores_gemma":[0.0021735383,0.00037373937,0.030560272,0.00012489787,0.00019257264,0.0008087432,0.00033061195,0.059201162,0.030595906,0.00042062005,0.8746177,0.0006002619],"about_ca_topic_score_codex":0.000012165329,"about_ca_topic_score_gemma":0.00007632356,"teacher_disagreement_score":0.8320219,"about_ca_system_score_codex":0.0001083748,"about_ca_system_score_gemma":0.000014665873,"threshold_uncertainty_score":0.38363984},"labels":[],"label_agreement":null},{"id":"W2046240263","doi":"10.2118/162548-pa","title":"Determination of Fracture Conductivity in Tight Formations With Non-Darcy Flow Behavior","year":2013,"lang":"en","type":"article","venue":"SPE Journal","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":41,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Regina","funders":"Natural Sciences and Engineering Research Council of Canada; Petroleum Technology Research Centre","keywords":"Darcy's law; Hydraulic conductivity; Mechanics; Hydraulic fracturing; Permeability (electromagnetism); Fracture (geology); Discretization; Flow (mathematics); Geotechnical engineering; Tight gas; Conductivity; Geology; Darcy–Weisbach equation; Porous medium; Materials science; Mathematics; Porosity; Mathematical analysis; Soil science; Physics; Chemistry","score_opus":0.005765164259244688,"score_gpt":0.21636388941442886,"score_spread":0.21059872515518416,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2046240263","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9204835,0.000036948986,0.07811901,0.00016201129,0.00007103953,0.00007887793,0.0000018152901,0.000014739858,0.0010320265],"genre_scores_gemma":[0.9943347,0.000025754745,0.005453417,0.00000998589,0.00006680959,0.00000835402,0.0000031753157,0.00000980225,0.00008798135],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.999467,0.0000146614175,0.00019068959,0.00004593861,0.00015217351,0.00012952769],"domain_scores_gemma":[0.9997049,0.000016195603,0.00005674865,0.00009657677,0.000065693246,0.000059896232],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00009571863,0.00007764372,0.00013538268,0.00017815357,0.000043050462,0.00004849636,0.00007933663,0.000056954425,0.00029850932],"category_scores_gemma":[0.000008281564,0.000054158496,0.00004813116,0.00013967326,0.000018421644,0.000626425,0.000006122813,0.00031475653,0.000015594322],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000080807695,0.00019687909,0.018028207,0.0001113263,0.000088246554,0.00005288178,0.0020884625,0.93300647,0.0063909725,0.0000027332367,0.0015163824,0.03850936],"study_design_scores_gemma":[0.0010722622,0.00010553389,0.33914387,0.00017323118,0.00012125476,0.0002604998,0.00047177973,0.6351903,0.021607975,0.00027303313,0.0012540559,0.0003262282],"about_ca_topic_score_codex":0.00006205125,"about_ca_topic_score_gemma":0.00010512654,"teacher_disagreement_score":0.32111567,"about_ca_system_score_codex":0.00005094165,"about_ca_system_score_gemma":0.000018046243,"threshold_uncertainty_score":0.32684678},"labels":[],"label_agreement":null},{"id":"W2046424300","doi":"10.2118/166511-ms","title":"Targeted Annular Hydraulic Fracturing Using CT-Enabled Frac Sleeves: A Case History from Montana's Bakken Formation","year":2013,"lang":"en","type":"article","venue":"SPE Annual Technical Conference and Exhibition","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":11,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Hydraulic fracturing; Spark plug; Petroleum engineering; Completion (oil and gas wells); Dolomite; Geology; Engineering; Mechanical engineering; Mineralogy","score_opus":0.014789970549254136,"score_gpt":0.21431620941547028,"score_spread":0.19952623886621615,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2046424300","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9526752,0.0008724982,0.04366868,0.00021487399,0.00012350419,0.00029461714,0.00004399538,0.0005257979,0.0015808224],"genre_scores_gemma":[0.99804676,0.00022812103,0.0011605264,0.00014762345,0.00015347954,0.000041676612,0.00012740935,0.00003454949,0.000059859176],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99852574,0.0000555929,0.0004424337,0.00034451578,0.00024233003,0.00038939636],"domain_scores_gemma":[0.99918526,0.000055020373,0.00008593777,0.00032906304,0.00012955788,0.00021514011],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000119553704,0.00028827164,0.000356546,0.00019725013,0.0001568431,0.00010592999,0.00013389061,0.00020126786,0.0007889696],"category_scores_gemma":[0.000048584647,0.00024454715,0.00011122006,0.00015226819,0.00008056904,0.0013719498,0.00006734409,0.0004549491,0.000060020186],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00020389837,0.00076745136,0.0018070337,0.0016903139,0.0012310555,0.0077567976,0.014215989,0.23426515,0.5614617,0.00045860972,0.082573354,0.093568645],"study_design_scores_gemma":[0.0012670602,0.00015187716,0.004235147,0.00048577756,0.00033230378,0.00078330335,0.0034950993,0.92045975,0.04298393,0.0069400957,0.017246857,0.0016188086],"about_ca_topic_score_codex":0.004313435,"about_ca_topic_score_gemma":0.0003739776,"teacher_disagreement_score":0.6861946,"about_ca_system_score_codex":0.00029284917,"about_ca_system_score_gemma":0.00002740233,"threshold_uncertainty_score":0.9972343},"labels":[],"label_agreement":null},{"id":"W2046747090","doi":"10.2118/118350-ms","title":"Advances in Tight Gas Completions - Noel Tight Gas Project","year":2008,"lang":"en","type":"article","venue":"Abu Dhabi International Petroleum Exhibition and Conference","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"BP (Canada)","funders":"","keywords":"Tight gas; Petroleum engineering; Exploit; Wellbore; Completion (oil and gas wells); Reservoir modeling; Geology; Drilling; Unconventional oil; Natural gas field; Permeability (electromagnetism); Reservoir simulation; Computer science; Hydraulic fracturing; Engineering; Natural gas; Oil shale; Mechanical engineering; Paleontology; Chemistry","score_opus":0.014248392633310982,"score_gpt":0.23572594678210468,"score_spread":0.2214775541487937,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2046747090","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.77578413,0.0010596554,0.022233801,0.0022389397,0.0005426329,0.00016574733,0.0000663375,0.0003341453,0.19757462],"genre_scores_gemma":[0.9928958,0.005402476,0.00025132945,0.00009782347,0.00012446592,0.00004660138,0.000119550816,0.000014703968,0.0010472374],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9989482,0.000031616913,0.00028348502,0.00024466953,0.00028201466,0.00020998236],"domain_scores_gemma":[0.9996084,0.00005279531,0.000045236175,0.00013562341,0.00008601973,0.00007192679],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000077218196,0.00017123405,0.00019520377,0.00029964597,0.00010941223,0.000053109117,0.0001711252,0.000069235975,0.00052387785],"category_scores_gemma":[0.000022990767,0.00015978867,0.00007194176,0.00014482057,0.00010803121,0.00035637393,0.00003273264,0.0002330686,0.00006970736],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0005211265,0.0021608064,0.108433455,0.0009586483,0.0011167708,0.0012193685,0.011169447,0.65855813,0.02699472,0.044781834,0.07248695,0.07159876],"study_design_scores_gemma":[0.0023398965,0.00012663731,0.04046696,0.00045326696,0.000039215975,0.0002775506,0.0005234385,0.6743994,0.0026978254,0.0031167585,0.27459577,0.0009633305],"about_ca_topic_score_codex":0.000109094304,"about_ca_topic_score_gemma":0.00035753977,"teacher_disagreement_score":0.21711169,"about_ca_system_score_codex":0.0000716036,"about_ca_system_score_gemma":0.000032973916,"threshold_uncertainty_score":0.65159935},"labels":[],"label_agreement":null},{"id":"W2046749976","doi":"10.3139/124.110244","title":"Condensation induced water hammer and steam assisted gravity drainage in the Athabasca oil sands","year":2012,"lang":"en","type":"article","venue":"Kerntechnik","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Alberta Energy","funders":"","keywords":"Steam-assisted gravity drainage; Oil sands; Asphalt; Steam injection; Petroleum engineering; Environmental science; Petroleum industry; Condensation; Nuclear power; Geology; Waste management; Environmental engineering; Materials science; Engineering; Meteorology","score_opus":0.014301133644278017,"score_gpt":0.22917081177034704,"score_spread":0.21486967812606902,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2046749976","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9863278,0.00021973891,0.00049034145,0.0002550287,0.00008313981,0.000046926776,0.0000020810437,0.0001328571,0.012442081],"genre_scores_gemma":[0.99948484,0.000020138856,0.000058902926,0.00006797451,0.000070845825,0.00002576297,0.000015019368,0.00001620415,0.00024031197],"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","domain_scores_codex":[0.9992707,0.00005333263,0.00014573066,0.00010109279,0.00015681621,0.00027235574],"domain_scores_gemma":[0.9996629,0.000040042873,0.0000148916415,0.0002224875,0.000011397898,0.000048291542],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004893797,0.000116287294,0.00013236649,0.0001028371,0.000063558226,0.00003562033,0.00011565449,0.00011392017,0.000045884666],"category_scores_gemma":[0.000019237636,0.00007043011,0.000047339843,0.00013297056,0.000027811397,0.00013084925,0.000030336036,0.00024802072,0.00002683586],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00009181518,0.00087710447,0.06303403,0.0012985491,0.00085222226,0.00014895816,0.051648095,0.0053771604,0.6812878,0.00080135855,0.008601149,0.18598172],"study_design_scores_gemma":[0.0023165715,0.00010998306,0.5622353,0.00023815078,0.00030107884,0.00017595851,0.0031070677,0.015957505,0.35309434,0.00067150523,0.06031935,0.0014731631],"about_ca_topic_score_codex":0.00021802537,"about_ca_topic_score_gemma":0.00012888992,"teacher_disagreement_score":0.4992013,"about_ca_system_score_codex":0.000035267065,"about_ca_system_score_gemma":0.000002642392,"threshold_uncertainty_score":0.28720567},"labels":[],"label_agreement":null},{"id":"W2046877910","doi":"10.1061/(asce)em.1943-7889.0000169","title":"Plane-Strain Propagation of a Fluid-Driven Crack in a Permeable Rock with Fracture Toughness","year":2010,"lang":"en","type":"article","venue":"Journal of Engineering Mechanics","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":126,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Dalhousie University","funders":"","keywords":"Mechanics; Fracture toughness; Hydraulic fracturing; Newtonian fluid; Fracture mechanics; Herschel–Bulkley fluid; Materials science; Strain energy release rate; Fluid dynamics; Plane stress; Compressibility; Crack growth resistance curve; Fracture (geology); Viscosity; Geotechnical engineering; Geology; Crack closure; Composite material; Thermodynamics; Physics","score_opus":0.003870683319156247,"score_gpt":0.18351746283602058,"score_spread":0.17964677951686434,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2046877910","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.6888546,0.00011012609,0.31043044,0.0000815639,0.00032548083,0.000089564404,0.0000069106245,0.000049351904,0.000051992698],"genre_scores_gemma":[0.99531007,0.000040387207,0.0044230763,0.000008317896,0.00015711739,0.0000028542017,0.0000038562375,0.000038382736,0.000015954083],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9989485,0.000010436652,0.00043460226,0.00009071921,0.00029936916,0.00021637576],"domain_scores_gemma":[0.9994346,0.00004846398,0.00013000317,0.00017828245,0.000111754634,0.000096919444],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00026652523,0.00017117993,0.00035910204,0.0003251235,0.000016408885,0.000021391634,0.00021126456,0.00015935324,0.000036971316],"category_scores_gemma":[0.00008884517,0.00013310798,0.0000912449,0.00029669158,0.0000040718983,0.00018625273,0.000012369464,0.00074589177,0.0000017610054],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000015675934,0.00002612178,0.00003952,0.0001521979,0.00007423745,0.000036764744,0.00027212573,0.8632485,0.13592908,0.000027661998,0.000044963,0.00013315836],"study_design_scores_gemma":[0.0004916942,0.00010701335,0.00043442348,0.00023627494,0.0000511835,0.00011557055,0.00006998124,0.9444911,0.0526075,0.00003566361,0.0011819447,0.00017765969],"about_ca_topic_score_codex":0.000009224269,"about_ca_topic_score_gemma":0.00003781411,"teacher_disagreement_score":0.3064555,"about_ca_system_score_codex":0.000048572216,"about_ca_system_score_gemma":0.000045487708,"threshold_uncertainty_score":0.5427986},"labels":[],"label_agreement":null},{"id":"W2046953456","doi":"10.2118/167211-ms","title":"Lessons Learned from Shell's History of Casing Conveyed Fiber Optic Deployment","year":2013,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":9,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Shell (Canada)","funders":"Southwest Research Institute","keywords":"Optical fiber; Software deployment; Optical fiber cable; Computer science; Casing; Fiber optic sensor; Reliability (semiconductor); Petroleum engineering; Engineering; Telecommunications","score_opus":0.029184541471848267,"score_gpt":0.2299501336915376,"score_spread":0.20076559221968934,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2046953456","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.90440255,0.002184157,0.0036938419,0.0008703732,0.00042148275,0.00015105847,0.000003637932,0.00047375535,0.087799124],"genre_scores_gemma":[0.9800708,0.00006992835,0.002075292,0.000041698157,0.0000431654,0.000010993566,0.000008684607,0.00002955255,0.017649831],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9992889,0.000022306926,0.0002144543,0.00014578142,0.00014164746,0.000186895],"domain_scores_gemma":[0.99949056,0.00007403289,0.000027793396,0.00028639552,0.00003106966,0.0000901392],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000055653436,0.000121552046,0.0002216427,0.000076677024,0.000017285483,0.000013447567,0.00012299123,0.000074208714,0.0068866434],"category_scores_gemma":[0.000016012144,0.00010263787,0.00009948333,0.000057131423,0.000037382528,0.00008328461,0.000026004953,0.00012399038,0.0005597154],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000044527897,0.000045748948,0.00012528445,0.00009495098,0.00055958884,0.000014144372,0.001191708,0.91218615,0.0303468,0.000043065265,0.03237908,0.02300906],"study_design_scores_gemma":[0.00062140514,0.000033039985,0.0015735676,0.00008091939,0.00018619107,0.000002728408,0.00030859656,0.85781807,0.029846136,0.00029553007,0.108731,0.0005028352],"about_ca_topic_score_codex":0.0066638715,"about_ca_topic_score_gemma":0.000076527285,"teacher_disagreement_score":0.07635192,"about_ca_system_score_codex":0.00029566098,"about_ca_system_score_gemma":0.000028162456,"threshold_uncertainty_score":0.9999508},"labels":[],"label_agreement":null},{"id":"W2047086166","doi":"10.2118/140549-ms","title":"Channel Fracturing - A Paradigm Shift in Tight Gas Stimulation","year":2011,"lang":"en","type":"article","venue":"SPE Hydraulic Fracturing Technology Conference","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":50,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Encana (Canada)","funders":"","keywords":"Hydraulic fracturing; Petroleum engineering; Well stimulation; Tight gas; Geology; Wellbore; Permeability (electromagnetism); Saturation (graph theory); Fracturing fluid; Natural gas field; Pressure drop; Channel (broadcasting); Geotechnical engineering; Petrology; Natural gas; Petroleum; Reservoir engineering; Engineering; Waste management; Chemistry; Mechanics","score_opus":0.019260028926015058,"score_gpt":0.21895677507574432,"score_spread":0.19969674614972927,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2047086166","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.86114156,0.0010818717,0.11346249,0.0022970121,0.000599828,0.00053478434,0.0000069107973,0.003266504,0.017609006],"genre_scores_gemma":[0.9982018,0.00026361138,0.0011134861,0.00008510675,0.00010505754,0.00007996987,0.000016491005,0.00008442792,0.000050084553],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99737805,0.000045894267,0.0006644596,0.0006691512,0.0002982418,0.00094417686],"domain_scores_gemma":[0.9986193,0.00007100307,0.00013493317,0.00096923945,0.000031616386,0.00017386703],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00024887783,0.0005436131,0.00063597946,0.0013990164,0.00014289803,0.00006197188,0.00085381855,0.0007123009,0.000548633],"category_scores_gemma":[0.00008039303,0.000535129,0.00014353423,0.000859891,0.0002090743,0.00040997175,0.00017189205,0.0012817237,0.00030974572],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00013878214,0.0005183596,0.011349256,0.00045770864,0.0006320211,0.0011116501,0.008691259,0.9378634,0.0010765062,0.003453215,0.00038782813,0.03432002],"study_design_scores_gemma":[0.0024927396,0.00021195012,0.104605705,0.00084795506,0.00018611907,0.00011610757,0.0003489497,0.4926308,0.13643987,0.2476765,0.011623313,0.0028199637],"about_ca_topic_score_codex":0.00043152415,"about_ca_topic_score_gemma":0.00045400107,"teacher_disagreement_score":0.44523257,"about_ca_system_score_codex":0.0001827426,"about_ca_system_score_gemma":0.00005052896,"threshold_uncertainty_score":0.99971},"labels":[],"label_agreement":null},{"id":"W2047130677","doi":"10.2118/149398-ms","title":"Estimation of Contacted and Original Gas-in-Place for Low Permeability Reservoirs Exhibiting Linear Flow","year":2011,"lang":"en","type":"article","venue":"All Days","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":9,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"ConocoPhillips","keywords":"Permeability (electromagnetism); Petroleum engineering; Material balance; Hydraulic fracturing; Flow (mathematics); Geology; Boundary value problem; Relative permeability; Mechanics; Soil science; Environmental science; Mathematics; Geotechnical engineering; Chemistry; Physics; Engineering; Process engineering; Mathematical analysis","score_opus":0.018121757191930283,"score_gpt":0.24022260136668727,"score_spread":0.22210084417475698,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2047130677","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.98276895,0.00008417686,0.015903467,0.00004154722,0.000051166167,0.0001482533,0.000014207496,0.000070899994,0.0009173089],"genre_scores_gemma":[0.986504,0.000030431687,0.013333216,0.000008277915,0.000030810468,0.000016676933,0.000028638402,0.000016796277,0.000031133877],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9992806,0.000023757802,0.00025039728,0.00015661951,0.000093525545,0.0001951004],"domain_scores_gemma":[0.99955845,0.00011888853,0.000036483234,0.000188812,0.000038324502,0.00005905876],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00031307733,0.00010714332,0.00020688609,0.000083028965,0.000029554396,0.00000852135,0.00008457452,0.00007440238,0.00004633514],"category_scores_gemma":[0.00015307117,0.00009932497,0.00005440021,0.000099321085,0.00003016135,0.00011841157,0.000017322489,0.00011429627,0.0000040272525],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000095744195,0.0000759708,0.0054093003,0.00079500873,0.00011501864,0.000007694179,0.0028566304,0.98288333,0.0023971477,0.000039801478,0.00022503908,0.005099336],"study_design_scores_gemma":[0.00042314306,0.000039438055,0.0031868625,0.00007074975,0.000032952823,0.0000019560832,0.00008252348,0.97965467,0.015859624,0.00014947556,0.00038557334,0.00011301776],"about_ca_topic_score_codex":0.00035649654,"about_ca_topic_score_gemma":0.00026373274,"teacher_disagreement_score":0.013462476,"about_ca_system_score_codex":0.000037228237,"about_ca_system_score_gemma":0.000012577067,"threshold_uncertainty_score":0.40503547},"labels":[],"label_agreement":null},{"id":"W2047197659","doi":"10.2118/137413-ms","title":"Mapping Key Reservoir Properties Along Horizontal Shale Gas Wells","year":2010,"lang":"en","type":"article","venue":"Canadian Unconventional Resources and International Petroleum Conference","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Schlumberger (Canada)","funders":"","keywords":"Wireline; Geology; Petroleum engineering; Casing; Oil shale; Drilling; Well logging; Directional drilling; Logging; Coring; Completion (oil and gas wells); Porosity; Petrology; Mining engineering; Geotechnical engineering; Engineering; Paleontology","score_opus":0.014316820495621985,"score_gpt":0.200133511250204,"score_spread":0.18581669075458201,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2047197659","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9522965,0.0002947251,0.00020374655,0.0018618759,0.00068814633,0.000054304255,0.00006458598,0.00007276078,0.044463366],"genre_scores_gemma":[0.9936039,0.00011036451,0.000121652025,0.00010461118,0.00041239258,0.000019743884,0.0000712127,0.000023520952,0.005532605],"study_design_codex":"observational","study_design_gemma":"not_applicable","domain_scores_codex":[0.9987682,0.00001894606,0.00028047065,0.0002778945,0.00030605565,0.00034841418],"domain_scores_gemma":[0.99917066,0.000032606753,0.000043648884,0.00017791365,0.00014736869,0.00042781085],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00018430405,0.00019684188,0.00017663425,0.0003914642,0.00019235665,0.000275301,0.00039293893,0.00012293174,0.0013911672],"category_scores_gemma":[0.00006987558,0.00018402308,0.0001094117,0.00009990164,0.00013905395,0.00022389754,0.00005158796,0.00044009808,0.00008718821],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00035515273,0.0004459872,0.40110976,0.0015152609,0.0069450526,0.0013722524,0.015478293,0.27627638,0.10728123,0.05168639,0.0735082,0.06402604],"study_design_scores_gemma":[0.00049849047,0.0000369794,0.030610355,0.00016410861,0.000021496577,0.00010335427,0.00075939216,0.25170565,0.00064859196,0.0010922521,0.713846,0.00051332713],"about_ca_topic_score_codex":0.02209655,"about_ca_topic_score_gemma":0.108873606,"teacher_disagreement_score":0.6403378,"about_ca_system_score_codex":0.00010706947,"about_ca_system_score_gemma":0.00013163677,"threshold_uncertainty_score":0.9995217},"labels":[],"label_agreement":null},{"id":"W2047286910","doi":"10.2118/75116-pa","title":"Residual Gas Saturation Revisited","year":2001,"lang":"en","type":"article","venue":"SPE Reservoir Evaluation & Engineering","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":28,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Petro-Canada","funders":"","keywords":"Imbibition; Saturation (graph theory); Petroleum engineering; Residual; Aquifer; Compressibility; Geotechnical engineering; Geology; Mechanics; Groundwater; Mathematics; Physics","score_opus":0.01951577598486019,"score_gpt":0.26075020520331005,"score_spread":0.24123442921844987,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2047286910","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9198659,0.0053443494,0.052620396,0.0012898169,0.000727311,0.00069946283,0.000010100694,0.0018906376,0.017552035],"genre_scores_gemma":[0.99590915,0.0010497917,0.0017412971,0.000021902852,0.00064032857,0.0000577136,0.00014801885,0.00007447424,0.00035729233],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9979147,0.00007076756,0.0004408871,0.00029935263,0.00083396357,0.0004403535],"domain_scores_gemma":[0.9989831,0.000085759915,0.000046604106,0.00052698917,0.00020031439,0.000157264],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0010125954,0.00027496394,0.00027968764,0.00039389217,0.00009954612,0.000116085495,0.00024230794,0.00015836651,0.0006757813],"category_scores_gemma":[0.00038377792,0.00027341608,0.00012436959,0.0008227684,0.000014553131,0.00037628599,0.000037974976,0.00033673,0.00022393388],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000007523446,0.000009475922,0.0001655717,0.000053975622,0.00009067969,0.000010254278,0.000108973014,0.9882727,0.005283358,0.000044869892,0.0022851815,0.0036673974],"study_design_scores_gemma":[0.00040750054,0.000018265053,0.0031410956,0.000098244156,0.00009960388,0.000020278007,0.000033896657,0.95949405,0.0035838836,0.00014030613,0.03262767,0.00033519792],"about_ca_topic_score_codex":0.000028359816,"about_ca_topic_score_gemma":0.000026629259,"teacher_disagreement_score":0.07604329,"about_ca_system_score_codex":0.00029253634,"about_ca_system_score_gemma":0.00003509069,"threshold_uncertainty_score":0.9999718},"labels":[],"label_agreement":null},{"id":"W2047787138","doi":"10.2118/08-03-25","title":"Simulation Study of Acid Gas Injection Into an Aquifer","year":2008,"lang":"en","type":"article","venue":"Journal of Canadian Petroleum Technology","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Canadian Nuclear Laboratories; Husky Energy (Canada)","funders":"","keywords":"Aquifer; Inflow; Buoyancy; Petroleum engineering; Geology; Permeability (electromagnetism); Capillary action; Capillary pressure; Geotechnical engineering; Hydrology (agriculture); Mechanics; Materials science; Groundwater; Chemistry; Porous medium; Porosity; Composite material","score_opus":0.009209495708126453,"score_gpt":0.22113640972927948,"score_spread":0.21192691402115302,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2047787138","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99692607,0.00022296915,0.0020458247,0.00026315983,0.00016528688,0.000033790486,8.8298424e-7,0.000050297276,0.00029169157],"genre_scores_gemma":[0.99956626,0.000047968577,0.00023357994,0.000012699392,0.00009098864,0.0000014715868,8.5630495e-7,0.000018160063,0.000028017424],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99910474,0.000027809747,0.0004083874,0.00008305227,0.00018226304,0.00019373653],"domain_scores_gemma":[0.9993241,0.000014133752,0.00012551308,0.00022321813,0.00014310337,0.00016993932],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001436928,0.00010435026,0.00028741828,0.0037567152,0.000083067745,0.000006731974,0.0002234241,0.00018070136,0.00003021557],"category_scores_gemma":[0.00007664892,0.00009670731,0.00006717768,0.00080965797,0.000047355585,0.00015744961,0.000008884053,0.0003730628,0.0000037810464],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000008643899,0.000053908025,0.008264959,0.000007563338,0.00012582116,0.00010578807,0.00054266007,0.98757887,0.0011683438,0.0000027560893,0.0001404323,0.0020002709],"study_design_scores_gemma":[0.004138801,0.007565805,0.04119517,0.00010853862,0.0004795067,0.0015916771,0.009088552,0.87674063,0.020388631,0.0009915783,0.0367758,0.0009352906],"about_ca_topic_score_codex":0.01156119,"about_ca_topic_score_gemma":0.12692821,"teacher_disagreement_score":0.11536702,"about_ca_system_score_codex":0.0002085284,"about_ca_system_score_gemma":0.00009973353,"threshold_uncertainty_score":0.9950209},"labels":[],"label_agreement":null},{"id":"W2047911435","doi":"10.1007/s11242-009-9387-0","title":"Permeability Reduction in Qishn Sandstone Specimens due to Particle Suspension Injection","year":2009,"lang":"en","type":"article","venue":"Transport in Porous Media","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":31,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"University of Calgary","keywords":"Permeability (electromagnetism); Particle deposition; Hydrogeology; Materials science; Porosity; Porous medium; Suspension (topology); Deposition (geology); Particle (ecology); Particle size; Geotechnical engineering; Composite material; Geology; Chemistry; Membrane","score_opus":0.009008340515667033,"score_gpt":0.22116030094001138,"score_spread":0.21215196042434434,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2047911435","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9974084,0.00012146917,0.0004629158,0.00047251798,0.00030322434,0.00016513187,0.0000025971967,0.00016885407,0.0008948898],"genre_scores_gemma":[0.9995151,0.000056008892,0.00017029766,0.00003483647,0.00012659746,0.00000954961,0.000026040601,0.000016130192,0.0000454493],"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","domain_scores_codex":[0.99878657,0.000026764019,0.00039163313,0.00025694145,0.0002138995,0.00032422246],"domain_scores_gemma":[0.99956524,0.000020967733,0.000017829647,0.00024897486,0.000019819121,0.00012714369],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003394863,0.00014909172,0.00027936287,0.00018992941,0.000026391555,0.0000075414177,0.00008360347,0.000111736204,0.00011727964],"category_scores_gemma":[0.000023894412,0.0001482254,0.000057356043,0.00059332413,0.000020757341,0.00012853497,0.0000028494517,0.00025900497,0.000030647145],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00010053474,0.00024047073,0.018606504,0.000033445824,0.000013508218,0.0002383297,0.009076381,0.93922144,0.02083621,0.000010631699,0.00014012716,0.011482437],"study_design_scores_gemma":[0.00056456483,0.00008373931,0.96870524,0.00005953095,0.000021352003,0.000037350925,0.0004179743,0.0073165414,0.022066437,0.00028995387,0.00017843046,0.00025888192],"about_ca_topic_score_codex":0.00060565455,"about_ca_topic_score_gemma":0.004410216,"teacher_disagreement_score":0.95009875,"about_ca_system_score_codex":0.00019783675,"about_ca_system_score_gemma":0.000014674712,"threshold_uncertainty_score":0.6044457},"labels":[],"label_agreement":null},{"id":"W2047939255","doi":"10.2118/121432-ms","title":"Forecasting the Effects of Reservoir Souring From Waterflooding a Formation Containing Siderite","year":2009,"lang":"en","type":"article","venue":"SPE International Symposium on Oilfield Chemistry","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":8,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"ConocoPhillips (Canada)","funders":"ConocoPhillips","keywords":"Siderite; Seawater; Produced water; Petroleum engineering; Sulfate; Environmental science; Submarine pipeline; Oil field; Geology; Petroleum reservoir; Hydrology (agriculture); Geochemistry; Chemistry; Oceanography; Pyrite; Geotechnical engineering","score_opus":0.007579310868247659,"score_gpt":0.20624429299302893,"score_spread":0.1986649821247813,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2047939255","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.96663874,0.00011091532,0.0018857305,0.0017489746,0.00027826705,0.00005219519,0.000004897906,0.00009608167,0.02918417],"genre_scores_gemma":[0.99896336,0.000092699396,0.00016433933,0.000099914054,0.00039955368,0.0000069218227,0.000030028395,0.000012449589,0.00023073754],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99910975,0.0000110574665,0.0002885116,0.00014209335,0.0002752874,0.00017330731],"domain_scores_gemma":[0.9993307,0.0002888207,0.00008005209,0.00020990327,0.00004667288,0.00004383204],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000093774135,0.00014206562,0.00015272807,0.000030332627,0.000069913636,0.00005956881,0.00032505416,0.00009331865,0.000059245624],"category_scores_gemma":[0.00012172987,0.00010981875,0.00011490959,0.00006259751,0.000015569909,0.00012822835,0.000034871216,0.00026060003,0.000004435229],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000048886486,0.000036518017,0.00022898834,0.00019327788,0.00022411508,0.00003327386,0.0012501332,0.32477093,0.6680031,0.00001346245,0.0003246166,0.0048727207],"study_design_scores_gemma":[0.00026972886,0.000025458101,0.000070871465,0.00034597694,0.00002364071,0.000006643217,0.00010954429,0.15031365,0.8478845,0.00037638788,0.00045712624,0.00011651844],"about_ca_topic_score_codex":0.000054751144,"about_ca_topic_score_gemma":0.0000053837102,"teacher_disagreement_score":0.17988136,"about_ca_system_score_codex":0.00006482548,"about_ca_system_score_gemma":0.000004806371,"threshold_uncertainty_score":0.44782788},"labels":[],"label_agreement":null},{"id":"W2047981441","doi":"10.2118/154391-ms","title":"Reducing Operational Time, Fluid Usage, Hydraulic Horsepower, Risk, and Downtime: Targeted Fracs Using CT-Enabled Frac Sleeves","year":2012,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":10,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Horsepower; Hydraulic fracturing; Spark plug; Downtime; Petroleum engineering; Engineering; Mechanical engineering; Automotive engineering","score_opus":0.007405976153624535,"score_gpt":0.22023235180085216,"score_spread":0.21282637564722762,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2047981441","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9597862,0.004965445,0.02294292,0.00008995026,0.00034025652,0.0001793689,0.000014066317,0.00046791523,0.011213884],"genre_scores_gemma":[0.98872966,0.0002847423,0.007848892,0.00011048235,0.00041799725,0.000010627072,0.00004680413,0.00006571628,0.0024850895],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9981899,0.000103692124,0.00043176766,0.0003111869,0.00032791912,0.0006355184],"domain_scores_gemma":[0.99907523,0.000116542484,0.000060663882,0.00036916556,0.000057333677,0.00032106653],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00054317166,0.00033426678,0.0003906615,0.000254551,0.000392122,0.00015577738,0.00016691315,0.00013156778,0.0023133482],"category_scores_gemma":[0.00012671216,0.00028410106,0.0001252097,0.0004400379,0.000063470405,0.0007699396,0.00008182816,0.0004015866,0.00025112808],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000008240647,0.00007777821,0.0042986325,0.000057983434,0.00042693273,0.000012558832,0.00055965927,0.94169265,0.040211592,0.0000093399085,0.010483688,0.0021609312],"study_design_scores_gemma":[0.00042144096,0.00001743956,0.006203431,0.000043458338,0.0002101085,0.000053669468,0.00008746914,0.922129,0.046902876,0.000024246361,0.023283565,0.0006233409],"about_ca_topic_score_codex":0.00075146067,"about_ca_topic_score_gemma":0.000008543614,"teacher_disagreement_score":0.028943453,"about_ca_system_score_codex":0.000081939485,"about_ca_system_score_gemma":0.000025797492,"threshold_uncertainty_score":0.99996114},"labels":[],"label_agreement":null},{"id":"W2047999725","doi":"10.2118/90579-pa","title":"Optimization of Horizontal Well-Completion Design With Cased/Perforated or Slotted Liner Completions","year":2007,"lang":"en","type":"article","venue":"SPE Production & Operations","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":21,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"ConocoPhillips (Canada)","funders":"ConocoPhillips","keywords":"Completion (oil and gas wells); Borehole; Permeability (electromagnetism); Wellbore; Petroleum engineering; Anisotropy; Turbulence; Flow (mathematics); Geology; Engineering; Geotechnical engineering; Mechanics","score_opus":0.019436310978045462,"score_gpt":0.23639111580565672,"score_spread":0.21695480482761126,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2047999725","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"methods","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.030518737,0.000036293655,0.9671058,0.00057459105,0.0002763103,0.00037683916,0.000009923143,0.00027749813,0.0008240253],"genre_scores_gemma":[0.7891846,0.000051186067,0.20959058,0.0000122562005,0.00025872505,0.000022713037,0.00019887988,0.00003297252,0.00064809324],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9989052,0.000048042275,0.00038289762,0.00023800044,0.00022080324,0.00020508812],"domain_scores_gemma":[0.9992189,0.000028524211,0.00004316947,0.00028516128,0.0003486585,0.000075602264],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003234258,0.00016654219,0.00020087232,0.00028166338,0.00027547727,0.000043780994,0.00008102947,0.00007630078,0.00061084045],"category_scores_gemma":[0.000055964978,0.000129082,0.00004478806,0.00091507717,0.000067688095,0.00025248664,0.000009133722,0.00016874057,0.0000341468],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000060648345,0.00007913215,0.00009478155,0.00002250262,0.00008668751,0.000003278918,0.00025797664,0.99017423,0.008032308,0.000014285192,0.0009331173,0.00024105611],"study_design_scores_gemma":[0.00034351324,0.00015235244,0.00032148257,0.000032180094,0.00010175204,0.000055372857,0.00028458599,0.95809674,0.038883183,0.0000029910361,0.0015077986,0.00021803523],"about_ca_topic_score_codex":0.00011843049,"about_ca_topic_score_gemma":0.0007146885,"teacher_disagreement_score":0.75866586,"about_ca_system_score_codex":0.00009169234,"about_ca_system_score_gemma":0.000051513045,"threshold_uncertainty_score":0.6688275},"labels":[],"label_agreement":null},{"id":"W2048073790","doi":"10.2118/124877-ms","title":"Increased Production Through Microseismic Monitoring of Hydraulic Fracturing Over a Multiwell Program","year":2009,"lang":"en","type":"article","venue":"SPE Annual Technical Conference and Exhibition","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":7,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Microsemi (Canada)","funders":"","keywords":"Microseism; Hydraulic fracturing; Fracture (geology); Wellbore; Geology; Azimuth; Well stimulation; Volume (thermodynamics); Petroleum engineering; Geotechnical engineering; Seismology; Reservoir engineering; Mathematics; Geometry","score_opus":0.013292047940577121,"score_gpt":0.26522678603187844,"score_spread":0.2519347380913013,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2048073790","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9940719,0.00032451644,0.0029707174,0.00028548844,0.000078614095,0.00026395684,0.000008798006,0.00052600115,0.0014700185],"genre_scores_gemma":[0.9965101,0.00056162965,0.0026225375,0.0000369051,0.00018406787,0.000018214723,0.000021999076,0.000015041657,0.000029539933],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99893606,0.000023437122,0.0003103953,0.00027749594,0.00019279077,0.00025983262],"domain_scores_gemma":[0.9995187,0.000020258962,0.000059321785,0.00022990486,0.000078408244,0.00009344219],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00012412696,0.00019045445,0.0002669552,0.00010022362,0.00008006337,0.000041881744,0.00010227192,0.00017547916,0.000025207248],"category_scores_gemma":[0.00005557643,0.00017200036,0.00008902253,0.0002183772,0.000076616554,0.00038654395,0.000024067222,0.00029873365,0.00000651104],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00019446919,0.0009033369,0.004495191,0.0006337433,0.00017716915,0.0000415156,0.0023869744,0.032809306,0.7640166,0.00020929985,0.0025828842,0.19154947],"study_design_scores_gemma":[0.00097278215,0.0005895174,0.113173924,0.0008318001,0.00015706047,0.00004371827,0.00057594123,0.0116431005,0.86062247,0.0043993434,0.006158593,0.0008317598],"about_ca_topic_score_codex":0.00015443399,"about_ca_topic_score_gemma":0.00000865972,"teacher_disagreement_score":0.19071771,"about_ca_system_score_codex":0.000037138794,"about_ca_system_score_gemma":0.000015343401,"threshold_uncertainty_score":0.7013971},"labels":[],"label_agreement":null},{"id":"W2048377400","doi":"10.2118/06-01-05","title":"Permeability Variations Associated With Shearing and Isotropic Unloading During the SAGD Process","year":2006,"lang":"en","type":"article","venue":"Journal of Canadian Petroleum Technology","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":47,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Alberta","funders":"SINOPEC Petroleum Exploration and Production Research Institute; Natural Sciences and Engineering Research Council of Canada; China National Petroleum Corporation; University of Alberta","keywords":"Shearing (physics); Isotropy; Permeability (electromagnetism); Pore water pressure; Geotechnical engineering; Geology; Shear stress; Effective stress; Materials science; Mechanics; Composite material; Chemistry","score_opus":0.0025532976063405194,"score_gpt":0.1687730638154861,"score_spread":0.16621976620914558,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2048377400","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9952034,0.00040591374,0.0006932498,0.0024443916,0.000052541305,0.000034004457,0.0000040670493,0.000069480164,0.0010929753],"genre_scores_gemma":[0.999678,0.00002673754,0.000093517316,0.0000134527045,0.00006955856,0.000003588621,8.2892524e-7,0.000017460889,0.000096832366],"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","domain_scores_codex":[0.99914056,0.000020484546,0.000276127,0.00009703857,0.0001472045,0.00031858665],"domain_scores_gemma":[0.99949694,0.000038723138,0.00010195173,0.00015694342,0.00009967809,0.00010576545],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00018427678,0.00011717829,0.0002246542,0.0012213809,0.00022981211,0.00004843096,0.00020510252,0.00014258255,0.000017155817],"category_scores_gemma":[0.00009534256,0.00008144425,0.000047060614,0.00078429806,0.00009556468,0.00010763375,0.000011103218,0.00052537967,9.82034e-7],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000008115677,0.000022970882,0.19035421,0.00006924857,0.00035746486,0.00014606079,0.00019466282,0.8068402,0.0011522612,0.00022772647,0.00014813719,0.0004789686],"study_design_scores_gemma":[0.0016890583,0.00020142864,0.90944064,0.000257913,0.00040816262,0.0010464047,0.00095136964,0.07391898,0.0031166913,0.0024355107,0.005951646,0.00058220094],"about_ca_topic_score_codex":0.0052100234,"about_ca_topic_score_gemma":0.12668912,"teacher_disagreement_score":0.7329212,"about_ca_system_score_codex":0.00033267963,"about_ca_system_score_gemma":0.000114473085,"threshold_uncertainty_score":0.8892465},"labels":[],"label_agreement":null},{"id":"W2048523977","doi":"10.2118/69718-ms","title":"A Coupled Reservoir-Geomechanics Model and Applications to Wellbore Stability and Sand Prediction","year":2001,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":29,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Petro Geotech (Canada)","funders":"","keywords":"Geomechanics; Petroleum engineering; Saturation (graph theory); Geotechnical engineering; Mechanics; Permeability (electromagnetism); Reservoir simulation; Multiphase flow; Pore water pressure; Compressibility; Effective stress; Geology; Drilling; Relative permeability; Engineering; Porosity; Mechanical engineering","score_opus":0.013668093799161552,"score_gpt":0.2243477436810113,"score_spread":0.21067964988184973,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2048523977","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.4634402,0.00021327424,0.53296334,0.00028918256,0.00001340049,0.00021352708,0.000014579182,0.00023194692,0.0026205652],"genre_scores_gemma":[0.9979002,0.000561678,0.001075541,0.000042562257,0.000041655745,0.00007399015,0.000011994522,0.000014812248,0.000277591],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9993667,0.000007874456,0.0001488878,0.0002059241,0.00010979463,0.00016079824],"domain_scores_gemma":[0.9995138,0.00002694834,0.000009096777,0.00024955824,0.000033818556,0.00016676223],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00015177394,0.00010305802,0.00012900567,0.00007547396,0.00009425428,0.000038055274,0.00006161518,0.00007183647,0.00005453972],"category_scores_gemma":[0.000013841357,0.00008986124,0.000022157976,0.0002050148,0.000014356843,0.00008116598,0.000041578263,0.0000989202,0.000006175785],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000009648674,0.000019280202,0.0007234763,0.000057111793,0.000036681533,6.805419e-7,0.00018462885,0.99495655,0.002321485,0.000077931014,0.00044559443,0.0011669393],"study_design_scores_gemma":[0.00014545253,0.000014209034,0.00045735456,0.000005743977,0.000025222222,0.000003740078,0.00008259273,0.9937282,0.00047642045,0.0006892407,0.0042743473,0.000097477685],"about_ca_topic_score_codex":0.00007983664,"about_ca_topic_score_gemma":0.00019683587,"teacher_disagreement_score":0.53445995,"about_ca_system_score_codex":0.000031334625,"about_ca_system_score_gemma":0.0000069217886,"threshold_uncertainty_score":0.3664435},"labels":[],"label_agreement":null},{"id":"W2048626579","doi":"10.2118/94101-ms","title":"Development of Systematic Hydraulic Fracturing Technology for a Naturally Fractured Reservoir","year":2005,"lang":"en","type":"article","venue":"All Days","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Petro-Canada","funders":"","keywords":"Petroleum engineering; Geology; Hydraulic fracturing; Water injection (oil production); Well stimulation; Permeability (electromagnetism); Geotechnical engineering; Oil in place; Fracturing fluid; Petroleum; Reservoir engineering","score_opus":0.014337503018697583,"score_gpt":0.2439507445920533,"score_spread":0.22961324157335572,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2048626579","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9161323,0.009919117,0.06590409,0.0017512109,0.00037010614,0.0014636564,0.0000144408605,0.001274853,0.0031702283],"genre_scores_gemma":[0.96052223,0.00003973896,0.03884916,0.000092518,0.000095914904,0.00015801695,0.000023035293,0.00004971644,0.00016964578],"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99838626,0.000017430439,0.0006851255,0.0002395954,0.00025692157,0.00041467487],"domain_scores_gemma":[0.9990592,0.00013218021,0.00012649132,0.0005155417,0.00007956185,0.00008702947],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00030213397,0.00024885644,0.00055577955,0.00038458148,0.000090464375,0.000025762214,0.0004890099,0.0002609407,0.000029572786],"category_scores_gemma":[0.00015260313,0.00020309741,0.0001603047,0.00027479432,0.000030195912,0.00013204025,0.00006471241,0.00027303162,0.00004467094],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000033278782,0.0001330119,0.00006959974,0.023887178,0.0020635326,0.0000120253235,0.005330444,0.93444234,0.02488011,0.00010606623,0.0028283312,0.00621407],"study_design_scores_gemma":[0.0016088913,0.000074016316,0.0005675201,0.0041208966,0.00051205436,0.000029370101,0.00060226343,0.28319025,0.48175952,0.00051772303,0.22574955,0.0012679715],"about_ca_topic_score_codex":0.000006573979,"about_ca_topic_score_gemma":0.00010294896,"teacher_disagreement_score":0.6512521,"about_ca_system_score_codex":0.000126705,"about_ca_system_score_gemma":0.000033655317,"threshold_uncertainty_score":0.8282072},"labels":[],"label_agreement":null},{"id":"W2048841872","doi":"10.1139/cgj-2013-0366","title":"Investigation of the influence of natural fractures and in situ stress on hydraulic fracture propagation using a distinct-element approach","year":2014,"lang":"en","type":"article","venue":"Canadian Geotechnical Journal","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":74,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Hydraulic fracturing; Geology; Geotechnical engineering; Rock mass classification; Bed; Permeability (electromagnetism); Shear (geology); Fracture (geology); Discrete element method; Stress field; Petroleum engineering; Finite element method; Mechanics; Petrology; Structural engineering; Engineering","score_opus":0.007226450160480856,"score_gpt":0.20650605363137473,"score_spread":0.19927960347089388,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2048841872","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99644995,0.00011023051,0.002833436,0.00038567773,0.00003499008,0.000105674895,0.0000035944272,0.000009452439,0.00006702511],"genre_scores_gemma":[0.99957985,0.000009007332,0.00017652233,0.00016361932,0.000052563326,0.0000021523101,0.000003589909,0.000010623562,0.0000020712278],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9990676,0.00007925122,0.0003223863,0.000107253996,0.00023046532,0.000193031],"domain_scores_gemma":[0.9994383,0.00004916684,0.00011975152,0.00017426403,0.00004821238,0.00017031444],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00028126384,0.00011591545,0.00018800238,0.0002159712,0.00007906766,0.00002454547,0.0001943412,0.00012648517,0.0000033664746],"category_scores_gemma":[0.0001702956,0.00007806251,0.000056902438,0.0002430333,0.00009962788,0.000080778125,0.000016946611,0.0006647226,1.6300504e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000039911974,0.00000419447,0.0031575284,0.000052870626,0.00001650807,0.0000014946894,0.000120727724,0.99242955,0.0035874797,0.000006782021,0.000028228631,0.00059065974],"study_design_scores_gemma":[0.00025751514,0.000029743682,0.44789493,0.0003773935,0.00003838873,0.00002886763,0.00004264234,0.5326226,0.017895592,0.00033896687,0.00031741912,0.00015595944],"about_ca_topic_score_codex":0.004041753,"about_ca_topic_score_gemma":0.004037804,"teacher_disagreement_score":0.45980695,"about_ca_system_score_codex":0.00015522855,"about_ca_system_score_gemma":0.000084472056,"threshold_uncertainty_score":0.61099476},"labels":[],"label_agreement":null},{"id":"W2048880726","doi":"10.1029/2003gl018838","title":"A fully coupled constitutive model for thermo‐hydro‐mechanical analysis in elastic media with double porosity","year":2003,"lang":"en","type":"article","venue":"Geophysical Research Letters","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":137,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"McGill University","funders":"","keywords":"Mechanics; Heat flux; Constitutive equation; Conservation law; Darcy's law; Porous medium; Isothermal process; Partial differential equation; Porosity; Fluid dynamics; Materials science; Conservation of mass; Heat transfer; Thermodynamics; Physics; Finite element method; Composite material","score_opus":0.026443725451505872,"score_gpt":0.27820697899194935,"score_spread":0.2517632535404435,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2048880726","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.77499557,0.000027432357,0.22360313,0.00040299678,0.000026355365,0.00033807638,0.000015713587,0.000084021995,0.0005066819],"genre_scores_gemma":[0.99854845,0.000010497612,0.0009661126,0.00009578288,0.000060397935,0.00017907583,0.000028645673,0.000032025317,0.00007902722],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9974537,0.000115491275,0.00026227842,0.00046147013,0.00078361965,0.0009234591],"domain_scores_gemma":[0.99838305,0.0007696367,0.000024841034,0.00042209367,0.00012460879,0.0002757619],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00069277635,0.00023233288,0.000513504,0.0004980421,0.00015360085,0.0000747238,0.0003041935,0.000111154426,0.000035836503],"category_scores_gemma":[0.00022586633,0.00018196074,0.00024381274,0.001678544,0.0002824202,0.00012643036,0.000041901567,0.0007243117,0.000036679696],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00020689357,0.0001138053,0.00016331178,0.000044985325,0.0006321551,0.00004814938,0.00035018774,0.98480713,0.012390226,0.0009832195,0.00020590393,0.000054004926],"study_design_scores_gemma":[0.0013613844,0.00005047713,0.0007466431,0.000030092393,0.00017643753,0.0000011029308,0.00006807552,0.9938742,0.0027445925,0.00062711997,0.00006811106,0.00025174784],"about_ca_topic_score_codex":0.00036429,"about_ca_topic_score_gemma":0.0007447539,"teacher_disagreement_score":0.22355284,"about_ca_system_score_codex":0.00021598635,"about_ca_system_score_gemma":0.000102635364,"threshold_uncertainty_score":0.7420144},"labels":[],"label_agreement":null},{"id":"W2049053362","doi":"10.1111/j.1745-6584.2010.00768.x","title":"New Insights from Well Responses to Fluctuations in Barometric Pressure","year":2010,"lang":"en","type":"article","venue":"Ground Water","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":56,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Atmospheric pressure; Environmental science; Atmospheric sciences; Climatology; Meteorology; Geography; Geology","score_opus":0.006621270994916909,"score_gpt":0.20873800540224954,"score_spread":0.20211673440733263,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2049053362","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9927768,0.0001913026,0.003908813,0.00033768537,0.0004938952,0.000076378834,0.0000037550603,0.000117358984,0.0020939864],"genre_scores_gemma":[0.990768,0.0000078734965,0.0012024969,0.000046654408,0.00026196925,0.000009434086,0.000019857389,0.000021385695,0.007662307],"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","domain_scores_codex":[0.99930257,0.000021555634,0.00016008616,0.0001680722,0.00014060774,0.00020708928],"domain_scores_gemma":[0.99947214,0.000066410925,0.00000588414,0.00030633263,0.000014822396,0.00013439887],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00005855639,0.000115849274,0.00014336442,0.0004986096,0.000043244778,0.00007440869,0.00017690012,0.00011285068,0.00091292843],"category_scores_gemma":[0.000035791552,0.00008004648,0.00004768398,0.00038149708,0.000008104537,0.00012607587,0.00003734563,0.0002657477,0.0009062086],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00009801589,0.00011493206,0.0063228854,0.000074974094,0.0005871484,0.00010273964,0.014380048,0.5590854,0.38090277,0.00007298596,0.03043322,0.007824836],"study_design_scores_gemma":[0.0005008034,0.000024352277,0.15023433,0.000020347772,0.000079589845,0.000002435965,0.00007516084,0.011911668,0.0635592,0.0016639062,0.7714837,0.000444529],"about_ca_topic_score_codex":0.0018054951,"about_ca_topic_score_gemma":0.0012063041,"teacher_disagreement_score":0.7410505,"about_ca_system_score_codex":0.000016101578,"about_ca_system_score_gemma":0.0000091280945,"threshold_uncertainty_score":0.99987173},"labels":[],"label_agreement":null},{"id":"W2049102847","doi":"10.2118/09-01-36","title":"Steam Injection Pressure and the SAGD Ramp-Up Process","year":2009,"lang":"en","type":"article","venue":"Journal of Canadian Petroleum Technology","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":32,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Petro-Canada","funders":"","keywords":"Steam injection; Petroleum engineering; Steam-assisted gravity drainage; Oil sands; Oil field; Geomechanics; Water injection (oil production); Geology; Geotechnical engineering; Materials science","score_opus":0.0027104831745076593,"score_gpt":0.18696407666528508,"score_spread":0.1842535934907774,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2049102847","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9169825,0.02296126,0.0016996805,0.044445258,0.00083604874,0.0001566011,0.0000073378733,0.0002439051,0.012667445],"genre_scores_gemma":[0.9988972,0.00046086824,0.000039670616,0.00013224599,0.00011725386,0.0000017481403,3.3173603e-7,0.000010006892,0.00034068464],"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","domain_scores_codex":[0.99928784,0.000017136734,0.00025108992,0.00007376954,0.00013035999,0.00023978578],"domain_scores_gemma":[0.9995211,0.000017547256,0.00008643266,0.00015670307,0.000076182616,0.00014203117],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00023505751,0.00010532799,0.00025745743,0.0014664778,0.00009307747,0.000032451415,0.00024775421,0.00019257149,0.000017180004],"category_scores_gemma":[0.000071022,0.00007038382,0.000069154885,0.000544286,0.00009357559,0.000094553,0.0000055242713,0.0005815238,0.0000022287816],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00010243984,0.000020963402,0.00090135686,0.00008100506,0.0008361177,0.00013545486,0.00078448287,0.9358139,0.00047951343,0.0008795671,0.011672359,0.048292827],"study_design_scores_gemma":[0.007054034,0.0010362734,0.008052511,0.00027862494,0.0012545869,0.0052998047,0.003301473,0.123457596,0.0059896326,0.016008828,0.8274017,0.00086492184],"about_ca_topic_score_codex":0.0014149525,"about_ca_topic_score_gemma":0.01543095,"teacher_disagreement_score":0.8157294,"about_ca_system_score_codex":0.000054287648,"about_ca_system_score_gemma":0.00008664239,"threshold_uncertainty_score":0.8610832},"labels":[],"label_agreement":null},{"id":"W2049256813","doi":"10.2118/130425-ms","title":"A New Approach to Deformable Fractured Reservoir Characterization: Case Study of the Ekofisk Field","year":2010,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"ConocoPhillips (Canada)","funders":"","keywords":"Geomechanics; Geology; Fracture (geology); Permeability (electromagnetism); Geotechnical engineering; Petroleum engineering; Porosity; Compaction; Stress field; Reservoir modeling; Petrology; Finite element method; Engineering; Structural engineering","score_opus":0.009271931298761209,"score_gpt":0.22211010320951324,"score_spread":0.21283817191075202,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2049256813","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9608911,0.000004430812,0.025536021,0.00024772697,0.00025967407,0.00027937704,0.0000017929631,0.00010354261,0.012676301],"genre_scores_gemma":[0.9953599,0.0000013075604,0.0010367113,0.00012183641,0.00013871327,0.000016689019,0.0000032223252,0.000017991111,0.0033036289],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9992272,0.000020744279,0.00022839515,0.00015051241,0.00019710275,0.0001760065],"domain_scores_gemma":[0.9991101,0.00003439407,0.000030373247,0.0006639066,0.000037749138,0.00012346417],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001268231,0.00012581146,0.00017820067,0.00008217049,0.000097769735,0.000038824608,0.00031127522,0.000096895325,0.00028660282],"category_scores_gemma":[0.000050464212,0.000076062504,0.00007462354,0.00041414777,0.000006319421,0.00010313416,0.00008284736,0.0003304742,0.000016681443],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000033147986,0.0005077837,0.007229082,0.00014161375,0.00046918364,0.00008920377,0.017474016,0.9295486,0.021939557,0.0000257051,0.014270839,0.008271247],"study_design_scores_gemma":[0.003210826,0.00042411758,0.031985406,0.000060067905,0.0005110441,0.0010318389,0.010409036,0.6691433,0.15528469,0.000069936024,0.12631713,0.001552581],"about_ca_topic_score_codex":0.0023479108,"about_ca_topic_score_gemma":0.0016864892,"teacher_disagreement_score":0.26040527,"about_ca_system_score_codex":0.000010252401,"about_ca_system_score_gemma":0.000019603713,"threshold_uncertainty_score":0.35493547},"labels":[],"label_agreement":null},{"id":"W2049297882","doi":"10.2118/77600-ms","title":"The Modeling of the Effect of Water Blockage and Geomechanics in Waterfracs","year":2002,"lang":"en","type":"article","venue":"SPE Annual Technical Conference and Exhibition","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":53,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Geomechanics; Microseism; Permeability (electromagnetism); Geology; Fracture (geology); Petroleum engineering; Geotechnical engineering; Soil science; Seismology; Chemistry","score_opus":0.008241559106933515,"score_gpt":0.200647094473764,"score_spread":0.19240553536683047,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2049297882","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9964992,0.00027094866,0.002321495,0.0003051332,0.00002201331,0.00009270736,0.0000047480917,0.000025272384,0.00045847596],"genre_scores_gemma":[0.99930674,0.00062788354,0.000012206889,0.000005097426,0.000011195523,0.000005468891,0.0000015282229,0.000005575143,0.000024332065],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.999456,0.000033627224,0.00018741806,0.00008890725,0.00010084814,0.00013318844],"domain_scores_gemma":[0.99975324,0.000043765,0.000015533586,0.00014196937,0.000023347146,0.000022177046],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00023056079,0.000079561665,0.00014765027,0.000036171474,0.000049960785,0.000013521761,0.00008470197,0.000082522354,0.00001250654],"category_scores_gemma":[0.000022918228,0.000036427627,0.00003957727,0.00007084872,0.00005347258,0.00005806663,0.00005771675,0.00016433117,0.0000012109142],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00015959468,0.00012091153,0.0024328073,0.0013730332,0.00018203584,0.000016960854,0.0041952804,0.63334125,0.30044463,0.0013321919,0.0006867281,0.05571455],"study_design_scores_gemma":[0.0002891101,0.00013740569,0.00016879874,0.00014514462,0.000033955548,0.0000068746654,0.00011315888,0.85330933,0.1438766,0.0016601633,0.00015084632,0.0001086029],"about_ca_topic_score_codex":0.000047942798,"about_ca_topic_score_gemma":0.000055665238,"teacher_disagreement_score":0.21996808,"about_ca_system_score_codex":0.000007012423,"about_ca_system_score_gemma":0.0000011330368,"threshold_uncertainty_score":0.14854756},"labels":[],"label_agreement":null},{"id":"W2049358474","doi":"10.2118/72060-pa","title":"Casing Shear: Causes, Cases, Cures","year":2001,"lang":"en","type":"article","venue":"SPE Drilling & Completion","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":170,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"Sandia National Laboratories; Natural Sciences and Engineering Research Council of Canada","keywords":"Casing; Geology; Shear (geology); Geotechnical engineering; Overburden; Slip (aerodynamics); Bedding; Workover; Petroleum engineering; Petrology; Engineering","score_opus":0.02178639827207663,"score_gpt":0.24466734215720268,"score_spread":0.22288094388512605,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2049358474","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.90019184,0.0019074111,0.08806591,0.00048150113,0.0007457348,0.000121967525,0.000011175976,0.0009557789,0.0075186705],"genre_scores_gemma":[0.99763167,0.0006501114,0.00088067167,0.000046366065,0.0004750977,0.0000038555327,0.000066115055,0.000038794045,0.00020733822],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9990365,0.000029578663,0.00023003275,0.00019636453,0.00018725613,0.00032029772],"domain_scores_gemma":[0.9994857,0.00008301218,0.000028958972,0.00026539815,0.000039968734,0.00009696492],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00013425345,0.00016793833,0.00021366274,0.00015170002,0.0001714241,0.00007394977,0.00011020468,0.00008078672,0.00018249103],"category_scores_gemma":[0.000048315134,0.00016374231,0.000106802516,0.00026367905,0.000029010667,0.00009530856,0.000018612285,0.00020440515,0.00014594269],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000006197298,0.000015424424,0.0032108554,0.000038719176,0.000062749976,0.000119001335,0.0001336772,0.9903767,0.0018998969,0.000045568646,0.0015655186,0.0025257024],"study_design_scores_gemma":[0.00039920546,0.00004651517,0.018906072,0.00017744173,0.000116729214,0.0004447408,0.00010378659,0.6445292,0.0029639788,0.00043803162,0.33121526,0.0006590202],"about_ca_topic_score_codex":0.0007650898,"about_ca_topic_score_gemma":0.00031496756,"teacher_disagreement_score":0.34584746,"about_ca_system_score_codex":0.0001062409,"about_ca_system_score_gemma":0.000008601366,"threshold_uncertainty_score":0.66772175},"labels":[],"label_agreement":null},{"id":"W2050166252","doi":"10.2118/167727-ms","title":"Production Data Analysis of Multi-Fractured Horizontal Wells Producing from Tight Oil Reservoirs – Bounded Stimulated Reservoir Volume","year":2014,"lang":"en","type":"article","venue":"SPE/EAGE European Unconventional Resources Conference and Exhibition","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"Alberta Innovates - Technology Futures","keywords":"Petroleum engineering; Permeability (electromagnetism); Tight gas; Oil well; Geology; Flow (mathematics); Fluid dynamics; Volumetric flow rate; Geotechnical engineering; Hydraulic fracturing; Mechanics; Reservoir simulation; Relative permeability; Soil science; Porosity; Chemistry","score_opus":0.025858738253145674,"score_gpt":0.23540730976447138,"score_spread":0.20954857151132572,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2050166252","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.98275805,0.0004941057,0.011917233,0.00035724332,0.00028071544,0.00012314766,0.00024093055,0.0002338595,0.0035947072],"genre_scores_gemma":[0.9920658,0.00024618738,0.0013801164,0.000025693169,0.00044120723,0.0000045763104,0.0037487296,0.000054983804,0.0020327396],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99688613,0.000482556,0.0007517943,0.000939291,0.00058322266,0.00035700953],"domain_scores_gemma":[0.9980173,0.00011071316,0.0002642859,0.0011880085,0.00023518107,0.00018449433],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001265586,0.00034848897,0.00057893357,0.0005672346,0.00024312796,0.00019941926,0.000552745,0.000124541,0.0004728236],"category_scores_gemma":[0.00042195694,0.00032549264,0.00021199131,0.0007937934,0.00019978761,0.0005167229,0.00025540046,0.0003958595,0.00006873553],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00044368123,0.00054412155,0.011998303,0.0007486373,0.006281617,0.00008387451,0.0053529623,0.88492036,0.056816883,0.00008050088,0.005374251,0.027354822],"study_design_scores_gemma":[0.0011034978,0.00010869177,0.09253099,0.00045997626,0.0016186576,0.000004743381,0.00036408613,0.87127024,0.004342716,0.0002494909,0.027279943,0.0006669584],"about_ca_topic_score_codex":0.0007586133,"about_ca_topic_score_gemma":0.0007905344,"teacher_disagreement_score":0.08053268,"about_ca_system_score_codex":0.00005801011,"about_ca_system_score_gemma":0.000025842068,"threshold_uncertainty_score":0.9999197},"labels":[],"label_agreement":null},{"id":"W2050176749","doi":"10.2118/149404-ms","title":"Analysis of Production Data in Shale Gas Reservoirs: Rigorous Corrections for Fluid and Flow Properties","year":2011,"lang":"en","type":"article","venue":"SPE Eastern Regional Meeting","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":11,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Encana (Canada); University of Calgary","funders":"ConocoPhillips","keywords":"Slippage; Permeability (electromagnetism); Tight gas; Flow (mathematics); Petroleum engineering; Relative permeability; Shale gas; Oil shale; Square root; Mechanics; Geology; Mathematics; Geotechnical engineering; Materials science; Hydraulic fracturing; Chemistry; Physics","score_opus":0.0707888300175148,"score_gpt":0.2451902330209094,"score_spread":0.17440140300339457,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2050176749","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99335885,0.0011258891,0.004121399,0.00019268841,0.00020767792,0.00019363248,0.000020955898,0.00007719041,0.00070174487],"genre_scores_gemma":[0.99663115,0.00016155305,0.0027092176,0.0000058752053,0.00013803689,0.000023449886,0.00006408118,0.00002136931,0.00024529616],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9989718,0.00003600276,0.00031554716,0.00031116535,0.00016800099,0.00019748893],"domain_scores_gemma":[0.9993293,0.000041739087,0.00006105516,0.00044785303,0.000071303126,0.000048719463],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003905186,0.00012654794,0.00028137225,0.00040470672,0.00006473119,0.000016453056,0.00021756093,0.000059149785,0.000012570747],"category_scores_gemma":[0.00016319784,0.0001101741,0.00007682871,0.00051417755,0.000059684822,0.00019339862,0.000080002035,0.000102097445,0.0000022843205],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00016268285,0.00013706398,0.12184929,0.0005857401,0.001858068,0.0000069035045,0.005831292,0.8583501,0.0034882622,0.0000065317076,0.0003898434,0.0073342],"study_design_scores_gemma":[0.00015199931,0.000024785613,0.0062087183,0.00019540834,0.0003788984,0.0000045261054,0.0009541645,0.9899565,0.0015339782,0.000041413394,0.00039929312,0.00015033573],"about_ca_topic_score_codex":0.00092652626,"about_ca_topic_score_gemma":0.0027522212,"teacher_disagreement_score":0.13160636,"about_ca_system_score_codex":0.000026834294,"about_ca_system_score_gemma":0.000012651253,"threshold_uncertainty_score":0.44927695},"labels":[],"label_agreement":null},{"id":"W2050204998","doi":"10.1016/j.jngse.2011.03.003","title":"Integration of microseismic and other post-fracture surveillance with production analysis: A tight gas study","year":2011,"lang":"en","type":"article","venue":"Journal of Natural Gas Science and Engineering","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":99,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Alberta Energy; University of Calgary","funders":"","keywords":"Microseism; Hydraulic fracturing; Tight gas; Petroleum engineering; Geology; Fracture (geology); Permeability (electromagnetism); Geotechnical engineering; Petrology; Seismology","score_opus":0.00594043630761535,"score_gpt":0.19939617743342755,"score_spread":0.1934557411258122,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2050204998","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99665946,0.0010813209,0.002005284,0.00005575052,0.00010824374,0.00005243429,5.62255e-7,0.000016774924,0.000020198657],"genre_scores_gemma":[0.9986282,0.00008332273,0.0012130978,0.000012176507,0.000046928257,6.7686153e-7,2.1485168e-7,0.000007648304,0.000007719376],"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","domain_scores_codex":[0.9992299,0.000009866438,0.00022483371,0.0001187435,0.00027773896,0.00013890988],"domain_scores_gemma":[0.9994922,0.000013836328,0.00007270058,0.00010693827,0.0002458278,0.00006846521],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000530844,0.00011188158,0.00024014365,0.00052799797,0.000046614212,0.000036491143,0.0001230393,0.000028681392,0.0000026217524],"category_scores_gemma":[0.000071456845,0.000069183,0.00004279689,0.00086217345,0.00006909211,0.00034999644,0.000013258999,0.00022838995,1.1095202e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00008440092,0.00007710219,0.021017212,0.00009465321,0.0008097441,0.000022458013,0.007119538,0.6528353,0.312721,0.0000022765637,0.000034722994,0.0051816036],"study_design_scores_gemma":[0.0006112921,0.0006801108,0.623172,0.00023260307,0.0007066369,0.00037752514,0.0021588583,0.26814252,0.10302879,0.000011368054,0.00038736843,0.0004909623],"about_ca_topic_score_codex":0.0000481258,"about_ca_topic_score_gemma":0.000045954483,"teacher_disagreement_score":0.6021548,"about_ca_system_score_codex":0.00003147786,"about_ca_system_score_gemma":0.000017392875,"threshold_uncertainty_score":0.28212008},"labels":[],"label_agreement":null},{"id":"W2050508872","doi":"10.2118/09-09-19-tn","title":"Centrifugation Options for Production of Dry Stackable Tailings in Surface- Mined Oil Sands Tailings Management","year":2009,"lang":"en","type":"article","venue":"Journal of Canadian Petroleum Technology","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":32,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Natural Resources Canada","funders":"","keywords":"Tailings; Oil sands; Centrifuge; Silt; Environmental science; Asphalt; Waste management; Extraction (chemistry); Geology; Engineering; Chemistry; Metallurgy; Materials science","score_opus":0.004857095549584957,"score_gpt":0.20013821677487006,"score_spread":0.1952811212252851,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2050508872","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9887594,0.0010190136,0.0019585886,0.0069194986,0.00029632036,0.00006995918,0.0000049114715,0.000046871264,0.00092543114],"genre_scores_gemma":[0.9929874,0.0008553847,0.005207937,0.000019440542,0.000060426777,0.0000034368345,0.000005630343,0.000013350043,0.00084702496],"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","domain_scores_codex":[0.9988943,0.00001125349,0.0005156058,0.00011751665,0.00014309,0.00031828327],"domain_scores_gemma":[0.9993993,0.00001308216,0.00015397854,0.00018141314,0.00014359305,0.00010863673],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003411936,0.000116392905,0.00030357225,0.0030155685,0.000048422517,0.00001252425,0.00020219453,0.00017567935,0.000011088013],"category_scores_gemma":[0.00007427298,0.00011649136,0.00010412932,0.0009989386,0.000040822353,0.00012843913,0.0000055379405,0.00026556363,0.0000012729606],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000029272818,0.000042095362,0.0011015101,0.00011245553,0.00013050275,0.000029524559,0.000097501186,0.9790008,0.009632885,0.00024718017,0.0014608285,0.0081154555],"study_design_scores_gemma":[0.007927222,0.0016986688,0.007917112,0.0014733028,0.0009317773,0.00019939926,0.0053897216,0.24733709,0.22346504,0.007570826,0.49454227,0.0015475635],"about_ca_topic_score_codex":0.001329096,"about_ca_topic_score_gemma":0.014969682,"teacher_disagreement_score":0.7316637,"about_ca_system_score_codex":0.00035376396,"about_ca_system_score_gemma":0.000086861095,"threshold_uncertainty_score":0.8353434},"labels":[],"label_agreement":null},{"id":"W2050797331","doi":"10.2118/152533-ms","title":"Understanding Hydraulic Fracture Stimulated Horizontal Eagle Ford Completions","year":2012,"lang":"en","type":"article","venue":"SPE/EAGE European Unconventional Resources Conference and Exhibition","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":22,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Nalcor Energy (Canada)","funders":"","keywords":"Eagle; Completion (oil and gas wells); Perforation; Production (economics); Hydraulic fracturing; Petroleum engineering; Ranking (information retrieval); Quality (philosophy); Geology; Wellbore; Fracture (geology); Reservoir simulation; Engineering; Computer science; Artificial intelligence; Geotechnical engineering; Paleontology; Mechanical engineering; Physics; Economics","score_opus":0.053780187629815006,"score_gpt":0.23249100886273566,"score_spread":0.17871082123292065,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2050797331","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7119811,0.0008309521,0.18212962,0.0005606872,0.0003818648,0.00021445236,0.00005126082,0.0005266281,0.103323415],"genre_scores_gemma":[0.9980211,0.00015096813,0.00017305657,0.00015267982,0.00051900384,0.0000046091586,0.00030959558,0.000045863155,0.0006230997],"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","domain_scores_codex":[0.99854654,0.00014291127,0.00033164248,0.00024376922,0.0003114966,0.0004236669],"domain_scores_gemma":[0.99935406,0.000078221,0.000073306255,0.00018919153,0.000047107686,0.0002581376],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00036800522,0.0002528261,0.0002295735,0.00019654873,0.00032985446,0.00015548088,0.0001307009,0.00008751518,0.0010526911],"category_scores_gemma":[0.000029005496,0.00023707146,0.00014883789,0.00019297344,0.000117169184,0.00037363428,0.000057489247,0.00033968818,0.00027029897],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0006330391,0.0020052353,0.04040061,0.0023551472,0.0044058384,0.00075282046,0.030962035,0.72484183,0.045473523,0.026479848,0.08923829,0.03245181],"study_design_scores_gemma":[0.0045743557,0.0004405339,0.09459644,0.0011077366,0.00062946446,0.0002841845,0.0049446425,0.17523643,0.0029169722,0.007100032,0.7055846,0.002584618],"about_ca_topic_score_codex":0.000040802388,"about_ca_topic_score_gemma":0.000022682376,"teacher_disagreement_score":0.6163463,"about_ca_system_score_codex":0.00010840634,"about_ca_system_score_gemma":0.000009580553,"threshold_uncertainty_score":0.99986047},"labels":[],"label_agreement":null},{"id":"W2051092305","doi":"10.2118/107123-ms","title":"Fracturing Water-Sensitive Tuffaceous Reservoirs","year":2007,"lang":"en","type":"article","venue":"All Days","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Waterloo","funders":"","keywords":"Hydraulic fracturing; Geology; Permeability (electromagnetism); Fracture (geology); Petroleum engineering; Geotechnical engineering; Chemistry","score_opus":0.00878349980767257,"score_gpt":0.22258207608145184,"score_spread":0.21379857627377927,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2051092305","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9329652,0.0002274859,0.017924704,0.00027216124,0.00034712293,0.00008879813,0.0000041073686,0.0006191493,0.04755127],"genre_scores_gemma":[0.99825436,0.00006826378,0.00047112993,0.00014526554,0.00024842445,0.000002947149,0.000031935633,0.000049376045,0.0007283],"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9986438,0.000018822517,0.00025418567,0.00021986106,0.00024126336,0.0006220808],"domain_scores_gemma":[0.999307,0.000091610134,0.000016835702,0.00037055326,0.000036022182,0.00017798206],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00041339285,0.00019852322,0.00021478906,0.00015945002,0.00009290554,0.000043493954,0.00019629239,0.00013520093,0.00012767351],"category_scores_gemma":[0.000027528464,0.0001504669,0.00012166608,0.000115675175,0.00003343744,0.00012281272,0.000063193715,0.00032792072,0.00052319595],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000031096868,0.00004651438,0.00029833193,0.0000979869,0.0005340569,0.0008263425,0.003921296,0.93608934,0.048097655,0.000018889321,0.0051609427,0.0048775733],"study_design_scores_gemma":[0.0003832721,0.00003755706,0.0027081901,0.000045046643,0.00009359435,0.000047792724,0.0004430638,0.024087528,0.805714,0.00019973812,0.16564418,0.00059604977],"about_ca_topic_score_codex":0.0001773882,"about_ca_topic_score_gemma":0.00020058264,"teacher_disagreement_score":0.9120018,"about_ca_system_score_codex":0.00008314663,"about_ca_system_score_gemma":0.000004210104,"threshold_uncertainty_score":0.67248},"labels":[],"label_agreement":null},{"id":"W2051095602","doi":"10.2118/152185-ms","title":"A Direct Comparison of Hydraulic Fracture Geometry and Well Performance Between Cemented Liner and Open Hole Packer Completed Horizontal Wells in a Tight Gas Reservoir","year":2012,"lang":"en","type":"article","venue":"SPE Hydraulic Fracturing Technology Conference","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":16,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Penn West Exploration (Canada)","funders":"","keywords":"Geology; Tight gas; Microseism; Hydraulic fracturing; Permeability (electromagnetism); Completion (oil and gas wells); Petroleum engineering; Cretaceous; Natural gas; Geotechnical engineering; Fracture (geology); Directional drilling; Petrology; Engineering; Drilling; Paleontology; Seismology","score_opus":0.02019219230280188,"score_gpt":0.2616358424934279,"score_spread":0.24144365019062602,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2051095602","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9886498,0.0025675998,0.001338673,0.0018172484,0.000114818795,0.00050907553,0.000017550117,0.00035700426,0.004628273],"genre_scores_gemma":[0.9978015,0.0006805833,0.0010050165,0.00012314403,0.00010874846,0.000047352692,0.00006225265,0.000071704926,0.00009972998],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99713165,0.00009183069,0.00085229945,0.00060991687,0.00034800082,0.0009662835],"domain_scores_gemma":[0.99837977,0.00019846339,0.00025919534,0.00081718503,0.00007580923,0.00026960243],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00050629536,0.0005808331,0.001312033,0.0010976681,0.0001727774,0.00010489878,0.0009328149,0.0006833143,0.00016776158],"category_scores_gemma":[0.00009946741,0.00052554207,0.000081278675,0.0009984382,0.00043415098,0.00060373946,0.0007599247,0.0013141434,0.000040196628],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00013366487,0.00043215777,0.9377591,0.0008240966,0.00074063474,0.000030470714,0.0024172931,0.031406574,0.0038619703,0.00006511139,0.0025724245,0.019756474],"study_design_scores_gemma":[0.0038224238,0.00047403315,0.4532819,0.0012376389,0.00037669358,0.00004536809,0.0010420739,0.13736905,0.24953257,0.00047588607,0.15024577,0.0020965617],"about_ca_topic_score_codex":0.0008917224,"about_ca_topic_score_gemma":0.00014780943,"teacher_disagreement_score":0.4844772,"about_ca_system_score_codex":0.00010442991,"about_ca_system_score_gemma":0.00003663854,"threshold_uncertainty_score":0.9997196},"labels":[],"label_agreement":null},{"id":"W2051339365","doi":"10.2118/141422-ms","title":"Mitigating Silicate Scale in Production Wells in an Oilfield in Alberta","year":2011,"lang":"en","type":"article","venue":"SPE International Symposium on Oilfield Chemistry","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":28,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Husky Energy (Canada)","funders":"","keywords":"Silicate; Scaling; Petroleum engineering; Environmental science; Produced water; Oil production; Geology; Materials science; Chemical engineering; Engineering","score_opus":0.008430884581642617,"score_gpt":0.21424873039019007,"score_spread":0.20581784580854745,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2051339365","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8877539,0.000015133109,0.000014516878,0.0016504804,0.00023181959,0.00004450408,0.0000013191539,0.000038192164,0.110250115],"genre_scores_gemma":[0.99788314,0.00008408339,0.00013539071,0.00008054202,0.000178607,0.00002539136,0.000020035735,0.000018039456,0.0015747673],"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9989451,0.0000140573065,0.00034421546,0.00030368785,0.0001776284,0.00021527671],"domain_scores_gemma":[0.99959075,0.000042316748,0.000037716138,0.00024791673,0.000021928377,0.000059366732],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00012815942,0.00014918526,0.00015740583,0.000101738115,0.000013371629,0.000022714215,0.0003014103,0.00016317461,0.00041041552],"category_scores_gemma":[0.000051447667,0.00015740044,0.000051974246,0.00017036611,0.000020605628,0.00014884914,0.00003098505,0.00041313597,0.000024940491],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000120051096,0.0007541197,0.16980697,0.00026739296,0.000078629724,0.00009825464,0.0047469013,0.4357752,0.38358346,0.000029826235,0.00040861598,0.0043306043],"study_design_scores_gemma":[0.0003871943,0.00001739963,0.007602442,0.00026011333,0.000005065749,0.000008177821,0.00020707404,0.02659405,0.9638858,0.0003165049,0.00043168192,0.00028448334],"about_ca_topic_score_codex":0.0026614266,"about_ca_topic_score_gemma":0.0032083462,"teacher_disagreement_score":0.58030236,"about_ca_system_score_codex":0.000119713295,"about_ca_system_score_gemma":0.000009740845,"threshold_uncertainty_score":0.64186037},"labels":[],"label_agreement":null},{"id":"W2051358965","doi":"10.2118/157843-ms","title":"The Use of Pressure Transient Analysis Tools to Interpret Mini-Frac Data in Alberta Oilsands Caprocks","year":2012,"lang":"en","type":"article","venue":"SPE Heavy Oil Conference Canada","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Suncor Energy (Canada)","funders":"","keywords":"Caprock; Derivative (finance); Closure (psychology); Geology; Flow (mathematics); Time derivative; Fracture (geology); Function (biology); Mathematics; Petroleum engineering; Mechanics; Applied mathematics; Geotechnical engineering; Mathematical analysis; Physics; Geometry","score_opus":0.03554479752201231,"score_gpt":0.24287758723332245,"score_spread":0.20733278971131014,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2051358965","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.97498167,0.0025774557,0.0068746815,0.00748951,0.0009372132,0.00026352686,0.000981437,0.00007100901,0.0058235126],"genre_scores_gemma":[0.998067,0.00019339839,0.00014582969,0.00012951846,0.000043801883,0.000015327185,0.000101439786,0.000016981501,0.0012866803],"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","domain_scores_codex":[0.9984028,0.000063097876,0.00042089022,0.000251268,0.00036218745,0.0004997787],"domain_scores_gemma":[0.99806595,0.00040115297,0.000035360696,0.0011505699,0.000071077164,0.00027586462],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00022461916,0.0001995944,0.00040844997,0.0001475619,0.00006772522,0.000087184875,0.00070072926,0.000078437195,0.00011732831],"category_scores_gemma":[0.00030650565,0.00014978473,0.00007616942,0.0006600832,0.00003909479,0.00028748534,0.00009918722,0.00024003953,0.0000030908586],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00009145299,0.00007404886,0.014504533,0.00032337732,0.002747819,0.000018121864,0.0059375972,0.87738985,0.0002378614,0.000050465438,0.037253942,0.061370946],"study_design_scores_gemma":[0.0002415091,0.000021540434,0.0117867375,0.00013195966,0.00080284366,0.00000244206,0.000520588,0.2652271,0.0018538536,0.000003441517,0.7189259,0.00048211205],"about_ca_topic_score_codex":0.7716362,"about_ca_topic_score_gemma":0.98242,"teacher_disagreement_score":0.6816719,"about_ca_system_score_codex":0.00008215249,"about_ca_system_score_gemma":0.00026788187,"threshold_uncertainty_score":0.6108044},"labels":[],"label_agreement":null},{"id":"W2051436275","doi":"10.2118/09-04-57","title":"New Solution for Anisotropic Formation Damage Due to Produced Water Re-injection","year":2009,"lang":"en","type":"article","venue":"Journal of Canadian Petroleum Technology","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"Iran University of Science and Technology; University of Calgary","keywords":"Anisotropy; Isotropy; Permeability (electromagnetism); Mechanics; Materials science; Physics; Optics; Chemistry","score_opus":0.006288002791770408,"score_gpt":0.2028109787098837,"score_spread":0.1965229759181133,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2051436275","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.5343431,0.00020353068,0.40951508,0.053832546,0.0006504759,0.00018895435,0.000005155096,0.00019224209,0.0010688844],"genre_scores_gemma":[0.99515164,0.000017863345,0.0041341027,0.00013428324,0.0002843258,0.0000031829645,0.0000046510077,0.000013418837,0.0002565265],"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","domain_scores_codex":[0.99912965,0.00000917465,0.0003176855,0.0000877126,0.00010635427,0.00034943057],"domain_scores_gemma":[0.9994374,0.000005238505,0.00005714139,0.00017046877,0.00010075805,0.00022897754],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001527723,0.0001068603,0.0002217018,0.002786122,0.00008885064,0.000030434161,0.00018567395,0.00017707814,0.000023118017],"category_scores_gemma":[0.000053238666,0.00008704899,0.000089811285,0.00042600537,0.000007371647,0.00020447723,0.000005206375,0.00023526722,0.00001530823],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00006531792,0.000022102238,0.00009315707,0.00006360032,0.00017735042,0.00011314813,0.0005575587,0.68094546,0.12684609,0.00017186537,0.087755375,0.103189],"study_design_scores_gemma":[0.0017784664,0.002278826,0.0021921722,0.00013467926,0.00021416234,0.0010099954,0.00032749516,0.08856114,0.37196985,0.0045167846,0.52640903,0.0006073924],"about_ca_topic_score_codex":0.001516298,"about_ca_topic_score_gemma":0.03228851,"teacher_disagreement_score":0.5923843,"about_ca_system_score_codex":0.00040473673,"about_ca_system_score_gemma":0.000079697136,"threshold_uncertainty_score":0.9853697},"labels":[],"label_agreement":null},{"id":"W2051572302","doi":"10.2118/108190-pa","title":"Transient Flow in Discretely Fractured Porous Media","year":2009,"lang":"en","type":"article","venue":"SPE Journal","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":43,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Quest University Canada","funders":"","keywords":"Geology; Porous medium; Mechanics; Transient (computer programming); Displacement (psychology); Flow (mathematics); Azimuth; Fracture (geology); Geotechnical engineering; Hydraulic conductivity; Porosity; Hydraulic fracturing; Pressure gradient; Yield (engineering); Materials science; Geometry; Soil science; Physics; Mathematics","score_opus":0.005999379051307792,"score_gpt":0.20962668408132004,"score_spread":0.20362730503001225,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2051572302","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9305034,0.005123599,0.040921792,0.005276913,0.0012850398,0.00010609415,0.000008234739,0.00023252692,0.016542384],"genre_scores_gemma":[0.99753004,0.0004352472,0.0014117605,0.00011014402,0.000430592,4.5377135e-7,0.0000040058662,0.000013780113,0.00006395364],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.999089,0.000023277189,0.0002653136,0.000088766275,0.0002449436,0.0002886831],"domain_scores_gemma":[0.9996562,0.000021029791,0.000025445333,0.00012363064,0.000015764157,0.00015793247],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00018036293,0.00012843176,0.00020269681,0.00018549636,0.000045753935,0.000056858953,0.0001497683,0.00008447018,0.00026351464],"category_scores_gemma":[0.000027609893,0.00009697144,0.000118508724,0.00018084486,0.000010968322,0.000114967355,0.000003334408,0.0005689187,0.00003129905],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000012275581,0.00002788288,0.000121474026,0.000005585062,0.000040381343,0.00034349336,0.0015713524,0.9530975,0.0006096916,0.0000018919047,0.0023437392,0.04182469],"study_design_scores_gemma":[0.0036234776,0.00026554114,0.30525863,0.0003610804,0.00020270474,0.001045257,0.0005991133,0.607502,0.007122139,0.004960858,0.0676937,0.0013654797],"about_ca_topic_score_codex":0.000010054943,"about_ca_topic_score_gemma":0.00007810943,"teacher_disagreement_score":0.34559554,"about_ca_system_score_codex":0.00007920108,"about_ca_system_score_gemma":0.000015842494,"threshold_uncertainty_score":0.39543805},"labels":[],"label_agreement":null},{"id":"W2051603625","doi":"10.2118/75681-ms","title":"A Comparison of Results of Three Different CO2 Energized Frac Fluids: A Case History","year":2002,"lang":"en","type":"article","venue":"SPE Gas Technology Symposium","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":16,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Canadian Natural Resources","funders":"","keywords":"Production (economics); Natural gas field; Blanket; Petroleum engineering; Scale (ratio); Environmental science; Engineering; Economics; Natural gas; Waste management; Physics; Microeconomics; Materials science","score_opus":0.015742065690231736,"score_gpt":0.22655469497051356,"score_spread":0.21081262928028183,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2051603625","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9829236,0.0064805876,0.0019818542,0.0012040681,0.00031317372,0.00014357724,0.000020677802,0.00058510684,0.0063473503],"genre_scores_gemma":[0.99842834,0.00041776345,0.00053635595,0.000006516051,0.000035668556,0.000016848486,0.0000068026125,0.000032455242,0.0005192496],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99856937,0.000024216599,0.00066266576,0.00025482234,0.00018489317,0.00030406244],"domain_scores_gemma":[0.9988868,0.00006354555,0.00015155078,0.0007701742,0.00006411449,0.00006378592],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00009043472,0.0002308377,0.00069417246,0.0005796827,0.00003504575,0.0000031476156,0.00032595353,0.00038958574,0.00013240968],"category_scores_gemma":[0.000049781935,0.00020349759,0.00017008929,0.0003158603,0.00027816088,0.000036710593,0.00007983802,0.0003654519,0.00001943724],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00020354526,0.0014415716,0.008885382,0.00083850394,0.0017965524,0.0010961196,0.0029897601,0.26835394,0.63760394,0.0005156161,0.06705173,0.0092233345],"study_design_scores_gemma":[0.0023302773,0.00037872724,0.0001094116,0.00014961636,0.000350048,0.0002491485,0.00028857833,0.372376,0.59004664,0.00026325183,0.032949094,0.000509171],"about_ca_topic_score_codex":0.00017336936,"about_ca_topic_score_gemma":0.00027744766,"teacher_disagreement_score":0.104022056,"about_ca_system_score_codex":0.0001609805,"about_ca_system_score_gemma":0.000007774619,"threshold_uncertainty_score":0.8298391},"labels":[],"label_agreement":null},{"id":"W2051637365","doi":"10.2118/130103-ms","title":"Development Update for an Emerging Shale Gas Giant Field—Horn River Basin, British Columbia, Canada","year":2010,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":31,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Alberta Energy","funders":"","keywords":"Drilling; Oil shale; French horn; Productivity; Petroleum engineering; Shale gas; Hydraulic fracturing; Geology; Natural gas field; Unconventional oil; Structural basin; Devonian; Mining engineering; Natural gas; Engineering; Geochemistry; Geomorphology; Paleontology","score_opus":0.00583762430417824,"score_gpt":0.1966994698564814,"score_spread":0.19086184555230315,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2051637365","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9833877,0.000032854892,0.011300786,0.0002567618,0.00059068174,0.00012678646,0.00001475294,0.00018619216,0.004103459],"genre_scores_gemma":[0.9796928,0.000019346591,0.015553145,0.00033966315,0.00013792187,0.000028637045,0.000045630473,0.000031126474,0.004151692],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99908346,0.000005984536,0.0002110108,0.00020040531,0.00015973736,0.00033941655],"domain_scores_gemma":[0.99950886,0.000028651013,0.00001766668,0.00021890191,0.000049780083,0.00017613378],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000108801854,0.00009977412,0.00017411225,0.000026828464,0.00018694876,0.00015582333,0.00018574226,0.000080559905,0.0012821419],"category_scores_gemma":[0.00002549011,0.00013746155,0.000054364828,0.000083696745,0.000012640383,0.00010179483,0.000026270174,0.0001875989,0.00000904554],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00000927339,0.000108937675,0.005431742,0.0003223645,0.00060155435,0.0001350806,0.00072602363,0.043491926,0.003503594,0.000013261559,0.5951211,0.35053512],"study_design_scores_gemma":[0.0003189945,0.000020485004,0.005469077,0.00002656774,0.000036660735,0.000022683356,0.0001411736,0.099536575,0.0079562375,0.000038276812,0.88595337,0.0004798779],"about_ca_topic_score_codex":0.84086066,"about_ca_topic_score_gemma":0.9981043,"teacher_disagreement_score":0.35005525,"about_ca_system_score_codex":0.000055836026,"about_ca_system_score_gemma":0.00012196176,"threshold_uncertainty_score":0.9996308},"labels":[],"label_agreement":null},{"id":"W2051716627","doi":"10.2523/iptc-16940-ms","title":"Sand Production Prediction Analysis of Heterogeneous Reservoirs for Sand Control and Optimal Well Completion Design","year":2013,"lang":"en","type":"article","venue":"International Petroleum Technology Conference","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":10,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"ConocoPhillips (Canada)","funders":"ConocoPhillips","keywords":"Drawdown (hydrology); Completion (oil and gas wells); Petroleum engineering; Submarine pipeline; Permeability (electromagnetism); Production rate; Production (economics); Geotechnical engineering; Reservoir engineering; Geology; Environmental science; Mining engineering; Engineering; Aquifer; Process engineering; Groundwater","score_opus":0.011876563648795066,"score_gpt":0.22242347531443574,"score_spread":0.21054691166564066,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2051716627","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.57945645,0.00012765583,0.4186908,0.00097128545,0.00015888512,0.0001855775,0.000041551863,0.00016702691,0.00020076167],"genre_scores_gemma":[0.9970823,0.0001241091,0.0023702404,0.000010585011,0.00004857725,0.00016149506,0.000060668215,0.000013423952,0.00012862128],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99901307,0.000024873103,0.000334479,0.0002718193,0.00017924001,0.00017654507],"domain_scores_gemma":[0.99925494,0.000078254736,0.00009871358,0.0002133631,0.0003134554,0.0000412638],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00016381679,0.00014590725,0.00031554248,0.0009219554,0.0000594499,0.00004110744,0.00022437473,0.00016956596,0.000115158706],"category_scores_gemma":[0.00009906853,0.00013849656,0.000095147974,0.00028941061,0.0001420971,0.00014322205,0.000028547356,0.00014556368,0.0000064745686],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000042600594,0.000029820012,0.005835759,0.000023151375,0.0016875418,8.5458885e-7,0.000034251152,0.9616366,0.029011264,0.00006659521,0.00036745673,0.001264098],"study_design_scores_gemma":[0.0004708816,0.00009267073,0.0074579515,0.000021263402,0.00037876735,0.000009722927,0.00003741734,0.9686185,0.021814628,0.00042680732,0.00055441936,0.000116943185],"about_ca_topic_score_codex":0.000054099844,"about_ca_topic_score_gemma":0.000018770712,"teacher_disagreement_score":0.4176258,"about_ca_system_score_codex":0.000055757348,"about_ca_system_score_gemma":0.000012006007,"threshold_uncertainty_score":0.56477255},"labels":[],"label_agreement":null},{"id":"W2051750829","doi":"10.2118/167160-ms","title":"Production Data Analysis of Liquid Rich Shale Gas Condensate Reservoirs","year":2013,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":58,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"Alberta Innovates - Technology Futures; University of Calgary","keywords":"Petroleum engineering; Drawdown (hydrology); Shale gas; Reservoir engineering; Permeability (electromagnetism); Oil shale; Flow (mathematics); Geology; Reservoir modeling; Transient analysis; Reservoir simulation; Environmental science; Mechanics; Geotechnical engineering; Petroleum; Engineering; Chemistry; Transient response; Aquifer","score_opus":0.022226049355254462,"score_gpt":0.2448655946066208,"score_spread":0.22263954525136634,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2051750829","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9888442,0.00020242317,0.0028596919,0.0005284298,0.00011670158,0.0001108314,0.000014921489,0.00022224583,0.0071005225],"genre_scores_gemma":[0.99567276,0.00013787801,0.0009981134,0.000015691789,0.000071269475,0.000010996577,0.0001821835,0.00001888486,0.0028922318],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99886465,0.000031702657,0.00032892704,0.00030797714,0.00024367182,0.00022304566],"domain_scores_gemma":[0.998344,0.000038441434,0.0000450791,0.0013814501,0.00010923086,0.0000817947],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002662556,0.00013150477,0.00033801913,0.00042971093,0.0000417305,0.000030653202,0.00046923073,0.00007409237,0.0016377644],"category_scores_gemma":[0.00010039421,0.000104683815,0.00010408084,0.0012985585,0.0000404131,0.00032709917,0.0001201324,0.00012715737,0.00014527865],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000069490143,0.00003780167,0.0016407119,0.00007868925,0.0030211932,0.0000017576016,0.00020335121,0.9660878,0.011448167,0.0000066245066,0.016980566,0.00048635367],"study_design_scores_gemma":[0.00010348957,0.000028959317,0.006406377,0.000014686624,0.0012891085,0.000001614444,0.00025271167,0.95279336,0.036669046,0.00003666601,0.0021623853,0.00024161905],"about_ca_topic_score_codex":0.0010420183,"about_ca_topic_score_gemma":0.00038378275,"teacher_disagreement_score":0.02522088,"about_ca_system_score_codex":0.000024792782,"about_ca_system_score_gemma":0.000009061315,"threshold_uncertainty_score":0.99927485},"labels":[],"label_agreement":null},{"id":"W2051859903","doi":"10.2118/78192-ms","title":"New Iterative Coupling between a Reservoir Simulator and a Geomechanics Module","year":2002,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":56,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Geomechanics; Coupling (piping); Modular design; Convergence (economics); Computer science; Iterative method; Flow (mathematics); Stress (linguistics); Computational science; Algorithm; Mechanics; Mechanical engineering; Engineering; Geotechnical engineering; Physics","score_opus":0.016456842601684004,"score_gpt":0.2211571279555679,"score_spread":0.2047002853538839,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2051859903","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.62175494,0.001477774,0.37181258,0.00040937777,0.00008431916,0.0001255958,0.000007360704,0.000566481,0.003761539],"genre_scores_gemma":[0.9951265,0.00012084697,0.0015784361,0.000026981166,0.0001830016,0.000002741566,0.0000037840052,0.00002729253,0.002930451],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99926776,0.0000061854607,0.00017082946,0.0001763819,0.00014239537,0.00023646187],"domain_scores_gemma":[0.9994927,0.00007360912,0.000014455716,0.00020864498,0.000020683525,0.0001898952],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00007267948,0.0001462189,0.00021282646,0.00010040295,0.00007543506,0.00007128217,0.00010315713,0.00009132224,0.0005061313],"category_scores_gemma":[0.000023472334,0.00012326751,0.000055797613,0.00019130525,0.0000072831085,0.00013045184,0.00004184422,0.00017244866,0.000075530086],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[7.9544105e-7,0.00000415985,0.0004072261,0.00002503372,0.00010848868,0.000004895134,0.00031083453,0.99508274,0.00009991616,0.00002507681,0.0025434725,0.0013873901],"study_design_scores_gemma":[0.00022089637,0.000017716375,0.00012953414,0.000018890496,0.000031426625,0.0000014226944,0.000033750974,0.9921747,0.0012320293,0.0002212901,0.0057511344,0.00016723249],"about_ca_topic_score_codex":0.000078475976,"about_ca_topic_score_gemma":0.000023801433,"teacher_disagreement_score":0.37337148,"about_ca_system_score_codex":0.000029998337,"about_ca_system_score_gemma":0.0000034008135,"threshold_uncertainty_score":0.55417836},"labels":[],"label_agreement":null},{"id":"W2052014748","doi":"10.2118/2006-083","title":"Gas Well Production Analysis With Non-Darcy Flow and Real-Gas PVT Behavior","year":2006,"lang":"en","type":"article","venue":"Canadian International Petroleum Conference","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Regina","funders":"","keywords":"Production (economics); Flow (mathematics); Petroleum engineering; Darcy's law; Computer science; Environmental science; Materials science; Porous medium; Mechanics; Geology; Porosity; Physics; Economics; Microeconomics","score_opus":0.00537219630655443,"score_gpt":0.19466894771882734,"score_spread":0.18929675141227292,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2052014748","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9603677,0.00003547657,0.002923291,0.0008440899,0.00022647221,0.00006263943,0.00006051245,0.00007271023,0.035407137],"genre_scores_gemma":[0.99490446,0.000089586414,0.00035782027,0.000020518542,0.00022748552,0.000037478738,0.0002327409,0.000021174232,0.0041087246],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9989456,0.000013361696,0.00020061302,0.00030645102,0.00024900763,0.00028497042],"domain_scores_gemma":[0.99932855,0.000013276875,0.000039368053,0.00023645685,0.00014638605,0.00023595965],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00008125852,0.00018044551,0.00020622165,0.0006881903,0.00009684384,0.00018963839,0.00020400097,0.0000738056,0.00038316337],"category_scores_gemma":[0.000008215028,0.00016865507,0.00007401216,0.00030300548,0.00006866958,0.00021168758,0.000013035987,0.00017420322,0.00003285734],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000008418538,0.000023738323,0.07128126,0.000017575767,0.00057369703,0.00008800913,0.00007496574,0.9245999,0.00033503323,0.00018951869,0.0018984453,0.0009094367],"study_design_scores_gemma":[0.0003621613,0.000035559588,0.29002407,0.000046405465,0.0006964402,0.000039818973,0.000113358794,0.6885381,0.0009966942,0.00009036357,0.018556748,0.000500305],"about_ca_topic_score_codex":0.16554742,"about_ca_topic_score_gemma":0.5740063,"teacher_disagreement_score":0.40845892,"about_ca_system_score_codex":0.00026518502,"about_ca_system_score_gemma":0.000114850176,"threshold_uncertainty_score":0.8400093},"labels":[],"label_agreement":null},{"id":"W2052048080","doi":"10.2118/112476-ms","title":"Multiple-Layer Completions for Efficient Treatment of Multilayer Reservoirs","year":2008,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Casing; Piston (optics); Flow control valve; Fracture (geology); Engineering; Line (geometry); Relief valve; Control valves; Layer (electronics); Pressure control; Mechanical engineering; Materials science; Geotechnical engineering; Composite material; Physics","score_opus":0.04180048977570993,"score_gpt":0.25985979266232634,"score_spread":0.2180593028866164,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2052048080","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9050299,0.00026911288,0.09031391,0.00013747069,0.00012875973,0.0003173138,0.00004114368,0.00023688457,0.0035255367],"genre_scores_gemma":[0.9931658,0.00010085566,0.0051522385,0.000008111289,0.000055608587,0.00007035795,0.000022922535,0.0000244128,0.0013997239],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9992522,0.000011158706,0.00024385004,0.00014268755,0.00012757759,0.00022254352],"domain_scores_gemma":[0.9993689,0.00018212474,0.000021771024,0.00028566577,0.000060237915,0.00008131845],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00004068654,0.0001381063,0.00025112036,0.000119269534,0.00011139258,0.0000046259793,0.00009220225,0.000057440247,0.000104709856],"category_scores_gemma":[0.000026368729,0.00010221711,0.00022863976,0.00013474538,0.000044745866,0.00001982868,0.000009676272,0.000033661174,0.000026464184],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000012470029,0.00016837829,0.0009941122,0.000027946415,0.00013748181,0.0000027872188,0.0004502474,0.9936824,0.0028314583,0.00000866814,0.0014015278,0.0002825123],"study_design_scores_gemma":[0.0010349414,0.00008561474,0.0030255294,0.00000808177,0.000040471117,0.0000047621425,0.00007744385,0.9208194,0.04554438,0.000003834629,0.029214174,0.00014137942],"about_ca_topic_score_codex":0.0002108936,"about_ca_topic_score_gemma":0.00010780075,"teacher_disagreement_score":0.088135906,"about_ca_system_score_codex":0.00006737379,"about_ca_system_score_gemma":0.000010001949,"threshold_uncertainty_score":0.4168293},"labels":[],"label_agreement":null},{"id":"W2052285322","doi":"10.2118/166209-pa","title":"Intelligent Completion Inside Uncemented Liner For Selective High-Rate Carbonate Matrix Acidizing","year":2014,"lang":"en","type":"article","venue":"SPE Drilling & Completion","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":14,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"ConocoPhillips (Canada)","funders":"ConocoPhillips","keywords":"Completion (oil and gas wells); Workover; Petroleum engineering; Well stimulation; Drilling; Drilling fluid; Geology; Water injection (oil production); Directional drilling; Oil field; Petroleum; Engineering; Reservoir engineering; Mechanical engineering","score_opus":0.014571661415124521,"score_gpt":0.24389799648088328,"score_spread":0.22932633506575875,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2052285322","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.23155601,0.00015143966,0.7653546,0.00032429062,0.00069772144,0.00034505062,0.000021749127,0.0005225786,0.0010266047],"genre_scores_gemma":[0.99333864,0.00011336785,0.005236939,0.0000819909,0.0005531152,0.00004345095,0.0004503865,0.000064476975,0.000117632204],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99845034,0.00009427421,0.00044710646,0.00034842835,0.00023946782,0.00042039136],"domain_scores_gemma":[0.99909973,0.00022322102,0.00010221798,0.00027404938,0.00020025088,0.000100530015],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00053536263,0.00027615708,0.0004029483,0.0002509785,0.00022033798,0.00007941123,0.00015976184,0.000116297095,0.000029410894],"category_scores_gemma":[0.00012567808,0.0002675381,0.00017045265,0.0003219026,0.000035283578,0.00009647629,0.000032316428,0.00024548458,0.00006580663],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000031021642,0.000021665188,0.00016251802,0.000104630315,0.00014696953,8.6372876e-7,0.00018713698,0.97278994,0.024419954,0.00045292772,0.00052422413,0.0011581539],"study_design_scores_gemma":[0.00046022527,0.000080479986,0.001465792,0.000096186646,0.0000996734,0.0000021970745,0.00003851835,0.9314274,0.031728502,0.0015091711,0.032750536,0.0003412861],"about_ca_topic_score_codex":0.00031419983,"about_ca_topic_score_gemma":0.00015467858,"teacher_disagreement_score":0.76178265,"about_ca_system_score_codex":0.00023616519,"about_ca_system_score_gemma":0.000011481121,"threshold_uncertainty_score":0.9999777},"labels":[],"label_agreement":null},{"id":"W2052308832","doi":"10.2118/148710-ms","title":"Shale Gas Modeling Workflow: From Microseismic to Simulation -- A Horn River Case Study","year":2011,"lang":"en","type":"article","venue":"Canadian Unconventional Resources Conference","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":53,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Geology; Petroleum engineering; Hydraulic fracturing; Microseism; Oil shale; Drilling; Permeability (electromagnetism); Unconventional oil; Shale gas; Fracture (geology); Fluid dynamics; Petrology; Geotechnical engineering; Engineering; Seismology; Mechanics; Paleontology","score_opus":0.04117050593450636,"score_gpt":0.23260325264072246,"score_spread":0.1914327467062161,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2052308832","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.97139084,0.00011812904,0.025860976,0.000032682263,0.00014875736,0.00020975845,0.00006441715,0.000096678894,0.0020777672],"genre_scores_gemma":[0.9987473,0.0000035783235,0.00058432104,0.00009504099,0.00010976851,0.000026679149,0.000026643367,0.000031133786,0.00037555827],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9987589,0.00004626218,0.00028437955,0.00033447248,0.00020470712,0.00037124802],"domain_scores_gemma":[0.9988953,0.000046619385,0.000027035283,0.00031181765,0.00011767173,0.00060158817],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00012083146,0.00020501342,0.00020841521,0.00033973544,0.00018848856,0.000085424974,0.00024969163,0.00009681066,0.0010397502],"category_scores_gemma":[0.00003367282,0.00021742808,0.00010381081,0.00025035357,0.000034938243,0.00010792365,0.00003182167,0.00020354462,0.00022144125],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000009577762,0.000028665645,0.004049284,0.000008512048,0.00015351298,0.0013984971,0.0077064787,0.9828665,0.000022125581,0.000007770642,0.0000794551,0.0036695716],"study_design_scores_gemma":[0.00027146967,0.000033729742,0.0017245058,0.000055300905,0.000072058014,0.0000350874,0.0021944775,0.99279624,0.0000333642,0.0005093305,0.0019666047,0.0003078509],"about_ca_topic_score_codex":0.34490135,"about_ca_topic_score_gemma":0.3130707,"teacher_disagreement_score":0.031830646,"about_ca_system_score_codex":0.00020266195,"about_ca_system_score_gemma":0.000108267755,"threshold_uncertainty_score":0.99987346},"labels":[],"label_agreement":null},{"id":"W2052432338","doi":"10.2118/09-05-17-tn","title":"An Integrated Sand Cleanout System by Employing Jet Pumps","year":2009,"lang":"en","type":"article","venue":"Journal of Canadian Petroleum Technology","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":8,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Petroleum Technology Research Centre; University of Regina","funders":"PetroChina Company Limited","keywords":"Nozzle; Jet (fluid); Annulus (botany); Petroleum engineering; Injector; Wellbore; Flow (mathematics); Working fluid; Geotechnical engineering; Mechanics; Geology; Engineering; Materials science; Mechanical engineering; Composite material","score_opus":0.003729300548429968,"score_gpt":0.19142872188827534,"score_spread":0.18769942133984538,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2052432338","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9798436,0.0023304268,0.0074574165,0.0041033993,0.00042744304,0.000053370426,0.000031354604,0.00046641906,0.005286554],"genre_scores_gemma":[0.9990745,0.00012916721,0.0004814378,0.000097981465,0.00010912988,0.0000010775813,0.000005765228,0.00002773898,0.00007319316],"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","domain_scores_codex":[0.9987049,0.00003092072,0.00048110783,0.0001298792,0.00018171735,0.00047144512],"domain_scores_gemma":[0.9989985,0.000013040623,0.000121956946,0.0003063505,0.000107463435,0.00045267612],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00023650401,0.00019559707,0.00044589353,0.003124491,0.00009656695,0.00006113465,0.0005115095,0.00033518247,0.00003262006],"category_scores_gemma":[0.000039119706,0.00016484181,0.00012086807,0.00088608364,0.0000427827,0.00016697349,0.0000049578243,0.00073441543,0.000015107305],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00008453368,0.00013120614,0.0073044905,0.00016007926,0.001299253,0.0030747384,0.00047710986,0.7635736,0.038934123,0.0005563692,0.09352068,0.09088385],"study_design_scores_gemma":[0.0019094278,0.0018421455,0.0018552429,0.0005583321,0.00037286573,0.003028465,0.0035752482,0.114452936,0.03254535,0.00022091843,0.8384898,0.0011492745],"about_ca_topic_score_codex":0.0050699627,"about_ca_topic_score_gemma":0.019095177,"teacher_disagreement_score":0.7449691,"about_ca_system_score_codex":0.00038995224,"about_ca_system_score_gemma":0.00014257205,"threshold_uncertainty_score":0.9988038},"labels":[],"label_agreement":null},{"id":"W2052748916","doi":"10.2118/147282-ms","title":"GFREE Research Program","year":2011,"lang":"en","type":"article","venue":"SPE Annual Technical Conference and Exhibition","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":10,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Calgary","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Presentation (obstetrics); Flexibility (engineering); Government (linguistics); Multidisciplinary approach; Incentive; Petroleum industry; Dissemination; Engineering management; Graduate education; Engineering; Business; Political science; Management; Sociology; Economics; Pedagogy","score_opus":0.06827420815913486,"score_gpt":0.31243427799866746,"score_spread":0.2441600698395326,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2052748916","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.58006054,0.00060817675,0.013819236,0.0007192789,0.00015864626,0.00072044705,0.000038621154,0.0028218315,0.40105322],"genre_scores_gemma":[0.99799687,0.00033214342,0.0013394207,0.000015842425,0.00006997028,0.00004818622,0.0000137959905,0.00001281417,0.0001709788],"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.99912345,0.000035144927,0.00015344565,0.00018571125,0.00020600883,0.00029622007],"domain_scores_gemma":[0.9995215,0.000024986244,0.000010089944,0.00020507372,0.000120426594,0.00011790985],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00031319726,0.000100660545,0.00013210422,0.00012839498,0.0000934887,0.000040838087,0.00012940983,0.00014667782,0.00023886879],"category_scores_gemma":[0.000038667014,0.00008434697,0.00004427787,0.00023858437,0.00016470352,0.00016424732,0.000058678088,0.00039189256,0.00008999604],"study_design_candidate":"design_other","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0002154162,0.0013652565,0.002355695,0.0008416756,0.00030499132,0.0003195788,0.0069529274,0.0008680472,0.029449545,0.029429128,0.11387731,0.81402045],"study_design_scores_gemma":[0.0036955986,0.006517641,0.13142018,0.0017338932,0.0003887733,0.00032277626,0.010132038,0.06778384,0.19792843,0.29409748,0.28108615,0.004893221],"about_ca_topic_score_codex":0.00012223054,"about_ca_topic_score_gemma":0.00010592946,"teacher_disagreement_score":0.8091272,"about_ca_system_score_codex":0.000020225758,"about_ca_system_score_gemma":0.000012357336,"threshold_uncertainty_score":0.34395695},"labels":[],"label_agreement":null},{"id":"W2052810801","doi":"10.2118/160002-ms","title":"Integration of Microseismic Data, Fracture and Reservoir Simulation into the Development of Fractured Horizontal Wells in the Cardium Formation - A Tight Oil Case Study","year":2012,"lang":"en","type":"article","venue":"SPE Annual Technical Conference and Exhibition","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":8,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Tight oil; Petroleum engineering; Tight gas; Fracture (geology); Geology; Microseism; Reservoir simulation; Exploit; Oil shale; Permeability (electromagnetism); Reservoir modeling; Petrology; Geotechnical engineering; Computer science; Hydraulic fracturing; Seismology","score_opus":0.02791839342941208,"score_gpt":0.2905734466148273,"score_spread":0.2626550531854152,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2052810801","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.98202544,0.00033133212,0.017055718,0.00024347068,0.000021491052,0.00018032258,0.000012752077,0.000022050335,0.00010744823],"genre_scores_gemma":[0.99932903,0.00006702026,0.00040624305,0.000030983825,0.000042490992,0.000013555711,0.000100924386,0.000006322872,0.0000034337463],"study_design_codex":"qualitative","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99909025,0.00009383191,0.00036893613,0.00012518521,0.00019388198,0.00012793455],"domain_scores_gemma":[0.99942553,0.00011847395,0.00007830959,0.0002789671,0.000066951594,0.00003176078],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00073111634,0.00011906993,0.00017962379,0.0000908462,0.00009832142,0.000030117208,0.00013944646,0.00011049042,0.000005617198],"category_scores_gemma":[0.00004588828,0.00006912055,0.000024204786,0.00016737726,0.000060585426,0.0005317245,0.000064316155,0.0002539873,8.614444e-7],"study_design_candidate":"qualitative","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00035936714,0.0013690487,0.0062610297,0.0011601247,0.0003554662,0.00007273661,0.6262889,0.10400169,0.07534212,0.00012779239,0.0024864464,0.18217526],"study_design_scores_gemma":[0.0037780262,0.0010157013,0.16078798,0.0010466554,0.00079362025,0.0004067299,0.31011185,0.3915646,0.10187689,0.001310964,0.025662804,0.001644175],"about_ca_topic_score_codex":0.00064908486,"about_ca_topic_score_gemma":0.001600555,"teacher_disagreement_score":0.31617707,"about_ca_system_score_codex":0.000026956492,"about_ca_system_score_gemma":0.00001603508,"threshold_uncertainty_score":0.28186542},"labels":[],"label_agreement":null},{"id":"W2052912900","doi":"10.2118/144317-ms","title":"Production Analysis of Tight Gas and Shale Gas Reservoirs Using the Dynamic-Slippage Concept","year":2011,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":37,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"ConocoPhillips","keywords":"Slippage; Tight gas; Petroleum engineering; Shale gas; Production (economics); Oil shale; Geology; Computer science; Materials science; Hydraulic fracturing","score_opus":0.017761458584147818,"score_gpt":0.22791278170741125,"score_spread":0.21015132312326343,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2052912900","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9827611,0.0005113648,0.01176669,0.000109274726,0.00009634746,0.000087628985,0.0000046484893,0.00009966543,0.004563304],"genre_scores_gemma":[0.9978569,0.00018032658,0.0012542382,0.00000916168,0.000031902044,0.0000034064376,0.000008398624,0.00001673618,0.0006389338],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99916446,0.000042594238,0.00024595438,0.00019612223,0.0001644651,0.00018642186],"domain_scores_gemma":[0.9993924,0.000026119844,0.00004917652,0.0004241163,0.000052490857,0.000055721724],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00021719614,0.00012931401,0.00027008014,0.0002608039,0.000092956885,0.000017559909,0.00015644242,0.00006420553,0.0003830487],"category_scores_gemma":[0.00003140297,0.00008333485,0.00013885844,0.00082506787,0.00011421712,0.00011542374,0.000043809374,0.00012794521,0.000002423713],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000013174559,0.00004391459,0.0038889095,0.0000760192,0.002963112,0.00000851254,0.0056925416,0.9789611,0.0065515703,0.00004618576,0.000409709,0.001345228],"study_design_scores_gemma":[0.00008248846,0.000013994946,0.0051145973,0.000016713422,0.0012309351,0.0000058551577,0.0008770625,0.97208935,0.020108022,0.000064848304,0.00024236535,0.00015378458],"about_ca_topic_score_codex":0.00068327144,"about_ca_topic_score_gemma":0.0005365913,"teacher_disagreement_score":0.01509582,"about_ca_system_score_codex":0.000030516881,"about_ca_system_score_gemma":0.000006912067,"threshold_uncertainty_score":0.41941145},"labels":[],"label_agreement":null},{"id":"W2053518243","doi":"10.2118/162650-ms","title":"An Experimental Study of Spontaneous Imbibition in Horn River Shales","year":2012,"lang":"en","type":"article","venue":"SPE Canadian Unconventional Resources Conference","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":145,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Imbibition; Geology; Fracture (geology); Hydraulic fracturing; Oil shale; Petroleum engineering; Bed; Geotechnical engineering; Fluid dynamics; Wetting; Permeability (electromagnetism); Well stimulation; Bedding; Porosity; Petrology; Petroleum; Materials science; Reservoir engineering; Mechanics; Composite material; Chemistry","score_opus":0.01588956797151771,"score_gpt":0.23488306670751974,"score_spread":0.21899349873600202,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2053518243","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9944315,0.00030424792,0.000050051378,0.000016310796,0.000110643574,0.000118692704,0.00002263251,0.000030090672,0.0049158176],"genre_scores_gemma":[0.99963605,0.0000073962206,0.00004844518,0.00001346088,0.000085288506,0.000013224356,0.000036524536,0.000015462165,0.00014416827],"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","domain_scores_codex":[0.99902284,0.000057319026,0.00022987729,0.0001469301,0.0002242331,0.00031882184],"domain_scores_gemma":[0.99937606,0.000026690213,0.000031177344,0.0001862331,0.000036854806,0.00034299106],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00014375556,0.00013015734,0.000174708,0.00036298932,0.000049973238,0.000024802428,0.00017530443,0.000067523375,0.0009899436],"category_scores_gemma":[0.000014215058,0.00013584267,0.000052909236,0.000179419,0.000058901405,0.00015985876,0.000011294843,0.00013336455,0.000032209926],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00019442059,0.004491542,0.3892851,0.0002606992,0.0007723399,0.0021332097,0.07924558,0.49414524,0.017844196,0.0026307122,0.00092298834,0.008073958],"study_design_scores_gemma":[0.0038212282,0.0014188294,0.82844496,0.0005010304,0.00018522702,0.00039871424,0.046153978,0.09009363,0.011106489,0.000759353,0.015068885,0.0020476852],"about_ca_topic_score_codex":0.065701686,"about_ca_topic_score_gemma":0.27650523,"teacher_disagreement_score":0.43915984,"about_ca_system_score_codex":0.00020953808,"about_ca_system_score_gemma":0.000055212437,"threshold_uncertainty_score":0.9999233},"labels":[],"label_agreement":null},{"id":"W2053554166","doi":"10.2118/97845-ms","title":"Sequential Multiwell Steam Huff ‘n’ Puff in Heavy-Oil Development","year":2005,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Petro-Canada","funders":"","keywords":"Petroleum engineering; Steam injection; Oil field; Oil production; Oil well; Steam drum; Environmental science; Engineering; Waste management; Superheated steam; Boiler (water heating)","score_opus":0.009772672671921306,"score_gpt":0.21868172288981122,"score_spread":0.2089090502178899,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2053554166","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9188428,0.00047496305,0.005268013,0.0003391898,0.0001685818,0.00004770984,9.4984057e-7,0.0004327007,0.074425094],"genre_scores_gemma":[0.98987335,0.000087798246,0.0042723934,0.00007855484,0.00013168306,0.000012207538,0.0000087158705,0.00002278139,0.005512543],"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","domain_scores_codex":[0.9990536,0.000015486065,0.0002822218,0.00016367459,0.00017131734,0.0003136747],"domain_scores_gemma":[0.9996852,0.000016887721,0.000012170734,0.0001787173,0.0000133661615,0.00009360227],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001436784,0.00014515314,0.00017294503,0.00016134667,0.000039076876,0.000024538476,0.0001407422,0.00008439996,0.0005941801],"category_scores_gemma":[0.000008002179,0.00012632922,0.000060022383,0.00017305418,0.00001302677,0.000106525,0.000032948006,0.00018253163,0.00052928587],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000008563052,0.000057116507,0.0001689244,0.000041026986,0.00005990663,0.000012302902,0.00052898383,0.9594908,0.00089564687,0.000003624931,0.0012154958,0.037517637],"study_design_scores_gemma":[0.0009125279,0.000015960357,0.0014673648,0.000053943968,0.000018304536,0.0000070889196,0.00017360557,0.29262307,0.18913536,0.0000036067372,0.5150326,0.0005565879],"about_ca_topic_score_codex":0.00015378796,"about_ca_topic_score_gemma":0.0015845463,"teacher_disagreement_score":0.66686773,"about_ca_system_score_codex":0.00017876741,"about_ca_system_score_gemma":0.000024828458,"threshold_uncertainty_score":0.6803075},"labels":[],"label_agreement":null},{"id":"W2053588599","doi":"10.2118/163814-pa","title":"Prediction of Stimulated Reservoir Volume and Optimization of Fracturing in Tight Gas and Shale With a Fully Elasto-Plastic Coupled Geomechanical Model","year":2014,"lang":"en","type":"article","venue":"SPE Journal","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":43,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Tight gas; Microseism; Hydraulic fracturing; Geomechanics; Geology; Shear (geology); Oil shale; Petroleum engineering; Fracture (geology); Volume (thermodynamics); Shale gas; Mechanics; Geotechnical engineering; Seismology; Petrology; Physics","score_opus":0.006733811419279438,"score_gpt":0.18552150769526132,"score_spread":0.17878769627598187,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2053588599","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.5816719,0.00006519498,0.41814095,0.000025163654,0.000021830829,0.000027658993,0.0000021932628,0.0000126901205,0.00003241054],"genre_scores_gemma":[0.995162,0.00019718,0.0045476714,0.0000021441876,0.000043430893,9.855576e-7,0.0000035951496,0.000017780201,0.000025213421],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9992003,0.000027470447,0.00032126997,0.00010540451,0.00019836507,0.00014718008],"domain_scores_gemma":[0.9995946,0.000056999466,0.000093856805,0.00009492984,0.00006764357,0.00009192547],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002742522,0.00010527117,0.00024781484,0.00022366429,0.000039385297,0.000021735284,0.000059322192,0.00008818037,0.000029707438],"category_scores_gemma":[0.00007718809,0.000083019244,0.000027072721,0.00014114377,0.000034018965,0.0001494168,0.00001949168,0.0002778986,3.2420115e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00006401081,0.000018669867,0.0019065513,0.000085427906,0.00005494433,0.000003605855,0.0002250434,0.9959371,0.0015363478,0.0000010461981,0.000010598034,0.00015667445],"study_design_scores_gemma":[0.00084162434,0.00014284493,0.0034038369,0.00019338005,0.00005744962,0.00004604666,0.000039484057,0.9945938,0.00052725663,0.00007639871,0.000005709589,0.00007219835],"about_ca_topic_score_codex":0.000023946099,"about_ca_topic_score_gemma":0.000030332812,"teacher_disagreement_score":0.41359326,"about_ca_system_score_codex":0.000031494204,"about_ca_system_score_gemma":0.000017418153,"threshold_uncertainty_score":0.33854267},"labels":[],"label_agreement":null},{"id":"W2053759788","doi":"10.2118/79695-ms","title":"Coupled Simulation of Reservoir Flow, Geomechanics, and Formation Plugging With Application to High-Rate Produced Water Reinjection","year":2003,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":42,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Geomechanics; Permeability (electromagnetism); Petroleum engineering; Injector; Fracture (geology); Water injection (oil production); Geology; Geotechnical engineering; Flow (mathematics); Pore water pressure; Volumetric flow rate; Mechanics; Engineering; Mechanical engineering","score_opus":0.005131100657231235,"score_gpt":0.19738503714037015,"score_spread":0.1922539364831389,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2053759788","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.4826185,0.00000676087,0.5168966,0.00006109501,0.000022146773,0.00017588078,5.599723e-7,0.00009863703,0.000119813776],"genre_scores_gemma":[0.997913,0.000010046777,0.0018561599,0.000014717505,0.000023542436,0.000032147847,0.000033129145,0.000019499723,0.000097768105],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9993138,0.000026048749,0.00021608293,0.00015980526,0.00013038148,0.00015390263],"domain_scores_gemma":[0.99958724,0.000022599095,0.000028856626,0.00021384256,0.00009584018,0.000051640003],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003123278,0.00010743993,0.00014427447,0.0001639816,0.00006696161,0.000024016546,0.000040402887,0.00005544259,0.000021603037],"category_scores_gemma":[0.00002859189,0.00007395907,0.000018792185,0.00021372219,0.000005422395,0.00022885972,0.000009904432,0.000067049164,0.000011462931],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000015578775,0.000006787031,0.000019830442,0.00008152345,0.000024952202,1.7418195e-7,0.00027413157,0.9530712,0.0460341,0.000029724433,0.0000131511,0.00042886715],"study_design_scores_gemma":[0.00018771845,0.000033741002,0.00007229422,0.000014885406,0.000020621863,0.0000010785875,0.000048638107,0.76769984,0.23139831,0.00012432806,0.0003061877,0.000092324495],"about_ca_topic_score_codex":0.00008603549,"about_ca_topic_score_gemma":0.00009291795,"teacher_disagreement_score":0.5152945,"about_ca_system_score_codex":0.00005037564,"about_ca_system_score_gemma":0.0000043737523,"threshold_uncertainty_score":0.30159634},"labels":[],"label_agreement":null},{"id":"W2053917066","doi":"10.2118/100451-ms","title":"Effect of Fracture Compressibility on Gas-in-Place Calculations of Stress-Sensitive Naturally Fractured Reservoirs","year":2006,"lang":"en","type":"article","venue":"SPE Gas Technology Symposium","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Compressibility; Fracture (geology); Volume (thermodynamics); Stress (linguistics); Compressibility factor; Matrix (chemical analysis); Mechanics; Geotechnical engineering; Petroleum engineering; Geology; Thermodynamics; Chemistry; Physics","score_opus":0.002254307938947365,"score_gpt":0.2183537881467832,"score_spread":0.21609948020783581,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2053917066","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.992699,0.0004361004,0.0005775413,0.0025618542,0.00012994185,0.00034459346,0.000056955178,0.0003312227,0.0028627627],"genre_scores_gemma":[0.9993932,0.000067643006,0.00025464542,0.000013611867,0.000048168018,0.000015442849,0.000067624365,0.000035942187,0.0001037041],"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99826866,0.00012299063,0.0005499516,0.0003782251,0.00029511776,0.00038503413],"domain_scores_gemma":[0.9985307,0.00034891133,0.00016253022,0.0008092632,0.000103394894,0.00004520992],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0002720146,0.00032036557,0.0006934117,0.00070680265,0.000055097982,0.000009082916,0.00036003222,0.000658969,0.000024440582],"category_scores_gemma":[0.00008765791,0.00026187277,0.00019736879,0.0007638868,0.00025818983,0.00007529522,0.000065573986,0.0008513715,0.000008138833],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000107695734,0.00009972447,0.01080471,0.00022604871,0.00011618385,0.0000330642,0.000075831376,0.94220513,0.045474198,0.00006115589,0.00063792896,0.00015834646],"study_design_scores_gemma":[0.0008371764,0.0002589091,0.00829427,0.00024239281,0.00009490574,0.0000064436267,0.000041165684,0.039189402,0.9494854,0.00049031264,0.0007922346,0.0002673744],"about_ca_topic_score_codex":0.00049039023,"about_ca_topic_score_gemma":0.0005437873,"teacher_disagreement_score":0.9040112,"about_ca_system_score_codex":0.000120366894,"about_ca_system_score_gemma":0.000019511186,"threshold_uncertainty_score":0.9999834},"labels":[],"label_agreement":null},{"id":"W2054036411","doi":"10.2118/114995-ms","title":"Application of Flowing p/Z* Material Balance for Dry Coalbed-Methane Reservoirs","year":2008,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":19,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"ConocoPhillips (Canada)","funders":"","keywords":"Coalbed methane; Material balance; Dry gas; Natural gas; Saturation (graph theory); Petroleum engineering; Methane; Water saturation; Work (physics); Hydraulic fracturing; Environmental science; Coal; Mathematics; Geology; Chemistry; Thermodynamics; Geotechnical engineering; Engineering; Process engineering; Physics; Coal mining; Waste management; Porosity","score_opus":0.0077706704425827946,"score_gpt":0.21962961520605942,"score_spread":0.21185894476347664,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2054036411","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.65821826,0.00008736564,0.33802748,0.0000741755,0.00017404475,0.00017021362,0.000020436493,0.00021108992,0.0030169187],"genre_scores_gemma":[0.9938111,0.000057747733,0.0053106113,0.000013526115,0.00015613009,0.000050882863,0.000040125225,0.00002231605,0.00053756364],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99934924,0.000009664679,0.00022177774,0.00012648014,0.00012003244,0.00017277888],"domain_scores_gemma":[0.9995959,0.000054797874,0.000017051685,0.0002468348,0.00003842591,0.000046980076],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00011645685,0.00009463182,0.00020231005,0.00007093818,0.00004405699,0.0000054202533,0.00014346596,0.00007316167,0.000059911516],"category_scores_gemma":[0.000025384705,0.000083128456,0.00009428444,0.00013116524,0.000027373177,0.00008880667,0.00001648533,0.000051985055,0.000013131376],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00005731765,0.000041913667,0.002070096,0.0004796421,0.00018599934,0.0000033685822,0.00031514102,0.83044,0.16159287,0.00007026726,0.0028642833,0.0018791051],"study_design_scores_gemma":[0.00039440722,0.000023053073,0.0010993406,0.000015162996,0.000024360648,0.0000028908828,0.00003882644,0.50568914,0.47815782,0.000073970645,0.014307932,0.00017307515],"about_ca_topic_score_codex":0.00016116089,"about_ca_topic_score_gemma":0.000021175025,"teacher_disagreement_score":0.3355928,"about_ca_system_score_codex":0.000021554593,"about_ca_system_score_gemma":0.000008371415,"threshold_uncertainty_score":0.338988},"labels":[],"label_agreement":null},{"id":"W2054362666","doi":"10.2523/iptc-11657-ms","title":"Reservoir Rock Behavior Pre and Post Pore Collapse during Production","year":2007,"lang":"en","type":"article","venue":"International Petroleum Technology Conference","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Compaction; Permeability (electromagnetism); Porosity; Breakage; Geotechnical engineering; Geology; Pore water pressure; Effective stress; Cement; Grain size; Materials science; Composite material; Chemistry","score_opus":0.0063378597886338,"score_gpt":0.2326607705341502,"score_spread":0.22632291074551641,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2054362666","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9926656,0.00016628738,0.0019871874,0.0017289204,0.0004364407,0.00008658031,0.000011072644,0.0006005902,0.0023173294],"genre_scores_gemma":[0.9959848,0.00010393755,0.00026460117,0.000011839941,0.00012168238,0.000033827073,0.00002603114,0.000021390748,0.003431895],"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","domain_scores_codex":[0.99893826,0.000007012752,0.00026440725,0.0002961902,0.00022557563,0.00026855455],"domain_scores_gemma":[0.9993867,0.000018367118,0.000053095075,0.00026797762,0.00020801005,0.00006581399],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00013835516,0.0001650101,0.0001623491,0.0006265209,0.00009770301,0.000044603927,0.00034609347,0.0002181857,0.000071146686],"category_scores_gemma":[0.000119375225,0.00016336286,0.000041837997,0.00021967535,0.0000792143,0.00016162674,0.00011373343,0.00038029213,0.00002187232],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00030393276,0.00036896157,0.19881351,0.00025948382,0.00097506476,0.00079728884,0.0006800726,0.17389143,0.60568005,0.0025386068,0.00090696395,0.014784618],"study_design_scores_gemma":[0.0014733603,0.00018222888,0.6260224,0.00027526557,0.00016673174,0.0011889435,0.0012076115,0.043890856,0.3102341,0.0009514708,0.013297541,0.001109472],"about_ca_topic_score_codex":0.000035790734,"about_ca_topic_score_gemma":0.00019824228,"teacher_disagreement_score":0.4272089,"about_ca_system_score_codex":0.00009845294,"about_ca_system_score_gemma":0.000018528084,"threshold_uncertainty_score":0.66617435},"labels":[],"label_agreement":null},{"id":"W2054397218","doi":"10.2118/151934-ms","title":"Revisiting Natural Proppants for Hydraulic Fracture Production Optimization","year":2012,"lang":"en","type":"article","venue":"SPE Hydraulic Fracturing Technology Conference","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":11,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Hydraulic fracturing; Petroleum engineering; Permeability (electromagnetism); Geology; Fracture (geology); Geotechnical engineering; Comminution; Materials science","score_opus":0.012050557936703944,"score_gpt":0.23476309342403698,"score_spread":0.22271253548733302,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2054397218","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.22056065,0.0077020656,0.7352399,0.019378848,0.0034539776,0.0020241707,0.000015730393,0.006777092,0.0048475154],"genre_scores_gemma":[0.97840583,0.00030931475,0.019059066,0.00030220303,0.001194686,0.00019157873,0.000079399695,0.000112067086,0.00034587437],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99730027,0.0000437462,0.0005842812,0.0005927135,0.00032659405,0.0011523826],"domain_scores_gemma":[0.9984795,0.00008574176,0.00020764154,0.0008351928,0.0002016463,0.00019028406],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00041900008,0.0005451245,0.00058675517,0.0006843136,0.00036447047,0.000102657315,0.0005903795,0.0006099142,0.00012475984],"category_scores_gemma":[0.0005290587,0.0004996132,0.00019103833,0.0007181289,0.00016930005,0.00075012026,0.00011168524,0.0010232963,0.000078191435],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000027156817,0.00006464253,0.0010231877,0.00034520112,0.0002481235,0.0000057018397,0.00038710746,0.95958334,0.0027491783,0.00009727995,0.0019106168,0.033558443],"study_design_scores_gemma":[0.00095936627,0.00006710566,0.002207107,0.0005666508,0.0003319029,0.00016966833,0.0003807932,0.6087832,0.23697972,0.0013636422,0.14641473,0.0017761576],"about_ca_topic_score_codex":0.000027676637,"about_ca_topic_score_gemma":0.00000508385,"teacher_disagreement_score":0.75784516,"about_ca_system_score_codex":0.00020340005,"about_ca_system_score_gemma":0.000045280554,"threshold_uncertainty_score":0.99974555},"labels":[],"label_agreement":null},{"id":"W2054570889","doi":"10.2118/01-09-01","title":"Heave Induced Aquifer Water Level Fluctuations","year":2001,"lang":"en","type":"article","venue":"Journal of Canadian Petroleum Technology","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Imperial Oil (Canada)","funders":"","keywords":"Aquifer; Geology; Steam injection; Steaming; Geotechnical engineering; Quaternary; Water level; Petrology; Groundwater; Petroleum engineering; Chemistry; Paleontology","score_opus":0.015410592115710307,"score_gpt":0.2102392803579402,"score_spread":0.1948286882422299,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2054570889","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9747792,0.00033773077,0.003247411,0.015069102,0.00042336894,0.000029007257,0.0000058411442,0.00009544626,0.00601289],"genre_scores_gemma":[0.9986041,0.0001705545,0.00035721116,0.00013189798,0.00017655274,0.0000026056864,0.0000024827948,0.000025951827,0.0005286311],"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","domain_scores_codex":[0.9989197,0.0000134640795,0.00036978014,0.00008676425,0.0001606955,0.00044957246],"domain_scores_gemma":[0.99931026,0.000012678098,0.000046420664,0.00023451462,0.0001124066,0.00028372812],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00016159938,0.00013386259,0.0002759481,0.0040502367,0.00008963447,0.000026576887,0.00032278517,0.0002673789,0.0002848489],"category_scores_gemma":[0.000047676283,0.00010157645,0.00012037659,0.0006392358,0.00004095893,0.00010984108,0.000013946541,0.0005799114,0.00008647201],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000041713218,0.00010030072,0.006874641,0.000065354776,0.0022871492,0.0038724386,0.001042546,0.75794387,0.13145928,0.00061611534,0.050457235,0.045239355],"study_design_scores_gemma":[0.001138828,0.00025614095,0.005173839,0.000073095216,0.00019591962,0.0028514767,0.0005534039,0.01486107,0.06775965,0.0020719934,0.90446746,0.0005971052],"about_ca_topic_score_codex":0.004663976,"about_ca_topic_score_gemma":0.07379602,"teacher_disagreement_score":0.8540102,"about_ca_system_score_codex":0.00026832573,"about_ca_system_score_gemma":0.00012027105,"threshold_uncertainty_score":0.9431048},"labels":[],"label_agreement":null},{"id":"W2054649461","doi":"10.2118/113887-ms","title":"Evaluation of Behind-Pipe Saturation in a Miscible CO2 Flood","year":2008,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"ConocoPhillips (Canada)","funders":"U.S. Department of Energy","keywords":"Flood myth; Saturation (graph theory); Petroleum engineering; Environmental science; Hydrology (agriculture); Forensic engineering; Geology; Materials science; Geotechnical engineering; Engineering; Mathematics; Geography","score_opus":0.023984324613375175,"score_gpt":0.24533047973941144,"score_spread":0.22134615512603625,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2054649461","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.97726595,0.00030372126,0.0018078262,0.000050571678,0.0000537296,0.0000695709,6.21986e-7,0.00005204675,0.020395963],"genre_scores_gemma":[0.99932563,0.000057309437,0.00032298404,0.000004910075,0.000026784477,0.0000075218677,0.00000800163,0.0000065723343,0.00024028335],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9992985,0.000034633926,0.00016137074,0.00007230754,0.00034645293,0.00008670296],"domain_scores_gemma":[0.9997508,0.00001598034,0.000014763502,0.00012318561,0.00007310981,0.000022174836],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00038815904,0.00005512426,0.000100658835,0.00012747242,0.000019542134,0.000003908352,0.00004913395,0.000049862367,0.00022744501],"category_scores_gemma":[0.000047466157,0.000046964557,0.00003673688,0.00015203077,0.000011346016,0.00007812082,0.000005589329,0.00006668993,0.000017726503],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000013628033,0.000019734927,0.00086909987,0.000013000022,0.000028296368,0.0000012311061,0.00057124306,0.99297976,0.0037747298,0.0000019264467,0.0003961623,0.0013434575],"study_design_scores_gemma":[0.00041803648,0.000010331801,0.021528812,0.000014010456,0.00004594229,0.0000033293552,0.00006313347,0.91121477,0.066332564,0.000071890216,0.00021831872,0.0000788667],"about_ca_topic_score_codex":0.00023887983,"about_ca_topic_score_gemma":0.00065267505,"teacher_disagreement_score":0.081764996,"about_ca_system_score_codex":0.00005060055,"about_ca_system_score_gemma":0.000026108386,"threshold_uncertainty_score":0.24903633},"labels":[],"label_agreement":null},{"id":"W2054755466","doi":"10.2118/137046-pa","title":"Simulation of Bacterial Souring Control in an Alberta Heavy-Oil Reservoir","year":2010,"lang":"en","type":"article","venue":"Journal of Canadian Petroleum Technology","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":24,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Calgary","funders":"Natural Sciences and Engineering Research Council of Canada; University of Calgary","keywords":"Remedial action; Environmental remediation; Environmental science; Oil field; Structural basin; Petroleum engineering; Injection well; Sulfate; Environmental engineering; Hydrology (agriculture); Engineering; Geology; Chemistry; Ecology; Geotechnical engineering; Contamination","score_opus":0.004980132018762914,"score_gpt":0.20951006344981588,"score_spread":0.20452993143105297,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2054755466","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9967354,0.00009260459,0.00043242707,0.00149021,0.00040617012,0.000019951125,0.0000067530827,0.000024754558,0.0007917125],"genre_scores_gemma":[0.9993813,0.000020958738,0.00027727586,0.000022492351,0.00020963316,0.000001807358,0.0000022882355,0.000025751016,0.00005848221],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9987857,0.000029471454,0.000573488,0.000104699735,0.0001543629,0.00035228548],"domain_scores_gemma":[0.9990783,0.00009663965,0.00015860716,0.0003035958,0.00012006542,0.00024278912],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00031433345,0.00013480648,0.00041742512,0.0036689704,0.00003740589,0.000021944756,0.0004015832,0.00035875,0.0001217404],"category_scores_gemma":[0.00027833218,0.00012877819,0.000101338206,0.000582747,0.00006934448,0.00020041685,0.000011175917,0.00083375623,0.0000036987476],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000036860016,0.000017542028,0.005080887,0.00002084582,0.000062358806,0.0000546912,0.00008050671,0.97775614,0.015203615,0.000023892773,0.000071263974,0.0015913687],"study_design_scores_gemma":[0.002923843,0.00033165573,0.0055008344,0.000121606,0.00009993271,0.00012629436,0.00022952144,0.9054941,0.00914354,0.00038188917,0.075233586,0.00041321616],"about_ca_topic_score_codex":0.016782762,"about_ca_topic_score_gemma":0.66451645,"teacher_disagreement_score":0.6477337,"about_ca_system_score_codex":0.00012167471,"about_ca_system_score_gemma":0.00016601283,"threshold_uncertainty_score":0.9897646},"labels":[],"label_agreement":null},{"id":"W2054767102","doi":"10.1016/j.advwatres.2011.02.012","title":"Matrix–fracture transfer shape factor for modeling flow of a compressible fluid in dual-porosity media","year":2011,"lang":"en","type":"article","venue":"Advances in Water Resources","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":90,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Shape factor; Compressibility; Mechanics; Porous medium; Compressible flow; Materials science; Fluid dynamics; Porosity; Fracture (geology); Flow (mathematics); Geometry; Mathematics; Physics; Composite material","score_opus":0.016388006973358404,"score_gpt":0.23261408481339876,"score_spread":0.21622607784004036,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2054767102","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9753274,0.005130204,0.018868294,0.000020867052,0.000096380885,0.00016693596,0.000031379055,0.00007808091,0.00028050833],"genre_scores_gemma":[0.99745935,0.0006172906,0.0017531689,0.000013604153,0.000054063,0.00003200933,0.000017675062,0.000033069766,0.000019796216],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9987889,0.000028819479,0.0004217492,0.000229678,0.00016882304,0.0003620282],"domain_scores_gemma":[0.99962175,0.00006252761,0.000015918058,0.00021517562,0.000025240897,0.000059361693],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00014202973,0.00019933529,0.0003964695,0.00023694012,0.000030757456,0.000011484021,0.0001906761,0.0001281788,0.00014272849],"category_scores_gemma":[0.00001357866,0.00013998267,0.00011509359,0.00013103256,0.000040127223,0.00029273127,0.000025436477,0.0001991736,0.0000034829616],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000070260634,0.00003973167,0.0011000584,0.0002679363,0.000027034632,0.000009658505,0.01935829,0.974304,0.0027233383,7.9279334e-7,0.0000029356743,0.0020959242],"study_design_scores_gemma":[0.0006551009,0.000028109207,0.0007727567,0.00014954632,0.000021914613,0.0000017739022,0.00029844572,0.88599235,0.10868132,0.00037638005,0.0027694392,0.00025288938],"about_ca_topic_score_codex":0.00013363126,"about_ca_topic_score_gemma":0.000466142,"teacher_disagreement_score":0.105957985,"about_ca_system_score_codex":0.000026875818,"about_ca_system_score_gemma":0.0000030746105,"threshold_uncertainty_score":0.5708328},"labels":[],"label_agreement":null},{"id":"W2054981997","doi":"10.2118/97169-ms","title":"Multidimensional Velocity-Based Model of Formation Permeability Damage: Validation, Damage Characterization, and Field Application","year":2005,"lang":"en","type":"article","venue":"SPE Annual Technical Conference and Exhibition","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":10,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Permeability (electromagnetism); Computer science; Matching (statistics); Filtration (mathematics); Mechanics; Algorithm; Mathematics; Statistics; Chemistry; Physics","score_opus":0.011966577379991324,"score_gpt":0.23560157972233603,"score_spread":0.2236350023423447,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2054981997","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.5342615,0.000007160175,0.4647081,0.0006614858,0.000005246502,0.00009695869,0.000034905646,0.000078316494,0.00014629323],"genre_scores_gemma":[0.99593765,0.00007100278,0.003469383,0.0000885283,0.000031326013,0.00001987168,0.00035729486,0.0000073167726,0.000017626733],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9993021,0.00002216553,0.0002679835,0.00016036455,0.00014179705,0.000105570696],"domain_scores_gemma":[0.9995356,0.000039873834,0.000053343127,0.000152654,0.00016057449,0.000057957543],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00017725826,0.00010462922,0.00014433273,0.0000803267,0.000074153526,0.000020738777,0.000048702826,0.0001254477,0.000026778072],"category_scores_gemma":[0.00004391656,0.00009897644,0.00003105085,0.000102236176,0.00006039095,0.00041512077,0.00002358405,0.00012915651,0.0000036196868],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00006254426,0.00016313692,0.0010036099,0.00044649394,0.00002292933,4.936117e-7,0.0007130131,0.29692185,0.656881,0.0018390869,0.00044497853,0.041500896],"study_design_scores_gemma":[0.00020098677,0.000030873238,0.0057985038,0.00003292399,0.00001968804,8.4776696e-7,0.000034774843,0.90089935,0.09215981,0.00044169673,0.00026439494,0.000116170595],"about_ca_topic_score_codex":0.000013179826,"about_ca_topic_score_gemma":0.000031181553,"teacher_disagreement_score":0.6039775,"about_ca_system_score_codex":0.000023742003,"about_ca_system_score_gemma":0.00001690161,"threshold_uncertainty_score":0.4036142},"labels":[],"label_agreement":null},{"id":"W2054998666","doi":"10.2118/133500-pa","title":"Sand on Demand: A Laboratory Investigation on Improving Productivity in Horizontal Wells Under Heavy-Oil Primary Production—Part II","year":2012,"lang":"en","type":"article","venue":"SPE Journal","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":14,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Alberta; Alberta Innovates","funders":"","keywords":"Oil sands; Oil production; Petroleum engineering; Geology; Productivity; Environmental science; Permeability (electromagnetism); Geotechnical engineering; Production (economics); Mining engineering; Materials science; Asphalt","score_opus":0.010574714919566297,"score_gpt":0.20412487051771697,"score_spread":0.19355015559815067,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2054998666","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99443746,0.00069165946,0.00013509399,0.001324559,0.0014890153,0.00006848535,0.0000025453787,0.000079874546,0.001771288],"genre_scores_gemma":[0.9962285,0.00014714428,0.00024204094,0.0001114407,0.0027952993,0.000006388771,0.000004664308,0.00003326584,0.00043124045],"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9986754,0.00010550326,0.0002929123,0.00019604381,0.00034303044,0.00038707833],"domain_scores_gemma":[0.9994235,0.000024145585,0.00008529246,0.00022539248,0.000044235123,0.00019740338],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00095350615,0.0001894441,0.00022207326,0.0002786353,0.00022078126,0.00005501139,0.00009410119,0.000097211574,0.000037541387],"category_scores_gemma":[0.00010272959,0.00015857305,0.000070721515,0.0003209166,0.00004105049,0.0005012112,0.00002347203,0.0007921064,0.0000408643],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00018761959,0.00062100496,0.010575383,0.00033456238,0.0002688864,0.000029871213,0.0023100444,0.88116735,0.064750165,0.000038904775,0.015201523,0.024514703],"study_design_scores_gemma":[0.00306449,0.0010548866,0.17640316,0.0014720195,0.0003178326,0.00044345963,0.0006919884,0.009281262,0.7499372,0.00086072925,0.0541769,0.0022960857],"about_ca_topic_score_codex":0.000021588496,"about_ca_topic_score_gemma":0.00002490135,"teacher_disagreement_score":0.8718861,"about_ca_system_score_codex":0.00044399695,"about_ca_system_score_gemma":0.00007543586,"threshold_uncertainty_score":0.64664215},"labels":[],"label_agreement":null},{"id":"W2055120513","doi":"10.2118/00-11-01","title":"Application of Heat Treatment to Enhance Permeability in Tight Gas Reservoirs","year":2000,"lang":"en","type":"article","venue":"Journal of Canadian Petroleum Technology","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":26,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"King Fahd University of Petroleum and Minerals; University of Calgary","keywords":"Petroleum engineering; Swelling; Tight gas; Drilling fluid; Permeability (electromagnetism); Wellbore; Drilling; Clay minerals; Geology; Materials science; Hydraulic fracturing; Mineralogy; Composite material; Chemistry; Metallurgy","score_opus":0.0035935546093657325,"score_gpt":0.216027130686483,"score_spread":0.21243357607711727,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2055120513","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9895294,0.0005377132,0.00060209655,0.006566383,0.000040099396,0.000065852495,0.000007236551,0.000026924326,0.0026243222],"genre_scores_gemma":[0.9988332,0.0004788246,0.00042247024,0.0000260409,0.000039418286,0.000011965682,0.0000011963128,0.000013635176,0.00017328712],"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","domain_scores_codex":[0.99898714,0.00002090035,0.00045273235,0.00012186048,0.00012729356,0.0002900564],"domain_scores_gemma":[0.9993318,0.000020304129,0.000040997187,0.0003353611,0.000056251545,0.00021531916],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00017110529,0.0001179295,0.0003551542,0.0022282493,0.000026312551,0.0000064672454,0.00028181938,0.00016745986,0.00014322414],"category_scores_gemma":[0.000030477782,0.00010329596,0.00009450811,0.0010026187,0.00004692584,0.000054937293,0.000005683584,0.00023733478,0.000021276652],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000025202573,0.000045724162,0.006339275,0.000022722235,0.00007759393,0.0000510444,0.00016572604,0.9412827,0.0033959725,0.000013006999,0.0005303443,0.04805072],"study_design_scores_gemma":[0.0011594731,0.0012182444,0.02236797,0.00019504181,0.000119476805,0.00023580347,0.00039685392,0.08801982,0.11122916,0.0010210602,0.7734562,0.00058086246],"about_ca_topic_score_codex":0.026126664,"about_ca_topic_score_gemma":0.25241417,"teacher_disagreement_score":0.85326284,"about_ca_system_score_codex":0.00069311186,"about_ca_system_score_gemma":0.000116006115,"threshold_uncertainty_score":0.9803584},"labels":[],"label_agreement":null},{"id":"W2055244568","doi":"10.2118/103250-ms","title":"Uinta Basin Single-Well Model To Optimize Tight Gas Completions","year":2006,"lang":"en","type":"article","venue":"SPE Annual Technical Conference and Exhibition","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Nalcor Energy (Canada)","funders":"","keywords":"Petrophysics; Petroleum engineering; Reservoir modeling; Production (economics); Predictability; Computer science; Well logging; Unconventional oil; Structural basin; Geology; Environmental science; Fossil fuel; Engineering; Geotechnical engineering","score_opus":0.018807708404635554,"score_gpt":0.22983820353442552,"score_spread":0.21103049512978997,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2055244568","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.15939851,0.00013174764,0.74532765,0.0039521456,0.00007965056,0.00028833034,0.00011962072,0.00097504474,0.08972729],"genre_scores_gemma":[0.99246156,0.000062314815,0.006314688,0.00015646758,0.00010428114,0.000017592332,0.00009398841,0.000019295874,0.0007698359],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99905217,0.000016785309,0.000245916,0.00024643374,0.00016798338,0.00027072788],"domain_scores_gemma":[0.9995355,0.000026989706,0.00001942714,0.00021011202,0.00007913893,0.0001288564],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00009248849,0.00016778192,0.0002221483,0.00012792295,0.00009980417,0.00007535684,0.00011220878,0.0001337941,0.00018073792],"category_scores_gemma":[0.000014440049,0.00015336825,0.00007732891,0.00018906749,0.00006516391,0.00015122554,0.000049549104,0.00020150919,0.0001466406],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000029847832,0.00017442484,0.000049509355,0.00006261983,0.000027346934,0.00001775569,0.00012769643,0.89819574,0.036661375,0.0033775927,0.05713856,0.0041375444],"study_design_scores_gemma":[0.0008045291,0.00028927662,0.0013184209,0.00028739456,0.00013895475,0.000040672163,0.00019971903,0.89778745,0.032073345,0.020275371,0.045659937,0.0011249509],"about_ca_topic_score_codex":0.00014908463,"about_ca_topic_score_gemma":0.00016368028,"teacher_disagreement_score":0.833063,"about_ca_system_score_codex":0.000047819318,"about_ca_system_score_gemma":0.000011503422,"threshold_uncertainty_score":0.6254176},"labels":[],"label_agreement":null},{"id":"W2055251878","doi":"10.2118/136038-ms","title":"First Successful Selective Tight Gas Reservoir Completion and Fracture Stimulation in Sarah Formation, Rub Al-Khali Empty Quarter of Saudi Arabia","year":2010,"lang":"en","type":"article","venue":"SPE Russian Oil and Gas Conference and Exhibition","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Tight gas; Drilling; Quarter (Canadian coin); Completion (oil and gas wells); Petroleum engineering; Geology; Permeability (electromagnetism); Fracture (geology); Engineering; Hydraulic fracturing; Paleontology; Mechanical engineering; Archaeology; Chemistry; History","score_opus":0.007969628918357202,"score_gpt":0.21907643420774506,"score_spread":0.21110680528938786,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2055251878","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99060166,0.00018809861,0.0022126657,0.0040195477,0.00005229947,0.000064597,0.000014871605,0.000045706787,0.0028005366],"genre_scores_gemma":[0.9981384,0.001394969,0.00019356224,0.000060891038,0.00005579177,0.000009361703,0.000103543454,0.000010462924,0.000033003467],"study_design_codex":"observational","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99914384,0.000034371253,0.00028279325,0.00020927079,0.00014403222,0.00018569031],"domain_scores_gemma":[0.9996037,0.000046386584,0.00007575997,0.0001279721,0.000059193677,0.00008702072],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00015831206,0.00016954553,0.00025511932,0.00018608778,0.0001283586,0.00008079847,0.000045929733,0.0001597031,0.0000799405],"category_scores_gemma":[0.000017366667,0.00014482709,0.000031991527,0.0001580822,0.00008420583,0.00044301123,0.00001634351,0.00026794567,0.0000028027714],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0012685114,0.00089920993,0.369033,0.0103061525,0.00077146874,0.0001008079,0.057565954,0.26886314,0.05948329,0.006699606,0.017711256,0.2072976],"study_design_scores_gemma":[0.0019076264,0.00018973411,0.4763092,0.00072782603,0.0000958865,0.0000484615,0.00058818527,0.49146542,0.008401857,0.013350465,0.0062607164,0.0006546116],"about_ca_topic_score_codex":0.00043690973,"about_ca_topic_score_gemma":0.004265177,"teacher_disagreement_score":0.22260226,"about_ca_system_score_codex":0.00001919674,"about_ca_system_score_gemma":0.000011741669,"threshold_uncertainty_score":0.59058774},"labels":[],"label_agreement":null},{"id":"W2055301814","doi":"10.2118/119964-ms","title":"A Novel Strategy for Reducing Well Cost in the Piceance Basin by Using ECD Measurements and Air Injection Through a Parasite Aerating String","year":2009,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"ConocoPhillips (Canada)","funders":"","keywords":"Annulus (botany); Drilling; Petroleum engineering; Drilling fluid; Well control; Lost circulation; Casing; Structural basin; Flexibility (engineering); Geology; Environmental science; Computer science; Engineering; Mechanical engineering; Materials science","score_opus":0.046191770902814136,"score_gpt":0.2873474560111389,"score_spread":0.2411556851083248,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2055301814","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.74504817,0.00034236978,0.25192416,0.00015394525,0.000049287344,0.0003228395,0.0000035831247,0.000083151645,0.0020724898],"genre_scores_gemma":[0.9959506,0.000020076424,0.003709204,0.000174354,0.00007039949,0.000011646328,0.0000062239133,0.0000143413445,0.000043177097],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9990791,0.000028699746,0.00024944797,0.00020562903,0.00016584774,0.00027123987],"domain_scores_gemma":[0.99970204,0.000059682458,0.000039843377,0.00014320533,0.000025179235,0.000030063988],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00040504884,0.00015224653,0.00017111676,0.00005943595,0.00017845412,0.00009566258,0.00009131617,0.000066641616,0.0000047339886],"category_scores_gemma":[0.000029039962,0.000118005984,0.000045287576,0.00023208668,0.000011291985,0.0002696544,0.0000068214217,0.000176186,6.5183156e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000066341427,0.000022707287,0.00043953265,0.000033844553,0.000026964686,6.4301935e-7,0.00061663415,0.97810054,0.01730875,0.000005037247,0.00015001527,0.0032887221],"study_design_scores_gemma":[0.0007060586,0.000060370257,0.0019627472,0.00014606184,0.00004382204,0.000016973618,0.0009277988,0.9778018,0.017678935,0.00005411611,0.00035673048,0.00024460623],"about_ca_topic_score_codex":0.00094151177,"about_ca_topic_score_gemma":0.00020597511,"teacher_disagreement_score":0.2509024,"about_ca_system_score_codex":0.000091162474,"about_ca_system_score_gemma":0.000011270567,"threshold_uncertainty_score":0.48121443},"labels":[],"label_agreement":null},{"id":"W2055388464","doi":"10.2118/0908-0080-jpt","title":"Multiple-Layer Completions for Treatment of Multilayer Reservoirs","year":2008,"lang":"en","type":"article","venue":"Journal of Petroleum Technology","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Casing; Completion (oil and gas wells); Fracture (geology); Drilling; Layer (electronics); Petroleum engineering; Geology; Computer science; Mechanical engineering; Engineering; Materials science; Geotechnical engineering; Composite material","score_opus":0.02736371352585089,"score_gpt":0.25520766342694207,"score_spread":0.2278439499010912,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2055388464","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9574133,0.0013808578,0.03953115,0.0010421948,0.00021430019,0.00007755555,0.000018034722,0.00009954216,0.00022302587],"genre_scores_gemma":[0.99140483,0.0007156951,0.007486085,0.000005909123,0.000115236486,0.000014044988,0.000002480306,0.000025528725,0.00023021677],"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","domain_scores_codex":[0.9989506,0.0000146488255,0.00054408965,0.000095961026,0.00015459178,0.00024008607],"domain_scores_gemma":[0.9991698,0.00013901351,0.00018382182,0.00026537362,0.00017484947,0.00006714464],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00009131274,0.00014834576,0.0005276372,0.00076441455,0.000081802995,0.0000037636655,0.00024303485,0.00018338145,0.000025746345],"category_scores_gemma":[0.00010434888,0.00011372993,0.00033049885,0.0002381229,0.00011596712,0.000059381495,0.000015602225,0.00013527855,0.0000052862842],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00011182201,0.00043388037,0.015475449,0.000069499416,0.00096231827,0.0001016181,0.0003084466,0.9329442,0.043879453,0.00003809929,0.003083112,0.0025921513],"study_design_scores_gemma":[0.010041674,0.0033695274,0.009720944,0.00013898486,0.0005391688,0.0013824886,0.0008375157,0.34830487,0.26720363,0.00055668195,0.35727906,0.00062546117],"about_ca_topic_score_codex":0.000016382497,"about_ca_topic_score_gemma":0.000038033464,"teacher_disagreement_score":0.5846393,"about_ca_system_score_codex":0.00012235991,"about_ca_system_score_gemma":0.000029427778,"threshold_uncertainty_score":0.4637772},"labels":[],"label_agreement":null},{"id":"W2055467873","doi":"10.2118/168981-ms","title":"Modification of the Transient Linear Flow Distance of Investigation Calculation for Use in Hydraulic Fracture Property Determination","year":2014,"lang":"en","type":"article","venue":"SPE Unconventional Resources Conference","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":20,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Mechanics; Compressible flow; Flow (mathematics); Boundary value problem; Fluid dynamics; Flow coefficient; Impulse (physics); Compressibility; Mathematics; Mathematical analysis; Physics","score_opus":0.02519821358277689,"score_gpt":0.23340771734483987,"score_spread":0.208209503762063,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2055467873","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.54446185,0.000026895452,0.4547312,0.00027722307,0.000055404224,0.00024190883,0.000016269802,0.000018219487,0.00017105039],"genre_scores_gemma":[0.9973231,0.0000087787175,0.0023091997,0.000021850816,0.00003329331,0.000027719183,0.00006324899,0.000010381672,0.00020243968],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9990637,0.00006827861,0.0003606581,0.00014712656,0.00025930893,0.00010098616],"domain_scores_gemma":[0.999363,0.00011057875,0.00013332214,0.00019816446,0.00016458606,0.000030332167],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00023798464,0.000099908306,0.00015973786,0.000095250834,0.000038124435,0.0000145181475,0.00014572332,0.00008304242,0.000012802716],"category_scores_gemma":[0.00016182072,0.000065618195,0.00010820956,0.00020112295,0.000082290346,0.00013239868,0.000008576664,0.00009960416,8.7759554e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00002199033,0.00002508155,0.0028910562,0.0002244832,0.000016079739,6.562946e-8,0.0006251102,0.98683685,0.0039195954,0.00016417455,0.000032896616,0.0052425875],"study_design_scores_gemma":[0.00027531548,0.000018386778,0.05057809,0.00016302096,0.000022035509,3.237257e-7,0.000018628343,0.93188715,0.012057165,0.0007681979,0.0041335607,0.000078134544],"about_ca_topic_score_codex":0.00014702693,"about_ca_topic_score_gemma":0.00033273932,"teacher_disagreement_score":0.45286125,"about_ca_system_score_codex":0.000043092965,"about_ca_system_score_gemma":0.000023682967,"threshold_uncertainty_score":0.26758322},"labels":[],"label_agreement":null},{"id":"W2055483825","doi":"10.2118/138488-ms","title":"Wellhead Compression on Tight Gas Wells in the Long Run: A Follow-Up Case History on Seven Years of Success in Lobo","year":2010,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":9,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"ConocoPhillips (Canada)","funders":"ConocoPhillips","keywords":"Wellhead; Petroleum engineering; Compression (physics); Natural gas field; Computer science; Geology; Engineering; Natural gas; Materials science; Waste management","score_opus":0.009636633823241916,"score_gpt":0.2233958956510635,"score_spread":0.21375926182782157,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2055483825","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.98376125,0.00009535735,0.0000626331,0.00017758127,0.00044904646,0.00010594598,0.0000016179338,0.000039828894,0.015306759],"genre_scores_gemma":[0.99856865,0.000023664452,0.00003088541,0.00011585252,0.000045447698,0.0000075209123,0.000004248708,0.000018390292,0.0011853578],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99913925,0.00006346484,0.0002314946,0.00016430557,0.00020622127,0.00019524079],"domain_scores_gemma":[0.99933314,0.000167111,0.000030624844,0.00041113366,0.000010042569,0.00004791557],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002909829,0.00012637708,0.0002121597,0.00023143143,0.000019174411,0.000009922979,0.00023802202,0.00010507522,0.00029439028],"category_scores_gemma":[0.000023025501,0.00008834691,0.00008585046,0.00017453455,0.00003315849,0.000052954583,0.000021238826,0.0005195745,0.00005350623],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00011253641,0.00045514328,0.0070049344,0.00022574457,0.00008181061,0.0031207027,0.0061020683,0.9413772,0.003344567,0.00008297862,0.027569422,0.010522876],"study_design_scores_gemma":[0.008338361,0.00046847883,0.1770221,0.0015095228,0.00018425028,0.00038923262,0.0016402878,0.57982385,0.047424536,0.0003030384,0.1807598,0.0021365327],"about_ca_topic_score_codex":0.0032442755,"about_ca_topic_score_gemma":0.006589875,"teacher_disagreement_score":0.36155334,"about_ca_system_score_codex":0.00008917421,"about_ca_system_score_gemma":0.000013779365,"threshold_uncertainty_score":0.49043956},"labels":[],"label_agreement":null},{"id":"W2055539879","doi":"10.2118/162186-ms","title":"Hydraulic Fracturing Design and Its Effects on Oil Recovery in Bakken Formation","year":2012,"lang":"en","type":"article","venue":"SPE Canadian Unconventional Resources Conference","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":8,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Penn West Exploration (Canada); University of Calgary","funders":"","keywords":"Hydraulic fracturing; Petroleum engineering; Geology; Directional drilling; Tight oil; Fracture (geology); Fracture treatment; Enhanced oil recovery; Well stimulation; Permeability (electromagnetism); Geotechnical engineering; Tight gas; Reservoir engineering; Drilling; Oil shale; Petroleum; Engineering","score_opus":0.01473955323529919,"score_gpt":0.20242686161052031,"score_spread":0.18768730837522113,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2055539879","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9808779,0.0011692736,0.0025365592,0.0004684572,0.00030648182,0.00013177033,0.000011379608,0.000074120486,0.0144241],"genre_scores_gemma":[0.99862194,0.00021069466,0.00016335826,0.0001765896,0.00015501464,0.000026558564,0.000022739934,0.000020576792,0.00060251844],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9988698,0.000080424565,0.00020822011,0.00016251215,0.00021153617,0.00046755583],"domain_scores_gemma":[0.9991555,0.00021937961,0.000035720455,0.000133175,0.000028706605,0.0004274694],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00030346116,0.00017830159,0.00018138136,0.00044845542,0.000090009664,0.000070891074,0.00013237353,0.000120874916,0.00021936907],"category_scores_gemma":[0.00012507927,0.00016105676,0.00005692251,0.00017068817,0.0000182022,0.00034109087,0.000014737255,0.00024810704,0.00012073081],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00009061559,0.00007276822,0.0045508547,0.0012232942,0.0003229218,0.00016675629,0.0032501172,0.83894414,0.0014505484,0.0016919584,0.0018331114,0.1464029],"study_design_scores_gemma":[0.0025036563,0.0002372076,0.095744774,0.0030307106,0.0001608253,0.00008792051,0.00042766656,0.66268915,0.045660082,0.0042374837,0.18288732,0.002333191],"about_ca_topic_score_codex":0.0026588547,"about_ca_topic_score_gemma":0.011788881,"teacher_disagreement_score":0.1810542,"about_ca_system_score_codex":0.00028690556,"about_ca_system_score_gemma":0.00005693709,"threshold_uncertainty_score":0.6578472},"labels":[],"label_agreement":null},{"id":"W2055734458","doi":"10.2118/117607-ms","title":"Experimental Analysis of CO2-Sequestration Efficiency During Oil Recovery in Naturally Fractured Reservoirs","year":2008,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Petroleum engineering; Enhanced oil recovery; Matrix (chemical analysis); Water injection (oil production); Fracture (geology); Environmental science; Diffusion; Gas oil ratio; Geology; Materials science; Geotechnical engineering; Composite material; Thermodynamics","score_opus":0.007998770800586984,"score_gpt":0.22319711322560395,"score_spread":0.21519834242501698,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2055734458","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9914182,0.0007747572,0.0005933138,0.000030224754,0.00008018551,0.00003424202,0.000003850848,0.00013574722,0.0069294684],"genre_scores_gemma":[0.9986419,0.00020810087,0.0003717374,0.000011675028,0.000028346125,0.0000084857365,0.000033956403,0.000017005585,0.00067875953],"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9987401,0.00003719647,0.00044299758,0.00022188613,0.00030576365,0.00025206484],"domain_scores_gemma":[0.9994913,0.00004916265,0.00005393785,0.00030353732,0.000035771427,0.000066336455],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00012148362,0.00016829716,0.00038845235,0.00078943156,0.0000675028,0.000015078226,0.00018769661,0.00013190208,0.00023942231],"category_scores_gemma":[0.000036625646,0.00014795773,0.0002369816,0.0013796764,0.00004544569,0.00021428414,0.000026110036,0.00020820704,0.0000070134597],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000020066793,0.0000606916,0.0024669627,0.00002889699,0.0003384463,0.00003251145,0.000734047,0.95012575,0.0460945,0.0000022371025,0.00004348437,0.0000523723],"study_design_scores_gemma":[0.00059944944,0.000046735404,0.11796168,0.00004157351,0.00018913529,0.0000071985323,0.00033639936,0.34888318,0.53145343,0.0000056593753,0.00007667325,0.00039887364],"about_ca_topic_score_codex":0.00052605395,"about_ca_topic_score_gemma":0.00029771696,"teacher_disagreement_score":0.6012426,"about_ca_system_score_codex":0.00013499912,"about_ca_system_score_gemma":0.00002044328,"threshold_uncertainty_score":0.6033541},"labels":[],"label_agreement":null},{"id":"W2055764910","doi":"10.2118/164530-ms","title":"Drainage Against Gravity: Factors Impacting the Load Recovery in Fractures","year":2013,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":31,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Displacement (psychology); Hydraulic fracturing; Viscous fingering; Fracture (geology); Wetting; Drainage; Viscosity; Petroleum engineering; Surface tension; Well stimulation; Tight gas; Materials science; Water injection (oil production); Water flow; Fluid dynamics; Geotechnical engineering; Geology; Composite material; Mechanics; Reservoir engineering; Porous medium; Porosity","score_opus":0.006175301546825988,"score_gpt":0.2128059069702009,"score_spread":0.2066306054233749,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2055764910","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9467458,0.00020406736,0.00087183807,0.00039402474,0.00014225992,0.0001201923,0.0000012377584,0.00020761744,0.051312968],"genre_scores_gemma":[0.9987888,0.000054962504,0.000067627014,0.00021005781,0.00007043095,0.000012281862,0.000005147958,0.000024501414,0.0007662052],"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","domain_scores_codex":[0.9990859,0.000034933895,0.00020543553,0.00014093482,0.00019371428,0.00033904894],"domain_scores_gemma":[0.9993704,0.0002006802,0.000025260535,0.00030570585,0.000021809725,0.000076121374],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00019070038,0.00017197359,0.00018772908,0.00010565013,0.00008507752,0.00013204651,0.00020922803,0.00009656536,0.0004071545],"category_scores_gemma":[0.00012658673,0.00009631973,0.00012605208,0.00024479904,0.000023741559,0.00023711496,0.000035222165,0.00036348167,0.00012316369],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000002052328,0.00002306639,0.0049001714,0.00003860184,0.0001427827,0.000010794509,0.0017405362,0.9668257,0.0023707002,0.0000065538097,0.0063322657,0.01760675],"study_design_scores_gemma":[0.001154144,0.000079438956,0.48605967,0.00023078018,0.000110977846,0.000009845818,0.011002465,0.40550542,0.050274137,0.005335466,0.03809087,0.002146781],"about_ca_topic_score_codex":0.0031467115,"about_ca_topic_score_gemma":0.0007846582,"teacher_disagreement_score":0.5613203,"about_ca_system_score_codex":0.00012920097,"about_ca_system_score_gemma":0.00001440466,"threshold_uncertainty_score":0.47569075},"labels":[],"label_agreement":null},{"id":"W2055766385","doi":"10.2118/119620-ms","title":"Operators Evaluate Various Stimulation Methods for Multizone Stimulation of Horizontals in Northeast British Columbia","year":2009,"lang":"en","type":"article","venue":"SPE Hydraulic Fracturing Technology Conference","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":20,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Encana (Canada)","funders":"","keywords":"Well stimulation; Completion (oil and gas wells); Petroleum engineering; Stimulation; Spark plug; Bridge (graph theory); Reliability (semiconductor); Hydraulic fracturing; Geology; Engineering; Reservoir engineering; Petroleum; Mechanical engineering; Paleontology","score_opus":0.01330572725444619,"score_gpt":0.2882887677520366,"score_spread":0.2749830404975904,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2055766385","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.67510927,0.00049646175,0.32249695,0.00024608153,0.00015277749,0.00058176165,0.000011140951,0.000509856,0.00039572475],"genre_scores_gemma":[0.9519601,0.00010588519,0.047640577,0.00002966678,0.00004571114,0.00005994412,0.00004197144,0.000039984236,0.00007614744],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9979671,0.0000794437,0.00075228076,0.00048338444,0.00020984467,0.00050791993],"domain_scores_gemma":[0.998856,0.00015759893,0.00016129173,0.0005370216,0.00020119664,0.00008688299],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0005718767,0.00026356868,0.00067894737,0.00047638832,0.00012429737,0.00012526344,0.00043421175,0.00050012936,0.000121626435],"category_scores_gemma":[0.00035814111,0.00036786683,0.00013311919,0.00070663745,0.00011386654,0.00023162873,0.000051097068,0.00048676014,0.000006988494],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000019191722,0.00010129731,0.0035674274,0.000064387044,0.0000905013,0.000013780843,0.00014834349,0.6512848,0.0064060176,0.000019979707,0.000051469648,0.33823282],"study_design_scores_gemma":[0.0015282186,0.0002340627,0.06528912,0.000257959,0.00011279957,0.000020997875,0.00005802659,0.9010099,0.02280341,0.0073915813,0.00078230846,0.000511589],"about_ca_topic_score_codex":0.002484941,"about_ca_topic_score_gemma":0.006796216,"teacher_disagreement_score":0.3377212,"about_ca_system_score_codex":0.00014041684,"about_ca_system_score_gemma":0.000064306405,"threshold_uncertainty_score":0.99987733},"labels":[],"label_agreement":null},{"id":"W2055841727","doi":"10.1007/s11242-007-9131-6","title":"Efficiency of diffusion controlled miscible displacement in fractured porous media","year":2007,"lang":"en","type":"article","venue":"Transport in Porous Media","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":41,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Materials science; Fracture (geology); Wetting; Porous medium; Diffusion; Matrix (chemical analysis); Heptane; Kerosene; Volumetric flow rate; Porosity; Displacement (psychology); Composite material; Mineralogy; Geology; Mechanics; Thermodynamics","score_opus":0.005792496014056602,"score_gpt":0.2173180446234939,"score_spread":0.2115255486094373,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2055841727","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9901674,0.0017708957,0.0039278036,0.00006677233,0.0004839841,0.0003405553,0.00001471662,0.00010534316,0.0031225667],"genre_scores_gemma":[0.9990862,0.00038695673,0.00019866947,0.000027566117,0.00008481511,0.00001861894,0.000091013484,0.000040768817,0.000065407985],"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","domain_scores_codex":[0.99742395,0.000028430753,0.001059933,0.00029223817,0.0005964651,0.0005989661],"domain_scores_gemma":[0.9990084,0.00034079992,0.00010019057,0.00034567952,0.000031849897,0.00017305899],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0010327651,0.00029222373,0.00083679846,0.00056550035,0.000025868438,0.000005552177,0.00027783448,0.0002367186,0.00023440049],"category_scores_gemma":[0.000076997385,0.00024082567,0.00015786948,0.0006155276,0.00006986171,0.000072453455,0.000009655855,0.00040384955,0.000008985512],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0014642944,0.001574381,0.15509325,0.00056023424,0.00023244023,0.0016500019,0.036976095,0.78179634,0.012867193,0.000033521377,0.00016475217,0.007587501],"study_design_scores_gemma":[0.025709506,0.00015940133,0.9067797,0.00061906356,0.0002996482,0.00001623202,0.0021031841,0.033045217,0.028436046,0.00025894024,0.0012822861,0.0012907775],"about_ca_topic_score_codex":0.00091132696,"about_ca_topic_score_gemma":0.010635664,"teacher_disagreement_score":0.75168645,"about_ca_system_score_codex":0.00012175141,"about_ca_system_score_gemma":0.00003803701,"threshold_uncertainty_score":0.9820586},"labels":[],"label_agreement":null},{"id":"W2055909731","doi":"10.2118/97742-ms","title":"Steam-Injection Strategy and Energetics of Steam-Assisted Gravity Drainage","year":2005,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":23,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Optech (Canada); University of Calgary","funders":"","keywords":"Steam-assisted gravity drainage; Steam injection; Petroleum engineering; Environmental science; Steam drum; Oil sands; Thermal; Asphalt; Nuclear engineering; Geology; Mechanics; Boiler (water heating); Superheated steam; Materials science; Waste management; Engineering; Thermodynamics","score_opus":0.007620957621604977,"score_gpt":0.21387047862446681,"score_spread":0.20624952100286184,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2055909731","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.93755716,0.0005386291,0.0062777633,0.00006463836,0.00006468871,0.00004980353,0.0000035376556,0.00020260448,0.055241145],"genre_scores_gemma":[0.99707943,0.0001174348,0.00046313848,0.000011386663,0.00006952879,0.0000022676677,0.0000053937633,0.000014714382,0.0022366832],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9993986,0.00001760558,0.00019739407,0.00011688651,0.000119390796,0.0001501537],"domain_scores_gemma":[0.9996856,0.000020510613,0.000025217525,0.00017086224,0.00002849971,0.00006934759],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00010521741,0.00010942949,0.00017266319,0.00009918327,0.000038666836,0.000016060274,0.00006299031,0.00008367282,0.000080214544],"category_scores_gemma":[0.0000075789444,0.00009269729,0.00005805873,0.00015260521,0.000031246258,0.000084217085,0.00001678816,0.00011203952,0.0000064550754],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000053188805,0.000050379887,0.0002740709,0.00010955437,0.00012835124,0.0000023498906,0.00014218844,0.94427854,0.010191001,0.0002023123,0.00059201644,0.04402394],"study_design_scores_gemma":[0.0013022562,0.00026017055,0.046851546,0.00007238265,0.00028447062,0.000043878917,0.00119085,0.7798801,0.14055388,0.0006450752,0.028051369,0.0008639922],"about_ca_topic_score_codex":0.00017053775,"about_ca_topic_score_gemma":0.00037452093,"teacher_disagreement_score":0.16439839,"about_ca_system_score_codex":0.000030380555,"about_ca_system_score_gemma":0.000006646214,"threshold_uncertainty_score":0.3780086},"labels":[],"label_agreement":null},{"id":"W2056019705","doi":"10.2118/163816-ms","title":"Evolution of Drilling and Completions in the Slave Point to Optimize Economics","year":2013,"lang":"en","type":"article","venue":"SPE Hydraulic Fracturing Technology Conference","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Penn West Exploration (Canada)","funders":"","keywords":"Petroleum engineering; Drilling; Directional drilling; Software deployment; Geology; Completion (oil and gas wells); Permeability (electromagnetism); Point (geometry); Production (economics); Computer science; Engineering; Economics; Mechanical engineering; Mathematics","score_opus":0.008601500439156532,"score_gpt":0.19909634313616786,"score_spread":0.19049484269701134,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2056019705","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.92171663,0.00033422324,0.0679559,0.006475593,0.000083133076,0.00033666522,0.0000035897747,0.00022610821,0.002868148],"genre_scores_gemma":[0.99404246,0.00017209403,0.0055593643,0.00008852086,0.000029266217,0.00006867024,0.0000032267228,0.00001806317,0.000018329247],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9989435,0.00002774224,0.00036223885,0.00025520357,0.000087248445,0.0003240531],"domain_scores_gemma":[0.9992317,0.000102035294,0.0000613063,0.00049413013,0.000051595518,0.00005922285],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00018054119,0.00019202684,0.00031730477,0.00055299106,0.00007760554,0.000047983674,0.00044218302,0.00019826673,0.00007491862],"category_scores_gemma":[0.00007949187,0.00015629629,0.000051809067,0.00037890297,0.00015544247,0.00013671002,0.00010564747,0.00042203662,0.000053810367],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000004376272,0.000035710018,0.0014988048,0.000052421252,0.00007323941,0.0000049331497,0.0009206547,0.9859204,0.001877173,0.0022471955,0.00023253831,0.0071325167],"study_design_scores_gemma":[0.00076249026,0.00011550912,0.039531186,0.00026518942,0.00007991868,0.000070239155,0.0025725875,0.88729584,0.01890172,0.044698343,0.0049478943,0.000759055],"about_ca_topic_score_codex":0.0005935773,"about_ca_topic_score_gemma":0.00026023985,"teacher_disagreement_score":0.09862457,"about_ca_system_score_codex":0.00009462012,"about_ca_system_score_gemma":0.000021354665,"threshold_uncertainty_score":0.6373578},"labels":[],"label_agreement":null},{"id":"W2056023904","doi":"10.2118/161350-ms","title":"A New Simulation-Based Process to Predict the Impact of Hydraulic Fracture Parameters on EUR: A Tight Gas Field Example","year":2012,"lang":"en","type":"article","venue":"SPE Eastern Regional Meeting","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Encana (Canada)","funders":"","keywords":"Hydraulic fracturing; Fracture (geology); Reservoir simulation; Petroleum engineering; Monte Carlo method; Permeability (electromagnetism); Tight gas; Geology; Hydraulic conductivity; Porosity; Mechanics; Geotechnical engineering; Mathematics; Soil science","score_opus":0.021923467543675752,"score_gpt":0.2739279943709681,"score_spread":0.25200452682729235,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2056023904","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9573002,0.00026292348,0.038295675,0.0016481116,0.00013108678,0.0002637658,0.000003821901,0.00013325491,0.0019612014],"genre_scores_gemma":[0.9984043,0.0000027470746,0.0004719941,0.0004912054,0.00045201907,0.000010834624,0.000009404146,0.000036841873,0.00012060094],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99872386,0.00005117235,0.00026747826,0.00018009126,0.00039817617,0.00037921208],"domain_scores_gemma":[0.9985034,0.0007939243,0.00008733737,0.00033040074,0.000044879762,0.00024006538],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00020628671,0.00022365092,0.000235661,0.00013632819,0.000074295865,0.000033579854,0.0002558373,0.00009651093,0.00009417704],"category_scores_gemma":[0.00019254241,0.0001420231,0.0002313284,0.00029230517,0.000017430635,0.00009463604,0.000018850938,0.00025100165,0.000046469184],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00005056896,0.000025315352,0.014167293,0.000042415828,0.000117152806,0.0000013342203,0.0009678555,0.98117965,0.000056876288,8.50617e-7,0.001418933,0.0019717352],"study_design_scores_gemma":[0.0004078031,0.00018858264,0.009782103,0.00044286918,0.00007271856,0.00000301704,0.00013381617,0.98014945,0.0042744307,0.00008156054,0.0041433135,0.00032036717],"about_ca_topic_score_codex":0.0012633047,"about_ca_topic_score_gemma":0.000026317515,"teacher_disagreement_score":0.041104194,"about_ca_system_score_codex":0.00005157389,"about_ca_system_score_gemma":0.00004253831,"threshold_uncertainty_score":0.5791534},"labels":[],"label_agreement":null},{"id":"W2056186719","doi":"10.2118/87339-pa","title":"Coupled Geomechanics and Reservoir Simulation","year":2003,"lang":"en","type":"article","venue":"SPE Journal","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":71,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"ConocoPhillips (Canada)","funders":"ConocoPhillips","keywords":"Geomechanics; Reservoir simulation; Field (mathematics); Computer science; Scale (ratio); Geology; Petroleum engineering; Computational science; Geotechnical engineering; Mathematics","score_opus":0.01068298677853856,"score_gpt":0.23281902889738806,"score_spread":0.2221360421188495,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2056186719","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.73337567,0.0016712722,0.2596814,0.00018985812,0.00046098602,0.00004940307,9.741309e-7,0.00010684878,0.004463585],"genre_scores_gemma":[0.9983737,0.0004478311,0.00076967245,0.000019110217,0.000118794436,4.0906565e-7,6.911099e-7,0.000014859918,0.0002549509],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9994696,0.000023052302,0.00014684642,0.00006091221,0.00014087993,0.00015874217],"domain_scores_gemma":[0.9997059,0.00003537904,0.000024452185,0.00009279203,0.000033647142,0.000107846005],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00027217108,0.000076177195,0.000105005405,0.00008865543,0.00010166395,0.00006806225,0.0000516174,0.000055229055,0.00019929],"category_scores_gemma":[0.00007885788,0.000063009684,0.000045312037,0.00010577272,0.000006535851,0.00009829929,0.0000065989175,0.00024297164,0.000020934262],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000018037664,0.0000041172625,0.000091304704,0.000009452457,0.00003925797,0.00001318538,0.00005906588,0.9987402,0.000321701,0.000038689705,0.00022523514,0.00045596348],"study_design_scores_gemma":[0.00022756495,0.000014216356,0.00018278674,0.000013653516,0.000022674818,0.00006566526,0.00004783168,0.9776776,0.00034618034,0.0018786112,0.019431306,0.00009191166],"about_ca_topic_score_codex":0.0000032314335,"about_ca_topic_score_gemma":0.0000071406334,"teacher_disagreement_score":0.26499802,"about_ca_system_score_codex":0.000035960675,"about_ca_system_score_gemma":0.000010461032,"threshold_uncertainty_score":0.25694603},"labels":[],"label_agreement":null},{"id":"W2056294051","doi":"10.2118/168603-ms","title":"Application of Integrated Advanced Diagnostics and Modeling to Improve Hydraulic Fracture Stimulation Analysis and Optimization","year":2014,"lang":"en","type":"article","venue":"SPE Hydraulic Fracturing Technology Conference","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":41,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Shell (Canada)","funders":"","keywords":"Hydraulic fracturing; Perforation; Petroleum engineering; Fracture (geology); Well stimulation; Geology; Computer science; Environmental science; Engineering; Geotechnical engineering; Mechanical engineering; Reservoir engineering","score_opus":0.005043385272045533,"score_gpt":0.21799957014270502,"score_spread":0.21295618487065948,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2056294051","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.26002178,0.00024088936,0.73800284,0.0009447903,0.000042469695,0.00023396162,0.0000065310487,0.00038731916,0.00011940622],"genre_scores_gemma":[0.9666054,0.0004232984,0.032629933,0.0001401826,0.0000325055,0.000053358985,0.00006597444,0.000038252252,0.000011050952],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99840343,0.00003145738,0.0004941487,0.0005409693,0.00020028272,0.0003297315],"domain_scores_gemma":[0.998797,0.00013444349,0.00014321499,0.0005996155,0.00018148088,0.00014427326],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00019273385,0.00033685108,0.0005905645,0.0011338866,0.000111273606,0.000053536172,0.00026914894,0.00041589254,0.000020039603],"category_scores_gemma":[0.0003533939,0.00032299542,0.000070522474,0.0012281777,0.0001118895,0.0001861327,0.00011302967,0.0004358079,0.000005005395],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000116373485,0.000017047003,0.0013125655,0.00005955962,0.00019804617,7.7372806e-7,0.00017124099,0.9500879,0.0016491924,0.000049848466,0.0000049901064,0.046437193],"study_design_scores_gemma":[0.00030442738,0.00006019279,0.0016453774,0.00005261479,0.00033882703,0.0000022788583,0.00006625028,0.9807947,0.014541396,0.0008408071,0.001034678,0.00031845077],"about_ca_topic_score_codex":0.00025741523,"about_ca_topic_score_gemma":0.00006705123,"teacher_disagreement_score":0.7065837,"about_ca_system_score_codex":0.000061135805,"about_ca_system_score_gemma":0.000017987873,"threshold_uncertainty_score":0.9999222},"labels":[],"label_agreement":null},{"id":"W2056903063","doi":"10.3997/2214-4609.20142177","title":"Characterisation of Uncertainties in Microseismic Monitoring through Analysis of Numerically Modelled Events","year":2014,"lang":"en","type":"article","venue":"Proceedings","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Microseism; Computer science; Environmental science; Geology; Seismology","score_opus":0.008945474267103386,"score_gpt":0.2243766592113067,"score_spread":0.21543118494420332,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2056903063","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99291736,0.00006445214,0.005945406,0.000030443125,0.000047325924,0.00004781809,0.0000018742359,0.00004476221,0.0009005797],"genre_scores_gemma":[0.9990121,0.00013643673,0.00075079105,0.0000051542856,0.00003087311,0.000009033556,0.0000063137127,0.000014162909,0.000035099263],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9991611,0.000005785008,0.00037327738,0.00013274449,0.00017175074,0.00015533711],"domain_scores_gemma":[0.99967086,0.000023175675,0.0001063223,0.000084016734,0.00008481409,0.000030832092],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00015128912,0.000110324676,0.00040758261,0.00033903334,0.000018026765,0.000007821175,0.00014084378,0.00006610372,0.000013885237],"category_scores_gemma":[0.000053222127,0.00010365964,0.00013635958,0.00088384346,0.000020895322,0.00015947479,0.000021505373,0.000096440854,0.0000014342082],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000018203547,0.000037535367,0.12691467,0.00023270873,0.00056448736,1.0610143e-7,0.004203316,0.8257927,0.040407427,0.0000141583405,0.0000091481625,0.001805576],"study_design_scores_gemma":[0.00021935887,0.000019969906,0.091231026,0.00009637517,0.0003248064,2.0252033e-7,0.00027368363,0.8169768,0.09036211,0.00019758461,0.00015021989,0.00014786675],"about_ca_topic_score_codex":0.00026701324,"about_ca_topic_score_gemma":0.0000035972955,"teacher_disagreement_score":0.04995468,"about_ca_system_score_codex":0.000044692428,"about_ca_system_score_gemma":0.00000545888,"threshold_uncertainty_score":0.42271173},"labels":[],"label_agreement":null},{"id":"W2057020445","doi":"10.2118/139847-pa","title":"Effect of Fracture Dip and Fracture Tortuosity on Petrophysical Evaluation of Naturally Fractured Reservoirs","year":2010,"lang":"en","type":"article","venue":"Journal of Canadian Petroleum Technology","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":24,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Tortuosity; Petrophysics; Fracture (geology); Porosity; Geology; Matrix (chemical analysis); Water saturation; Geotechnical engineering; Materials science; Composite material","score_opus":0.0032763784800262066,"score_gpt":0.22148094780536848,"score_spread":0.21820456932534227,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2057020445","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9951716,0.000854811,0.000119277094,0.002887746,0.00031234388,0.00008944086,0.000012830788,0.000029426328,0.0005225014],"genre_scores_gemma":[0.99944574,0.000078643265,0.0001738818,0.00007128053,0.00017841616,0.0000031448233,0.0000046840546,0.000028450926,0.000015779979],"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9982572,0.000105434825,0.00050669315,0.00016544854,0.0006509876,0.00031419442],"domain_scores_gemma":[0.99841666,0.00019264333,0.00034098886,0.0004195141,0.0003601103,0.00027006358],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00090118544,0.0002454134,0.000693996,0.0023479343,0.00006381354,0.000016551798,0.00042232117,0.00068821997,0.000087922024],"category_scores_gemma":[0.00069807697,0.0001826053,0.00021286958,0.0005728545,0.00016620095,0.00012195793,0.000020746462,0.0020122835,0.0000017759735],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00043528658,0.0001227885,0.012937127,0.00044343396,0.0015564681,0.00019490122,0.00039389214,0.8550721,0.0917847,0.00010875674,0.008212881,0.028737685],"study_design_scores_gemma":[0.006550483,0.00548198,0.12701797,0.0005970881,0.002440237,0.0004916313,0.00020787456,0.080058284,0.65652853,0.0021091755,0.117307976,0.0012087502],"about_ca_topic_score_codex":0.0022728906,"about_ca_topic_score_gemma":0.013687246,"teacher_disagreement_score":0.7750138,"about_ca_system_score_codex":0.0001481878,"about_ca_system_score_gemma":0.00019776302,"threshold_uncertainty_score":0.8742482},"labels":[],"label_agreement":null},{"id":"W2057078478","doi":"10.2118/81114-ms","title":"Effect of Depletion Rate on Performance of Solution Gas Drive in Heavy Oil Systems","year":2003,"lang":"en","type":"article","venue":"SPE Latin American and Caribbean Petroleum Engineering Conference","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":30,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Saturation (graph theory); Depletion region; Volumetric flow rate; Chemistry; Environmental science; Mechanics; Physics; Mathematics","score_opus":0.004118397529457797,"score_gpt":0.1893083831156647,"score_spread":0.1851899855862069,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2057078478","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99284923,0.00017323233,0.004997141,0.000011529277,0.00011633456,0.000044437038,0.000006845411,0.000083755855,0.0017174808],"genre_scores_gemma":[0.9993403,0.00040756466,0.0001523811,0.000002166862,0.000018054074,0.000013253042,0.0000062945014,0.000022062251,0.000037930513],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99903387,0.00008673749,0.0003034863,0.00017633854,0.00015540997,0.00024417115],"domain_scores_gemma":[0.9994838,0.0001319025,0.00008436243,0.00020278587,0.000029055922,0.00006805085],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00034116986,0.00020106637,0.00046797036,0.00023042287,0.000019358291,0.000014841961,0.000083880564,0.00005221634,0.0000052442465],"category_scores_gemma":[0.00006740815,0.00018306679,0.00005813426,0.0002784945,0.000073285635,0.000048605223,0.000011096521,0.00021719786,0.0000021404578],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000029524046,0.000011753172,0.0045898203,0.0005535499,0.000041507563,0.0000020975817,0.000113875285,0.9829363,0.007767029,0.000116014126,0.000005722591,0.003832767],"study_design_scores_gemma":[0.00038836687,0.0004532158,0.0070873974,0.00032148964,0.000029325121,0.0000025393902,0.000059927712,0.9664105,0.024928633,6.845281e-7,0.00012964927,0.0001882831],"about_ca_topic_score_codex":0.00030285597,"about_ca_topic_score_gemma":0.000018561685,"teacher_disagreement_score":0.017161604,"about_ca_system_score_codex":0.00005834665,"about_ca_system_score_gemma":0.000015423957,"threshold_uncertainty_score":0.7465247},"labels":[],"label_agreement":null},{"id":"W2057308414","doi":"10.2118/166259-ms","title":"Predictions of the Growth of Multiple Interacting Hydraulic Fractures in Three Dimensions","year":2013,"lang":"en","type":"article","venue":"SPE Annual Technical Conference and Exhibition","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":67,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"ConocoPhillips (Canada)","funders":"","keywords":"Fracture (geology); Mechanics; Flow (mathematics); Planar; Boundary (topology); Stress (linguistics); Hydraulic fracturing; Focus (optics); Viscosity; Galerkin method; Stress intensity factor; Boundary value problem; Fluid dynamics; Boundary element method; Mode (computer interface); Fracture mechanics; Computer science; Geology; Structural engineering; Finite element method; Mathematics; Geotechnical engineering; Engineering; Physics; Mathematical analysis; Optics","score_opus":0.010772053795235399,"score_gpt":0.230668761359912,"score_spread":0.21989670756467658,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2057308414","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99192375,0.00008014238,0.0054285214,0.00046241633,0.000051942825,0.00015785884,0.000016165504,0.00006334971,0.0018158791],"genre_scores_gemma":[0.9996637,0.00008063822,0.0001756177,0.000020668107,0.000020573701,0.000017288492,0.0000055663872,0.000007317095,0.000008639088],"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","domain_scores_codex":[0.9993469,0.00002172431,0.00027270374,0.00011177238,0.00012120483,0.0001257089],"domain_scores_gemma":[0.9995357,0.000122761,0.000052117095,0.00016298362,0.00008837863,0.000038085014],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00007825888,0.00009039526,0.00017168169,0.000094280054,0.0000411742,0.000011401364,0.00010505165,0.00009888619,0.00006789126],"category_scores_gemma":[0.0001674027,0.000061725135,0.000066831875,0.00020537835,0.0000946525,0.00018763811,0.000060569135,0.00026285052,0.000003382769],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00008521026,0.00084998936,0.16678576,0.0010248513,0.0003511537,0.000009923331,0.0049178465,0.25119692,0.54573756,0.0031183122,0.008968751,0.016953735],"study_design_scores_gemma":[0.000612259,0.00013672023,0.698767,0.0009103825,0.00007555608,0.000012651893,0.0010090261,0.18334785,0.09949698,0.015128541,0.00017170497,0.0003313462],"about_ca_topic_score_codex":0.00090058416,"about_ca_topic_score_gemma":0.0007899542,"teacher_disagreement_score":0.5319812,"about_ca_system_score_codex":0.000014923639,"about_ca_system_score_gemma":0.0000100312,"threshold_uncertainty_score":0.2517078},"labels":[],"label_agreement":null},{"id":"W2057400292","doi":"10.2118/1214-0018-jpt","title":"Applying Technology To Enhance Unconventional Shale Production","year":2014,"lang":"en","type":"article","venue":"Journal of Petroleum Technology","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Microsemi (Canada)","funders":"","keywords":"Hydraulic fracturing; Unconventional oil; Oil shale; Production (economics); Petroleum engineering; Drilling; Natural resource economics; Directional drilling; Completion (oil and gas wells); Petroleum industry; Tight oil; Extrapolation; Shale oil; Fossil fuel; Production rate; Environmental science; Geology; Engineering; Economics; Environmental engineering; Process engineering; Waste management; Mathematics; Microeconomics","score_opus":0.0034661765102230024,"score_gpt":0.2366585540106067,"score_spread":0.2331923775003837,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2057400292","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.82879335,0.00088576716,0.15645468,0.011492827,0.0009925367,0.00009300525,8.908344e-7,0.00044710576,0.00083983754],"genre_scores_gemma":[0.9938755,0.000056402543,0.0052924114,0.00003402593,0.0003328081,0.000034419114,6.099825e-7,0.000023228937,0.00035057115],"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","domain_scores_codex":[0.9988941,0.000016540402,0.00043885593,0.00016184902,0.00021392711,0.00027473384],"domain_scores_gemma":[0.9993365,0.000017474707,0.0001423469,0.0002882124,0.00014439072,0.00007112212],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00035011861,0.00014009209,0.0003340524,0.0017173677,0.000067055385,0.000014243797,0.00038527662,0.0002415992,0.00003972317],"category_scores_gemma":[0.00022082204,0.00012479648,0.000112556074,0.0008150995,0.000084532934,0.000092925875,0.00005213803,0.0005662969,0.0000733014],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00003417737,0.00012971487,0.007849653,0.00013035988,0.00046130558,0.00004510958,0.000058027534,0.6921663,0.10337554,0.0008260463,0.0067835553,0.18814018],"study_design_scores_gemma":[0.0006604913,0.00078198174,0.0011675433,0.00034567012,0.00018604299,0.0012653494,0.00045541688,0.024560146,0.43460262,0.014231819,0.52105415,0.0006887782],"about_ca_topic_score_codex":0.0000011835557,"about_ca_topic_score_gemma":0.0000075983867,"teacher_disagreement_score":0.6676062,"about_ca_system_score_codex":0.000107873406,"about_ca_system_score_gemma":0.000018747567,"threshold_uncertainty_score":0.5089053},"labels":[],"label_agreement":null},{"id":"W2057443149","doi":"10.2118/100884-ms","title":"Case Study of Fracturing Technology to Thin Barrier in Daqing Oilfield","year":2006,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Petro-Canada","funders":"","keywords":"Infill; Geology; Porosity; Permeability (electromagnetism); Geotechnical engineering; Petroleum engineering; Engineering","score_opus":0.0057851884598314335,"score_gpt":0.23254132949295633,"score_spread":0.2267561410331249,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2057443149","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9907621,0.000060616043,0.0030678401,0.000066097644,0.00005118821,0.000109459565,4.510071e-7,0.00018854019,0.005693689],"genre_scores_gemma":[0.99909097,0.0000015426033,0.00057785516,0.000016114618,0.000032408214,0.00001423962,3.8001616e-7,0.00001607439,0.0002504403],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9992387,0.000012560489,0.00028801372,0.00015182812,0.00010754913,0.00020131795],"domain_scores_gemma":[0.9996027,0.00004159237,0.000016133063,0.0002849054,0.000016150436,0.000038551945],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00012062283,0.00010972476,0.0002153176,0.0005496249,0.0000309356,0.000011734338,0.0001274394,0.00009900581,0.000086426386],"category_scores_gemma":[0.000026857864,0.00009454779,0.000034556546,0.00050222233,0.000008585363,0.000051517978,0.000050698087,0.00021016122,0.000009148761],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000015879519,0.000072141185,0.01119314,0.00001858805,0.000027653947,0.00093720877,0.0007290568,0.984869,0.0010899866,0.00000525737,0.00010045117,0.0009559534],"study_design_scores_gemma":[0.0036532234,0.00058146345,0.012118941,0.00022589238,0.00020240746,0.0012960394,0.065586016,0.5137351,0.3964406,0.0007366022,0.0035343964,0.0018893129],"about_ca_topic_score_codex":0.007747706,"about_ca_topic_score_gemma":0.009198409,"teacher_disagreement_score":0.4711339,"about_ca_system_score_codex":0.000029676192,"about_ca_system_score_gemma":0.0000045231195,"threshold_uncertainty_score":0.99885976},"labels":[],"label_agreement":null},{"id":"W2057836262","doi":"10.2118/116226-ms","title":"Next-Generation Perforating System Enhances the Testing and Treatment of Fracture Stimulated Wells in Canada","year":2008,"lang":"en","type":"article","venue":"SPE Annual Technical Conference and Exhibition","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":9,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Perforation; Petroleum engineering; Fracture (geology); Permeability (electromagnetism); Lead (geology); Wellbore; Completion (oil and gas wells); Pressure gradient; Geology; Flow (mathematics); Environmental science; Geotechnical engineering; Materials science; Mechanics; Composite material; Chemistry","score_opus":0.03262952591652531,"score_gpt":0.22393321971962915,"score_spread":0.19130369380310386,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2057836262","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9983156,0.0003043336,0.00069880136,0.00014996722,0.000019250328,0.00010010538,0.000007907758,0.000039402512,0.0003646883],"genre_scores_gemma":[0.9993988,0.00033872886,0.00016300584,0.000015896334,0.00004843406,0.00000844902,0.000011885745,0.0000053680255,0.00000941622],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9994384,0.000024271358,0.00020172916,0.00011908879,0.00010220986,0.00011429834],"domain_scores_gemma":[0.99971926,0.000081381164,0.00003508488,0.00008219489,0.00004713131,0.000034971108],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000060408154,0.00009817413,0.00016692028,0.00003559764,0.000091505004,0.000016687922,0.00003424667,0.000058390662,0.000007267581],"category_scores_gemma":[0.000024602577,0.00006473103,0.000015436884,0.00012600404,0.000039666866,0.00010477488,0.0000085723805,0.00009256251,4.1404957e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000040522267,0.00009109415,0.020979919,0.0003893803,0.00011081378,0.000117958414,0.0033868984,0.7458069,0.1978827,0.0000864697,0.0010205485,0.03008682],"study_design_scores_gemma":[0.00044626664,0.0002323132,0.03438819,0.0002826313,0.000045923043,0.000056527064,0.0021736284,0.9059265,0.055833377,0.000037840924,0.00030626904,0.00027050407],"about_ca_topic_score_codex":0.186866,"about_ca_topic_score_gemma":0.14414868,"teacher_disagreement_score":0.16011965,"about_ca_system_score_codex":0.00010015408,"about_ca_system_score_gemma":0.00007093439,"threshold_uncertainty_score":0.87146837},"labels":[],"label_agreement":null},{"id":"W2057854609","doi":"10.2118/168978-ms","title":"Probabilistic Forecasting of Horizontal Well Performance in Unconventional Reservoirs Using Publicly-Available Completion Data","year":2014,"lang":"en","type":"article","venue":"SPE Unconventional Resources Conference","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":15,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Probabilistic logic; Computer science; Reservoir modeling; Workflow; Data mining; Multivariate statistics; Regression; Range (aeronautics); Statistical model; Unconventional oil; Machine learning; Oil shale; Artificial intelligence; Petroleum engineering; Geology; Engineering; Statistics; Mathematics","score_opus":0.07159625705033448,"score_gpt":0.24172185934241647,"score_spread":0.17012560229208198,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2057854609","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9743704,0.0001380795,0.007541438,0.00006445154,0.00020848047,0.00017050098,0.000050179013,0.00007704281,0.01737943],"genre_scores_gemma":[0.99714226,0.0000294272,0.0018709447,0.000007121311,0.00014865784,0.000009217274,0.0003501564,0.000027727176,0.00041446305],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9977634,0.00010929812,0.0006642986,0.0004615167,0.0006065324,0.00039496782],"domain_scores_gemma":[0.99873555,0.0001711101,0.00017010592,0.000620927,0.00019015028,0.000112174894],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0010915939,0.00022987666,0.00038156824,0.00032525422,0.000113825234,0.00008261739,0.0007185505,0.00011323202,0.0012118786],"category_scores_gemma":[0.00024427043,0.0002288718,0.00010333487,0.00046751113,0.00017236485,0.0004386362,0.0002402238,0.000313783,0.000070887225],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000068257716,0.00015224039,0.050316904,0.0009957148,0.0001386771,0.000007674387,0.000145838,0.943608,0.0007876604,0.0013361061,0.0003876629,0.0020552806],"study_design_scores_gemma":[0.0005172522,0.000055301192,0.0053449315,0.00038197864,0.000033978708,0.00001546391,0.00007750587,0.980531,0.0003441217,0.0007428111,0.011715107,0.00024055525],"about_ca_topic_score_codex":0.00063121243,"about_ca_topic_score_gemma":0.001083008,"teacher_disagreement_score":0.044971973,"about_ca_system_score_codex":0.00012836032,"about_ca_system_score_gemma":0.00008983578,"threshold_uncertainty_score":0.99970114},"labels":[],"label_agreement":null},{"id":"W2058095428","doi":"10.2118/162649-ms","title":"Unstable Displacement: A Missing Factor in Fracturing Fluid Recovery","year":2012,"lang":"en","type":"article","venue":"SPE Canadian Unconventional Resources Conference","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":30,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Hydraulic fracturing; Drainage; Petroleum engineering; Geotechnical engineering; Geology; Displacement (psychology); Fracturing fluid; Wetting; Fracture (geology); Water injection (oil production); Well stimulation; Capillary action; Surface tension; Materials science; Reservoir engineering; Composite material; Petroleum","score_opus":0.01492853280041177,"score_gpt":0.21471713466137768,"score_spread":0.19978860186096592,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2058095428","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9405636,0.0019317814,0.0029919809,0.0004913106,0.00052216364,0.00015083067,0.000079855,0.00010428722,0.05316416],"genre_scores_gemma":[0.99775636,0.00008137592,0.0001890265,0.0000979715,0.00018903971,0.000012064653,0.000053048578,0.000029252777,0.0015918683],"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","domain_scores_codex":[0.99843514,0.000042979824,0.00029729903,0.00020302973,0.00026354723,0.0007579767],"domain_scores_gemma":[0.99898165,0.00008647898,0.000037798145,0.00022216132,0.000039155464,0.00063277135],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002063809,0.00021118748,0.00022496628,0.0004581424,0.00012069919,0.000118771044,0.0002212236,0.00012322758,0.0032141577],"category_scores_gemma":[0.00009547565,0.00021706587,0.00011129763,0.00027229614,0.00004205836,0.00033405598,0.000023443019,0.00028479274,0.00017385534],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000097823926,0.00023125036,0.2031565,0.0008897052,0.001037047,0.00032417642,0.0081419265,0.69756985,0.0050609307,0.0021172734,0.0077227005,0.07365083],"study_design_scores_gemma":[0.0013144852,0.000054928572,0.16614698,0.001189722,0.00009176476,0.000045062825,0.000977582,0.095521756,0.005491478,0.0019262012,0.7254282,0.001811816],"about_ca_topic_score_codex":0.028687041,"about_ca_topic_score_gemma":0.076148525,"teacher_disagreement_score":0.71770555,"about_ca_system_score_codex":0.0005297338,"about_ca_system_score_gemma":0.00015829274,"threshold_uncertainty_score":0.99769706},"labels":[],"label_agreement":null},{"id":"W2058169554","doi":"10.2118/137352-ms","title":"Tight Oil Production Analysis: Adaptation of Existing Rate-Transient Analysis Techniques","year":2010,"lang":"en","type":"article","venue":"Canadian Unconventional Resources and International Petroleum Conference","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":114,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Calgary","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Petroleum engineering; Permeability (electromagnetism); Geology; Tight oil; Tight gas; Hydraulic fracturing; Porosity; Relative permeability; Transient analysis; Multiphase flow; Oil production; Reservoir simulation; Fluid dynamics; Well stimulation; Geotechnical engineering; Reservoir engineering; Mechanics; Petroleum; Engineering; Oil shale; Transient response","score_opus":0.018127032673731808,"score_gpt":0.2379552672678069,"score_spread":0.2198282345940751,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2058169554","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.97289056,0.00013588676,0.006333967,0.00055109,0.00028443473,0.000030756997,0.00008434791,0.000065767585,0.019623218],"genre_scores_gemma":[0.9957734,0.0001128171,0.000508926,0.000021790822,0.00014103058,0.000016846372,0.00022515796,0.000010534604,0.0031895328],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99887836,0.00003145311,0.00036292028,0.00027362353,0.00026208564,0.00019157851],"domain_scores_gemma":[0.9991639,0.0000420222,0.00010127426,0.0001778244,0.00030395886,0.00021100978],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00032473414,0.00015231216,0.00026300558,0.001395789,0.00010315717,0.00008875038,0.00021119937,0.000097646014,0.0006367337],"category_scores_gemma":[0.00008093808,0.0001490997,0.0002404257,0.00068393245,0.000101699174,0.0001494428,0.000014256992,0.00023829102,0.000004108279],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000032322485,0.00005481537,0.02865037,0.0001109544,0.009198423,0.000015145834,0.00092245877,0.92992777,0.00647466,0.0029746068,0.00028482516,0.02135367],"study_design_scores_gemma":[0.00017573677,0.000025499801,0.06939091,0.000051683888,0.0016288898,0.000007200184,0.00041724893,0.8476895,0.0018174563,0.00024167633,0.078206494,0.00034771507],"about_ca_topic_score_codex":0.015894635,"about_ca_topic_score_gemma":0.20762968,"teacher_disagreement_score":0.19173504,"about_ca_system_score_codex":0.00007005345,"about_ca_system_score_gemma":0.000078294965,"threshold_uncertainty_score":0.9906586},"labels":[],"label_agreement":null},{"id":"W2058292580","doi":"10.2118/2008-017","title":"Estimation of Suspended Particle Retention Rate and Permeability Damage in Sandstone from Back Analysis of Laboratory Injection Tests","year":2008,"lang":"en","type":"article","venue":"Canadian International Petroleum Conference","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":7,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Permeability (electromagnetism); Citation; Computer science; Chemistry; Library science","score_opus":0.01426760859283981,"score_gpt":0.2251793515144724,"score_spread":0.2109117429216326,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2058292580","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9978295,0.000041384264,0.00085635943,0.000082070255,0.00006497065,0.000030113122,0.00014701295,0.000011845408,0.0009367365],"genre_scores_gemma":[0.9996328,0.000045517325,0.00010508541,0.0000075898365,0.000010319681,0.000003846238,0.0001237756,0.0000053117515,0.000065790504],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99929434,0.000045820078,0.0002793851,0.00014549961,0.00012779991,0.00010717614],"domain_scores_gemma":[0.9995192,0.000059454796,0.00006161523,0.00014402007,0.00011957614,0.00009612229],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001507262,0.00007875099,0.00020216624,0.00042971325,0.000023672668,0.000012932678,0.00009698954,0.000056693458,0.0004981283],"category_scores_gemma":[0.00011158731,0.00008615843,0.00004757465,0.00039225168,0.00007676147,0.00015663837,0.000009784876,0.000091812726,0.0000038408466],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000010164566,0.000016177402,0.2138823,0.000013400347,0.0002287226,0.0000048366246,0.00034752942,0.7817286,0.0035331703,0.00005036825,0.000027869892,0.00015684188],"study_design_scores_gemma":[0.00012384396,0.000008629226,0.46376073,0.000012898852,0.00004066435,3.1408655e-7,0.00003994075,0.5335467,0.0023616978,0.000044143624,0.00001612243,0.000044336182],"about_ca_topic_score_codex":0.05596568,"about_ca_topic_score_gemma":0.24334136,"teacher_disagreement_score":0.24987844,"about_ca_system_score_codex":0.000159893,"about_ca_system_score_gemma":0.00009474639,"threshold_uncertainty_score":0.9503207},"labels":[],"label_agreement":null},{"id":"W2058298698","doi":"10.1007/s11368-013-0673-7","title":"An initial study on soil wettability effects during entrapped LNAPL removal by surfactant flooding in coarse-grained sand media","year":2013,"lang":"en","type":"article","venue":"Journal of Soils and Sediments","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Carleton University; University of Toronto","funders":"","keywords":"Wetting; Pulmonary surfactant; Saturation (graph theory); Soil water; Environmental remediation; Contact angle; Soil science; Chemistry; Geotechnical engineering; Environmental science; Geology; Materials science; Composite material; Contamination","score_opus":0.006249719148710616,"score_gpt":0.23182694647278346,"score_spread":0.22557722732407284,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2058298698","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9990277,0.00028262235,0.00003779851,0.00006838966,0.00027855183,0.00017655024,0.0000032704297,0.000026615036,0.000098467404],"genre_scores_gemma":[0.9996597,0.000075505886,0.000046484234,0.000028214783,0.00015270429,0.000004581633,0.0000027795747,0.000022113187,0.0000079253905],"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","domain_scores_codex":[0.9984496,0.00013497242,0.0004961035,0.00017349125,0.00042606355,0.00031975642],"domain_scores_gemma":[0.9992909,0.0001361698,0.00011102778,0.00015552265,0.000046608315,0.000259809],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00050550315,0.00020994544,0.00044803004,0.00019783118,0.00008051747,0.00009311906,0.00014288198,0.00009157725,0.000034364275],"category_scores_gemma":[0.000051918287,0.0001621919,0.000086540254,0.00014217712,0.000028465565,0.00032730855,0.00002066896,0.00040626494,0.0000041544495],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0008422437,0.0048697134,0.12597221,0.00093284243,0.0023707119,0.0021909203,0.026040848,0.25490588,0.5618599,9.192288e-7,0.0024316506,0.017582165],"study_design_scores_gemma":[0.023277316,0.002648421,0.6150323,0.00087637675,0.00046608824,0.00015455688,0.005692567,0.13041405,0.2197431,0.00013060382,0.00015635931,0.0014082416],"about_ca_topic_score_codex":0.00014165687,"about_ca_topic_score_gemma":0.000031471074,"teacher_disagreement_score":0.4890601,"about_ca_system_score_codex":0.000089161986,"about_ca_system_score_gemma":0.000015243283,"threshold_uncertainty_score":0.6613993},"labels":[],"label_agreement":null},{"id":"W2058404997","doi":"10.2118/167623-stu","title":"A Simultaneous Matrix-Depletion Model for Charaterizing Fractured Reservoirs","year":2013,"lang":"en","type":"article","venue":"SPE Annual Technical Conference and Exhibition","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"Natural Sciences and Engineering Research Council of Canada; University of Alberta; Alberta Innovates - Technology Futures","keywords":"Laplace transform; Matrix (chemical analysis); Mathematics; Porosity; Constant (computer programming); Uniqueness; Flow (mathematics); Mathematical analysis; Mechanics; Geometry; Geology; Geotechnical engineering; Chemistry; Physics; Computer science","score_opus":0.01463828836778738,"score_gpt":0.2513535747430856,"score_spread":0.23671528637529823,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2058404997","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.38810757,0.00023997757,0.60747176,0.0014888021,0.00007081916,0.0006287403,0.00009360798,0.000790699,0.001108041],"genre_scores_gemma":[0.9963871,0.00022165947,0.0025907834,0.00009521989,0.00009922897,0.00012243619,0.00009682647,0.00002726088,0.0003594708],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99903387,0.00001433967,0.00025394306,0.0002508703,0.00014559428,0.00030140812],"domain_scores_gemma":[0.9994371,0.0000699066,0.000034278793,0.00019074614,0.00014746898,0.00012052349],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00011119641,0.00018008004,0.00022855512,0.00009703811,0.00011411246,0.00011204013,0.00011034499,0.00022039666,0.00009094597],"category_scores_gemma":[0.000073446965,0.0001554064,0.000082853345,0.00010123991,0.000051881678,0.00032162954,0.000034494635,0.0002093991,0.00004668466],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00009563392,0.00009503421,0.000066139975,0.00049328024,0.00007914803,0.000013470476,0.0011869139,0.78535306,0.18172528,0.0007307202,0.017324287,0.012837061],"study_design_scores_gemma":[0.00024172671,0.00007018952,0.00016772059,0.00006259886,0.000027663447,0.0000058308037,0.0001183394,0.9888199,0.0036902146,0.00522822,0.0013244001,0.0002431826],"about_ca_topic_score_codex":0.00005181312,"about_ca_topic_score_gemma":0.000045760582,"teacher_disagreement_score":0.6082795,"about_ca_system_score_codex":0.000034520002,"about_ca_system_score_gemma":0.00001268135,"threshold_uncertainty_score":0.6337289},"labels":[],"label_agreement":null},{"id":"W2058495182","doi":"10.2118/165538-ms","title":"Integrated Study of Foamy Oil Flow and Wormhole Structure in CHOPS through Transient Pressure Analysis","year":2013,"lang":"en","type":"article","venue":"SPE Heavy Oil Conference-Canada","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":11,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Regina","funders":"University of Regina","keywords":"Wormhole; Petroleum engineering; Compressibility; Residual oil; Nonlinear system; Oil field; Flow (mathematics); Geology; Mechanics; Geotechnical engineering; Materials science; Physics","score_opus":0.008262537118016144,"score_gpt":0.19248958563387467,"score_spread":0.18422704851585853,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2058495182","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99614483,0.0005809504,0.00017483385,0.00039564312,0.00013570061,0.00008324055,0.0000858864,0.000036676196,0.0023622669],"genre_scores_gemma":[0.99853307,0.00013390611,0.00021131725,0.00004511726,0.000024631774,0.000020574294,0.000042901553,0.000020482521,0.0009680041],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99829465,0.000077326746,0.00047872055,0.00033387973,0.0004511923,0.00036421494],"domain_scores_gemma":[0.9992034,0.000052371102,0.000058362402,0.00040296555,0.00014092326,0.00014197426],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00006628407,0.00029152824,0.0006751972,0.00017031979,0.000056974925,0.000058311976,0.00024840675,0.00010914764,0.0008657512],"category_scores_gemma":[0.000022929407,0.00023793239,0.0000651862,0.0009309444,0.000039366172,0.00013554681,0.000028776441,0.00040694905,0.0000010109477],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000023928857,0.00009998616,0.0092013525,0.00031504018,0.0022662345,0.0000330468,0.0045398874,0.9458367,0.00017837998,0.0000037771688,0.0029490027,0.03455267],"study_design_scores_gemma":[0.0022059765,0.00011391605,0.10960048,0.0001842138,0.0014832487,0.000004537755,0.011826994,0.85368454,0.0015924061,0.00007379497,0.018239826,0.0009900462],"about_ca_topic_score_codex":0.9854007,"about_ca_topic_score_gemma":0.9988045,"teacher_disagreement_score":0.10039913,"about_ca_system_score_codex":0.00011666017,"about_ca_system_score_gemma":0.00038842994,"threshold_uncertainty_score":0.9702601},"labels":[],"label_agreement":null},{"id":"W2058526990","doi":"10.2118/77683-ms","title":"What is the Magic of Water in Producing Sand?","year":2002,"lang":"en","type":"article","venue":"SPE Annual Technical Conference and Exhibition","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":70,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Dalhousie University","funders":"","keywords":"Drawdown (hydrology); Petroleum engineering; Relative permeability; Geotechnical engineering; Permeability (electromagnetism); Geology; Surface tension; Capillary action; Capillary pressure; Mechanics; Materials science; Groundwater; Porous medium; Aquifer; Chemistry","score_opus":0.015741687649796887,"score_gpt":0.22766718108934675,"score_spread":0.21192549343954986,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2058526990","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9862582,0.0013789664,0.0009307079,0.0049886764,0.000087718894,0.00017180461,0.000007065189,0.000118221265,0.0060586375],"genre_scores_gemma":[0.9973596,0.0022699912,0.000035281337,0.000085376116,0.000035538236,0.0000056092717,0.000004621148,0.000006432303,0.00019755207],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.999407,0.000017315158,0.00017705983,0.00013631834,0.000106867716,0.0001554604],"domain_scores_gemma":[0.99974155,0.000018269455,0.000012430967,0.00016840051,0.000031201493,0.000028122893],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00014671672,0.00008267774,0.0001340444,0.00006330351,0.000028195334,0.000042188007,0.00007822195,0.0000725408,0.00030682367],"category_scores_gemma":[0.000009804803,0.000047837562,0.00003908566,0.00011768444,0.00006657693,0.00025935817,0.000029453959,0.00017540214,0.000028558501],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00012355502,0.00080007827,0.0044524246,0.001985941,0.0003301123,0.00013906673,0.07215738,0.053948786,0.48569205,0.0013164157,0.06516849,0.3138857],"study_design_scores_gemma":[0.0016825302,0.0004434057,0.014755599,0.0019283786,0.00017878495,0.000102045946,0.0066072787,0.13346316,0.79909,0.017715551,0.022629447,0.0014037932],"about_ca_topic_score_codex":0.00004490923,"about_ca_topic_score_gemma":0.000034865792,"teacher_disagreement_score":0.31339797,"about_ca_system_score_codex":0.000010956737,"about_ca_system_score_gemma":0.0000017014954,"threshold_uncertainty_score":0.3359504},"labels":[],"label_agreement":null},{"id":"W2058582173","doi":"10.2118/0909-0064-jpt","title":"Perforating System Enhances Testing and Treatment of Fracture-Stimulated Wells","year":2009,"lang":"en","type":"article","venue":"Journal of Petroleum Technology","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Shaped charge; Casing; Wellbore; Perforation; Fracture (geology); Completion (oil and gas wells); Explosive material; Jet (fluid); Clogging; Geology; Petroleum engineering; Materials science; Geotechnical engineering; Engineering; Mechanical engineering; Aerospace engineering; Chemistry","score_opus":0.006614600154216045,"score_gpt":0.21537643950746035,"score_spread":0.2087618393532443,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2058582173","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9920575,0.0026598247,0.0040802853,0.00039075344,0.000075013275,0.00002777222,8.200887e-7,0.000119239725,0.0005887854],"genre_scores_gemma":[0.99642026,0.00017477569,0.0032702186,0.00000637139,0.00009111769,6.6755325e-7,2.650935e-7,0.000010104987,0.000026210242],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99912167,0.0000149919315,0.00047588028,0.00008584657,0.00012571969,0.00017587171],"domain_scores_gemma":[0.9993943,0.000083541054,0.0002500836,0.0001333534,0.00008892647,0.00004977762],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001238062,0.00013952548,0.00045965277,0.00048019664,0.000047700873,0.000013446388,0.000120840195,0.00016450515,0.000005966078],"category_scores_gemma":[0.00007158993,0.000100046585,0.00008060337,0.00027067505,0.00003892636,0.000068979454,0.000007006687,0.00020467307,0.000001386562],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000016519783,0.000060505048,0.003365815,0.00007058762,0.00024936817,0.00009554705,0.00013566903,0.90841997,0.060876615,0.000009234024,0.00004066779,0.026659517],"study_design_scores_gemma":[0.0019098654,0.0037833266,0.0071057784,0.0007036048,0.0004388184,0.0009697331,0.0011993253,0.6532148,0.32685536,0.00024253034,0.0031871689,0.00038971554],"about_ca_topic_score_codex":0.000011092285,"about_ca_topic_score_gemma":0.0000020054727,"teacher_disagreement_score":0.26597872,"about_ca_system_score_codex":0.00009484595,"about_ca_system_score_gemma":0.00001657696,"threshold_uncertainty_score":0.40797815},"labels":[],"label_agreement":null},{"id":"W2058744516","doi":"10.1080/15567036.2010.551493","title":"Effect of Fracture Inclination on Oil Recovery by Steam Heating in Fractured Reservoirs","year":2014,"lang":"en","type":"article","venue":"Energy Sources Part A Recovery Utilization and Environmental Effects","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Fracture (geology); Steam injection; Petroleum engineering; Materials science; Mechanics; Flow (mathematics); Volumetric flow rate; Oil viscosity; Geotechnical engineering; Geology; Viscosity; Composite material","score_opus":0.0028896926303421918,"score_gpt":0.18955361615980817,"score_spread":0.18666392352946598,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2058744516","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99398965,0.0017310432,0.0027197404,0.0000322173,0.00017316018,0.00007068423,0.0000104785595,0.00007304754,0.001199971],"genre_scores_gemma":[0.9970084,0.0020062025,0.000015545244,0.00017673077,0.00007590972,0.00003226612,0.00028553046,0.00004367608,0.00035573402],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99850446,0.00035212314,0.00032507224,0.00030304628,0.0002750941,0.00024018734],"domain_scores_gemma":[0.9989395,0.0006372616,0.00010299715,0.00022205008,0.0000030276203,0.00009517468],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00038579313,0.00027945804,0.00039186244,0.00020086415,0.000089597175,0.000029021805,0.0000984453,0.00023276241,0.00004659372],"category_scores_gemma":[0.0001038174,0.00024426825,0.00010001643,0.0001658838,0.000051067702,0.00017687792,0.000036075282,0.00020083491,0.000004994756],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00009774309,0.000057869318,0.0023800523,0.00024641983,0.00006131739,0.0000016206324,0.00018452457,0.8698312,0.0018862842,0.0000016643683,0.0005064141,0.12474491],"study_design_scores_gemma":[0.002869841,0.0019761228,0.0067723603,0.00071433553,0.00011770374,0.0000040065543,0.00011567705,0.4988051,0.3984956,0.000080214464,0.08923637,0.0008126348],"about_ca_topic_score_codex":0.00012773671,"about_ca_topic_score_gemma":0.00004546094,"teacher_disagreement_score":0.39660934,"about_ca_system_score_codex":0.00010760403,"about_ca_system_score_gemma":0.000002968629,"threshold_uncertainty_score":0.996097},"labels":[],"label_agreement":null},{"id":"W2058909492","doi":"10.2118/2004-155","title":"In-Situ Stress Magnitudes in the Alberta Basin-Regional Coverage for Petroleum Engineers","year":2004,"lang":"en","type":"article","venue":"Canadian International Petroleum Conference","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"British Geological Survey","keywords":"Petroleum; Geology; Structural basin; In situ; Stress (linguistics); Petroleum exploration; Petroleum engineering; Geotechnical engineering; Geomorphology; Geography; Paleontology; Meteorology","score_opus":0.010661478609051712,"score_gpt":0.21808774037570902,"score_spread":0.20742626176665732,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2058909492","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9213472,0.00014994618,0.0061892457,0.014744441,0.0007630438,0.00019156966,0.0001723135,0.000039746043,0.056402504],"genre_scores_gemma":[0.99794257,0.00006513502,0.0000829199,0.0006825764,0.0001706314,0.00008784018,0.00012660529,0.000021533873,0.0008202165],"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","domain_scores_codex":[0.99883634,0.000019506846,0.0002552805,0.0002266726,0.00025520174,0.00040702958],"domain_scores_gemma":[0.9993942,0.00015569378,0.000026753643,0.00020310064,0.000059771908,0.0001605175],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00014893492,0.00019241912,0.00018493581,0.00052951946,0.00005035247,0.00012422448,0.00063764775,0.00009351924,0.00014955978],"category_scores_gemma":[0.000073119714,0.00017234366,0.00010282273,0.00014750619,0.000043689688,0.00020059478,0.000012914052,0.00029734866,0.000034477136],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000009185983,0.000024368106,0.0015760065,0.000026173675,0.000062833824,0.000058414702,0.00054393144,0.9910945,0.00007251341,0.00550917,0.00092918676,0.00009368199],"study_design_scores_gemma":[0.007228319,0.00015235355,0.13246386,0.00075797783,0.000094773306,0.0001204221,0.0022064121,0.4024573,0.0017915289,0.006928441,0.4438487,0.0019499303],"about_ca_topic_score_codex":0.1015296,"about_ca_topic_score_gemma":0.78178084,"teacher_disagreement_score":0.68025124,"about_ca_system_score_codex":0.00059966365,"about_ca_system_score_gemma":0.0002622213,"threshold_uncertainty_score":0.9044534},"labels":[],"label_agreement":null},{"id":"W2058936133","doi":"10.1016/j.ijrmms.2014.05.001","title":"Numerical study of dynamic fracture aperture during production of pressure-sensitive reservoirs","year":2014,"lang":"en","type":"article","venue":"International Journal of Rock Mechanics and Mining Sciences","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":19,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"National Science and Technology Major Project; China Scholarship Council; National Natural Science Foundation of China","keywords":"Mechanics; Geotechnical engineering; Shear stress; Geology; Fracture (geology); Shear (geology); Anisotropy; Dilation (metric space); Finite element method; Materials science; Lithology; Stress field; Composite material; Structural engineering; Geometry; Engineering; Petrology; Mathematics; Optics","score_opus":0.006508284858034538,"score_gpt":0.24215355249918658,"score_spread":0.23564526764115204,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2058936133","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9828891,0.00023504421,0.01598373,0.00026359298,0.0005145087,0.00003730151,0.0000012901339,0.000007925941,0.0000674826],"genre_scores_gemma":[0.99932855,0.00007003712,0.0004583724,0.00000987403,0.00008858348,5.371243e-7,3.9728934e-7,0.0000058790497,0.000037756257],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9988965,0.0000407084,0.0003297083,0.000113702845,0.0005311485,0.000088224915],"domain_scores_gemma":[0.99928397,0.00009796036,0.0002468218,0.000067932415,0.00026250197,0.00004083911],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00043383657,0.00008247687,0.00021159637,0.00023567202,0.00005980761,0.000022169008,0.00025703333,0.00004147987,0.000005254819],"category_scores_gemma":[0.00029521668,0.00006030009,0.00005644332,0.00014814711,0.000012180304,0.00015569091,0.00003496992,0.00013982746,1.5542633e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000024812156,0.000056793353,0.00027905137,0.000024522547,0.00020748189,0.0000037689763,0.0018539334,0.9933093,0.0037209075,0.000012285725,0.00002564104,0.00048146205],"study_design_scores_gemma":[0.00039757328,0.00042692237,0.0023503853,0.00021955046,0.00008195954,0.00008823105,0.0034080793,0.98708886,0.0052579036,0.00016951877,0.00040030314,0.00011074005],"about_ca_topic_score_codex":0.000020419471,"about_ca_topic_score_gemma":0.000008374004,"teacher_disagreement_score":0.01643944,"about_ca_system_score_codex":0.00001437145,"about_ca_system_score_gemma":0.000016074488,"threshold_uncertainty_score":0.24589664},"labels":[],"label_agreement":null},{"id":"W2059087187","doi":"10.2118/163825-ms","title":"Interpretation of Closure Stress in the Montney Shale Using PTA Based Techniques","year":2013,"lang":"en","type":"article","venue":"SPE Hydraulic Fracturing Technology Conference","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":21,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Petroleum engineering; Interpretation (philosophy); Closure (psychology); Plot (graphics); Oil shale; Geology; Wellbore; Derivative (finance); Mathematics; Algorithm; Computer science; Statistics","score_opus":0.010723943814735454,"score_gpt":0.23074104684426472,"score_spread":0.22001710302952926,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2059087187","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.92452896,0.0004245854,0.06910341,0.0014358474,0.0000854322,0.00043442548,0.00000673062,0.00061800075,0.003362637],"genre_scores_gemma":[0.9948105,0.000046794616,0.0048916037,0.00007041644,0.0000339291,0.000083502986,0.000010254226,0.00003129551,0.000021689362],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99852854,0.00006564582,0.00047504122,0.00029764828,0.00024728675,0.0003858133],"domain_scores_gemma":[0.99888945,0.00010364966,0.00012680324,0.00073872856,0.000099669676,0.00004167489],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00022261072,0.00027286477,0.00038619406,0.0006911788,0.00006412185,0.00005888147,0.0008586459,0.00038349323,0.00014207144],"category_scores_gemma":[0.00010401819,0.00021129944,0.00010441263,0.0006485308,0.0002048411,0.0002243243,0.0000778646,0.0007086754,0.000020138157],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000028503411,0.0002945226,0.023449108,0.00065177504,0.00025369218,0.00007489351,0.002197721,0.84160817,0.034883108,0.0004107629,0.00040945213,0.095738314],"study_design_scores_gemma":[0.0002323106,0.000047473546,0.004492771,0.00039908555,0.00004269422,0.000011699973,0.0005339535,0.7705451,0.22016217,0.0027104204,0.00049613795,0.00032612836],"about_ca_topic_score_codex":0.0007794716,"about_ca_topic_score_gemma":0.00020454591,"teacher_disagreement_score":0.18527907,"about_ca_system_score_codex":0.0000743354,"about_ca_system_score_gemma":0.000040904717,"threshold_uncertainty_score":0.8616541},"labels":[],"label_agreement":null},{"id":"W2059452145","doi":"10.2118/170929-ms","title":"Utilizing Oil Soluble Tracers to Understand Stimulation Efficiency Along the Lateral","year":2014,"lang":"en","type":"article","venue":"SPE Annual Technical Conference and Exhibition","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":21,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Apache (Canada)","funders":"","keywords":"Petroleum engineering; TRACER; Well stimulation; Stage (stratigraphy); Hydraulic fracturing; Flow (mathematics); Fracture (geology); Oil production; Environmental science; Drill; Comminution; Flow properties; Flow conditions; Geotechnical engineering; Geology; Petroleum; Materials science; Reservoir engineering; Mechanics; Metallurgy","score_opus":0.018606358412662356,"score_gpt":0.24684162197842982,"score_spread":0.22823526356576745,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2059452145","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.84318656,0.000091873015,0.13944893,0.0018647456,0.00012548035,0.00010543534,0.0000065815716,0.0003894656,0.014780953],"genre_scores_gemma":[0.9993802,0.000065656226,0.00018944402,0.0001134508,0.000075351745,0.0000052110113,0.000011891738,0.000011471667,0.00014735798],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9992092,0.000030895266,0.00018102638,0.00018357486,0.0001667298,0.00022857473],"domain_scores_gemma":[0.99961466,0.000062984735,0.000018451401,0.00016690274,0.00004474314,0.00009224986],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002649488,0.00012105072,0.0001385117,0.00007116273,0.00016415348,0.0000904097,0.000101912556,0.0000964939,0.00004841821],"category_scores_gemma":[0.000044362092,0.000087413544,0.000048223057,0.00017283688,0.0000619931,0.00015617891,0.000033203134,0.00018813302,0.000024376868],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00011066222,0.00012879581,0.0010132298,0.00034537376,0.000103850165,0.000013205617,0.0066869864,0.8158656,0.029900957,0.008671229,0.01061872,0.12654142],"study_design_scores_gemma":[0.0013009796,0.00057881547,0.018680435,0.0005309768,0.0001805095,0.000033424407,0.0041898987,0.93941057,0.010516376,0.007958108,0.0153953545,0.0012245303],"about_ca_topic_score_codex":0.000096797456,"about_ca_topic_score_gemma":0.00024337684,"teacher_disagreement_score":0.15619361,"about_ca_system_score_codex":0.00003550414,"about_ca_system_score_gemma":0.000009089533,"threshold_uncertainty_score":0.3564621},"labels":[],"label_agreement":null},{"id":"W2059571769","doi":"10.2118/67209-ms","title":"Morrow Production Enhanced by New, Foamed, Oil-Based Gel Fracturing Fluid Technology","year":2001,"lang":"en","type":"article","venue":"SPE Production and Operations Symposium","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":9,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Petroleum engineering; Mixing (physics); Completion (oil and gas wells); Drilling fluid; Phase (matter); Water injection (oil production); Fossil fuel; Materials science; Environmental science; Enhanced oil recovery; Fracturing fluid; Waste management; Drilling; Geology; Chemistry; Engineering; Metallurgy","score_opus":0.00454543314381434,"score_gpt":0.2063018674864769,"score_spread":0.20175643434266255,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2059571769","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.81094253,0.0037241713,0.10397336,0.07269816,0.002707548,0.00044883328,0.0000070115916,0.0018062829,0.003692098],"genre_scores_gemma":[0.9743055,0.0021724051,0.0022937323,0.000078633115,0.0007679395,0.0000647581,0.000050950286,0.000041996816,0.020224057],"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99878514,0.000024990075,0.00028393653,0.00045901185,0.00016832078,0.00027859278],"domain_scores_gemma":[0.999331,0.000006468219,0.000026957208,0.0004266517,0.00009704504,0.00011187398],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00012342092,0.00022041831,0.00020109973,0.0003503113,0.00033428843,0.00009826892,0.00011125082,0.00015353759,0.00010023746],"category_scores_gemma":[0.000093080394,0.0002090857,0.000052353786,0.0005938351,0.00006815287,0.00033663237,0.000020259531,0.000269456,0.000055969438],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000080628715,0.000035676967,0.00008209848,0.000028755005,0.00003421634,7.257825e-7,0.00012059539,0.6548283,0.33359483,0.0000045568886,0.008125968,0.0031361661],"study_design_scores_gemma":[0.0002459685,0.000036685426,0.000040021514,0.000046961177,0.000060343355,0.00003368319,0.000100870006,0.05868471,0.8742804,0.0000322814,0.06610526,0.0003328395],"about_ca_topic_score_codex":0.00007045799,"about_ca_topic_score_gemma":0.0001588594,"teacher_disagreement_score":0.5961436,"about_ca_system_score_codex":0.00008681091,"about_ca_system_score_gemma":0.0000390017,"threshold_uncertainty_score":0.85262674},"labels":[],"label_agreement":null},{"id":"W2059896164","doi":"10.2118/147869-pa","title":"New and Improved Methods for Performing Rate-Transient Analysis of Shale Gas Reservoirs","year":2012,"lang":"en","type":"article","venue":"SPE Reservoir Evaluation & Engineering","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":72,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"ConocoPhillips","keywords":"Slippage; Tight gas; Permeability (electromagnetism); Petroleum engineering; Shale gas; Hydraulic fracturing; Geology; Oil shale; Geotechnical engineering; Engineering; Chemistry; Structural engineering","score_opus":0.0278883006499407,"score_gpt":0.3296206263171287,"score_spread":0.301732325667188,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2059896164","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.37005568,0.0049346727,0.62362635,0.00011774477,0.00027809234,0.00046629054,0.000012271056,0.00016372502,0.0003451664],"genre_scores_gemma":[0.8900882,0.00039499777,0.10892807,0.0000064565843,0.00021763469,0.000097196564,0.000076056866,0.00006920525,0.00012215039],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.998012,0.0001164202,0.0006139576,0.00029279123,0.00035815025,0.00060668355],"domain_scores_gemma":[0.9984231,0.00044990657,0.00009131613,0.0004954836,0.00020769618,0.00033251115],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.003978803,0.00030649733,0.00063177926,0.00089380634,0.00008686211,0.000048794187,0.00022692996,0.00016606579,0.00019089386],"category_scores_gemma":[0.0005921568,0.00029610752,0.0003402413,0.0013140681,0.0000206249,0.00042253814,0.000054400807,0.00021975546,0.0000026515781],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000017282084,0.000014908489,0.00046980783,0.00022690686,0.0013658956,1.3184463e-7,0.00078965974,0.95322365,0.032115404,0.00003484055,0.00011552736,0.011625986],"study_design_scores_gemma":[0.0005236731,0.000032256634,0.0053766193,0.000047651945,0.0020939787,0.0000013789241,0.00013116085,0.9638589,0.023808545,0.00004336249,0.0037777268,0.00030476248],"about_ca_topic_score_codex":0.00011675583,"about_ca_topic_score_gemma":0.000035413348,"teacher_disagreement_score":0.5200325,"about_ca_system_score_codex":0.00017333451,"about_ca_system_score_gemma":0.000050410672,"threshold_uncertainty_score":0.9999491},"labels":[],"label_agreement":null},{"id":"W2059966998","doi":"10.1190/urtec2013-126","title":"Compositional Simulation of Condensate Banking Coupled with Reservoir Geomechanics","year":2013,"lang":"en","type":"article","venue":"Unconventional Resources Technology Conference, Denver, Colorado, 12-14 August 2013","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Geomechanics; Petroleum engineering; Reservoir simulation; Geology; Computer science; Geotechnical engineering","score_opus":0.00993900118118329,"score_gpt":0.20986857456379837,"score_spread":0.19992957338261508,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2059966998","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9595135,0.00038920643,0.035733216,0.0006250268,0.00020022964,0.0005602831,0.000041547264,0.0006055958,0.0023313933],"genre_scores_gemma":[0.9968009,0.00009943774,0.001174672,0.000048159767,0.000071711285,0.0001474429,0.00019083143,0.00006331437,0.0014035216],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9972982,0.00007334328,0.00076198136,0.00050885987,0.00077116815,0.0005864543],"domain_scores_gemma":[0.9979233,0.00026425745,0.00031659874,0.00057918293,0.00075068465,0.00016597493],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00027839956,0.00044359147,0.00067118695,0.0010068372,0.00024274601,0.00010375547,0.0006902735,0.0005970673,0.0037828228],"category_scores_gemma":[0.0000654077,0.00039808627,0.00019669543,0.0007738852,0.00041723225,0.00034605918,0.00017141059,0.00067650044,0.00028571198],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000857511,0.00014299976,0.0021876097,0.00018347848,0.00069302437,0.000028492379,0.000112508336,0.98736244,0.003498055,0.0030805334,0.0021214387,0.00050366623],"study_design_scores_gemma":[0.0015057535,0.00026523834,0.0021268332,0.00026832992,0.00016088667,0.00004112097,0.00036273696,0.9729552,0.0019357746,0.0103055015,0.009502879,0.0005696988],"about_ca_topic_score_codex":0.0002955042,"about_ca_topic_score_gemma":0.00033556478,"teacher_disagreement_score":0.037287407,"about_ca_system_score_codex":0.00015282724,"about_ca_system_score_gemma":0.00010104599,"threshold_uncertainty_score":0.9998471},"labels":[],"label_agreement":null},{"id":"W2060330173","doi":"10.2118/163863-ms","title":"Diagnostic Fracture Injection Testing Tactics in Unconventional Reservoirs","year":2013,"lang":"en","type":"article","venue":"SPE Hydraulic Fracturing Technology Conference","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":73,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"ConocoPhillips (Canada)","funders":"","keywords":"Petroleum engineering; Geology; Fracture (geology); Permeability (electromagnetism); Geomechanics; Well test (oil and gas); Bounding overwatch; Closure (psychology); Geotechnical engineering; Computer science","score_opus":0.01253621553561965,"score_gpt":0.2180493067819279,"score_spread":0.20551309124630826,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2060330173","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.95859367,0.000645114,0.023352243,0.0051347744,0.00049383426,0.00054468453,0.000004171691,0.0020433005,0.009188205],"genre_scores_gemma":[0.995782,0.00012991135,0.0032933122,0.00017117207,0.00015495614,0.00018455157,0.00002197914,0.00006729652,0.00019481742],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9976286,0.000054343524,0.000622678,0.0005528166,0.00035058317,0.0007909756],"domain_scores_gemma":[0.9982546,0.0005506735,0.00013612809,0.00072033645,0.00018620164,0.00015205944],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00021810949,0.00044462518,0.00048432776,0.0010774445,0.00016724004,0.00014482874,0.00066701067,0.00067627756,0.0007327561],"category_scores_gemma":[0.0013935374,0.00043527852,0.000105997475,0.0015017565,0.00020044376,0.0005135197,0.0001593829,0.0016262663,0.00056802423],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000005215124,0.00009593394,0.02652421,0.00013589177,0.000119096585,0.000103444654,0.00019539254,0.9522475,0.0012159563,0.000102499645,0.0016847783,0.017570088],"study_design_scores_gemma":[0.0018249202,0.00024634373,0.1861018,0.0011154598,0.00013629593,0.00030048797,0.0009725279,0.6951381,0.0342283,0.05452368,0.02313652,0.0022755684],"about_ca_topic_score_codex":0.0010135142,"about_ca_topic_score_gemma":0.00035533402,"teacher_disagreement_score":0.2571094,"about_ca_system_score_codex":0.00025354075,"about_ca_system_score_gemma":0.000074537544,"threshold_uncertainty_score":0.9998099},"labels":[],"label_agreement":null},{"id":"W2060855394","doi":"10.2118/108178-ms","title":"Case Study: Mixing Proppant Sizes To Control Pressure-Dependent Leakoff","year":2007,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Canadian Natural Resources","funders":"","keywords":"Leak; Fracture (geology); Mixing (physics); Petroleum engineering; Ceramic; Materials science; Completion (oil and gas wells); Fracture treatment; Geology; Geotechnical engineering; Composite material; Environmental science; Surgery; Medicine; Environmental engineering","score_opus":0.010154128749068115,"score_gpt":0.24057401436400247,"score_spread":0.23041988561493434,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2060855394","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8637214,0.000193587,0.12586555,0.000102174614,0.00022216907,0.00053049147,0.0000028816585,0.00060977496,0.008752005],"genre_scores_gemma":[0.997174,0.0000032595453,0.0003506335,0.0000812073,0.00016537747,0.000022380542,4.9919004e-7,0.000035207184,0.002167413],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99875295,0.00002749631,0.0003003384,0.00023256372,0.0002775207,0.0004091539],"domain_scores_gemma":[0.9992771,0.00009716327,0.000017977782,0.00033689814,0.000043752203,0.0002271119],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00056663255,0.0001813963,0.00026713387,0.00018395396,0.00009987026,0.000060933144,0.000150567,0.00006369179,0.00014444542],"category_scores_gemma":[0.000047238973,0.00013797356,0.000081794606,0.00019658289,0.0000098955215,0.0000729797,0.00003670968,0.00018278667,0.00009797918],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000022977227,0.00014656487,0.0017293652,0.000054076256,0.00063237955,0.0057302057,0.0018410494,0.9815188,0.0015077181,0.0000031088996,0.00066996086,0.006143781],"study_design_scores_gemma":[0.011583176,0.0014726119,0.009915733,0.00017117619,0.003034165,0.005918658,0.042441975,0.7098417,0.11390139,0.00004224607,0.09726944,0.004407691],"about_ca_topic_score_codex":0.001831295,"about_ca_topic_score_gemma":0.0029523429,"teacher_disagreement_score":0.27167708,"about_ca_system_score_codex":0.000038048383,"about_ca_system_score_gemma":0.000008294385,"threshold_uncertainty_score":0.5626399},"labels":[],"label_agreement":null},{"id":"W2061019700","doi":"10.2118/2009-059","title":"Joint Stiffness and Deformation Behaviour of Discontinuous Rock","year":2009,"lang":"en","type":"article","venue":"Canadian International Petroleum Conference","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":10,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Citation; Joint (building); Engineering; Geology; Computer science; Geotechnical engineering; Library science; Structural engineering","score_opus":0.009626125240568767,"score_gpt":0.20533093405966274,"score_spread":0.19570480881909397,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2061019700","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9827979,0.000061556995,0.003813409,0.0006685097,0.0001637695,0.000027175116,0.000046862973,0.00003336144,0.012387425],"genre_scores_gemma":[0.99940044,0.00003410309,0.000045839366,0.000041343308,0.000040871855,0.0000028437116,0.000041075928,0.0000055720334,0.00038790854],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99945,0.0000064695196,0.00018217332,0.00009092951,0.00012798562,0.00014242911],"domain_scores_gemma":[0.99962384,0.0000071925156,0.000032723474,0.00009783454,0.000078761936,0.00015967962],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000045477136,0.000087118795,0.00012257526,0.0002297378,0.000031827538,0.000050704395,0.00013636441,0.000046196143,0.00013072736],"category_scores_gemma":[0.00002110192,0.00008445814,0.000036728426,0.000047856152,0.000014322445,0.00014051303,0.0000074245954,0.000099013356,0.000010430273],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000015810141,0.000038930488,0.010342449,0.00006530808,0.00022140822,0.00004843308,0.0010333143,0.9621444,0.004341667,0.0034192097,0.0021374736,0.01619165],"study_design_scores_gemma":[0.00032686177,0.000023993709,0.4438442,0.000085981716,0.000030437483,0.00002327298,0.00019271304,0.55080885,0.0014164957,0.0003987964,0.002609824,0.00023856049],"about_ca_topic_score_codex":0.007341042,"about_ca_topic_score_gemma":0.014749718,"teacher_disagreement_score":0.43350175,"about_ca_system_score_codex":0.00009766965,"about_ca_system_score_gemma":0.000053694414,"threshold_uncertainty_score":0.9992692},"labels":[],"label_agreement":null},{"id":"W2061146390","doi":"10.2118/107101-ms","title":"Water-Shutoff Treatment in Wells With Single-String Multizone Completion Intervals (Brownfields)","year":2007,"lang":"en","type":"article","venue":"SPE/ICoTA Coiled Tubing and Well Intervention Conference and Exhibition","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Schlumberger (Canada)","funders":"","keywords":"Aquifer; Completion (oil and gas wells); Petroleum engineering; Water level; Oil field; Produced water; Environmental science; Infill; Engineering; Environmental engineering; Groundwater; Civil engineering; Geotechnical engineering","score_opus":0.01669997213421572,"score_gpt":0.23032163900974784,"score_spread":0.2136216668755321,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2061146390","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9449437,0.00023547761,0.05249248,0.00014306142,0.00014620491,0.00017227963,0.000003702883,0.0001299521,0.0017330935],"genre_scores_gemma":[0.99887955,0.0003409453,0.00017565613,0.000018945913,0.00007223306,0.000014354372,0.00009775103,0.000021406606,0.00037914663],"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99871397,0.000052188072,0.0004382244,0.00031190063,0.00013906612,0.00034466074],"domain_scores_gemma":[0.9995818,0.00005243892,0.000056038487,0.00014919671,0.00005105234,0.00010945733],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003287647,0.00024576447,0.0003207394,0.0002840215,0.00009736635,0.00014907334,0.000056802317,0.00012660828,0.00016296518],"category_scores_gemma":[0.0000077017885,0.00018582631,0.00009191167,0.000114476396,0.00006515229,0.00023831526,0.0000300858,0.00019007768,0.000023535125],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0014994965,0.002544536,0.050920907,0.003120128,0.0013560608,0.0005031331,0.018527772,0.111424856,0.27393812,0.0007380155,0.0004534017,0.53497356],"study_design_scores_gemma":[0.011312902,0.0030498176,0.02839537,0.0071764984,0.0004303126,0.0001958294,0.007307775,0.2766472,0.65552515,0.0011591379,0.0067925737,0.0020074516],"about_ca_topic_score_codex":0.0010421172,"about_ca_topic_score_gemma":0.0015148371,"teacher_disagreement_score":0.53296614,"about_ca_system_score_codex":0.00010335371,"about_ca_system_score_gemma":0.0000043254413,"threshold_uncertainty_score":0.7577777},"labels":[],"label_agreement":null},{"id":"W2061520729","doi":"10.2118/149308-ms","title":"Fracturing in the Oil-Sands Reservoirs","year":2011,"lang":"en","type":"article","venue":"Canadian Unconventional Resources Conference","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":29,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"BitCan (Canada)","funders":"Alberta Innovates","keywords":"Dilation (metric space); Shear (geology); Ultimate tensile strength; Geotechnical engineering; Geology; Oil sands; Petroleum engineering; Hydraulic fracturing; Materials science; Petrology; Composite material; Mathematics","score_opus":0.028643880760852503,"score_gpt":0.20214137109876498,"score_spread":0.17349749033791248,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2061520729","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7139237,0.00043269986,0.00023504613,0.00045323724,0.00015252315,0.000051824045,0.000016308872,0.000066957335,0.28466773],"genre_scores_gemma":[0.99824923,0.000060444392,0.00008436261,0.00021073641,0.00008139932,0.000027941906,0.000018160208,0.000016925129,0.001250819],"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","domain_scores_codex":[0.9988312,0.00006415425,0.00023634937,0.00019222753,0.00025532083,0.00042074666],"domain_scores_gemma":[0.99930185,0.000068955844,0.000026379239,0.00031715818,0.000043323384,0.000242306],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003339426,0.00015710492,0.00015040483,0.00032915862,0.00013004389,0.00007646602,0.0005850504,0.00010366224,0.0016168627],"category_scores_gemma":[0.000054584536,0.00012331064,0.000100616424,0.00031587834,0.00008288814,0.00011074888,0.00001814184,0.00036184,0.000114183385],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00022695842,0.00052362453,0.2018609,0.0017872297,0.0020671906,0.006775622,0.16099167,0.41860825,0.00063171214,0.035783477,0.051303983,0.119439386],"study_design_scores_gemma":[0.0010230443,0.000070242626,0.25592119,0.00044941172,0.000089648376,0.000091627204,0.0053456672,0.052999526,0.0008445962,0.0070606982,0.67488146,0.0012228978],"about_ca_topic_score_codex":0.04780904,"about_ca_topic_score_gemma":0.25786576,"teacher_disagreement_score":0.6235775,"about_ca_system_score_codex":0.0001172369,"about_ca_system_score_gemma":0.000110833214,"threshold_uncertainty_score":0.9992958},"labels":[],"label_agreement":null},{"id":"W2061677288","doi":"10.2118/107361-ms","title":"Applications of Electric Logs and Geomechanical Models to Optimize Drilling and Well Completions in the Burgos Basin","year":2007,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Geomechanica (Canada)","funders":"","keywords":"Petroleum engineering; Drilling; Casing; Borehole; Hydraulic fracturing; Geology; Completion (oil and gas wells); Wellbore; Measurement while drilling; Geotechnical engineering; Engineering; Mechanical engineering","score_opus":0.01039375429071006,"score_gpt":0.22130778480304833,"score_spread":0.21091403051233826,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2061677288","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.10955682,0.0001879248,0.88580894,0.00028635366,0.000005131575,0.00014825317,0.0000010060843,0.000032385127,0.003973168],"genre_scores_gemma":[0.994187,0.00014999155,0.00548803,0.00008444932,0.00001771388,0.000016720987,0.000002059697,0.0000070440733,0.000047003345],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9994824,0.000011677465,0.00017257311,0.000103264836,0.00008339245,0.00014672619],"domain_scores_gemma":[0.99961907,0.00016109782,0.000010237874,0.00013989543,0.000015398278,0.00005433191],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00031667182,0.0000662614,0.00012583028,0.00016985863,0.000042494532,0.000013838666,0.0000838228,0.00004348385,0.000019990912],"category_scores_gemma":[0.00000596057,0.0000475832,0.000024162207,0.0003923328,0.0000131148345,0.000030391382,0.00001810149,0.00010685376,0.000002649887],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000003326354,0.000024953591,0.00007053591,0.000021452188,0.00002076922,0.0000010082734,0.00032903076,0.99454,0.00095352874,0.0012146885,0.000116643496,0.002704105],"study_design_scores_gemma":[0.00014891503,0.000014773527,0.000625823,0.0000090455505,0.00002326192,0.000006676084,0.00026279077,0.9938101,0.0016146185,0.0011393075,0.002247967,0.00009673301],"about_ca_topic_score_codex":0.00023144882,"about_ca_topic_score_gemma":0.0001254823,"teacher_disagreement_score":0.88463014,"about_ca_system_score_codex":0.000012134531,"about_ca_system_score_gemma":0.0000028613404,"threshold_uncertainty_score":0.19403866},"labels":[],"label_agreement":null},{"id":"W2061706735","doi":"10.2118/127848-ms","title":"Role of Steam Injection Pressure to Achieve Successful Cyclic Steam Project Issaran Field - Egypt","year":2010,"lang":"en","type":"article","venue":"North Africa Technical Conference and Exhibition","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Carbon Engineering (Canada)","funders":"","keywords":"Petroleum engineering; Steam injection; Injector; Injection well; Dolomite; Water injection (oil production); Steaming; Environmental science; Oil field; Geology; Mineralogy; Engineering; Chemistry; Mechanical engineering","score_opus":0.010528315585970756,"score_gpt":0.22702629720796721,"score_spread":0.21649798162199646,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2061706735","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9870544,0.0001350254,0.0024010749,0.00015404112,0.00007198486,0.00029518452,0.000024115863,0.00029884497,0.009565344],"genre_scores_gemma":[0.99941415,0.00007667953,0.00021092714,0.000022366967,0.00008652914,0.00005543595,0.00002109785,0.000015584796,0.00009721611],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99898607,0.000022586511,0.00028198498,0.00025582075,0.000214329,0.00023923731],"domain_scores_gemma":[0.9994052,0.000052379764,0.000049290276,0.00029275691,0.000083672676,0.0001166829],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00012273407,0.00016941955,0.00026192167,0.00018934064,0.00008067406,0.000039648723,0.00016392006,0.00023717326,0.00006551839],"category_scores_gemma":[0.000065891065,0.00014767326,0.00007771113,0.0003344212,0.00004401177,0.00016318356,0.000054296474,0.00050949823,0.000008123029],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00040844656,0.00050547294,0.015577557,0.00082820933,0.0003106053,0.000010648421,0.0042769066,0.02489808,0.7926433,0.00039615418,0.0048820693,0.15526254],"study_design_scores_gemma":[0.003444193,0.0077362917,0.1586652,0.0010531552,0.0014941511,0.00016462515,0.0038303484,0.14328611,0.51800543,0.0067990166,0.1508562,0.004665287],"about_ca_topic_score_codex":0.0003056074,"about_ca_topic_score_gemma":0.0016753015,"teacher_disagreement_score":0.27463788,"about_ca_system_score_codex":0.000010027268,"about_ca_system_score_gemma":0.000024208835,"threshold_uncertainty_score":0.6021941},"labels":[],"label_agreement":null},{"id":"W2061755522","doi":"10.1007/s11242-013-0210-6","title":"Semi-Analytical Solutions for a Partially Penetrated Well with Wellbore Storage and Skin Effects in a Double-Porosity System with a Gas Cap","year":2013,"lang":"en","type":"article","venue":"Transport in Porous Media","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":42,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"CMG Reservoir Simulation Foundation","keywords":"Laplace transform; Wellbore; Skin effect; Porosity; Transient (computer programming); Thermal diffusivity; Mechanics; Hydrogeology; Aquifer; Sine and cosine transforms; Constant (computer programming); Geology; Transient analysis; Petroleum engineering; Fourier transform; Geotechnical engineering; Steady state (chemistry); Thermodynamics; Mathematics; Fourier analysis; Mathematical analysis; Physics; Chemistry; Computer science; Groundwater","score_opus":0.007277897172376469,"score_gpt":0.1913431543885879,"score_spread":0.18406525721621142,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2061755522","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9858415,0.00029656288,0.012120044,0.00010201972,0.000052078616,0.00083147956,0.000014316606,0.00017387277,0.0005680918],"genre_scores_gemma":[0.999132,0.000031327472,0.00028798913,0.000014120064,0.000044103912,0.00029226043,0.000077399294,0.00005041967,0.00007037891],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99840885,0.000027802978,0.00036562924,0.00033651676,0.0002522372,0.0006089757],"domain_scores_gemma":[0.99931514,0.00011546532,0.0000410937,0.0002545366,0.000046766887,0.00022699425],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002673254,0.00028302032,0.0005501198,0.00020733016,0.000059351223,0.00002829978,0.00012726993,0.00016875977,0.000027221768],"category_scores_gemma":[0.0000047544086,0.00021061357,0.00005798239,0.00041299246,0.000085765234,0.00014143361,0.000005797257,0.00031155554,0.000008944309],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0003526465,0.0001805674,0.033867806,0.0016967326,0.0002928386,0.00066329306,0.003237309,0.9590076,0.00018350185,0.00012431906,0.00014866449,0.00024468865],"study_design_scores_gemma":[0.009293888,0.0003409566,0.32030755,0.0010917454,0.0006202282,0.00010980509,0.0009260448,0.6650446,0.0010407113,0.00003090445,0.00021520836,0.0009783311],"about_ca_topic_score_codex":0.0041279863,"about_ca_topic_score_gemma":0.041966856,"teacher_disagreement_score":0.293963,"about_ca_system_score_codex":0.00012437119,"about_ca_system_score_gemma":0.00006658078,"threshold_uncertainty_score":0.97551477},"labels":[],"label_agreement":null},{"id":"W2061844759","doi":"10.2118/167242-ms","title":"Evaluation of Time-Rate Performance of Shale Wells using the Transient Hyperbolic Relation","year":2013,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":42,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Apache (Canada)","funders":"","keywords":"Hyperbolic function; Transient (computer programming); Superposition principle; Hyperbolic partial differential equation; Function (biology); Logistic function; Exponential function; Oil shale; Work (physics); Mathematics; Mathematical analysis; Mechanics; Applied mathematics; Geology; Physics; Statistics; Computer science; Thermodynamics; Partial differential equation","score_opus":0.01700180758217161,"score_gpt":0.22209469824052236,"score_spread":0.20509289065835073,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2061844759","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99025506,0.00013900435,0.0020778456,0.00003815793,0.000031338423,0.0001291649,4.9905503e-7,0.00002207779,0.0073068333],"genre_scores_gemma":[0.99954903,0.00003842916,0.0001922797,0.0000051467064,0.000016899377,0.0000050295744,0.000002061555,0.00000775707,0.00018339377],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.999363,0.00005202954,0.00018896624,0.000053883785,0.00026356473,0.0000785336],"domain_scores_gemma":[0.9996309,0.00002640523,0.00003376159,0.00015703659,0.00013569293,0.000016187527],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00059084507,0.000055858534,0.00009865682,0.000053657335,0.000026644526,0.000005767668,0.00006605646,0.000035779827,0.0006920849],"category_scores_gemma":[0.000012929906,0.000035353398,0.000048703332,0.00014755079,0.00002051882,0.00011075631,0.000004913846,0.00005246337,0.000041596562],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[6.5077217e-7,0.000006359243,0.0002006112,0.000023511788,0.000042415384,9.6832045e-9,0.00024727205,0.9565957,0.040530775,7.565456e-7,0.00005328048,0.002298633],"study_design_scores_gemma":[0.000096642965,0.000008950987,0.018446965,0.000019527575,0.00010992293,4.219364e-7,0.000033323264,0.9356589,0.045537807,0.0000132661635,0.00003371405,0.00004061305],"about_ca_topic_score_codex":0.00019868478,"about_ca_topic_score_gemma":0.0000039723377,"teacher_disagreement_score":0.02093688,"about_ca_system_score_codex":0.00002686982,"about_ca_system_score_gemma":0.000012697566,"threshold_uncertainty_score":0.7577844},"labels":[],"label_agreement":null},{"id":"W2061965050","doi":"10.2118/169570-ms","title":"Analysis of Decline Curves Based on Beta Derivative","year":2014,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Transient (computer programming); Flow (mathematics); Mechanics; Transient analysis; Geology; Transient flow; Boundary value problem; Mathematics; Mathematical analysis; Computer science; Transient response; Physics; Engineering","score_opus":0.007539031799476592,"score_gpt":0.2263649312139713,"score_spread":0.2188258994144947,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2061965050","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.18682177,0.0002481122,0.7063488,0.0018126525,0.00007799347,0.00008785159,0.000015564421,0.00037305136,0.10421423],"genre_scores_gemma":[0.9986937,0.000038090766,0.00062874996,0.00038190812,0.000018398976,0.0000029190483,0.000033065226,0.000009930173,0.0001932384],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9993847,0.000031338524,0.00018657834,0.00010792287,0.00017750809,0.0001119683],"domain_scores_gemma":[0.99940336,0.00018712907,0.000026116151,0.0002982129,0.000034798493,0.00005035952],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00018650327,0.00009367058,0.00030216892,0.00032352825,0.000017769795,0.0000059985778,0.00012521168,0.000038121416,0.00050452934],"category_scores_gemma":[0.00006209599,0.00006984472,0.00020024994,0.00077849533,0.000020001547,0.000023834567,0.000012932423,0.00006820324,0.0000137070565],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000021198591,0.000019829287,0.0033480925,0.000053479846,0.0006754029,2.7382512e-7,0.000016218633,0.9942159,0.00014837358,0.000020715881,0.0006106472,0.0008889674],"study_design_scores_gemma":[0.00009668847,0.000021936403,0.019138327,0.00003230103,0.0005437389,2.1679906e-8,0.000005489409,0.9665212,0.012302531,0.000013093792,0.0012353059,0.000089359644],"about_ca_topic_score_codex":0.000078897356,"about_ca_topic_score_gemma":0.00011702403,"teacher_disagreement_score":0.81187195,"about_ca_system_score_codex":0.0000114089235,"about_ca_system_score_gemma":0.0000036940578,"threshold_uncertainty_score":0.55242425},"labels":[],"label_agreement":null},{"id":"W2062013016","doi":"10.1111/j.1745-6584.2009.00650.x","title":"Applying Parameter‐Estimation Methods to Recovery‐Test and Slug‐Test Analyses","year":2009,"lang":"en","type":"article","venue":"Ground Water","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Stantec (Canada)","funders":"","keywords":"Slug test; Fortran; Drawdown (hydrology); Matching (statistics); Test data; Computer science; Residual; Test case; Algorithm; Statistics; Mathematics; Field (mathematics); Applied mathematics; Estimation theory; Software; Mathematical optimization; Geology; Soil science; Regression analysis; Geotechnical engineering","score_opus":0.026439376221144856,"score_gpt":0.3174735158116109,"score_spread":0.29103413959046603,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2062013016","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.47425318,0.00023507775,0.52293134,0.0005392254,0.00013509936,0.00022273776,0.00000456287,0.00032274498,0.0013560343],"genre_scores_gemma":[0.93686587,0.000031735835,0.062336836,0.0002447643,0.0000825787,0.000034940233,0.000020821095,0.000018958408,0.00036348624],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99912876,0.0000322259,0.00021946902,0.00021435306,0.00011575482,0.00028942616],"domain_scores_gemma":[0.99936986,0.00023779097,0.00001478137,0.00023723429,0.000019688638,0.00012065212],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00024408002,0.00017050373,0.0002362877,0.0001819336,0.00009670382,0.0001695315,0.00009760137,0.00007670584,0.000043980337],"category_scores_gemma":[0.000131396,0.00011983863,0.00007436129,0.00016408158,0.000013231067,0.00019526112,0.000023564213,0.00012227843,0.00008314535],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000007614659,0.000044046286,0.00031889474,0.00006247582,0.00011705217,0.0000148869185,0.0005921604,0.68678415,0.09904543,0.0000028373106,0.0007351548,0.21227531],"study_design_scores_gemma":[0.0005035035,0.00034420105,0.013181958,0.000107607186,0.0003711881,0.0000505506,0.00011500942,0.61976516,0.33604038,0.0050780214,0.023399753,0.0010426693],"about_ca_topic_score_codex":0.00007099105,"about_ca_topic_score_gemma":0.000009020525,"teacher_disagreement_score":0.4626127,"about_ca_system_score_codex":0.000044228727,"about_ca_system_score_gemma":0.0000022986724,"threshold_uncertainty_score":0.48868775},"labels":[],"label_agreement":null},{"id":"W2062183974","doi":"10.2118/119895-ms","title":"Using Microseismic Events to Constrain Fracture Network Models and Implications for Generating Fracture Flow Properties for Reservoir Simulation","year":2008,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":30,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Microsemi (Canada)","funders":"","keywords":"Microseism; Geology; Fracture (geology); Geophone; Hydraulic fracturing; Geomechanics; Seismology; Flow (mathematics); Event (particle physics); Petrology; Geotechnical engineering; Mechanics","score_opus":0.057492191937764926,"score_gpt":0.2838034550794092,"score_spread":0.22631126314164426,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2062183974","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.1835385,0.0006400735,0.814155,0.0007431595,0.000048079262,0.00066441717,0.000034897283,0.00013778485,0.000038102073],"genre_scores_gemma":[0.8726415,0.000026477815,0.12594846,0.0007061065,0.00033698985,0.0001087178,0.000051191048,0.000047376434,0.00013318882],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99895835,0.00001614972,0.00031417896,0.00027719775,0.00007693123,0.00035721765],"domain_scores_gemma":[0.999365,0.000121725985,0.00004345593,0.00023345293,0.00011521172,0.000121181576],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00015238738,0.0002086022,0.000267664,0.00008074681,0.00053453055,0.000046850313,0.00011123593,0.00016443999,0.0000066418947],"category_scores_gemma":[0.000054651013,0.00017082356,0.00010766006,0.00014184258,0.000025373067,0.00019785776,0.000023679213,0.000121014295,9.91473e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000012628177,0.000008613979,0.000089929206,0.00007229838,0.00007807461,1.7202152e-7,0.0004282107,0.99184716,0.0049453224,0.000006573961,0.0021454126,0.00036558925],"study_design_scores_gemma":[0.00028834285,0.000017971646,0.0001543794,0.000044480432,0.000039680537,0.000006016813,0.0000311447,0.9911601,0.0015993203,0.0009172353,0.005506271,0.00023505621],"about_ca_topic_score_codex":0.0000584762,"about_ca_topic_score_gemma":0.00002672759,"teacher_disagreement_score":0.689103,"about_ca_system_score_codex":0.000059764672,"about_ca_system_score_gemma":0.000030502437,"threshold_uncertainty_score":0.6965983},"labels":[],"label_agreement":null},{"id":"W2062198682","doi":"10.2118/134265-pa","title":"A Comprehensive Model of High-Rate Matrix-Acid Stimulation for Long Horizontal Wells in Carbonate Reservoirs: Part I—Scaling Up Core-Level Acid Wormholing to Field Treatments","year":2011,"lang":"en","type":"article","venue":"SPE Journal","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":90,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"ConocoPhillips (Canada)","funders":"University of Oklahoma; Texas A and M University; ConocoPhillips","keywords":"Wormhole; Scaling; Mechanics; Petroleum engineering; Penetration (warfare); Matrix (chemical analysis); Geotechnical engineering; Geology; Materials science; Engineering; Geometry; Mathematics; Physics; Composite material","score_opus":0.07103367307631395,"score_gpt":0.282444126544571,"score_spread":0.21141045346825707,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2062198682","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.90111285,0.00026228602,0.09770645,0.00006517702,0.00039370594,0.00019903046,0.00002770435,0.000033338336,0.00019943448],"genre_scores_gemma":[0.9881835,0.00013592296,0.011248209,0.000028571403,0.00017140011,0.0000114244,0.000012343745,0.000038100086,0.00017051579],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9986117,0.000031649048,0.0005744846,0.0001862888,0.00021161995,0.00038426073],"domain_scores_gemma":[0.999314,0.00006670499,0.00012343947,0.00020272331,0.00012217785,0.0001709256],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00025036075,0.00021640952,0.0004136465,0.00032742732,0.00008477659,0.00003575003,0.00019013151,0.00012869961,0.000046283134],"category_scores_gemma":[0.000046501504,0.00019134296,0.00017668476,0.00021370334,0.000013508514,0.0001852786,0.000039155144,0.0003064047,0.000007547693],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00026630194,0.000037350932,0.001382543,0.00006593135,0.0002101586,0.000027482882,0.0014572396,0.98846096,0.006709046,0.0000048957163,0.00015218844,0.0012259159],"study_design_scores_gemma":[0.0017001777,0.00019150482,0.0062003727,0.00030196641,0.00013767506,0.00001766242,0.00024299712,0.9210278,0.06896935,0.00086581026,0.000058648657,0.0002860658],"about_ca_topic_score_codex":0.00038123512,"about_ca_topic_score_gemma":0.00019761173,"teacher_disagreement_score":0.08707064,"about_ca_system_score_codex":0.00014976844,"about_ca_system_score_gemma":0.000032194563,"threshold_uncertainty_score":0.7802739},"labels":[],"label_agreement":null},{"id":"W2062313358","doi":"10.2118/2009-086","title":"Determination of Inflow Performance Relationship (IPR) by Well Testing","year":2009,"lang":"en","type":"article","venue":"Canadian International Petroleum Conference","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":17,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Inflow; Computer science; Reliability engineering; Geology; Engineering","score_opus":0.01413494014613411,"score_gpt":0.21208833771751534,"score_spread":0.19795339757138122,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2062313358","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8823477,0.000058889593,0.0042039226,0.00051412213,0.00019314208,0.00003383276,0.00003245278,0.00006609718,0.11254985],"genre_scores_gemma":[0.99788404,0.000018631352,0.00069124013,0.00006828451,0.000045435063,0.0000041621206,0.000058261117,0.000008823087,0.0012211326],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9992633,0.000011424586,0.00023100525,0.00012187099,0.00018597546,0.00018641503],"domain_scores_gemma":[0.99944735,0.000063760875,0.0000491933,0.00013631558,0.00015060273,0.00015278984],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00009481605,0.000105923646,0.00011099009,0.0002838059,0.000060030354,0.00004496834,0.00026588904,0.00007151702,0.00018709782],"category_scores_gemma":[0.00013319701,0.00011562648,0.000037772486,0.00014809737,0.00002683423,0.00019810787,0.000005927139,0.00017231947,0.000047082995],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000010334327,0.00003364416,0.12208003,0.00007940382,0.000081731734,0.000017950932,0.00034591436,0.828087,0.0036800615,0.0010233746,0.0059635225,0.03859706],"study_design_scores_gemma":[0.00015012175,0.000030679563,0.089151025,0.00007400025,0.000012136309,0.000006338978,0.000017806575,0.89927024,0.0017080003,0.00024669795,0.009165826,0.00016711636],"about_ca_topic_score_codex":0.0026873457,"about_ca_topic_score_gemma":0.004208544,"teacher_disagreement_score":0.11553633,"about_ca_system_score_codex":0.00018853594,"about_ca_system_score_gemma":0.00009822521,"threshold_uncertainty_score":0.47151107},"labels":[],"label_agreement":null},{"id":"W2062358867","doi":"10.2118/58718-ms","title":"Removing Mechanical Skin in Heavy Oil Wells","year":2000,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":10,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Petroleum engineering; Wellbore; Perforation; Casing; Asphaltene; Oil well; Drilling; Geology; Compaction; Workover; Well stimulation; Geotechnical engineering; Petroleum; Environmental science; Materials science; Reservoir engineering; Composite material","score_opus":0.00493155112497971,"score_gpt":0.19896587908322227,"score_spread":0.19403432795824258,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2062358867","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.6820056,0.00025363133,0.0014734596,0.0005173533,0.000093331015,0.000022538676,7.372576e-7,0.00040423658,0.31522915],"genre_scores_gemma":[0.98642117,0.00027946723,0.00078005774,0.000111787114,0.00006835804,0.00000277955,0.0000018254476,0.000017447444,0.0123171145],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9993411,0.000017462098,0.00017576496,0.00012788997,0.00011088005,0.00022696116],"domain_scores_gemma":[0.9997013,0.000029659079,0.000004306231,0.00019259882,0.0000041513067,0.00006795545],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00012480762,0.00009332626,0.00014714626,0.00007934151,0.000021496193,0.000020662079,0.00011512812,0.000079242825,0.004390607],"category_scores_gemma":[0.000007981828,0.000079053905,0.0000684384,0.00020513638,0.0000073254355,0.000057481197,0.00001024146,0.0001705526,0.0005673606],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000005948939,0.000026913993,0.00004629868,0.000032017924,0.00003133781,0.00003745436,0.000114842296,0.87160003,0.00039016947,0.00002572258,0.0021207067,0.12556855],"study_design_scores_gemma":[0.00044410262,0.00001467289,0.00090980786,0.00006894286,0.000017216618,0.000013658504,0.00006739944,0.83746994,0.022279335,0.00018553354,0.13814546,0.00038394675],"about_ca_topic_score_codex":0.00043103241,"about_ca_topic_score_gemma":0.00029411167,"teacher_disagreement_score":0.3044156,"about_ca_system_score_codex":0.000042078507,"about_ca_system_score_gemma":0.0000047164676,"threshold_uncertainty_score":0.9965195},"labels":[],"label_agreement":null},{"id":"W2062639043","doi":"10.2118/170130-ms","title":"Quantifying the Uncertainty Associated With Caprock Integrity during SAGD Using Coupled Geomechanics Thermal Reservoir Simulation","year":2014,"lang":"en","type":"article","venue":"SPE Heavy Oil Conference-Canada","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Caprock; Geomechanics; Geology; Petroleum engineering; Geotechnical engineering; Deformation (meteorology)","score_opus":0.033046268726764375,"score_gpt":0.2368819208299093,"score_spread":0.20383565210314492,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2062639043","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99084496,0.000063708256,0.0073707947,0.0004999423,0.0002711484,0.00009418782,0.00001708998,0.00014289346,0.0006952879],"genre_scores_gemma":[0.99941593,0.000018836417,0.00006816241,0.0000898689,0.00012568512,0.000008313123,0.00003652238,0.000048627408,0.00018804982],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9978288,0.00015765429,0.00038822723,0.00031835848,0.00070666993,0.000600294],"domain_scores_gemma":[0.99860096,0.00035924045,0.0001287187,0.00048067264,0.00026980872,0.00016059006],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004149887,0.00033277774,0.00041564548,0.00006541863,0.00050276914,0.0001265589,0.00038247678,0.00014358506,0.00011678937],"category_scores_gemma":[0.00031502583,0.00023169897,0.000068164845,0.0003863585,0.000039134,0.000121692254,0.000060265676,0.0007696475,0.0000025386507],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000031714033,0.0000090696885,0.0008307365,0.00008550527,0.00016928036,0.000010209771,0.00015128692,0.99775946,0.00043805994,0.000017836543,0.000048924296,0.00044790667],"study_design_scores_gemma":[0.00043346823,0.000016293952,0.003224255,0.00019989538,0.00007530386,0.000002536822,0.0003442145,0.9940465,0.0006998227,0.00003100784,0.00057893223,0.0003477612],"about_ca_topic_score_codex":0.9185698,"about_ca_topic_score_gemma":0.994796,"teacher_disagreement_score":0.07622616,"about_ca_system_score_codex":0.000838678,"about_ca_system_score_gemma":0.0009975352,"threshold_uncertainty_score":0.94484097},"labels":[],"label_agreement":null},{"id":"W2062843590","doi":"10.2118/167126-ms","title":"Characterizing Tight Oil Reservoirs Using Dual- and Triple-Porosity Models","year":2013,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":13,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"Natural Sciences and Engineering Research Council of Canada; Alberta Innovates - Technology Futures","keywords":"Matrix (chemical analysis); Porosity; Dual (grammatical number); Tight gas; Petroleum engineering; Production (economics); Geology; Soil science; Environmental science; Computer science; Hydraulic fracturing; Geotechnical engineering; Materials science","score_opus":0.017608857328727034,"score_gpt":0.21270011498299374,"score_spread":0.19509125765426671,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2062843590","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.97699314,0.0003182696,0.0064236396,0.0002970568,0.00013320828,0.000053065563,0.0000026657676,0.00032785247,0.015451079],"genre_scores_gemma":[0.9947042,0.0002447197,0.0019961826,0.00008268795,0.0001052822,0.000010118061,0.000006872742,0.00003309314,0.0028168713],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9990392,0.000023768302,0.00023553339,0.00020935285,0.00016456775,0.00032761844],"domain_scores_gemma":[0.9994614,0.000029048517,0.000026195425,0.00027679658,0.000039036586,0.00016750717],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00012995003,0.00017930983,0.00024698352,0.00012525317,0.00013155589,0.00013405293,0.00010002637,0.00010895371,0.000301428],"category_scores_gemma":[0.0000121523935,0.00014689621,0.00007037786,0.00016410711,0.000033201464,0.00056814734,0.00006619392,0.00018517567,0.00005214693],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00001220029,0.0000577864,0.00068461767,0.0004405531,0.0003983821,0.000032949305,0.0015743085,0.8324124,0.14963388,0.0000961528,0.0034752362,0.011181493],"study_design_scores_gemma":[0.00020521971,0.0000062544054,0.0011876427,0.00003624777,0.000031765896,0.000013146257,0.00009235916,0.9851392,0.01170739,0.00018606381,0.0011378461,0.00025686048],"about_ca_topic_score_codex":0.0009169151,"about_ca_topic_score_gemma":0.000037082827,"teacher_disagreement_score":0.15272677,"about_ca_system_score_codex":0.00004523912,"about_ca_system_score_gemma":0.000008222582,"threshold_uncertainty_score":0.59902537},"labels":[],"label_agreement":null},{"id":"W2062947459","doi":"10.2118/09-07-66","title":"Coupled Geomechanics Reservoir Simulation of UTF Phase A Project Using a Full Permeability Tensor","year":2009,"lang":"en","type":"article","venue":"Journal of Canadian Petroleum Technology","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":20,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"Sichuan University; McMaster University","keywords":"Geomechanics; Permeability (electromagnetism); Mechanics; Geotechnical engineering; Porous medium; Biot number; Compressibility; Geology; Multiphase flow; Borehole; Effective stress; Fluid dynamics; Reservoir simulation; Enhanced oil recovery; Finite element method; Petroleum engineering; Porosity; Thermodynamics; Physics","score_opus":0.01716730150140659,"score_gpt":0.2691286301127112,"score_spread":0.2519613286113046,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2062947459","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.97492486,0.000521414,0.023053845,0.0010065386,0.00012390614,0.0000926348,0.000016029744,0.00006961927,0.00019116877],"genre_scores_gemma":[0.9983364,0.00007589779,0.0014282658,0.000029386632,0.00008632898,0.0000011428929,0.0000021744984,0.00002054682,0.000019887291],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9984724,0.00003270535,0.0006854009,0.00013919728,0.00025871812,0.0004115788],"domain_scores_gemma":[0.99878526,0.000036614063,0.00025419026,0.0003559267,0.00037408143,0.00019393975],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00041627843,0.0001774416,0.00052863226,0.0039615952,0.00007238788,0.000018401695,0.0003502231,0.00032396006,0.000040792955],"category_scores_gemma":[0.00038391174,0.00016146307,0.0001996652,0.0013286642,0.000048736132,0.00013687815,0.0000118725875,0.0005526529,0.0000015793999],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00005406662,0.000051384348,0.00006303013,0.000034734785,0.00011133189,0.00008405739,0.00006325043,0.9863165,0.011315541,0.000020792771,0.0001324623,0.0017528264],"study_design_scores_gemma":[0.00094122,0.00053370756,0.000068818765,0.000051382784,0.00010388744,0.00013225769,0.00016768258,0.98882306,0.001279547,0.0004990806,0.007245817,0.00015352454],"about_ca_topic_score_codex":0.002464191,"about_ca_topic_score_gemma":0.011421017,"teacher_disagreement_score":0.023411525,"about_ca_system_score_codex":0.0004600112,"about_ca_system_score_gemma":0.00038798308,"threshold_uncertainty_score":0.6584273},"labels":[],"label_agreement":null},{"id":"W2063105935","doi":"10.2118/163910-ms","title":"Coiled-Tubing Jet Cutting Multiple Stage Fracture Treating Improves Fracture Treatment Techniques to Unlock Bypassed Reserves in Cotton Valley Sands, Dorcheat Macedonia Field, Magnolia Arkansas","year":2013,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Fracture (geology); Geology; Geotechnical engineering; Stage (stratigraphy); Hydraulic fracturing; Oil sands; Petroleum engineering; Environmental science; Mining engineering; Materials science; Composite material; Asphalt","score_opus":0.007435719802479682,"score_gpt":0.23565106610014466,"score_spread":0.228215346297665,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2063105935","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.97643596,0.0005385147,0.0110433195,0.0024349533,0.00011182323,0.001189378,0.00001581344,0.001263619,0.006966614],"genre_scores_gemma":[0.9858768,0.00026117123,0.009508954,0.0006473825,0.00023356991,0.00039395536,0.00006075491,0.00011869049,0.0028987126],"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9970885,0.00011701647,0.00076084206,0.0006877651,0.00038075473,0.00096513494],"domain_scores_gemma":[0.99802625,0.00064319803,0.00010635835,0.0007840692,0.00009444075,0.00034567068],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0002564934,0.0007202827,0.00081954314,0.0005056443,0.00022241734,0.00032386844,0.0004317689,0.0005208237,0.0007731027],"category_scores_gemma":[0.00022286258,0.00053446554,0.00028717643,0.0005355333,0.00002727169,0.0004456366,0.00009979519,0.00069775194,0.00007234766],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00012970438,0.00041556428,0.08682036,0.0006760311,0.0008455609,0.0001469868,0.00896176,0.69837505,0.14438368,0.0000037124084,0.01833856,0.040903043],"study_design_scores_gemma":[0.0016015865,0.0004718677,0.010606159,0.00047775934,0.0001179355,0.000007742329,0.0028014665,0.27281168,0.6848082,0.00005134169,0.02494101,0.0013032742],"about_ca_topic_score_codex":0.02602617,"about_ca_topic_score_gemma":0.0059974943,"teacher_disagreement_score":0.5404245,"about_ca_system_score_codex":0.00041972846,"about_ca_system_score_gemma":0.000040269482,"threshold_uncertainty_score":0.9997107},"labels":[],"label_agreement":null},{"id":"W2063129310","doi":"10.2118/140654-ms","title":"Advancements in Efficiency in Horn River Shale Stimulation","year":2011,"lang":"en","type":"article","venue":"SPE Hydraulic Fracturing Technology Conference","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":9,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Apache (Canada)","funders":"","keywords":"Wellhead; SCADA; French horn; Drilling; Oil shale; Petroleum engineering; Directional drilling; Computer science; Engineering; Environmental science; Electrical engineering; Mechanical engineering; Waste management","score_opus":0.01707326010107944,"score_gpt":0.2280696834537502,"score_spread":0.21099642335267077,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2063129310","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9607851,0.00036134472,0.023596147,0.00015512116,0.00018940575,0.00022812671,0.0000018611545,0.0006205523,0.014062322],"genre_scores_gemma":[0.99707407,0.00017856517,0.002518743,0.00003193905,0.000021818405,0.000043630647,0.0000067791666,0.00003283757,0.000091596536],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9982972,0.000026723439,0.0004597923,0.00043780424,0.0001915234,0.0005869206],"domain_scores_gemma":[0.99925745,0.000031433832,0.00006769925,0.0005414245,0.00003516002,0.00006683452],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00017000231,0.000287773,0.0003696806,0.001203863,0.000050010127,0.00001727513,0.0005369595,0.0003573819,0.00030053218],"category_scores_gemma":[0.000072885465,0.0002926431,0.000056384008,0.0009236873,0.00016875636,0.00024783172,0.00011499035,0.0007092502,0.00015748462],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000055732893,0.0004312991,0.13406327,0.00015478315,0.00009608396,0.00041340874,0.0038376523,0.7873771,0.002588527,0.00054976484,0.00006345362,0.0703689],"study_design_scores_gemma":[0.0025699446,0.00015571833,0.28136846,0.0005431734,0.000047661615,0.000027168677,0.00047178703,0.6059932,0.08334036,0.02078492,0.0032732738,0.0014243065],"about_ca_topic_score_codex":0.0003747251,"about_ca_topic_score_gemma":0.00045317813,"teacher_disagreement_score":0.18138391,"about_ca_system_score_codex":0.00017303783,"about_ca_system_score_gemma":0.000028469382,"threshold_uncertainty_score":0.99995255},"labels":[],"label_agreement":null},{"id":"W2063669369","doi":"10.2118/02-04-05","title":"Transport of Fine Sand From a Wellbore","year":2002,"lang":"en","type":"article","venue":"Journal of Canadian Petroleum Technology","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Alberta; University of Windsor","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Oil sands; Slurry; Annulus (botany); Petroleum engineering; Choke; Flow (mathematics); Geotechnical engineering; Oil well; Environmental science; Oil field; Wellbore; Geology; Engineering; Environmental engineering; Mechanics; Materials science; Asphalt","score_opus":0.005481727366433767,"score_gpt":0.16527033141784211,"score_spread":0.15978860405140835,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2063669369","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9765033,0.006031291,0.0013490444,0.005239527,0.0002498454,0.00002427305,0.000052182233,0.00006116506,0.010489364],"genre_scores_gemma":[0.9984902,0.00055046845,0.00061104825,0.000025735437,0.00008816394,7.4738114e-7,0.0000019621002,0.000018333572,0.00021329678],"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","domain_scores_codex":[0.99911296,0.000007435853,0.0004150356,0.00007342165,0.00014446453,0.00024666233],"domain_scores_gemma":[0.99941295,0.000018114162,0.00010140124,0.00020873855,0.00005892848,0.000199868],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00007348747,0.000112184636,0.0003721578,0.0022887639,0.000026032596,0.000004585211,0.00030449682,0.00022032198,0.0007531965],"category_scores_gemma":[0.000024909388,0.0000996268,0.00014529734,0.00060972344,0.000065307075,0.000054435433,0.0000040609566,0.0004122826,0.000012849467],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000042100568,0.00015442522,0.044797994,0.00018432268,0.0030059908,0.003476896,0.0009294592,0.78309214,0.016779924,0.00017397401,0.08101332,0.066349454],"study_design_scores_gemma":[0.00226794,0.0004110684,0.010876537,0.0002756895,0.00050103606,0.00048490384,0.00031663786,0.05446158,0.041368645,0.0011561408,0.88726515,0.0006146822],"about_ca_topic_score_codex":0.008569197,"about_ca_topic_score_gemma":0.0745421,"teacher_disagreement_score":0.8062518,"about_ca_system_score_codex":0.00008649819,"about_ca_system_score_gemma":0.000041555115,"threshold_uncertainty_score":0.9980328},"labels":[],"label_agreement":null},{"id":"W2063779954","doi":"10.2118/85678-ms","title":"A Comprehensive Numerical Simulation Model for Non-Darcy Flow including Viscous, Inertial and Convective Contributions","year":2003,"lang":"en","type":"article","venue":"Nigeria Annual International Conference and Exhibition","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":10,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Dalhousie University","funders":"","keywords":"Pressure gradient; Mechanics; Darcy's law; Porous medium; Dimensionless quantity; Darcy number; Flow (mathematics); Convection; Physics; Geology; Porosity; Geotechnical engineering; Natural convection","score_opus":0.024695114471005853,"score_gpt":0.29920116034605065,"score_spread":0.2745060458750448,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2063779954","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.27975538,0.000043891945,0.71887696,0.00017561481,0.00015577389,0.00015560338,0.00023424173,0.000053750722,0.0005487849],"genre_scores_gemma":[0.9984133,0.00006457137,0.0010036093,0.00007865901,0.0001014589,0.000048774797,0.00019323984,0.0000128971005,0.00008345737],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9992674,0.000025335028,0.00020610266,0.0002027763,0.00013418931,0.00016422561],"domain_scores_gemma":[0.9993068,0.00010357092,0.000038588376,0.00006185492,0.00040716122,0.00008203768],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00008482287,0.00014325873,0.00018587016,0.00010359387,0.00015437717,0.00010695857,0.000046862155,0.00009950087,0.000030873958],"category_scores_gemma":[0.0000761763,0.0001403661,0.00005191021,0.00006069592,0.00005210351,0.00039965846,0.000020944073,0.000121246194,0.0000026205007],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00006230446,0.00003595438,0.0001691352,0.000037985068,0.0001420972,0.0000019551053,0.0016243041,0.98648894,0.0083460845,0.0021657036,0.00024445457,0.0006810926],"study_design_scores_gemma":[0.00063460495,0.000038204438,0.00035034455,0.000035370686,0.000023720448,0.000005651255,0.00046533285,0.99395704,0.0018011669,0.0016984374,0.00082470366,0.00016541431],"about_ca_topic_score_codex":0.000022303151,"about_ca_topic_score_gemma":0.000017687164,"teacher_disagreement_score":0.718658,"about_ca_system_score_codex":0.00006361893,"about_ca_system_score_gemma":0.000028900049,"threshold_uncertainty_score":0.57239634},"labels":[],"label_agreement":null},{"id":"W2063795063","doi":"10.2118/142872-pa","title":"Saskatchewan's Place in the Canadian Oil Sands","year":2010,"lang":"en","type":"article","venue":"Journal of Canadian Petroleum Technology","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Alberta Energy; Saskatchewan Research Council (Canada)","funders":"Chemical Institute of Canada","keywords":"Oil sands; Petroleum; Emerging technologies; Frontier; Petroleum engineering; Fossil fuel; Enhanced oil recovery; Environmental science; Steam injection; Geology; Environmental protection; Mining engineering; Engineering; Waste management; Geography; Archaeology; Asphalt; Paleontology","score_opus":0.0032838856700779353,"score_gpt":0.18126161531306575,"score_spread":0.17797772964298783,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2063795063","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.93759465,0.00050794857,0.000028141712,0.030330691,0.00065499434,0.000020975143,0.00001051802,0.00004281631,0.030809276],"genre_scores_gemma":[0.9987964,0.00006994395,0.00023431862,0.00030258784,0.00016917568,0.0000034089546,0.000001341049,0.00002032317,0.0004024887],"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","domain_scores_codex":[0.99882585,0.000022551361,0.00033030377,0.00008993161,0.0001903836,0.00054095784],"domain_scores_gemma":[0.99910873,0.00003911873,0.00006354092,0.0003300974,0.00006277263,0.0003957431],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005232643,0.00014054478,0.000258432,0.0047553317,0.0001204022,0.000055489483,0.0007638191,0.00040205027,0.00011477655],"category_scores_gemma":[0.00010168045,0.0001053338,0.00009980369,0.0011463218,0.000097021555,0.000078212084,0.0000076224756,0.0018365722,0.000020316587],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000039514114,0.000106062536,0.054050446,0.00017242899,0.0011038248,0.012610739,0.0064655053,0.6289364,0.0072612474,0.002091725,0.18231952,0.104842596],"study_design_scores_gemma":[0.00045051903,0.00005500515,0.0036274795,0.000030048577,0.000042398133,0.0011016313,0.0015590233,0.0041857227,0.00060733006,0.00032607114,0.98778254,0.00023224659],"about_ca_topic_score_codex":0.72015923,"about_ca_topic_score_gemma":0.9996504,"teacher_disagreement_score":0.805463,"about_ca_system_score_codex":0.00033665364,"about_ca_system_score_gemma":0.0012700472,"threshold_uncertainty_score":0.79790944},"labels":[],"label_agreement":null},{"id":"W2063845999","doi":"10.2118/109824-ms","title":"Completion Design for a Highly Compacting Deepwater Field","year":2007,"lang":"en","type":"article","venue":"SPE Annual Technical Conference and Exhibition","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"ConocoPhillips (Canada)","funders":"","keywords":"Subsea; Geology; Perforation; Inflow; Petroleum engineering; Completion (oil and gas wells); Wellbore; Permeability (electromagnetism); Wireline; Compaction; Oil field; Geotechnical engineering; Petrology; Materials science; Oceanography; Engineering","score_opus":0.02810628281909089,"score_gpt":0.2680554656289071,"score_spread":0.2399491828098162,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2063845999","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.10582539,0.000047503596,0.89161396,0.00042114515,0.00005197777,0.00015441443,0.0000064910014,0.0002641927,0.0016149129],"genre_scores_gemma":[0.99421096,0.000043419048,0.005431639,0.00011424963,0.00011496204,0.000010970842,0.00002555205,0.000011544137,0.000036716407],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.999297,0.000012834369,0.00019899812,0.00014864928,0.00010067962,0.00024180219],"domain_scores_gemma":[0.99954826,0.00017782726,0.000022694636,0.00009990339,0.00007065283,0.0000806807],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003515706,0.00011063949,0.00016075658,0.000083362545,0.000094223906,0.000043209177,0.00006198002,0.00012933409,0.000031292027],"category_scores_gemma":[0.000048860133,0.00009540044,0.000055374836,0.00008419437,0.000031230193,0.00013617394,0.000016448383,0.00015397213,0.000008582726],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.001513718,0.0005328082,0.0025671804,0.0015400186,0.00052346376,0.00012638651,0.003832524,0.1089972,0.534435,0.011462268,0.09519851,0.23927094],"study_design_scores_gemma":[0.0029874705,0.0019576694,0.019199198,0.0007328174,0.00032404435,0.00012206633,0.0019051661,0.18712369,0.7147703,0.028928073,0.03983165,0.002117869],"about_ca_topic_score_codex":0.000030852072,"about_ca_topic_score_gemma":0.000052936706,"teacher_disagreement_score":0.88838553,"about_ca_system_score_codex":0.0000249714,"about_ca_system_score_gemma":0.0000056119093,"threshold_uncertainty_score":0.3890317},"labels":[],"label_agreement":null},{"id":"W2064024308","doi":"10.2118/03-12-02","title":"Numerical Evaluation of Geomechanical Parameters Affecting Productivity Index in Weak Rock Formations?Part 2: Field Application","year":2003,"lang":"en","type":"article","venue":"Journal of Canadian Petroleum Technology","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Dalhousie University","funders":"Natural Sciences and Engineering Research Council of Canada; Dalhousie University","keywords":"Permeability (electromagnetism); Geology; Effective stress; Geotechnical engineering; Petroleum engineering; Shearing (physics); Cohesion (chemistry); Stress field; Engineering","score_opus":0.009138138670876605,"score_gpt":0.22540010264110433,"score_spread":0.21626196397022773,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2064024308","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9394847,0.0002480057,0.057170518,0.0011940255,0.00018540524,0.00010946584,9.621892e-7,0.000027618205,0.0015792676],"genre_scores_gemma":[0.9995321,0.000020616455,0.0003715194,0.000013077726,0.000026436423,0.000018153884,8.9142037e-7,0.000010105752,0.0000071185336],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99888325,0.0000763854,0.00045098926,0.000096781834,0.00025994156,0.00023265899],"domain_scores_gemma":[0.9993239,0.00006132159,0.00017052126,0.000203582,0.00013960878,0.00010107831],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0010502645,0.000093708644,0.00026972897,0.0022032065,0.000035331628,0.000008763381,0.00015430732,0.00020972638,0.000028331924],"category_scores_gemma":[0.00081955176,0.00009161717,0.00007708928,0.0010351673,0.000013624376,0.00012430408,0.00000554098,0.00049052475,0.0000031027514],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00000488267,0.000024706615,0.0034924333,0.000023261637,0.00006295251,0.0000029361802,0.00007796544,0.98517895,0.00036081375,0.000074274794,0.00028861922,0.010408227],"study_design_scores_gemma":[0.001309796,0.00028125336,0.0035559342,0.0001294613,0.00018253122,0.0003187263,0.0014678098,0.9247512,0.048958853,0.0028083702,0.015874818,0.0003612118],"about_ca_topic_score_codex":0.0017736768,"about_ca_topic_score_gemma":0.015750632,"teacher_disagreement_score":0.060427696,"about_ca_system_score_codex":0.0003569384,"about_ca_system_score_gemma":0.00018271587,"threshold_uncertainty_score":0.8789222},"labels":[],"label_agreement":null},{"id":"W2064595818","doi":"10.2118/07-06-01","title":"Physical and Analytical Studies of Sand Production from a Supported Wellbore in Unconsolidated Sand Media With Single- and Two-Phase Flow","year":2007,"lang":"en","type":"article","venue":"Journal of Canadian Petroleum Technology","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Dalhousie University; University of Alberta","funders":"Natural Sciences and Engineering Research Council of Canada; Killam Trusts; Dalhousie University; University of Alberta","keywords":"Wellbore; Petroleum engineering; Flow (mathematics); Phase (matter); Geotechnical engineering; Porous medium; Grain size; Aperture (computer memory); Geology; Porosity; Engineering; Mechanical engineering; Mechanics","score_opus":0.010418342120429665,"score_gpt":0.2463636819431995,"score_spread":0.23594533982276983,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2064595818","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99689883,0.0013853549,0.0002148114,0.001262799,0.000058196263,0.00003346792,0.000012658542,0.000019657764,0.00011423335],"genre_scores_gemma":[0.99913675,0.00019560722,0.000534563,0.0000113903925,0.00009616259,7.001312e-7,0.000003626286,0.000014284576,0.0000069462126],"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.999055,0.000016848056,0.0003715977,0.00013986175,0.00014619187,0.00027044717],"domain_scores_gemma":[0.9993676,0.0000841684,0.000104002764,0.00013173671,0.000105243475,0.00020727569],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00023585554,0.00014101667,0.000508811,0.0022404233,0.00002986052,0.00001091107,0.0000849123,0.00012251889,0.0000062382674],"category_scores_gemma":[0.00016862442,0.00010896445,0.000033566263,0.00074549427,0.00029583657,0.00008359643,0.0000123240525,0.00039678774,2.5069636e-7],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0023625,0.0013124633,0.22079508,0.00072273944,0.010866578,0.012645926,0.012715613,0.32960925,0.2648432,0.00014184821,0.0058804806,0.13810433],"study_design_scores_gemma":[0.029524531,0.00477029,0.055767357,0.0024617852,0.0031332786,0.0041732397,0.016757747,0.27534518,0.59040207,0.004113169,0.01125295,0.0022983893],"about_ca_topic_score_codex":0.002270749,"about_ca_topic_score_gemma":0.10894648,"teacher_disagreement_score":0.3255589,"about_ca_system_score_codex":0.00011802732,"about_ca_system_score_gemma":0.000077259734,"threshold_uncertainty_score":0.9073129},"labels":[],"label_agreement":null},{"id":"W2064929942","doi":"10.2118/100034-ms","title":"Feasibility Study of WAG Injection in Naturally Fractured Reservoirs","year":2006,"lang":"en","type":"article","venue":"SPE/DOE Symposium on Improved Oil Recovery","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":26,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Shell (Canada)","funders":"","keywords":"Grid; Petroleum engineering; Fracture (geology); Scale (ratio); Fluid dynamics; Water injection (oil production); Geology; Porous medium; Matrix (chemical analysis); Flow (mathematics); Porosity; Computer science; Mechanics; Geotechnical engineering; Materials science; Physics","score_opus":0.006311775332277987,"score_gpt":0.2200922865693709,"score_spread":0.21378051123709294,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2064929942","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9848334,0.00020742758,0.0000925671,0.00013920183,0.00087613147,0.00030816114,0.000018855202,0.00023647727,0.013287784],"genre_scores_gemma":[0.9975545,0.00008042464,0.000114182,0.000031077514,0.00023176326,0.000040294213,0.000034028504,0.0000652407,0.0018485117],"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","domain_scores_codex":[0.9974959,0.00015503094,0.00083131355,0.00056303944,0.000457051,0.0004976725],"domain_scores_gemma":[0.9986564,0.000165701,0.00016039603,0.00082962133,0.00009559318,0.00009232569],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0005103212,0.00038878512,0.0005962439,0.0005435767,0.00007982521,0.00006561013,0.00034687313,0.00030978714,0.00005198017],"category_scores_gemma":[0.0001043377,0.00034254228,0.0002473579,0.0007254546,0.000041526604,0.0002985853,0.000061816965,0.0007457267,0.000020119074],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00035567224,0.00088804244,0.0053958134,0.00020602252,0.0001296567,0.00001881322,0.0003870462,0.95059425,0.03942383,0.0000024767864,0.000548904,0.002049454],"study_design_scores_gemma":[0.02080578,0.007784529,0.4018723,0.00095238205,0.00068435865,0.00003912435,0.0032823966,0.34352332,0.20861058,0.0026627355,0.0049693063,0.004813193],"about_ca_topic_score_codex":0.0051719574,"about_ca_topic_score_gemma":0.008716625,"teacher_disagreement_score":0.6070709,"about_ca_system_score_codex":0.000466433,"about_ca_system_score_gemma":0.00004579947,"threshold_uncertainty_score":0.99990267},"labels":[],"label_agreement":null},{"id":"W2065096266","doi":"10.2118/137737-ms","title":"Redevelopment of the Cardium Formation Using Fractured Horizontal Wells: Reservoir Engineering Perspectives and Early Case Histories","year":2010,"lang":"en","type":"article","venue":"Canadian Unconventional Resources and International Petroleum Conference","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":10,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Oil in place; Petroleum engineering; Geology; Redevelopment; Tight oil; Resource (disambiguation); Oil production; Drilling; Directional drilling; Fossil fuel; Mining engineering; Petroleum; Engineering; Paleontology; Civil engineering; Computer science; Waste management; Mechanical engineering","score_opus":0.00904414010635341,"score_gpt":0.1981324238667591,"score_spread":0.1890882837604057,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2065096266","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99644303,0.00045400558,0.00040940393,0.00043403267,0.000438438,0.000047356534,0.000042666838,0.000017143708,0.0017139108],"genre_scores_gemma":[0.9991852,0.000036622976,0.00025536993,0.000009111402,0.000111576795,0.00000523151,0.000006497558,0.000010545087,0.00037981878],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9992966,0.000012095556,0.00020266432,0.00014284586,0.00019292213,0.0001528856],"domain_scores_gemma":[0.9995127,0.00003220953,0.000055772445,0.00011066766,0.00013583426,0.0001528171],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00012047654,0.00012359828,0.00012978619,0.00019880904,0.00014495454,0.00008837514,0.00014822728,0.000076940516,0.000095079995],"category_scores_gemma":[0.00006752926,0.00010398231,0.0000666459,0.00007005492,0.000095617674,0.00018143076,0.000039948907,0.00025341916,4.690007e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00021387564,0.00015503725,0.13787459,0.0011334264,0.0041741864,0.0009234969,0.07886874,0.65033835,0.082253285,0.03299582,0.0039501456,0.007119034],"study_design_scores_gemma":[0.0010460237,0.00006953528,0.11365063,0.00029616154,0.00014386016,0.0015748092,0.005941486,0.60144407,0.0034510468,0.0006355644,0.2708911,0.0008557442],"about_ca_topic_score_codex":0.014723914,"about_ca_topic_score_gemma":0.025438271,"teacher_disagreement_score":0.26694095,"about_ca_system_score_codex":0.00016685844,"about_ca_system_score_gemma":0.000083747436,"threshold_uncertainty_score":0.9923449},"labels":[],"label_agreement":null},{"id":"W2065153569","doi":"10.2118/162593-ms","title":"Modeling 2-Phase Flowback of Multi-Fractured Horizontal Wells Completed in Shale","year":2012,"lang":"en","type":"article","venue":"SPE Canadian Unconventional Resources Conference","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":32,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"ConocoPhillips","keywords":"Petroleum engineering; Inflow; Fracture (geology); Hydraulic fracturing; Wellbore; Coalbed methane; Geology; Oil shale; Environmental science; Geotechnical engineering; Coal mining; Engineering; Coal; Waste management","score_opus":0.029653963361497667,"score_gpt":0.25226249006714674,"score_spread":0.22260852670564907,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2065153569","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.983082,0.0010872397,0.010505912,0.00011210333,0.00031288198,0.00014568133,0.00014445947,0.000050726554,0.0045590103],"genre_scores_gemma":[0.9988744,0.00003095682,0.0005123302,0.00003627592,0.00012958577,0.000008432898,0.00012791641,0.000025007626,0.00025509676],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99861073,0.00004377047,0.0003862114,0.0001788377,0.00025031023,0.0005301247],"domain_scores_gemma":[0.99908763,0.00004346596,0.00003907128,0.00022069854,0.00010702368,0.00050211186],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00021254233,0.00019406798,0.00029771175,0.00041990282,0.00005851968,0.000028935734,0.0002584331,0.0001324157,0.001254931],"category_scores_gemma":[0.000088233435,0.00019987502,0.00013585505,0.00027036326,0.000057511104,0.0001452595,0.000021922178,0.0002721281,0.000076292265],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000031782896,0.00017244442,0.00700074,0.00015097728,0.00021527974,0.00004275993,0.0020997392,0.9837806,0.0015226942,0.00036078462,0.00044598547,0.0041762143],"study_design_scores_gemma":[0.00089479034,0.00002047192,0.0027182684,0.00012548044,0.000024652274,0.000005083554,0.00025677253,0.9860374,0.00044634097,0.00008152981,0.009130681,0.00025856146],"about_ca_topic_score_codex":0.05510028,"about_ca_topic_score_gemma":0.15432858,"teacher_disagreement_score":0.0992283,"about_ca_system_score_codex":0.0002090399,"about_ca_system_score_gemma":0.00012370702,"threshold_uncertainty_score":0.99965805},"labels":[],"label_agreement":null},{"id":"W2065167838","doi":"10.2118/2006-096-ea","title":"Best Practice Reservoir Characterization for the Alberta Oilsands","year":2006,"lang":"en","type":"article","venue":"Canadian International Petroleum Conference","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Characterization (materials science); Reservoir modeling; Computer science; Geology; Petroleum engineering; Materials science","score_opus":0.010812865828847848,"score_gpt":0.22675828411161564,"score_spread":0.21594541828276778,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2065167838","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.38382038,0.00043329826,0.10746202,0.057633482,0.0039724037,0.00046705056,0.0006957551,0.0002193354,0.44529626],"genre_scores_gemma":[0.9833171,0.00007908141,0.000112538284,0.00022684291,0.00055199116,0.00007845064,0.00040774728,0.000022808941,0.015203451],"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","domain_scores_codex":[0.9991649,0.000015306645,0.00020258027,0.00016554652,0.00018611623,0.0002655909],"domain_scores_gemma":[0.99911314,0.0002586017,0.000046089946,0.00022170958,0.00023530993,0.00012515564],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00012661399,0.00013022464,0.00010399279,0.00016567165,0.00016594304,0.00021993478,0.0004273231,0.00007452191,0.00031352934],"category_scores_gemma":[0.00019516294,0.00010809701,0.00007401359,0.00010045508,0.000037586964,0.00025894764,0.000014466177,0.00015076308,0.00008395542],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000036323934,0.0000487208,0.0013016015,0.000045727716,0.0004484814,0.000021289128,0.00021413706,0.96333313,0.0019900186,0.012518746,0.017784761,0.002257042],"study_design_scores_gemma":[0.00014871075,0.0000102533895,0.0015335955,0.00001819664,0.000033683064,0.000007684632,0.000047940393,0.38097125,0.00024731224,0.00008680163,0.61677736,0.00011718502],"about_ca_topic_score_codex":0.1328272,"about_ca_topic_score_gemma":0.3610693,"teacher_disagreement_score":0.59949666,"about_ca_system_score_codex":0.00021002567,"about_ca_system_score_gemma":0.00014012333,"threshold_uncertainty_score":0.8729474},"labels":[],"label_agreement":null},{"id":"W2065172093","doi":"10.2118/2005-214","title":"Finite Element Modelling of Sand Production Under Foamy Oil Flow in Heavy Oil Reservoirs","year":2005,"lang":"en","type":"article","venue":"Canadian International Petroleum Conference","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Calgary","funders":"University of Calgary","keywords":"Finite element method; Petroleum engineering; Flow (mathematics); Environmental science; Oil production; Production (economics); Geotechnical engineering; Geology; Engineering; Mechanics; Physics; Structural engineering","score_opus":0.021453318044183472,"score_gpt":0.22136406333119882,"score_spread":0.19991074528701536,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2065172093","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8937151,0.00045422578,0.029909901,0.008486736,0.00083530124,0.00003553819,0.00008985262,0.000081034086,0.066392325],"genre_scores_gemma":[0.9944188,0.00037779156,0.00090219255,0.00006529871,0.00022079374,0.000018250186,0.000056695866,0.000018636674,0.003921514],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9988408,0.000020934238,0.00034532967,0.00022558276,0.00027408556,0.00029328617],"domain_scores_gemma":[0.9994054,0.000031476735,0.00004307224,0.00021391679,0.00012917734,0.00017699786],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00017600466,0.00014363641,0.0001768683,0.0005352048,0.000042047704,0.00004607362,0.00028727963,0.00007672239,0.00039711053],"category_scores_gemma":[0.000041647327,0.00015480707,0.00006447781,0.00015617194,0.000036220797,0.00017625408,0.000017779545,0.00023378365,0.000031058153],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000008620765,0.000012966628,0.00031495153,0.000030398298,0.00006382168,0.000004293557,0.00018903591,0.99536085,0.00010456291,0.00009482922,0.00040069086,0.0034149801],"study_design_scores_gemma":[0.00021531794,0.0000071565205,0.00023389733,0.000112558315,0.000009466633,0.0000019246766,0.000076214914,0.9799317,0.0020705622,0.00009757687,0.017090889,0.00015269846],"about_ca_topic_score_codex":0.023469195,"about_ca_topic_score_gemma":0.1794376,"teacher_disagreement_score":0.1559684,"about_ca_system_score_codex":0.0005278358,"about_ca_system_score_gemma":0.00018680499,"threshold_uncertainty_score":0.9830336},"labels":[],"label_agreement":null},{"id":"W2065268653","doi":"10.2118/162831-ms","title":"Multiwell Analysis of Multifractured Horizontal Wells in Tight/Shale Gas Reservoirs","year":2012,"lang":"en","type":"article","venue":"All Days","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":13,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"ConocoPhillips","keywords":"Petroleum engineering; Shale gas; Directional drilling; Tight gas; Oil shale; Drilling; Geology; Tight oil; Completion (oil and gas wells); Fracture (geology); Fossil fuel; Hydraulic fracturing; Engineering; Geotechnical engineering; Mechanical engineering; Waste management","score_opus":0.011516039517335397,"score_gpt":0.23592068721111162,"score_spread":0.22440464769377622,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2065268653","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99044496,0.0011293517,0.0007980227,0.00007916715,0.000208603,0.00010505735,0.000030908,0.00011516954,0.0070887837],"genre_scores_gemma":[0.9985935,0.00022160936,0.0006534071,0.0000364426,0.000103953615,0.00001719654,0.00010786303,0.000035207082,0.00023081504],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9984805,0.00006219704,0.00043618007,0.000209946,0.00028480316,0.000526349],"domain_scores_gemma":[0.9990618,0.00013512118,0.000066283676,0.0005181799,0.000029941917,0.0001886763],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003473446,0.00022241566,0.0005259153,0.0006843234,0.00002937916,0.000015916976,0.00028871078,0.00017789708,0.0004093618],"category_scores_gemma":[0.000051363128,0.0001953107,0.00031982883,0.0010161254,0.000039249484,0.00022031009,0.000056203535,0.00028332678,0.00009635732],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000026828438,0.00022971164,0.057243105,0.000079647274,0.0025289953,0.000017120545,0.0026986988,0.92590696,0.0077630025,0.000011696994,0.0023965582,0.0010976765],"study_design_scores_gemma":[0.0009783368,0.00006157808,0.16697446,0.000051005536,0.0018289648,0.0000027424403,0.00037160917,0.7437761,0.04135052,0.00002164566,0.043864544,0.00071850274],"about_ca_topic_score_codex":0.0017190127,"about_ca_topic_score_gemma":0.00076336507,"teacher_disagreement_score":0.18213087,"about_ca_system_score_codex":0.000088517336,"about_ca_system_score_gemma":0.000007828469,"threshold_uncertainty_score":0.7964539},"labels":[],"label_agreement":null},{"id":"W2065743207","doi":"10.2118/78969-ms","title":"Horizontal Wells Pressure Build Up Analysis in Orinoco Heavy Oil Belt","year":2002,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Petro-Canada","funders":"","keywords":"Petrophysics; Petroleum engineering; Environmental geology; Geology; Directional drilling; Economic geology; Regional geology; Geobiology; Drilling; Formation evaluation; Palaeogeography; Fluvial; Petroleum; Oil field; Hydrogeology; Geotechnical engineering; Structural basin; Telmatology; Engineering; Geomorphology; Volcanism; Tectonics","score_opus":0.0071723117820593285,"score_gpt":0.20109683402502543,"score_spread":0.1939245222429661,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2065743207","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7078047,0.008078948,0.0069650062,0.0012600821,0.0007477973,0.00015007022,0.000028882581,0.0013410865,0.27362347],"genre_scores_gemma":[0.97145873,0.00048172436,0.00027389714,0.000040645904,0.000114844675,0.000013091609,0.000012627009,0.000026182981,0.027578223],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9987428,0.000031454132,0.00030599473,0.00027412627,0.00025106248,0.00039453476],"domain_scores_gemma":[0.9993462,0.00004050411,0.000021151305,0.0004345945,0.0000202194,0.00013730483],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000116459276,0.00021156736,0.00040691116,0.00048759894,0.000049721286,0.000052148665,0.00024270138,0.00014750773,0.0031280168],"category_scores_gemma":[0.000013762909,0.00017948833,0.00028066194,0.001297873,0.00002223527,0.00013117028,0.00003861658,0.0002886568,0.00023250688],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000038245435,0.000058026602,0.0058226385,0.000061735715,0.0014004693,0.000028422786,0.00030147104,0.9774951,0.00015158534,0.000014207192,0.00868342,0.0059791273],"study_design_scores_gemma":[0.00044481273,0.000024143294,0.004457865,0.000019324732,0.00077073224,0.0000037392888,0.00009627924,0.8823014,0.004138793,0.000010167737,0.107275546,0.00045718814],"about_ca_topic_score_codex":0.0014837534,"about_ca_topic_score_gemma":0.0016510605,"teacher_disagreement_score":0.26365408,"about_ca_system_score_codex":0.00004909885,"about_ca_system_score_gemma":0.000003178623,"threshold_uncertainty_score":0.99778324},"labels":[],"label_agreement":null},{"id":"W2065839374","doi":"10.2118/101733-ms","title":"Block to Block Interaction Effect in Naturally Fractured Reservoirs","year":2006,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":7,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Capillary pressure; Permeability (electromagnetism); Petroleum engineering; Compressibility; Capillary action; Relative permeability; Porosity; Mechanics; Matrix (chemical analysis); Block (permutation group theory); Geology; Geotechnical engineering; Porous medium; Materials science; Chemistry; Mathematics; Chromatography; Geometry; Physics; Composite material","score_opus":0.00317639021701671,"score_gpt":0.21653696162331373,"score_spread":0.21336057140629702,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2065839374","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9737179,0.00018392864,0.00042044095,0.00072840834,0.0003229193,0.00017503859,0.0000013128907,0.00039799037,0.024052026],"genre_scores_gemma":[0.9973557,0.000007809733,0.0003284644,0.00011714468,0.00019729864,0.000022578586,0.000011621775,0.000032323074,0.0019270476],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9989026,0.00004401069,0.00028091358,0.00022852002,0.00021154525,0.00033240727],"domain_scores_gemma":[0.99946344,0.000117679905,0.000018955854,0.00028741377,0.00002544274,0.00008707818],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00017427864,0.00020449726,0.00025511268,0.00036211824,0.00004037914,0.000060879785,0.00018795738,0.00014146337,0.00009929215],"category_scores_gemma":[0.00005168714,0.00016153527,0.000113018235,0.0004871485,0.000008408014,0.00012598676,0.000036091213,0.00038694154,0.00020214048],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00002040747,0.000018508717,0.0010513191,0.00003406708,0.000032026615,0.000023820709,0.00007153099,0.9795664,0.0045672096,0.0000021952533,0.014134885,0.0004776629],"study_design_scores_gemma":[0.0020295954,0.00027747688,0.08006975,0.00033085962,0.00011331671,0.000036069952,0.00013116273,0.451797,0.29711026,0.00026378516,0.16622949,0.0016112385],"about_ca_topic_score_codex":0.0015081222,"about_ca_topic_score_gemma":0.003096254,"teacher_disagreement_score":0.5277694,"about_ca_system_score_codex":0.00013999856,"about_ca_system_score_gemma":0.0000057112643,"threshold_uncertainty_score":0.6587217},"labels":[],"label_agreement":null},{"id":"W2065974707","doi":"10.2118/125929-ms","title":"Production Data Analysis of Fractured and Horizontal CBM Wells","year":2009,"lang":"en","type":"article","venue":"SPE Eastern Regional Meeting","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":64,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Coalbed methane; Petroleum engineering; Relative permeability; Geology; Permeability (electromagnetism); Two-phase flow; Mechanics; Flow (mathematics); Hydraulic fracturing; Dimensionless quantity; Reservoir simulation; Geotechnical engineering; Engineering; Porosity; Coal; Coal mining; Chemistry","score_opus":0.020070822732809156,"score_gpt":0.24486838035601455,"score_spread":0.22479755762320539,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2065974707","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99112445,0.001993284,0.00315304,0.0012572106,0.00017151023,0.00008298609,0.00001399621,0.00012213436,0.0020813951],"genre_scores_gemma":[0.9981037,0.00015052431,0.001155774,0.000034615543,0.00028436765,6.6427015e-7,0.000101569705,0.000011935283,0.00015685611],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9989662,0.000026878866,0.0002579104,0.00030749504,0.00026647278,0.00017502198],"domain_scores_gemma":[0.99930793,0.000034088884,0.00007684328,0.00047579018,0.0000346354,0.00007070153],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002369561,0.00013907705,0.0002955966,0.00027386192,0.000049078943,0.00002593092,0.00021958585,0.00006731883,0.000016787175],"category_scores_gemma":[0.000045061563,0.00012268769,0.000088731176,0.00046892258,0.00003436435,0.00015821974,0.000045377885,0.00013748436,0.0000067023643],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000053911794,0.000092334776,0.022244746,0.0001323552,0.0030199585,0.000021606527,0.0010251782,0.9300469,0.0131251775,0.000024937994,0.0024671068,0.0277458],"study_design_scores_gemma":[0.00033714707,0.000075270946,0.11140658,0.00022804952,0.0019918755,0.000019343262,0.00040252006,0.87137413,0.005309125,0.0002146699,0.008110979,0.00053032587],"about_ca_topic_score_codex":0.00009170931,"about_ca_topic_score_gemma":0.00007609379,"teacher_disagreement_score":0.089161836,"about_ca_system_score_codex":0.000017752565,"about_ca_system_score_gemma":0.000006985662,"threshold_uncertainty_score":0.5003059},"labels":[],"label_agreement":null},{"id":"W2065991851","doi":"10.2118/130066-pa","title":"Well Testing of Tight Gas Reservoirs","year":2009,"lang":"en","type":"article","venue":"Journal of Canadian Petroleum Technology","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":12,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Tight gas; Petroleum engineering; Permeability (electromagnetism); Fossil fuel; Hydraulic fracturing; Geology; Natural gas field; Tight oil; Unconventional oil; Natural gas; Engineering; Chemistry","score_opus":0.0069677118695564855,"score_gpt":0.19265672051735935,"score_spread":0.18568900864780286,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2065991851","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9398596,0.002166195,0.0006899011,0.01140724,0.00026165505,0.000036302237,0.0000057142383,0.00011991028,0.04545344],"genre_scores_gemma":[0.99722445,0.00019972559,0.0022074538,0.000061513296,0.00010713888,4.5342986e-7,5.931209e-7,0.000016640584,0.00018202496],"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","domain_scores_codex":[0.9988081,0.000015508014,0.0005142803,0.00008781569,0.00019120146,0.0003831307],"domain_scores_gemma":[0.99910253,0.000039846876,0.00016795381,0.00027092555,0.0001620385,0.00025668796],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00023874339,0.00013440424,0.00038884292,0.0039161504,0.000049808197,0.0000134006095,0.00046977028,0.00023333024,0.000065795495],"category_scores_gemma":[0.00020330359,0.00012006806,0.00012550135,0.0013570016,0.00006289309,0.00008773633,0.000009834872,0.00057231775,0.000013135065],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000017011504,0.000043386386,0.00619645,0.00007055755,0.0003511099,0.0009126082,0.00009600796,0.9266651,0.012501297,0.00028886605,0.03105822,0.02179933],"study_design_scores_gemma":[0.001653101,0.0014222292,0.009509682,0.0005644763,0.00031750044,0.0018670041,0.0005184349,0.08347391,0.07548185,0.0067518777,0.81761605,0.0008238655],"about_ca_topic_score_codex":0.0024676449,"about_ca_topic_score_gemma":0.013347691,"teacher_disagreement_score":0.84319127,"about_ca_system_score_codex":0.00016762113,"about_ca_system_score_gemma":0.00016507569,"threshold_uncertainty_score":0.74483246},"labels":[],"label_agreement":null},{"id":"W2066079307","doi":"10.2118/166107-ms","title":"65 Years of Fracturing Experience: The Key to Better Productivity is Not What we Have Learned but What we Have Forgotten and Failed to Utilize!","year":2013,"lang":"en","type":"article","venue":"SPE Annual Technical Conference and Exhibition","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":7,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Safran Electronics (Canada)","funders":"","keywords":"Hydraulic fracturing; Petroleum engineering; Geology; Petroleum industry; Fracture (geology); Unconventional oil; Permeability (electromagnetism); Wellbore; Mining engineering; Geotechnical engineering; Oil shale; Paleontology","score_opus":0.023278774542931594,"score_gpt":0.2613573414103222,"score_spread":0.2380785668673906,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2066079307","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9748471,0.00038660772,0.0023379847,0.021714121,0.00006209754,0.00042210333,0.000009557501,0.000098053315,0.00012237782],"genre_scores_gemma":[0.9962812,0.0022990985,0.00035874266,0.00067210366,0.00009739878,0.000080479265,0.000005450765,0.00002008741,0.00018543446],"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99867785,0.00003828498,0.00027695842,0.00040508044,0.00028437606,0.00031742817],"domain_scores_gemma":[0.9992171,0.00007234921,0.00004403574,0.0003785857,0.00011424674,0.00017366403],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00018063115,0.00020406832,0.00031080318,0.0001239783,0.00009861711,0.000441197,0.00018164435,0.000162441,0.00013859436],"category_scores_gemma":[0.000076294906,0.00015484047,0.000073173294,0.00013816108,0.0001343479,0.001477685,0.00016226662,0.00030839074,0.000036896236],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0001472126,0.00012478487,0.0011397939,0.00032596404,0.00015358665,0.000022358192,0.051173486,0.0029550318,0.13978429,0.000045834477,0.0065403297,0.79758734],"study_design_scores_gemma":[0.0012332982,0.0008502125,0.082332864,0.0026135568,0.00020180424,0.00004671192,0.09952457,0.013476574,0.7497145,0.005383614,0.042664506,0.0019577953],"about_ca_topic_score_codex":0.000300865,"about_ca_topic_score_gemma":0.0001030441,"teacher_disagreement_score":0.79562956,"about_ca_system_score_codex":0.000027009028,"about_ca_system_score_gemma":0.000011129481,"threshold_uncertainty_score":0.6314211},"labels":[],"label_agreement":null},{"id":"W2066201475","doi":"10.2118/114969-ms","title":"Evaluating Crossflow Migration Drainage","year":2008,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Geology; Drainage; Petroleum engineering; Permeability (electromagnetism); Drilling; Natural gas; Petrology; Engineering; Chemistry","score_opus":0.029630723480084307,"score_gpt":0.27963268365589833,"score_spread":0.250001960175814,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2066201475","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9163943,0.00013868613,0.029441778,0.00010978939,0.00008735936,0.00003764473,5.088455e-7,0.00042959861,0.053360358],"genre_scores_gemma":[0.99328196,0.000031700125,0.002816177,0.000033498844,0.00008710801,0.000005779605,0.0000056678814,0.000012235493,0.0037258626],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99952227,0.000011114286,0.00011100632,0.00008281827,0.00013991345,0.00013289081],"domain_scores_gemma":[0.9997677,0.00002257991,0.00000782513,0.00014088,0.000020224103,0.0000407453],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000097694545,0.00006919365,0.000080296486,0.00005040962,0.00011178585,0.000017126662,0.00006166929,0.000038246842,0.00027348805],"category_scores_gemma":[0.000029846282,0.00005701438,0.000056126475,0.00012326408,0.000017600905,0.00008039091,0.000008238484,0.00007727477,0.00015725236],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[8.670602e-7,0.000006278516,0.00037798364,0.000013781014,0.00002782676,0.000009605,0.0004561395,0.98989135,0.004073844,0.000009079216,0.002592462,0.0025407714],"study_design_scores_gemma":[0.00012158063,0.000012611549,0.002989959,0.0000052811024,0.000009991549,0.000011670669,0.000033456457,0.980351,0.012107572,0.00006076354,0.0041810647,0.00011507592],"about_ca_topic_score_codex":0.000080736936,"about_ca_topic_score_gemma":0.00006197072,"teacher_disagreement_score":0.0768877,"about_ca_system_score_codex":0.000023191553,"about_ca_system_score_gemma":0.000006559632,"threshold_uncertainty_score":0.29945022},"labels":[],"label_agreement":null},{"id":"W2066356601","doi":"10.2118/126136-ms","title":"Optimization of Stimulation Treatments in Naturally Fractured Carbonate Formations through Effective Diversion and Real-Time Analysis","year":2010,"lang":"en","type":"article","venue":"SPE Intelligent Energy Conference and Exhibition","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":18,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Suncor Energy (Canada)","funders":"","keywords":"Geology; Petroleum engineering; Permeability (electromagnetism); Completion (oil and gas wells); Carbonate; Drilling; Wellbore; Petrophysics; Workover; Gemology; Enhanced oil recovery; Geotechnical engineering; Engineering; Seismology; Materials science; Porosity; Engineering geology; Mechanical engineering","score_opus":0.0056331222936806345,"score_gpt":0.21836104911423043,"score_spread":0.2127279268205498,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2066356601","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9035345,0.00009436615,0.09373789,0.00004050963,0.00005406427,0.00010444688,0.000011097214,0.00004903138,0.002374105],"genre_scores_gemma":[0.9970441,0.0014864859,0.0011195425,0.0000060897232,0.000015756992,0.000009861177,0.00026344258,0.0000070907063,0.0000476213],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9993842,0.000028211649,0.00021277694,0.0001511881,0.00011366051,0.000109961125],"domain_scores_gemma":[0.9996677,0.000053642838,0.00006008323,0.00010651966,0.00007253278,0.000039497296],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00006273271,0.00012649127,0.00021174627,0.0002806647,0.00005062353,0.000028654824,0.000038099428,0.0001252282,0.00009569545],"category_scores_gemma":[0.000013675692,0.00011028581,0.000057107678,0.00031279292,0.00003767615,0.000271673,0.000018361561,0.00009916691,0.0000011317608],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000017273944,0.00002333408,0.0009392391,0.0000183988,0.00019629646,0.0000012403732,0.0009104655,0.98767173,0.0056908424,0.00016166379,0.0000047753792,0.0043647354],"study_design_scores_gemma":[0.00021094337,0.00003507263,0.009375124,0.000032283242,0.00023929602,7.8446647e-7,0.00008332803,0.9648591,0.024352757,0.0006686835,0.000024477851,0.00011809261],"about_ca_topic_score_codex":0.001514229,"about_ca_topic_score_gemma":0.0006553839,"teacher_disagreement_score":0.09350962,"about_ca_system_score_codex":0.000032929674,"about_ca_system_score_gemma":0.0000069179614,"threshold_uncertainty_score":0.44973248},"labels":[],"label_agreement":null},{"id":"W2066516343","doi":"10.2118/93638-ms","title":"Dynamic Underbalanced Perforating on a Mature North Sea Field","year":2005,"lang":"en","type":"article","venue":"SPE European Formation Damage Conference","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":22,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"BGC Engineering (Canada)","funders":"","keywords":"Perforation; Geology; North sea; Petroleum engineering; Environmental science; Marine engineering; Engineering; Oceanography; Mechanical engineering","score_opus":0.009177854242407782,"score_gpt":0.21023168032732545,"score_spread":0.20105382608491768,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2066516343","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.6700679,0.000062986495,0.09068671,0.0013603683,0.00016003112,0.00013416879,0.00001688422,0.0006595729,0.23685135],"genre_scores_gemma":[0.9976186,0.000086026856,0.0011097946,0.00034106086,0.000082338105,0.0000019550578,0.000093528906,0.00002382124,0.00064283813],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99924386,0.000050680344,0.00022025476,0.0001257416,0.00015914862,0.00020031954],"domain_scores_gemma":[0.9995274,0.000026936126,0.00004839483,0.00028165057,0.000044071046,0.000071535294],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0000946708,0.0001509054,0.00011962001,0.00009431305,0.000102931845,0.00011912657,0.00021718102,0.000036532932,0.00030433282],"category_scores_gemma":[0.000032140066,0.00013334586,0.000052864296,0.00014943998,0.000013581372,0.00034642976,0.00003261646,0.00032202294,0.00090246974],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000011436085,0.000021507347,0.000415113,0.00012959767,0.000040179602,0.000017535167,0.0014175227,0.9344752,0.0004590735,0.00008528456,0.0059940075,0.05693355],"study_design_scores_gemma":[0.00019454198,0.000032764965,0.0041922447,0.00007066551,0.000010935946,0.0000033220572,0.00014908872,0.9843356,0.0010612556,0.00001527407,0.009739876,0.00019445883],"about_ca_topic_score_codex":0.000003998043,"about_ca_topic_score_gemma":0.00019692381,"teacher_disagreement_score":0.3275507,"about_ca_system_score_codex":0.000051890012,"about_ca_system_score_gemma":0.0000083105315,"threshold_uncertainty_score":0.9998754},"labels":[],"label_agreement":null},{"id":"W2066561531","doi":"10.1002/cnm.1119","title":"An Eulerian moving front algorithm with weak‐form tip asymptotics for modeling hydraulically driven fractures","year":2008,"lang":"en","type":"article","venue":"Communications in Numerical Methods in Engineering","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":18,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of British Columbia","funders":"Natural Sciences and Engineering Research Council of Canada; National Science Foundation","keywords":"Fracture (geology); Mechanics; Eulerian path; Representative elementary volume; Scale (ratio); Geometry; Finite element method; Flow (mathematics); Mathematics; Mathematical analysis; Geology; Physics; Structural engineering; Geotechnical engineering; Engineering","score_opus":0.027336221993080865,"score_gpt":0.3305067379068231,"score_spread":0.3031705159137422,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2066561531","genre_codex":"methods","genre_gemma":"methods","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"methods","genre_consensus":"methods","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.011561996,0.00097343617,0.9861276,0.00011006968,0.00009709087,0.00028455904,0.0000060953976,0.000363218,0.00047593546],"genre_scores_gemma":[0.4790099,0.00029297668,0.5204127,0.00001716728,0.000043868185,0.00013616213,0.000021280253,0.00006055883,0.00000541078],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99817485,0.00014826604,0.00063193456,0.00032633648,0.00018966464,0.0005289503],"domain_scores_gemma":[0.99757075,0.00079023617,0.000052533538,0.0013431252,0.000062799714,0.00018053717],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0005851852,0.00033202005,0.0005532912,0.00045523708,0.00016237295,0.00004538653,0.0010450715,0.00021295874,0.000010962054],"category_scores_gemma":[0.00031249013,0.00031656225,0.000116341114,0.00060513045,0.000067570116,0.0002875601,0.00013490581,0.0008692385,0.0000026573828],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000070870105,0.00008818397,0.00037723233,0.00004654391,0.000058333306,0.0000042619445,0.0008602002,0.9685786,0.00044411706,0.000021220505,0.0000046937844,0.029509524],"study_design_scores_gemma":[0.0004345396,0.000048062753,0.0010334381,0.0001583238,0.000027826904,0.000015737007,0.00015536632,0.9962345,0.00041737195,0.000097415235,0.00096455857,0.00041288763],"about_ca_topic_score_codex":0.000104081795,"about_ca_topic_score_gemma":0.000056978475,"teacher_disagreement_score":0.4674479,"about_ca_system_score_codex":0.00025655306,"about_ca_system_score_gemma":0.00003704794,"threshold_uncertainty_score":0.99992865},"labels":[],"label_agreement":null},{"id":"W2067085454","doi":"10.2118/170627-ms","title":"Microseismic-Derived Correlations to Production in the Horn River Basin","year":2014,"lang":"en","type":"article","venue":"SPE Annual Technical Conference and Exhibition","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Encana (Canada); Microsemi (Canada)","funders":"","keywords":"Microseism; Geology; Seismology; Slip (aerodynamics); Structural basin; Fracture (geology); Hydraulic fracturing; Fault (geology); Volume (thermodynamics); Production (economics); Petrology; Soil science; Geotechnical engineering; Geomorphology","score_opus":0.011393663555892065,"score_gpt":0.22908453366289286,"score_spread":0.2176908701070008,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2067085454","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.92371607,0.00003693011,0.06625954,0.0057179155,0.00010759407,0.00023675335,0.0000107939495,0.00019579026,0.0037186241],"genre_scores_gemma":[0.99901426,0.00006514812,0.0004154116,0.00026471974,0.000107258726,0.000023458975,0.000021378519,0.00000791058,0.00008047024],"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","domain_scores_codex":[0.99935377,0.000048964386,0.00015432123,0.00017587676,0.000110808294,0.00015627914],"domain_scores_gemma":[0.99967897,0.0000391997,0.000014475271,0.00017670995,0.000043565073,0.000047085792],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000250087,0.00010031434,0.00012319066,0.0000995967,0.00007895382,0.00004066898,0.00009277987,0.000087907254,0.000019231473],"category_scores_gemma":[0.000086638844,0.00007272838,0.00003470008,0.00023323561,0.000062260915,0.00013272958,0.000021405704,0.00021859075,0.00004936202],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00016774659,0.00056631066,0.0044738,0.00033764765,0.00010146598,0.00003113207,0.02069323,0.2922153,0.36819556,0.0066267718,0.1251082,0.18148284],"study_design_scores_gemma":[0.002285477,0.0011190528,0.48529336,0.0011060744,0.00033185055,0.00020834489,0.0064067096,0.12744068,0.11207774,0.03657684,0.22428317,0.0028707134],"about_ca_topic_score_codex":0.0001032172,"about_ca_topic_score_gemma":0.0001752191,"teacher_disagreement_score":0.48081955,"about_ca_system_score_codex":0.00002197226,"about_ca_system_score_gemma":0.00000622224,"threshold_uncertainty_score":0.2965777},"labels":[],"label_agreement":null},{"id":"W2067258468","doi":"10.2118/149361-ms","title":"Analysis of Production Data Using the Beta-Derivative","year":2011,"lang":"en","type":"article","venue":"Canadian Unconventional Resources Conference","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":9,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Shell (Canada)","funders":"","keywords":"Derivative (finance); Flow (mathematics); Time derivative; Second derivative; Boundary value problem; Dimensionless quantity; Tight gas; Mechanics; Chemistry; Petroleum engineering; Mathematical analysis; Physics; Mathematics; Geology","score_opus":0.10267841999751627,"score_gpt":0.2527123425337064,"score_spread":0.15003392253619013,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2067258468","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.97834796,0.00036112298,0.009181293,0.00018945117,0.00020579676,0.00012130229,0.00021549927,0.000046398778,0.011331149],"genre_scores_gemma":[0.9992226,0.000018789604,0.00028931786,0.000021752521,0.000048459373,0.000003629872,0.00012138675,0.0000099793615,0.00026412532],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99909246,0.000048834372,0.00023622224,0.00022040412,0.00020163516,0.00020044287],"domain_scores_gemma":[0.9989912,0.000032748212,0.00006631078,0.0006379392,0.00012880075,0.00014302599],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00026059125,0.00011042867,0.00020458402,0.0004237134,0.00011879959,0.000024508932,0.00058083126,0.0000530322,0.00095428096],"category_scores_gemma":[0.00006558626,0.00008560452,0.00010801748,0.00085820525,0.0001530293,0.00012703107,0.000044688084,0.00013075095,0.000006788005],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000030057663,0.00007458962,0.06708117,0.00018601214,0.016942825,0.000043151667,0.012814859,0.8881272,0.0014115412,0.002746206,0.0021263661,0.008416023],"study_design_scores_gemma":[0.00013561398,0.000019258234,0.108018234,0.00008145033,0.0027058756,0.000007783411,0.0018148685,0.8616547,0.0023357717,0.0004742048,0.022340707,0.00041151652],"about_ca_topic_score_codex":0.049781192,"about_ca_topic_score_gemma":0.14528008,"teacher_disagreement_score":0.09549888,"about_ca_system_score_codex":0.00007297395,"about_ca_system_score_gemma":0.00013951404,"threshold_uncertainty_score":0.999959},"labels":[],"label_agreement":null},{"id":"W2067649415","doi":"10.2118/104436-ms","title":"The Study and Application of Hydraulic Fracturing and Acidizing in Exploration Wells in China","year":2006,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Petro-Canada","funders":"","keywords":"Petroleum engineering; Hydraulic fracturing; Enhanced oil recovery; Viscous fingering; Well stimulation; Viscosity; Geology; Injection well; Materials science; Permeability (electromagnetism); Porosity; Geotechnical engineering; Porous medium; Petroleum; Reservoir engineering; Composite material; Chemistry","score_opus":0.003945440019627214,"score_gpt":0.2045872948023684,"score_spread":0.20064185478274119,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2067649415","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9917201,0.00046000807,0.006150431,0.00015958678,0.000010214998,0.00017028865,1.3836203e-7,0.000028925764,0.0013003292],"genre_scores_gemma":[0.99970835,0.00014380032,0.00006795946,0.0000039863708,0.000017397064,0.000024130475,0.0000013535954,0.000007658288,0.000025363],"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","domain_scores_codex":[0.9994888,0.000022998824,0.00020987279,0.000103942424,0.000076157674,0.000098247176],"domain_scores_gemma":[0.9997934,0.000050266688,0.000022951232,0.00011482408,0.000004808393,0.0000137612915],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00023235317,0.000070305105,0.0001098906,0.000108890636,0.000038186867,0.00002537674,0.000046525165,0.000031169417,0.0000011794865],"category_scores_gemma":[0.000007638779,0.000050125567,0.0000106057605,0.00016979007,0.00001611491,0.00013057116,0.000018834706,0.000092304894,7.8467605e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000060068874,0.000063319654,0.084992245,0.000043580272,0.000015827965,0.0000020215996,0.0015917709,0.8913684,0.002038529,0.000033394772,0.000016798384,0.019828117],"study_design_scores_gemma":[0.00036870278,0.000016554382,0.5928375,0.00001578523,0.000008799901,6.913511e-7,0.0009720947,0.39790073,0.0068330015,0.0005790526,0.00036722617,0.0000998732],"about_ca_topic_score_codex":0.0027507546,"about_ca_topic_score_gemma":0.0036343639,"teacher_disagreement_score":0.5078453,"about_ca_system_score_codex":0.000016951091,"about_ca_system_score_gemma":0.0000017302707,"threshold_uncertainty_score":0.41583365},"labels":[],"label_agreement":null},{"id":"W2067731869","doi":"10.2118/167118-ms","title":"Best Practice of Using Empirical Methods for Production Forecast and EUR Estimation in Tight/Shale Gas Reservoirs","year":2013,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":24,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"ConocoPhillips (Canada)","funders":"","keywords":"Permeability (electromagnetism); Tight gas; Oil shale; Petroleum engineering; Shale gas; Unconventional oil; Production (economics); Geology; Relative permeability; Environmental science; Soil science; Economics; Geotechnical engineering; Hydraulic fracturing; Chemistry; Paleontology","score_opus":0.04276148599914022,"score_gpt":0.365599514863748,"score_spread":0.3228380288646078,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2067731869","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.62425286,0.00020268171,0.37300444,0.0008584118,0.00008527258,0.00029723067,6.8454955e-7,0.000046619683,0.001251809],"genre_scores_gemma":[0.6110908,0.000038452556,0.38859576,0.0000092459095,0.000035832272,0.00002795915,0.0000040404784,0.000015016558,0.00018291835],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9992738,0.00007006782,0.00025909426,0.00016000698,0.00008499201,0.0001520437],"domain_scores_gemma":[0.99941325,0.00023429254,0.00004581193,0.00015753445,0.00010226536,0.00004685451],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00048720368,0.00009433491,0.00017718713,0.00016392893,0.000038182097,0.000025751424,0.00005325879,0.00007480053,0.000026615924],"category_scores_gemma":[0.00070513895,0.000078309764,0.000037560585,0.00024163397,0.00003206945,0.00045398565,0.000020216607,0.00010088831,0.0000036678375],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000015821668,0.00006395043,0.0007179187,0.00025845724,0.000055765588,4.5834307e-7,0.0005861471,0.9706114,0.0060335337,0.000006912273,0.0005381429,0.021111503],"study_design_scores_gemma":[0.00014391271,0.000042308846,0.00024292157,0.000040705094,0.000048372523,0.00001106169,0.00031249155,0.9838659,0.013971633,0.00030787103,0.0009204997,0.00009232987],"about_ca_topic_score_codex":0.0004443016,"about_ca_topic_score_gemma":0.000034881876,"teacher_disagreement_score":0.021019174,"about_ca_system_score_codex":0.000042522643,"about_ca_system_score_gemma":0.000010059765,"threshold_uncertainty_score":0.31933793},"labels":[],"label_agreement":null},{"id":"W2067802469","doi":"10.2118/1108-0032-jpt","title":"Techbits: Hydraulic Fracturing's Progress Reviewed in Workshop","year":2008,"lang":"en","type":"article","venue":"Journal of Petroleum Technology","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Hydraulic fracturing; Petroleum engineering; Geology; Tight gas; Fracturing fluid; Permeability (electromagnetism); Geotechnical engineering","score_opus":0.008823870519254987,"score_gpt":0.22874353372413989,"score_spread":0.2199196632048849,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2067802469","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.96242416,0.02849376,0.0034941987,0.0036684535,0.00034250863,0.00008088392,8.5941065e-7,0.00031840368,0.0011767545],"genre_scores_gemma":[0.9933187,0.004660688,0.001612151,0.00004930412,0.00016625102,0.000010790264,7.055431e-7,0.000037531318,0.00014388512],"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","domain_scores_codex":[0.99828935,0.00003412339,0.0008052967,0.00015759138,0.00029542702,0.00041821934],"domain_scores_gemma":[0.9991592,0.000050923005,0.00023704692,0.00036991574,0.0000867669,0.0000961091],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00033498756,0.00022513363,0.0006813838,0.0015924647,0.00005882277,0.000013827743,0.0005737965,0.00036066308,0.000049720187],"category_scores_gemma":[0.00017988637,0.00018254387,0.00021031112,0.0009616986,0.00016747847,0.00017248509,0.000056906905,0.0012624919,0.000030290912],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000116235904,0.0006463094,0.07683153,0.0005737046,0.0010319938,0.007728107,0.0006768068,0.798652,0.002971632,0.00006265942,0.016495543,0.09421346],"study_design_scores_gemma":[0.0067117414,0.00093792396,0.03693644,0.003178682,0.00042325878,0.013524378,0.001062422,0.04672089,0.047308125,0.0023427978,0.8385491,0.0023042972],"about_ca_topic_score_codex":0.0000035739954,"about_ca_topic_score_gemma":0.000015336254,"teacher_disagreement_score":0.8220535,"about_ca_system_score_codex":0.00016405423,"about_ca_system_score_gemma":0.000042080967,"threshold_uncertainty_score":0.7443923},"labels":[],"label_agreement":null},{"id":"W2067880308","doi":"10.2118/169242-ms","title":"Rheological Properties of an Amine Oxide Viscoelastic Surfactant With Application in Well Stimulation","year":2014,"lang":"en","type":"article","venue":"SPE Latin America and Caribbean Petroleum Engineering Conference","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Intertek (Canada)","funders":"","keywords":"Viscoelasticity; Rheology; Materials science; Amplitude; Stress (linguistics); Composite material; Stress relaxation; Shear modulus; Pulmonary surfactant; Modulus; Thermodynamics; Elastic modulus; Creep; Physics; Optics","score_opus":0.005358497387063407,"score_gpt":0.17736155734701425,"score_spread":0.17200305995995085,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2067880308","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7492091,0.000057000416,0.25016665,0.000025861336,0.000014377573,0.00005902368,0.0000019129757,0.00010968119,0.00035636136],"genre_scores_gemma":[0.99702984,0.000036213994,0.0028266516,0.0000060163593,0.000022467979,0.000015739915,0.000015722408,0.000023176104,0.000024157343],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9991135,0.000026993452,0.0002564957,0.00022282604,0.00015909849,0.00022110935],"domain_scores_gemma":[0.99955755,0.000050456863,0.0000503429,0.0002190231,0.000035328267,0.000087307184],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00008352747,0.00019270266,0.0003283391,0.00013695494,0.000022220886,0.000026432714,0.00011342678,0.00006602919,0.000011177397],"category_scores_gemma":[0.00003257387,0.00015028346,0.000026726037,0.00017168271,0.00007092275,0.00009642411,0.000020638863,0.00019137067,0.0000030527963],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000017238186,0.000019417059,0.0026942259,0.00010316977,0.000020894631,0.0000014665608,0.000118070486,0.9586749,0.036117025,0.000071048744,7.3476673e-7,0.0021618207],"study_design_scores_gemma":[0.0002690485,0.00012797391,0.038402554,0.00008039702,0.000023744231,0.0000028549005,0.000057717825,0.956696,0.003972159,0.000014640776,0.00015546233,0.0001974809],"about_ca_topic_score_codex":0.0002537969,"about_ca_topic_score_gemma":0.00006040544,"teacher_disagreement_score":0.24782072,"about_ca_system_score_codex":0.000027279333,"about_ca_system_score_gemma":0.0000103745415,"threshold_uncertainty_score":0.6128382},"labels":[],"label_agreement":null},{"id":"W2068004618","doi":"10.2118/143016-ms","title":"Use of Pressure-Rate Deconvolution to Estimate Connected Reservoir Drainage Volume in Naturally Fractured Unconventional Gas Reservoirs from Canadian Rockies Foothills","year":2011,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Geology; Deconvolution; Foothills; Horizon; Unconventional oil; Drainage; Petroleum engineering; Permeability (electromagnetism); Petrology; Paleontology; Oil shale; Chemistry","score_opus":0.018176502716049425,"score_gpt":0.2279637198820197,"score_spread":0.20978721716597026,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2068004618","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9893881,0.00052354916,0.0038787045,0.0006570084,0.00031937362,0.0003845133,0.0002120572,0.0002640069,0.0043726573],"genre_scores_gemma":[0.99316657,0.000021269921,0.0043794983,0.000111309404,0.00004743775,0.000032225875,0.00019816402,0.000053124997,0.0019903874],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99793833,0.00013720655,0.00061373244,0.0004110767,0.0002866328,0.0006130171],"domain_scores_gemma":[0.9985404,0.00017660683,0.0000828476,0.0005704817,0.00020927073,0.0004204186],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003160501,0.00031689057,0.0004779635,0.00070733484,0.000098173914,0.00007004086,0.00043304227,0.00029984716,0.0015917147],"category_scores_gemma":[0.00050701067,0.00029587254,0.00016032085,0.0006068893,0.000058340847,0.00048850465,0.00007703492,0.00039811456,0.000076194294],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000089601934,0.00004212054,0.012342286,0.00008240433,0.00040713817,0.000053975993,0.0015562172,0.97697043,0.0014503892,0.00012429238,0.0067488,0.00013231789],"study_design_scores_gemma":[0.0007219947,0.00008115178,0.42733288,0.00027534863,0.00013030437,0.000002849093,0.00015788844,0.53244764,0.013315762,0.003505702,0.021271225,0.0007572395],"about_ca_topic_score_codex":0.42939976,"about_ca_topic_score_gemma":0.6975271,"teacher_disagreement_score":0.4445228,"about_ca_system_score_codex":0.00018390732,"about_ca_system_score_gemma":0.00012237595,"threshold_uncertainty_score":0.99994934},"labels":[],"label_agreement":null},{"id":"W2068021166","doi":"10.2118/127931-pa","title":"A Review of Screen Selection for Standalone Applications and a New Methodology","year":2011,"lang":"en","type":"review","venue":"SPE Drilling & Completion","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":85,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"ConocoPhillips (Canada)","funders":"ConocoPhillips","keywords":"Selection (genetic algorithm); Computer science; Process engineering; Engineering; Artificial intelligence","score_opus":0.1620740451637727,"score_gpt":0.36120024711482046,"score_spread":0.19912620195104777,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2068021166","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[8.66122e-8,0.5408521,0.45839298,0.000009517925,0.000033327957,0.0005019001,0.000030721192,0.000059807855,0.00011953827],"genre_scores_gemma":[0.0000022725064,0.96448594,0.034596484,0.000015526466,0.00024755788,0.00015021555,0.00037862165,0.00004881015,0.00007459194],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9987922,0.0001104812,0.00058511755,0.0002590428,0.00007674602,0.00017641704],"domain_scores_gemma":[0.9990725,0.00029251515,0.00022278991,0.00024294217,0.00009022802,0.00007901544],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005546153,0.00024347655,0.0013933581,0.0002165993,0.000060065144,0.000010164368,0.000131547,0.00018809689,0.000051112635],"category_scores_gemma":[0.0000901332,0.000212529,0.00034333463,0.00034397797,0.000028826198,0.00003112548,0.000020626932,0.00020186052,0.000008156088],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000021930464,0.000007652433,6.5345534e-7,0.12757416,0.00030252803,6.1257595e-8,0.000019476818,0.00044476928,0.000003186672,0.00017878044,0.0014785792,0.86998796],"study_design_scores_gemma":[0.00007190705,0.000027390146,8.0043725e-7,0.02489176,0.0012825218,0.000012748219,0.0000012234472,0.0015646858,0.0000062081444,0.00031917557,0.97163564,0.00018594807],"about_ca_topic_score_codex":0.00017953642,"about_ca_topic_score_gemma":0.00004559117,"teacher_disagreement_score":0.970157,"about_ca_system_score_codex":0.00006341409,"about_ca_system_score_gemma":0.00005086747,"threshold_uncertainty_score":0.86666816},"labels":[],"label_agreement":null},{"id":"W2068192083","doi":"10.1007/s11242-006-0003-2","title":"3D Coupled Displacement Discontinuity and Finite Element Analysis of Reservoir Behavior during Production in Semi-infinite Domain","year":2006,"lang":"en","type":"article","venue":"Transport in Porous Media","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":20,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Waterloo","funders":"","keywords":"Discontinuity (linguistics); Finite element method; Displacement (psychology); Hydrogeology; Geology; Reservoir simulation; Extended finite element method; Coupling (piping); Porous medium; Mechanics; Geometry; Geotechnical engineering; Petroleum engineering; Porosity; Mathematics; Mathematical analysis; Materials science; Structural engineering; Physics; Engineering","score_opus":0.005819111452593426,"score_gpt":0.2135532972273772,"score_spread":0.20773418577478378,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2068192083","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9983105,0.00036803744,0.0006173993,0.000056265366,0.00009914183,0.0002819232,0.000048470087,0.00006242454,0.00015585677],"genre_scores_gemma":[0.99890786,0.0002809444,0.0002520302,0.0000021999676,0.000051167473,0.00007502088,0.00030183917,0.000025849668,0.00010306923],"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","domain_scores_codex":[0.9980707,0.000034864916,0.00082037924,0.0003401222,0.0003654551,0.00036843223],"domain_scores_gemma":[0.9994263,0.000056568024,0.00009061927,0.00033115706,0.000025562076,0.00006977766],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005121156,0.00022978264,0.000589268,0.0007859718,0.000032578606,0.000009503623,0.000121450284,0.000104287596,0.00007610016],"category_scores_gemma":[0.000014824413,0.00021870103,0.000115039446,0.0011463076,0.000062015744,0.00011933956,0.000013276613,0.00024047018,9.039493e-7],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000032370124,0.00012450141,0.4234463,0.0001102215,0.00012788479,0.000078381585,0.0012907292,0.5733758,0.0013046021,0.0000019134443,0.0000024173123,0.00010486861],"study_design_scores_gemma":[0.00078441994,0.000013963231,0.9672485,0.000086330576,0.0005824607,0.000001585862,0.00024433792,0.028619273,0.0021142578,0.000018835874,0.000042290594,0.00024375912],"about_ca_topic_score_codex":0.0028602842,"about_ca_topic_score_gemma":0.07512793,"teacher_disagreement_score":0.54475653,"about_ca_system_score_codex":0.00012932518,"about_ca_system_score_gemma":0.000017524919,"threshold_uncertainty_score":0.94174856},"labels":[],"label_agreement":null},{"id":"W2068207492","doi":"10.1007/s11242-011-9849-z","title":"Equivalent Fracture Network Permeability of Multilayer-Complex Naturally Fractured Reservoirs","year":2011,"lang":"en","type":"article","venue":"Transport in Porous Media","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":7,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Fractal; Geology; Permeability (electromagnetism); Fracture (geology); Outcrop; Well logging; Hydrogeology; Geometry; Algorithm; Computer science; Geotechnical engineering; Mathematics; Petroleum engineering; Mathematical analysis; Geomorphology","score_opus":0.025402514179605165,"score_gpt":0.23148863991225002,"score_spread":0.20608612573264484,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2068207492","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99087346,0.0015261244,0.0017618327,0.00010719172,0.00047926477,0.00027068917,0.000036583588,0.00030454417,0.004640312],"genre_scores_gemma":[0.99712396,0.00023680998,0.0021096857,0.00009580957,0.00018071191,0.000015695612,0.00013524585,0.00006544057,0.000036670208],"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","domain_scores_codex":[0.99765426,0.00005329827,0.00080593507,0.00037475786,0.00047682796,0.0006349409],"domain_scores_gemma":[0.9988148,0.00011636001,0.00010284307,0.00068654976,0.00007449094,0.00020494215],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00044835484,0.00036160985,0.00068863685,0.00016617986,0.000048477716,0.000005787571,0.00053855556,0.00036455385,0.001452595],"category_scores_gemma":[0.000045742257,0.0003070665,0.0002667669,0.00041259933,0.00012878943,0.00014763219,0.000018628856,0.0007428503,0.00001415769],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00020940966,0.00027912174,0.087290384,0.0004658623,0.0002681673,0.0002448749,0.019023376,0.8883123,0.0006893366,0.000010998583,0.0010996413,0.0021065203],"study_design_scores_gemma":[0.0007730185,0.000044870878,0.98142654,0.00012721994,0.00011122617,0.000006744046,0.00022794654,0.0090538645,0.003211629,0.0006335903,0.0038841602,0.0004992062],"about_ca_topic_score_codex":0.0010292823,"about_ca_topic_score_gemma":0.0023775399,"teacher_disagreement_score":0.89413613,"about_ca_system_score_codex":0.00008255383,"about_ca_system_score_gemma":0.000033776072,"threshold_uncertainty_score":0.99993813},"labels":[],"label_agreement":null},{"id":"W2068223738","doi":"10.2118/02-10-02","title":"A Mathematical Model of Horizontal Wells Pressure Drawdown and Buildup","year":2002,"lang":"en","type":"article","venue":"Journal of Canadian Petroleum Technology","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"SAIT Polytechnic","funders":"","keywords":"Superposition principle; Drawdown (hydrology); Geology; Mechanics; Horizontal and vertical; Directional drilling; Wellbore; Drilling; Geotechnical engineering; Petroleum engineering; Mathematics; Engineering; Mathematical analysis; Physics; Groundwater; Geodesy","score_opus":0.006312622458982324,"score_gpt":0.1707743418407124,"score_spread":0.1644617193817301,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2068223738","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.96016026,0.008432384,0.009485058,0.0056013623,0.0001335235,0.00006903312,0.00003499021,0.00009552972,0.015987894],"genre_scores_gemma":[0.99753284,0.00047378652,0.0015318056,0.00001984689,0.000040452418,0.0000012144101,2.048936e-7,0.000018631798,0.0003812164],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99911684,0.000009025156,0.00037259428,0.000079571706,0.0001542621,0.00026773245],"domain_scores_gemma":[0.9994074,0.00001984712,0.00009220599,0.00018777032,0.000055279535,0.00023748925],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00011151368,0.00012037025,0.00037979975,0.0018241013,0.00003454776,0.000013626781,0.00024376078,0.00024248805,0.00014024875],"category_scores_gemma":[0.00005005011,0.00010329237,0.000096878124,0.0003199836,0.00010693925,0.000074981224,0.00001655933,0.0004232716,0.000006978476],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000012775402,0.00008253467,0.0013499137,0.0003443696,0.0011961382,0.00025522427,0.00047110414,0.954548,0.009199165,0.0021917876,0.02317286,0.0071761264],"study_design_scores_gemma":[0.0004456002,0.00015211156,0.0000847053,0.00008338928,0.00019371045,0.00043945923,0.00011703212,0.9576449,0.0030433056,0.002302527,0.035313725,0.00017956122],"about_ca_topic_score_codex":0.00058833964,"about_ca_topic_score_gemma":0.0030069512,"teacher_disagreement_score":0.037372615,"about_ca_system_score_codex":0.000052053187,"about_ca_system_score_gemma":0.00003847884,"threshold_uncertainty_score":0.42121407},"labels":[],"label_agreement":null},{"id":"W2068714538","doi":"10.2118/167232-ms","title":"Stochastic Modeling of Multi-Phase Flowback From Multi-Fractured Horizontal Tight Oil Wells","year":2013,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":35,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"Alberta Innovates - Technology Futures; ConocoPhillips","keywords":"Petroleum engineering; Tight gas; Permeability (electromagnetism); Hydraulic fracturing; Fracture (geology); Mechanics; Geology; Flow (mathematics); Complex fracture; Fluid dynamics; Tight oil; Geotechnical engineering; Chemistry; Physics","score_opus":0.013383679825790147,"score_gpt":0.23588262324478226,"score_spread":0.22249894341899212,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2068714538","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.39414808,0.0005964603,0.6039811,0.00004973945,0.00021557021,0.000080816426,0.000024475103,0.00024793475,0.0006558237],"genre_scores_gemma":[0.9781237,0.000043545013,0.02059149,0.000028191618,0.00012620755,0.000020810307,0.000058391368,0.000054764194,0.000952893],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99867034,0.000023889399,0.00044668716,0.0002763197,0.00023314357,0.0003496162],"domain_scores_gemma":[0.9991769,0.0000655857,0.000043574328,0.00043605012,0.00007613114,0.00020175015],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00006728229,0.00027944357,0.00042057308,0.00014187011,0.000056288485,0.000044070675,0.000267867,0.00018235494,0.0016104514],"category_scores_gemma":[0.000038694263,0.00022096957,0.00020994048,0.0001511926,0.000030372428,0.00020432896,0.000048474,0.00027526752,0.000494395],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000058552414,0.0001401773,0.000008966762,0.00003360271,0.00021168539,0.0000034653435,0.00038073963,0.98337096,0.0113715585,5.648049e-7,0.00034163415,0.004130775],"study_design_scores_gemma":[0.0015434371,0.000020419835,0.000039860162,0.00004435569,0.00007383525,8.1795463e-7,0.00011993275,0.99033326,0.0073808325,0.000014300435,0.00015095896,0.00027797857],"about_ca_topic_score_codex":0.0041673356,"about_ca_topic_score_gemma":0.00027298633,"teacher_disagreement_score":0.5839756,"about_ca_system_score_codex":0.00004911686,"about_ca_system_score_gemma":0.000014492153,"threshold_uncertainty_score":0.9993022},"labels":[],"label_agreement":null},{"id":"W2068715618","doi":"10.2118/75522-ms","title":"Successful Acid Treatments in Horizontal Openholes using Dynamic Diversion and Instant Response Downhole Mixing—An In-Depth Postjob Evaluation","year":2002,"lang":"en","type":"article","venue":"SPE Gas Technology Symposium","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":21,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Petro-Canada","funders":"","keywords":"Coiled tubing; Annulus (botany); Wellbore; Mixing (physics); Well stimulation; Petroleum engineering; Completion (oil and gas wells); Fracture (geology); Geology; Hydraulic fracturing; Flow (mathematics); Mechanics; Materials science; Geotechnical engineering; Composite material; Petroleum; Reservoir engineering; Physics","score_opus":0.011138694168249747,"score_gpt":0.24783667224303785,"score_spread":0.2366979780747881,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2068715618","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99650264,0.0011183571,0.00009229127,0.0009835473,0.00009674891,0.00028341665,0.000006998011,0.00021050565,0.0007054752],"genre_scores_gemma":[0.9989948,0.00045564852,0.0004294716,0.000009913073,0.0000088288725,0.000019398278,0.0000147225455,0.00002971012,0.000037475565],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9986505,0.00011382185,0.0002825198,0.0003753467,0.00021103809,0.00036678472],"domain_scores_gemma":[0.9994807,0.000021049442,0.000047427668,0.00035979672,0.000028421005,0.00006255134],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003592496,0.00022892116,0.00028736185,0.0011362602,0.00009531971,0.000038540536,0.00022964692,0.00032356952,0.00003725175],"category_scores_gemma":[0.000030603434,0.00022048864,0.00003560719,0.00068100414,0.000104847015,0.00030296,0.00010578024,0.00030740327,0.00001876699],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00023908191,0.0003256578,0.046140254,0.000049549406,0.00014892782,0.0003581082,0.0013671608,0.12607034,0.80793583,0.0000139394615,0.000018008379,0.017333137],"study_design_scores_gemma":[0.002782887,0.00043668624,0.015254881,0.00019620302,0.00015838597,0.00010236699,0.0012756829,0.9190346,0.059741516,0.00031153538,0.00018001799,0.0005252524],"about_ca_topic_score_codex":0.0002297123,"about_ca_topic_score_gemma":0.0012132138,"teacher_disagreement_score":0.7929643,"about_ca_system_score_codex":0.0005808238,"about_ca_system_score_gemma":0.000015762906,"threshold_uncertainty_score":0.8991266},"labels":[],"label_agreement":null},{"id":"W2068983849","doi":"10.2118/131862-ms","title":"Well Spacing Optimization for Tight Sandstone Gas Reservoir","year":2010,"lang":"en","type":"article","venue":"International Oil and Gas Conference and Exhibition in China","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":14,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Petro-Canada","funders":"","keywords":"Geology; Natural gas; Petroleum engineering; Natural gas field; Tight gas; Permeability (electromagnetism); Facies; Drainage; Soil science; Geotechnical engineering; Hydraulic fracturing; Geomorphology; Chemistry","score_opus":0.007712098597888064,"score_gpt":0.2290491409441374,"score_spread":0.22133704234624932,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2068983849","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9651083,0.00008249358,0.011384102,0.0037722422,0.0003844768,0.00003467224,0.000017095124,0.00006158342,0.019155031],"genre_scores_gemma":[0.9964759,0.001156944,0.0014359603,0.00004320697,0.00016888045,0.000022758373,0.00008573767,0.000010582975,0.0006000384],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99942374,0.000008328016,0.00017314436,0.00016266186,0.000106842024,0.00012530935],"domain_scores_gemma":[0.9997378,0.000043332584,0.000028414861,0.00007431756,0.000056991194,0.00005915706],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001279473,0.00010535985,0.000120330966,0.00015366843,0.00006530226,0.000092671435,0.000068877845,0.000082764585,0.00021618114],"category_scores_gemma":[0.0000347638,0.00009477479,0.000032342203,0.000059667887,0.000041448013,0.00020386936,0.000020760843,0.00017789454,0.0000034712505],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00015057753,0.00011840543,0.0062059015,0.00039520016,0.00016471553,0.000022185859,0.0024033093,0.89061594,0.010135131,0.0041915234,0.0025316477,0.08306549],"study_design_scores_gemma":[0.000733808,0.000022866358,0.0023546799,0.00012245738,0.00001379639,0.00001785127,0.00007396303,0.98263156,0.002683485,0.0035413322,0.0076174964,0.00018668851],"about_ca_topic_score_codex":0.000116432595,"about_ca_topic_score_gemma":0.00035270842,"teacher_disagreement_score":0.09201566,"about_ca_system_score_codex":0.000013892348,"about_ca_system_score_gemma":0.000009360324,"threshold_uncertainty_score":0.3864804},"labels":[],"label_agreement":null},{"id":"W2069006571","doi":"10.1190/tle33101108.1","title":"Innovative use of rate-transient analysis methods to obtain hydraulic-fracture properties for low-permeability reservoirs exhibiting multiphase flow","year":2014,"lang":"en","type":"article","venue":"The Leading Edge","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":40,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"Alberta Innovates - Technology Futures","keywords":"Hydraulic fracturing; Petroleum engineering; Fracture (geology); Permeability (electromagnetism); Multiphase flow; Well stimulation; Complex fracture; Hydraulic conductivity; Geology; Geotechnical engineering; Volumetric flow rate; Mechanics; Environmental science; Materials science; Soil science; Reservoir engineering; Petroleum; Chemistry","score_opus":0.03457238006027788,"score_gpt":0.2983757615939391,"score_spread":0.26380338153366123,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2069006571","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.43616074,0.00006400244,0.5620284,0.00087853684,0.000107147716,0.00040773646,0.000016860224,0.00015812158,0.00017842709],"genre_scores_gemma":[0.9615362,0.000006542801,0.037268765,0.00042617004,0.00017550185,0.00011024722,0.000027468346,0.000057935686,0.00039111674],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9976201,0.0005360871,0.00065676786,0.00042338303,0.00023563892,0.0005280312],"domain_scores_gemma":[0.9968205,0.0016696426,0.00011866907,0.00088308594,0.00037001693,0.00013807134],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0029369202,0.00033732163,0.00077365764,0.0004477935,0.00023747153,0.00009709103,0.00044488945,0.00015189686,0.000017996746],"category_scores_gemma":[0.0029297522,0.0002221729,0.00038559217,0.0020769786,0.00012328998,0.0002039466,0.00006720085,0.0003856887,0.000011568663],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000074024785,0.000042525593,0.00019643985,0.0002563662,0.0007561892,6.295487e-7,0.005648812,0.9431312,0.043346267,0.0000063834377,0.0010972038,0.005443971],"study_design_scores_gemma":[0.0002985463,0.000050436738,0.0008667017,0.00010478241,0.00039820184,5.244964e-7,0.0003018399,0.8168919,0.16333258,0.000039581333,0.0174192,0.00029568738],"about_ca_topic_score_codex":0.00021099081,"about_ca_topic_score_gemma":0.00013180489,"teacher_disagreement_score":0.5253755,"about_ca_system_score_codex":0.00013494818,"about_ca_system_score_gemma":0.000025322854,"threshold_uncertainty_score":0.9059948},"labels":[],"label_agreement":null},{"id":"W2069135396","doi":"10.2118/2002-079","title":"Preliminary Laboratory Evaluation of Cold and Post-Cold Production Methods for Heavy Oil Reservoirs","year":2002,"lang":"en","type":"article","venue":"Canadian International Petroleum Conference","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Nexen (Canada); University of Calgary","funders":"","keywords":"Production (economics); Environmental science; Petroleum engineering; Geology","score_opus":0.028068782773516692,"score_gpt":0.2808262391311745,"score_spread":0.2527574563576578,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2069135396","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9765872,0.0021348584,0.0028134605,0.0056809974,0.0011931905,0.00020002662,0.00024461764,0.00008027385,0.011065399],"genre_scores_gemma":[0.9954726,0.00015579221,0.0020251086,0.00006419114,0.00012714305,0.00010399447,0.000030841864,0.000018696555,0.0020016145],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9990308,0.000077193654,0.00023624378,0.00021415178,0.00025320784,0.00018840395],"domain_scores_gemma":[0.99866515,0.0000771703,0.000054748754,0.00019638563,0.00083281717,0.00017372241],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00065698643,0.000119591634,0.00015434677,0.00034367217,0.00006864769,0.000043824748,0.0001891697,0.000086383094,0.00021085078],"category_scores_gemma":[0.00048759795,0.00012897929,0.000048558577,0.000121119134,0.000054006003,0.00021785777,0.000013639993,0.00012252355,0.0000058511414],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00005431776,0.000057333335,0.00053666893,0.00033503896,0.0005868095,0.0000042921843,0.00089174334,0.90607935,0.04426545,0.0019492967,0.011881696,0.033358008],"study_design_scores_gemma":[0.0003413962,0.00006140836,0.0011789793,0.00007846785,0.00009348888,0.0000034610975,0.0001273427,0.90586567,0.024234416,0.00007016199,0.0677645,0.0001806919],"about_ca_topic_score_codex":0.003088387,"about_ca_topic_score_gemma":0.007713495,"teacher_disagreement_score":0.0558828,"about_ca_system_score_codex":0.00028362946,"about_ca_system_score_gemma":0.0001514292,"threshold_uncertainty_score":0.5259623},"labels":[],"label_agreement":null},{"id":"W2069330637","doi":"10.2118/168980-ms","title":"Production Data Analysis of Overpressured Liquid-Rich Shale Reservoirs: Effect of Degree of Undersaturation","year":2014,"lang":"en","type":"article","venue":"SPE Unconventional Resources Conference","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":15,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"Alberta Innovates - Technology Futures; University of Calgary","keywords":"Petroleum engineering; Oil shale; Geology; Flow (mathematics); Reservoir engineering; Pressure drop; Permeability (electromagnetism); Mechanics; Petroleum; Chemistry","score_opus":0.031003329245464777,"score_gpt":0.2591631855743789,"score_spread":0.2281598563289141,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2069330637","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.97427416,0.00031905549,0.02169921,0.00007881104,0.00012131359,0.00012825777,0.00008011852,0.00004332007,0.003255734],"genre_scores_gemma":[0.99887764,0.000056544515,0.0003545856,0.0000018121251,0.00006139547,0.000004299453,0.00035687131,0.000012677077,0.00027418457],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9982415,0.00018639574,0.00054131966,0.000313925,0.00056355254,0.0001533213],"domain_scores_gemma":[0.9982838,0.00029352139,0.00026840105,0.0008703901,0.00023035162,0.000053536507],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000852106,0.00016043185,0.0005547298,0.00047323745,0.000034767025,0.0000145352515,0.00052717136,0.000105034844,0.0002419244],"category_scores_gemma":[0.00056660245,0.00013713438,0.0001979667,0.00088319345,0.00013642813,0.00017902913,0.00011417996,0.0001367285,0.0000031118377],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00037309885,0.00009188166,0.010082791,0.0012325627,0.0040946705,0.0000010540214,0.00057282456,0.94870555,0.031601932,0.0003657255,0.00036880482,0.0025091062],"study_design_scores_gemma":[0.0006733002,0.00044404966,0.031504538,0.00037928633,0.0032713145,0.0000017736174,0.00016122374,0.8204121,0.14085439,0.0003703836,0.001595091,0.00033254124],"about_ca_topic_score_codex":0.0002683677,"about_ca_topic_score_gemma":0.00035993318,"teacher_disagreement_score":0.12829344,"about_ca_system_score_codex":0.000023255057,"about_ca_system_score_gemma":0.000026515045,"threshold_uncertainty_score":0.5592178},"labels":[],"label_agreement":null},{"id":"W2069464532","doi":"10.2118/90865-ms","title":"Application of After-Closure Analysis Techniques to Determine Permeability in Tight Formation Gas Reservoirs","year":2004,"lang":"en","type":"article","venue":"SPE Annual Technical Conference and Exhibition","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":13,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Permeability (electromagnetism); Tight gas; Petroleum engineering; Well stimulation; Hydraulic fracturing; Dimensionless quantity; Fluid dynamics; Transient analysis; Fracture (geology); Geology; Geotechnical engineering; Mechanics; Reservoir engineering; Engineering; Chemistry; Transient response","score_opus":0.00958829892192265,"score_gpt":0.24432507558311967,"score_spread":0.23473677666119702,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2069464532","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.82515395,0.00004341296,0.17316826,0.0005624658,0.0000063715197,0.00023417937,0.00003268061,0.0001620721,0.00063663843],"genre_scores_gemma":[0.99754244,0.00013098212,0.002100554,0.000029398509,0.00002248033,0.000102868136,0.000057700934,0.000008468971,0.000005124789],"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99900603,0.0000249332,0.00038624875,0.00022465826,0.00018089527,0.00017725103],"domain_scores_gemma":[0.999461,0.000020468862,0.0000421079,0.00028075394,0.00011180821,0.00008389133],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00025823238,0.0001338323,0.00028530657,0.00039830105,0.000028654016,0.00002113214,0.00010739034,0.00015687515,0.000024153152],"category_scores_gemma":[0.00004052832,0.000121516045,0.00009587832,0.00082145433,0.000057354115,0.00027966523,0.00004214604,0.00016734343,0.0000065268932],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0007967238,0.0011922156,0.04864825,0.0024105231,0.00052380626,0.00007178338,0.007939698,0.48742628,0.2951174,0.0020573633,0.00078166084,0.15303428],"study_design_scores_gemma":[0.0013747832,0.0009529009,0.34433365,0.00080456014,0.00077058445,0.000027793183,0.0011588596,0.08568891,0.5330257,0.02774981,0.0025325678,0.0015798903],"about_ca_topic_score_codex":0.0002716783,"about_ca_topic_score_gemma":0.00197623,"teacher_disagreement_score":0.40173736,"about_ca_system_score_codex":0.00009136282,"about_ca_system_score_gemma":0.000011834652,"threshold_uncertainty_score":0.49552804},"labels":[],"label_agreement":null},{"id":"W2069581165","doi":"10.4028/www.scientific.net/amm.527.57","title":"Research on Horizontal Well Inhibiting Water Coning and Tapping the Potential of Remaining Oil","year":2014,"lang":"en","type":"article","venue":"Applied Mechanics and Materials","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"CMG Reservoir Simulation Foundation","keywords":"Extraction (chemistry); Water extraction; Water cut; Petroleum engineering; Bottom water; Environmental science; Geotechnical engineering; Geology; Chemistry; Chromatography","score_opus":0.010707751773703431,"score_gpt":0.22623885751398365,"score_spread":0.21553110574028023,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2069581165","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.98616135,0.00005755702,0.010193289,0.00008047625,0.00015358467,0.000066105364,0.0000024863032,0.00007427143,0.003210858],"genre_scores_gemma":[0.99918145,0.00016997277,0.00036923934,0.000024425379,0.0001779266,0.000014975357,0.0000059333406,0.00003344552,0.000022618222],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.999061,0.000058932143,0.00022999919,0.00017522532,0.00018491945,0.00028993379],"domain_scores_gemma":[0.9996576,0.000088281035,0.00003061258,0.00014983787,0.000024317138,0.00004939652],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0017329904,0.000116183204,0.0002305651,0.00009032788,0.00018003817,0.00009378463,0.000084797015,0.00008495529,0.000018212424],"category_scores_gemma":[0.000014548687,0.00007231444,0.000021226004,0.000055440378,0.000026560572,0.000026667994,0.000115954594,0.00015167176,0.0000059270956],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000018476401,0.0000045388124,1.3717165e-7,0.00016446467,0.000043025957,0.0000016957374,0.00037423123,0.0036146918,0.971068,0.021121684,0.00002314629,0.0035659],"study_design_scores_gemma":[0.00033359046,0.00005007178,0.0000042571723,0.00011692824,0.00003169276,0.0000063949155,0.0011112496,0.011650318,0.98001766,0.005075179,0.0014533931,0.00014929104],"about_ca_topic_score_codex":0.000038028633,"about_ca_topic_score_gemma":0.000003413796,"teacher_disagreement_score":0.016046505,"about_ca_system_score_codex":0.000010277594,"about_ca_system_score_gemma":0.000003355052,"threshold_uncertainty_score":0.29488975},"labels":[],"label_agreement":null},{"id":"W2070131560","doi":"10.2118/84496-ms","title":"Prediction of Sand Production Rate in Oil and Gas Reservoirs","year":2003,"lang":"en","type":"article","venue":"SPE Annual Technical Conference and Exhibition","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":28,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Petroleum engineering; Oil sands; Drawdown (hydrology); Oil production; Production rate; Geology; Geotechnical engineering; Production (economics); Reservoir engineering; Environmental science; Work (physics); Separator (oil production); Erosion; Petroleum; Engineering; Aquifer; Groundwater; Materials science","score_opus":0.017197514104728282,"score_gpt":0.2273338063578629,"score_spread":0.21013629225313463,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2070131560","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9898773,0.00033763508,0.0010680273,0.0005460316,0.000061050785,0.000051119678,0.000015681193,0.00010518199,0.007937995],"genre_scores_gemma":[0.99606353,0.0036232623,0.00013833276,0.0000070819215,0.000027891763,0.000010064131,0.00001324159,0.000007524059,0.000109067914],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9993369,0.000046509373,0.00021338857,0.00017760096,0.00009230992,0.00013331296],"domain_scores_gemma":[0.9997349,0.000021004449,0.000025109523,0.000116780946,0.000052582796,0.000049648173],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003158774,0.00009296377,0.00015802776,0.00012342999,0.000033681896,0.000016317827,0.000030918014,0.00011025102,0.000021439791],"category_scores_gemma":[0.00011236827,0.000083804334,0.000022552369,0.00018694694,0.0000813446,0.00019665867,0.000012974128,0.00017021771,0.0000016472262],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00029313267,0.0005208567,0.014651535,0.002590959,0.00019070487,0.00005377928,0.0036154839,0.07992591,0.75634354,0.004643038,0.009919868,0.1272512],"study_design_scores_gemma":[0.0047648884,0.0013499594,0.1270691,0.0029652093,0.00034741886,0.00021178844,0.0041996273,0.06748797,0.69502693,0.074008286,0.020580346,0.0019884997],"about_ca_topic_score_codex":0.000040054063,"about_ca_topic_score_gemma":0.00006855441,"teacher_disagreement_score":0.1252627,"about_ca_system_score_codex":0.000017956374,"about_ca_system_score_gemma":0.000010498268,"threshold_uncertainty_score":0.34174418},"labels":[],"label_agreement":null},{"id":"W2070175161","doi":"10.2118/58719-ms","title":"Cavity-Like Completions in Weak Sands","year":2000,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":15,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Dalhousie University","funders":"","keywords":"Geology; Casing; Geotechnical engineering; Completion (oil and gas wells); Petroleum engineering; Overburden; Drilling; Caprock; Centrifuge; Workover; Oil sands; Engineering; Materials science","score_opus":0.006609926491845263,"score_gpt":0.20594300690896225,"score_spread":0.19933308041711698,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2070175161","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.4564092,0.00014446031,0.0017819256,0.00030060054,0.00006427819,0.00003705198,0.0000026811745,0.00030226592,0.54095757],"genre_scores_gemma":[0.9865507,0.0000948884,0.00022639193,0.00005479954,0.00003354696,0.000004981469,0.000008620833,0.000009434503,0.013016635],"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","domain_scores_codex":[0.9995829,0.000009476972,0.00010979774,0.00007729429,0.00006977664,0.00015078364],"domain_scores_gemma":[0.99978447,0.0000166926,0.0000025935951,0.00014509464,0.000004254107,0.00004688194],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00004816705,0.000066053144,0.00010230101,0.00007770847,0.000030030744,0.000014796716,0.00007460542,0.00003948815,0.0056505925],"category_scores_gemma":[0.000001953502,0.000056555073,0.000045502766,0.00019459703,0.000012025081,0.00004020027,0.000005104334,0.000111873895,0.00044534792],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000012068678,0.000021338385,0.0009917042,0.000010415571,0.000022398397,0.0000058490473,0.000101578895,0.9807434,0.00011966456,0.000019694053,0.011082694,0.006880074],"study_design_scores_gemma":[0.0003538343,0.000009522778,0.0279594,0.000018989427,0.000015455229,0.000006412051,0.00007262684,0.34315026,0.00041965765,0.00010348983,0.627643,0.00024736935],"about_ca_topic_score_codex":0.00048301002,"about_ca_topic_score_gemma":0.0009070172,"teacher_disagreement_score":0.63759315,"about_ca_system_score_codex":0.000025275338,"about_ca_system_score_gemma":0.0000030481137,"threshold_uncertainty_score":0.9952584},"labels":[],"label_agreement":null},{"id":"W2070237240","doi":"10.2118/147510-ms","title":"Horn River Basin: A Study of the Behavior of Frac Barriers in a Thick Shale Package Using the Integration of Microseismic, Geomechanics and Log Analysis","year":2011,"lang":"en","type":"article","venue":"Canadian Unconventional Resources Conference","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":13,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Schlumberger (Canada); Devon Energy (Canada)","funders":"","keywords":"Oil shale; Geology; Drilling; Microseism; Geomechanics; Petroleum engineering; Directional drilling; Hydraulic fracturing; Petrology; Geomorphology; Geotechnical engineering; Seismology; Paleontology; Engineering","score_opus":0.02751393154608976,"score_gpt":0.22508746076978928,"score_spread":0.19757352922369953,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2070237240","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9980925,0.00011719245,0.0012953171,0.000016041486,0.000035352277,0.00019883571,0.0000705893,0.000004093937,0.0001701038],"genre_scores_gemma":[0.99984074,0.000012292056,0.000056709836,0.000013912646,0.0000056161107,0.000012353083,0.0000050034964,0.0000080551745,0.000045344557],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99908555,0.00009829433,0.00033390554,0.0001415251,0.00019396137,0.00014674923],"domain_scores_gemma":[0.9993284,0.000045251498,0.00012513685,0.00028286796,0.000118425276,0.00009991839],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00024075437,0.00011076788,0.0002612896,0.00035844732,0.00006909918,0.000011840523,0.00027295697,0.00007814352,0.00018440218],"category_scores_gemma":[0.000058250334,0.000077079756,0.00013016499,0.0006052424,0.00015723587,0.00004849394,0.000029057921,0.00018001319,2.8440496e-7],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000057777554,0.00025358485,0.81520134,0.00021627218,0.0022729172,0.00003416469,0.07590152,0.09134345,0.011012615,0.0007604226,0.00003999731,0.0029059576],"study_design_scores_gemma":[0.0008291404,0.00013774997,0.73048484,0.00024356048,0.0019365893,0.000007481816,0.026379311,0.22693957,0.0117148785,0.0007022756,0.00026008888,0.0003645215],"about_ca_topic_score_codex":0.15547656,"about_ca_topic_score_gemma":0.26469368,"teacher_disagreement_score":0.13559613,"about_ca_system_score_codex":0.00006569098,"about_ca_system_score_gemma":0.00012811215,"threshold_uncertainty_score":0.8501472},"labels":[],"label_agreement":null},{"id":"W2070533063","doi":"10.2118/97791-ms","title":"Transient-Pressure Behavior of Cold Heavy-Oil Production Wells","year":2005,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":12,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Regina","funders":"","keywords":"Transient (computer programming); Petroleum engineering; Pressure drop; Mechanics; Wormhole; Transient flow; Flow (mathematics); Oil production; Compressibility; Transient analysis; Oil well; Materials science; Geology; Environmental science; Transient response; Engineering; Electrical engineering; Physics; Computer science; Classical mechanics","score_opus":0.006790774374308872,"score_gpt":0.20737156003313384,"score_spread":0.20058078565882498,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2070533063","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9708599,0.0017044144,0.0015387231,0.0011025592,0.00058204244,0.0001293303,0.000010081956,0.00051903777,0.02355392],"genre_scores_gemma":[0.9813588,0.00011635906,0.0006583416,0.000017246308,0.00018747764,0.000012157247,0.000003183207,0.000015985906,0.017630398],"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9994072,0.000009373661,0.0001766305,0.00012032114,0.00014498645,0.00014152075],"domain_scores_gemma":[0.9996683,0.0000063878842,0.000014374041,0.0002182959,0.000042623167,0.000049998445],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00006892417,0.00008921598,0.00014391226,0.00007211961,0.000024877503,0.000007816801,0.000084952655,0.00006101082,0.0003728721],"category_scores_gemma":[0.000007957223,0.00007533577,0.00008644624,0.00013844507,0.000020302588,0.00009029898,0.000005614934,0.0000963897,0.000044631583],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000045844363,0.000083586325,0.00015278623,0.00010489178,0.00008511045,9.695227e-7,0.00024531523,0.9608012,0.019444063,0.0000056800354,0.010474663,0.008597173],"study_design_scores_gemma":[0.00017309072,0.000014764207,0.0008575491,0.000021809983,0.0001925377,0.000002716069,0.000049126334,0.025233254,0.7092751,6.898189e-7,0.26402366,0.00015570315],"about_ca_topic_score_codex":0.000081731945,"about_ca_topic_score_gemma":0.00007634111,"teacher_disagreement_score":0.9355679,"about_ca_system_score_codex":0.000014399874,"about_ca_system_score_gemma":0.0000050883878,"threshold_uncertainty_score":0.4082688},"labels":[],"label_agreement":null},{"id":"W2070713263","doi":"10.2118/0306-0068-jpt","title":"Multidimensional Velocity-Based Model of Formation Permeability Damage","year":2006,"lang":"en","type":"article","venue":"Journal of Petroleum Technology","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Permeability (electromagnetism); Geomechanics; Scaling; Petroleum engineering; Volumetric flow rate; Relative permeability; Reservoir simulation; Mechanics; Computer science; Environmental science; Geology; Geotechnical engineering; Chemistry; Mathematics; Membrane; Physics","score_opus":0.006003030105794655,"score_gpt":0.20300150324518076,"score_spread":0.19699847313938612,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2070713263","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7320413,0.00011627477,0.2671214,0.00036501433,0.000056188193,0.00001595187,0.0000041803423,0.00005783538,0.00022183965],"genre_scores_gemma":[0.98159564,0.000011524401,0.01830984,0.000008525087,0.000036216075,0.0000013138219,0.0000031200577,0.000011034093,0.000022813805],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9990128,0.000017542794,0.00052270136,0.00006562683,0.00022442354,0.0001568593],"domain_scores_gemma":[0.9993942,0.00003430131,0.00019511224,0.00018726273,0.00015820615,0.000030917192],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002659368,0.000102918755,0.00030253854,0.0006200869,0.00003455903,0.0000044628628,0.00017633439,0.00017365778,0.000015614545],"category_scores_gemma":[0.000048953305,0.00008529757,0.00015970027,0.00021486789,0.00008235565,0.000116024836,0.000018388368,0.00034357441,0.0000025614354],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000012464151,0.000058659225,0.0010355463,0.00006114869,0.000029584502,0.0000056046665,0.000010122571,0.9633617,0.034648545,0.000060727423,0.00026692182,0.0004490254],"study_design_scores_gemma":[0.0004527663,0.00005064221,0.0010623485,0.00002885012,0.00003758894,0.000014260697,0.000029987794,0.930992,0.06585845,0.0010574665,0.00034261766,0.00007299118],"about_ca_topic_score_codex":0.000008256049,"about_ca_topic_score_gemma":0.000017981727,"teacher_disagreement_score":0.24955429,"about_ca_system_score_codex":0.00010102378,"about_ca_system_score_gemma":0.000037973143,"threshold_uncertainty_score":0.3478334},"labels":[],"label_agreement":null},{"id":"W2070876474","doi":"10.2118/148994-pa","title":"Production-Data and Pressure-Transient Analysis of Horseshoe Canyon Coalbed-Methane Wells, Part II: Accounting for Dynamic Skin","year":2013,"lang":"en","type":"article","venue":"Journal of Canadian Petroleum Technology","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":20,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Coalbed methane; Petroleum engineering; Canyon; Permeability (electromagnetism); Coal mining; Injection well; Geology; Drilling; Coal; Engineering; Chemistry; Mechanical engineering","score_opus":0.005311113475592254,"score_gpt":0.20820792393251444,"score_spread":0.20289681045692218,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2070876474","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9870574,0.003783754,0.0016208345,0.006696667,0.0003641568,0.0001456637,0.00013770246,0.00004333649,0.00015050029],"genre_scores_gemma":[0.9979514,0.0007498607,0.0008120903,0.000025811263,0.000087568435,0.000010819621,0.00002691368,0.000025606165,0.00030993464],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99853307,0.000020143869,0.0006174171,0.00022788186,0.00019733017,0.00040414193],"domain_scores_gemma":[0.9987065,0.000044034652,0.00025242372,0.00054643257,0.00024126066,0.00020930602],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00037226366,0.00017483602,0.0006398445,0.0048128166,0.00009335398,0.000027862612,0.0005346197,0.00023834423,0.000073466486],"category_scores_gemma":[0.0001947854,0.00015735412,0.00015666048,0.0014887463,0.00010604273,0.00022153187,0.00004305784,0.00036766788,0.0000012013423],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00002165001,0.00006638243,0.0073515465,0.00033626953,0.010520299,0.000023033199,0.00031948197,0.93647444,0.0068197064,0.000028808458,0.021583451,0.016454944],"study_design_scores_gemma":[0.0007155202,0.00025103506,0.012117971,0.00014133469,0.0058759796,0.00013935742,0.0009535984,0.5368552,0.0045075966,0.00014268393,0.43780562,0.0004940907],"about_ca_topic_score_codex":0.017628387,"about_ca_topic_score_gemma":0.18121071,"teacher_disagreement_score":0.41622218,"about_ca_system_score_codex":0.00010128727,"about_ca_system_score_gemma":0.00014633771,"threshold_uncertainty_score":0.9889133},"labels":[],"label_agreement":null},{"id":"W2070927282","doi":"10.2118/03-01-06","title":"The Evolution of SAGD Technology At East Senlac","year":2003,"lang":"en","type":"article","venue":"Journal of Canadian Petroleum Technology","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":37,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Encana (Canada)","funders":"","keywords":"Steam-assisted gravity drainage; Injector; Petroleum engineering; Steam injection; Oil sands; Channel (broadcasting); Petroleum; Oil production; Environmental science; Geology; Hydrology (agriculture); Engineering; Geotechnical engineering; Geography; Paleontology; Asphalt; Archaeology","score_opus":0.003143564521750556,"score_gpt":0.17018473299371054,"score_spread":0.16704116847196,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2070927282","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.94744015,0.016404012,0.003412744,0.013073941,0.00086373073,0.00007499124,0.000011854433,0.00015917179,0.018559404],"genre_scores_gemma":[0.9987012,0.00041412163,0.00031696958,0.00001249153,0.00003888685,0.0000026933228,3.0354877e-7,0.000021519938,0.000491812],"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","domain_scores_codex":[0.9987696,0.000029767174,0.0004865735,0.00009385097,0.00017933773,0.0004408682],"domain_scores_gemma":[0.9990919,0.00003336254,0.00018875765,0.00036800376,0.00015391695,0.00016404237],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00027854755,0.00013825354,0.000322958,0.0036137952,0.00016291624,0.00001080376,0.00044874853,0.00036760446,0.000042434684],"category_scores_gemma":[0.00025330725,0.000103360835,0.00013906822,0.0015545443,0.00023649371,0.000050786926,0.000020026466,0.0005706203,0.00001783591],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000085811414,0.00011474416,0.058417626,0.00020438865,0.0033249864,0.000981378,0.00036449084,0.75635064,0.05203915,0.04768694,0.050503634,0.029926186],"study_design_scores_gemma":[0.0007413523,0.00023464713,0.0012285028,0.00007933571,0.00014769063,0.0018056546,0.0018860667,0.0042633475,0.020576669,0.005589869,0.9631444,0.00030242157],"about_ca_topic_score_codex":0.0014742862,"about_ca_topic_score_gemma":0.07816884,"teacher_disagreement_score":0.9126408,"about_ca_system_score_codex":0.00094127614,"about_ca_system_score_gemma":0.00028037332,"threshold_uncertainty_score":0.93865216},"labels":[],"label_agreement":null},{"id":"W2071080155","doi":"10.1007/s10409-013-0091-5","title":"Analytical solution of a double moving boundary problem for nonlinear flows in one-dimensional semi-infinite long porous media with low permeability","year":2014,"lang":"en","type":"article","venue":"Acta Mechanica Sinica","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":13,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Dimensionless quantity; Pressure gradient; Nonlinear system; Mathematical analysis; Boundary value problem; Porous medium; Mechanics; Boundary (topology); Mathematics; Physics; Porosity; Materials science","score_opus":0.012850827504267732,"score_gpt":0.22949598483310998,"score_spread":0.21664515732884226,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2071080155","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9714723,0.00007751884,0.026350882,0.0006291451,0.000116338735,0.00047399712,0.000031866195,0.00019285691,0.0006550502],"genre_scores_gemma":[0.98538476,0.000014120961,0.014229213,0.000038077796,0.00013003696,0.000041872332,0.00008379431,0.000051845473,0.000026267515],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9979524,0.00006718901,0.0006594883,0.00042799578,0.00041262846,0.00048029618],"domain_scores_gemma":[0.9984825,0.0005390555,0.00010961847,0.0005703655,0.00013280536,0.00016565218],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009945227,0.00025120308,0.0005981169,0.00018437007,0.00008798519,0.000035867033,0.0002761487,0.00023199407,0.00006773861],"category_scores_gemma":[0.0002448646,0.00021667345,0.0001784096,0.00035446222,0.00006931945,0.00017987663,0.00008454457,0.00037245717,0.0000062081717],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0021930558,0.0017335952,0.0018633765,0.0025395502,0.0012545029,0.000031324536,0.0014145856,0.94525117,0.03297932,0.0004253181,0.0006881557,0.00962604],"study_design_scores_gemma":[0.0018271912,0.00019275842,0.0008155207,0.000331865,0.0001353181,0.000008003477,0.000023478176,0.9897253,0.0056859157,0.00031944955,0.0006196194,0.00031555904],"about_ca_topic_score_codex":0.00012821793,"about_ca_topic_score_gemma":0.0011727463,"teacher_disagreement_score":0.044474147,"about_ca_system_score_codex":0.00012311111,"about_ca_system_score_gemma":0.000122032376,"threshold_uncertainty_score":0.8835687},"labels":[],"label_agreement":null},{"id":"W2071189712","doi":"10.2118/170134-ms","title":"Predictive Field-Scale Simulations for the Design of a Solvent Injection Pilot","year":2014,"lang":"en","type":"article","venue":"SPE Heavy Oil Conference-Canada","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":9,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Alberta Innovates","funders":"Petroleum Technology Research Centre; Alberta Innovates - Technology Futures","keywords":"Injector; Solvent; Petroleum engineering; Injection well; Environmental science; Water injection (oil production); Materials science; Geology; Chemistry; Mechanical engineering; Engineering","score_opus":0.019400157678679055,"score_gpt":0.2158223283219661,"score_spread":0.19642217064328704,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2071189712","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.016357755,0.00008760078,0.9782502,0.0013179942,0.00051726244,0.00016433664,0.00004462974,0.000050424605,0.0032098056],"genre_scores_gemma":[0.9989129,0.000031258227,0.00038215358,0.00009538779,0.00010874274,0.000028176622,0.000009164218,0.000011920377,0.00042033926],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9992747,0.000035833214,0.00019838345,0.00011444968,0.00019913966,0.00017755231],"domain_scores_gemma":[0.9989334,0.00064860773,0.00003932179,0.00021388239,0.000107447,0.00005738342],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00011334414,0.00010697228,0.00016607658,0.000031472155,0.00011893253,0.000016666303,0.00014084746,0.000038152262,0.000093778806],"category_scores_gemma":[0.00010152175,0.000079845864,0.000040133134,0.00010251322,0.000020045842,0.000033076645,0.000012794503,0.00012085422,7.4869956e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00002942347,0.000009516535,0.00007890857,0.000048961138,0.00008791004,1.6990006e-7,0.0000962858,0.9877494,0.00010698956,0.000024810653,0.005963181,0.005804451],"study_design_scores_gemma":[0.0002123307,0.00014707119,0.0004887546,0.000030902043,0.00006110295,6.413514e-7,0.000119335746,0.9847749,0.004164644,0.00019940294,0.009699856,0.000101047044],"about_ca_topic_score_codex":0.79956204,"about_ca_topic_score_gemma":0.97461855,"teacher_disagreement_score":0.9825551,"about_ca_system_score_codex":0.00010254504,"about_ca_system_score_gemma":0.0004113571,"threshold_uncertainty_score":0.325602},"labels":[],"label_agreement":null},{"id":"W2071313110","doi":"10.1016/j.advwatres.2009.03.009","title":"Insights from numerical modeling on the hydrodynamics of non-radial flow in faulted media","year":2009,"lang":"en","type":"article","venue":"Advances in Water Resources","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":19,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Université du Québec à Montréal","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Geology; Flow (mathematics); Mechanics; Numerical modeling; Geotechnical engineering; Physics; Geophysics","score_opus":0.005027472407489422,"score_gpt":0.2073179283694528,"score_spread":0.20229045596196338,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2071313110","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99381214,0.0009664771,0.0036877862,0.00015166592,0.000091423564,0.000061924286,0.000003060131,0.00004175164,0.0011837471],"genre_scores_gemma":[0.99916965,0.00026593258,0.00038183137,0.00004417343,0.000095380994,0.0000059702274,0.000017720009,0.000014398487,0.000004969877],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9990325,0.00004393783,0.00031412032,0.0001812001,0.00020889337,0.00021936672],"domain_scores_gemma":[0.9995655,0.00012583802,0.00002051148,0.00024047839,0.000009040263,0.000038621467],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00006704637,0.00015232639,0.00026738583,0.00016965874,0.000029864479,0.000015468577,0.00027287044,0.00007866429,0.000011746454],"category_scores_gemma":[0.000029329265,0.00008560376,0.00006310376,0.00021189556,0.00002992534,0.000121783734,0.000019526855,0.0002883001,0.0000091854345],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00002247121,0.000025614763,0.00014771632,0.0000063676875,0.000011423881,0.000011846646,0.0053024236,0.9909028,0.00071172643,0.0000027086503,0.0000018588823,0.0028530436],"study_design_scores_gemma":[0.00022465816,0.000020474718,0.000545268,0.000082253966,0.0000067072206,2.2946446e-7,0.00017783976,0.9931615,0.003608098,0.001359393,0.000687447,0.00012614661],"about_ca_topic_score_codex":0.00018059878,"about_ca_topic_score_gemma":0.0003854439,"teacher_disagreement_score":0.0053574587,"about_ca_system_score_codex":0.000040047944,"about_ca_system_score_gemma":0.0000019951194,"threshold_uncertainty_score":0.349082},"labels":[],"label_agreement":null},{"id":"W2071331527","doi":"10.2118/80901-ms","title":"A Successful Methanol Treatment in a Gas-Condensate Reservoir: Field Application","year":2003,"lang":"en","type":"article","venue":"SPE Production and Operations Symposium","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":60,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Miller Group (Canada)","funders":"","keywords":"Brine; Petroleum engineering; Methanol; Relative permeability; Natural gas field; Permeability (electromagnetism); Dry gas; Saturation (graph theory); Environmental science; Natural gas; Chemistry; Geology; Chromatography; Geotechnical engineering","score_opus":0.007659662814084356,"score_gpt":0.23496138387341978,"score_spread":0.2273017210593354,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2071331527","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9652247,0.00095503125,0.010839055,0.011220758,0.00044757515,0.0006883583,0.00000346211,0.00025155756,0.0103695],"genre_scores_gemma":[0.9955524,0.0011128024,0.00084425026,0.00003402651,0.00009436157,0.00016328182,0.000011127719,0.000014544491,0.0021731704],"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9992817,0.000051012143,0.00019445013,0.00024434246,0.00007966193,0.00014885119],"domain_scores_gemma":[0.9996244,0.000014641849,0.000011333696,0.00026115446,0.00003651929,0.000051985553],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00014703881,0.000121957164,0.00013594917,0.0001736112,0.00011032329,0.0000583102,0.00004603017,0.0000658941,0.000052739466],"category_scores_gemma":[0.00004500043,0.00010505096,0.00003547043,0.00029215327,0.000017484703,0.00016444133,0.00000662423,0.000098144585,0.000027791431],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000006513368,0.00007498854,0.0020648702,0.000036456793,0.000052516898,0.0000019763104,0.0008156927,0.9586065,0.036637306,0.00026289016,0.00032960976,0.0011107094],"study_design_scores_gemma":[0.00075683626,0.00014900079,0.00045318977,0.000048595935,0.00010824412,0.00005282331,0.00062964635,0.27001348,0.67059207,0.00042670264,0.056224477,0.0005449252],"about_ca_topic_score_codex":0.00035585277,"about_ca_topic_score_gemma":0.0022539513,"teacher_disagreement_score":0.688593,"about_ca_system_score_codex":0.00007891212,"about_ca_system_score_gemma":0.000020022013,"threshold_uncertainty_score":0.42838538},"labels":[],"label_agreement":null},{"id":"W2071581277","doi":"10.2118/147531-ms","title":"Chemical Process for Improved Oil Recovery From Bakken Shale","year":2011,"lang":"en","type":"article","venue":"Canadian Unconventional Resources Conference","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":66,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Dolostone; Oil shale; Siltstone; Geology; Petroleum engineering; Hydraulic fracturing; Petroleum reservoir; Shale oil; Devonian; Tight oil; Petroleum; Geochemistry; Drilling; Unconventional oil; Carbonate; Sedimentary rock; Directional drilling; Carbonate rock; Structural basin; Paleontology; Facies","score_opus":0.025631620636959413,"score_gpt":0.20978356136702722,"score_spread":0.1841519407300678,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2071581277","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9194763,0.0004425446,0.004760827,0.00022611769,0.0003935365,0.00014915426,0.0006815665,0.00020066682,0.073669344],"genre_scores_gemma":[0.99701065,0.00002141978,0.00048198004,0.00011726496,0.00017350132,0.00007538113,0.00022384479,0.000029882533,0.001866097],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99899113,0.000011995671,0.0002268011,0.00027382877,0.00011727156,0.0003789822],"domain_scores_gemma":[0.9991284,0.000058552912,0.000037031947,0.00021341407,0.000118569165,0.0004440237],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000083234416,0.00017279785,0.00020374297,0.00014102687,0.00008556765,0.000051423733,0.0003415484,0.0001494237,0.0017272959],"category_scores_gemma":[0.000077910314,0.0001750401,0.00015421587,0.000117362404,0.000063356536,0.00010357699,0.000013338979,0.00016187884,0.000048862395],"study_design_candidate":"design_other","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.001791958,0.0009515302,0.01824138,0.005235328,0.014217399,0.000606422,0.03822835,0.09295928,0.06154943,0.008787074,0.0588189,0.6986129],"study_design_scores_gemma":[0.0038663454,0.00020156929,0.008445784,0.00083486165,0.00063805067,0.000033881315,0.0019236485,0.49156687,0.06001496,0.05014554,0.37875324,0.0035752414],"about_ca_topic_score_codex":0.019854648,"about_ca_topic_score_gemma":0.037925605,"teacher_disagreement_score":0.6950377,"about_ca_system_score_codex":0.00013298173,"about_ca_system_score_gemma":0.00021886207,"threshold_uncertainty_score":0.99918526},"labels":[],"label_agreement":null},{"id":"W2071650987","doi":"10.2118/08-05-48","title":"A Theoretical and Numerical Investigation of the Pseudoskin Factor","year":2008,"lang":"en","type":"article","venue":"Journal of Canadian Petroleum Technology","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Petroleum engineering; Injector; Pressure drop; Wellbore; Interval (graph theory); RADIUS; Water well; Petroleum; Drop (telecommunication); Geology; Engineering; Mechanics; Computer science; Mathematics; Geotechnical engineering; Mechanical engineering","score_opus":0.004877613489060288,"score_gpt":0.17492265587926675,"score_spread":0.17004504239020646,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2071650987","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.992092,0.00037347118,0.0008106783,0.006099699,0.000094844385,0.000016723667,0.000003749966,0.000017329037,0.0004915184],"genre_scores_gemma":[0.9994581,0.00012784355,0.00029573453,0.000055723813,0.00003547466,6.3215634e-7,1.3965771e-7,0.000009307715,0.000017050264],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9993974,0.000021594162,0.00024464095,0.000050182694,0.00012754675,0.00015862941],"domain_scores_gemma":[0.99956137,0.000027714348,0.000073030766,0.00013706772,0.000048134,0.00015268948],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000071663526,0.000073115276,0.00020034629,0.00088199123,0.00005218764,0.000004456408,0.00020404252,0.00014548059,0.000049187365],"category_scores_gemma":[0.000100823876,0.000048568123,0.000072802315,0.0004933059,0.00035985783,0.00003757073,0.000013892557,0.00036810394,0.0000012558502],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000737676,0.00008221273,0.55411893,0.00030522278,0.00214544,0.0011759235,0.0034091284,0.30803126,0.050447527,0.041922837,0.023327168,0.014960584],"study_design_scores_gemma":[0.0034279535,0.0010475427,0.4801661,0.00048802525,0.0005249508,0.0143555235,0.00091003353,0.20559506,0.16360705,0.036195185,0.09234213,0.0013404354],"about_ca_topic_score_codex":0.0007787105,"about_ca_topic_score_gemma":0.0013960241,"teacher_disagreement_score":0.113159515,"about_ca_system_score_codex":0.000066498964,"about_ca_system_score_gemma":0.00012578869,"threshold_uncertainty_score":0.19805506},"labels":[],"label_agreement":null},{"id":"W2071748420","doi":"10.2118/148803-pa","title":"Numerical Simulation of Steam-Assisted Gravity Drainage With Vertical Slimholes","year":2012,"lang":"en","type":"article","venue":"SPE Reservoir Evaluation & Engineering","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":10,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Alberta Innovates","funders":"","keywords":"Steam-assisted gravity drainage; Petroleum engineering; Oil shale; Injector; Asphalt; Oil sands; Drilling; Directional drilling; Steam injection; Geology; Oil field; Drainage; Environmental science; Geotechnical engineering; Engineering; Mechanical engineering; Materials science","score_opus":0.023399563953400395,"score_gpt":0.2768436326937256,"score_spread":0.2534440687403252,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2071748420","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.81570756,0.0009341518,0.1808285,0.00006957957,0.00019129932,0.00028148384,0.0000042104452,0.0003260189,0.0016572119],"genre_scores_gemma":[0.9981229,0.00001714561,0.0015277418,0.0000048426405,0.00017791583,0.000033250395,0.000036370042,0.000057588597,0.00002227161],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.998025,0.00008117562,0.0003976145,0.0001889013,0.0008456099,0.00046170334],"domain_scores_gemma":[0.998981,0.00018987562,0.00004159733,0.00040537192,0.00017265519,0.00020950424],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008487644,0.00024365827,0.00034300511,0.00024183381,0.000056078996,0.000026867456,0.00016897597,0.00012965889,0.00013854877],"category_scores_gemma":[0.0002859466,0.00021067588,0.00011879075,0.0005977621,0.000030349687,0.00036368807,0.000029924626,0.0002603957,0.000029874649],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000018123768,0.00005524585,0.0009544921,0.00014193184,0.00014430097,0.0000013424552,0.00021840735,0.99368054,0.0032429337,0.000048638547,0.000024126273,0.0014699447],"study_design_scores_gemma":[0.00044822553,0.000036573787,0.03268687,0.0000841861,0.00015986506,0.0000043884006,0.000048194157,0.9580704,0.007439308,0.00002481771,0.0007445302,0.0002526165],"about_ca_topic_score_codex":0.000027722956,"about_ca_topic_score_gemma":0.0000056990266,"teacher_disagreement_score":0.18241534,"about_ca_system_score_codex":0.00020818366,"about_ca_system_score_gemma":0.000030146082,"threshold_uncertainty_score":0.8591113},"labels":[],"label_agreement":null},{"id":"W2071951791","doi":"10.2118/73738-ms","title":"Coupled Reservoir-Geomechanics Model with Sand Erosion for Sand Rate and Enhanced Production Prediction","year":2002,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":24,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Petro Geotech (Canada)","funders":"","keywords":"Geomechanics; Petroleum engineering; Geology; Permeability (electromagnetism); Pressure gradient; Geotechnical engineering; Relative permeability; Oil field; Flow (mathematics); Pore water pressure; Residual oil; Reservoir engineering; Enhanced oil recovery; Soil science; Mechanics; Petroleum; Porosity","score_opus":0.01275829276671791,"score_gpt":0.20049153977937864,"score_spread":0.18773324701266073,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2071951791","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.40783042,0.0002177024,0.5905822,0.0002114599,0.00009313224,0.00027214029,0.000006606776,0.00026790725,0.0005184404],"genre_scores_gemma":[0.99416953,0.00074956537,0.0021543074,0.000015873558,0.00009934102,0.00006905894,0.000019704152,0.000032175674,0.0026904666],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9992301,0.000010688566,0.00016714406,0.00025525576,0.00012887103,0.00020795551],"domain_scores_gemma":[0.9995987,0.000023845376,0.000026836775,0.00020784544,0.000066294764,0.000076512384],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00016679242,0.00014830094,0.0001698846,0.00009064684,0.00013836133,0.000043360527,0.0000521769,0.00008936436,0.000037958645],"category_scores_gemma":[0.00003009111,0.000110314795,0.000035116653,0.00015477202,0.000015431626,0.00019856571,0.000012132979,0.0001057993,0.0000036738982],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000036726495,0.000017278333,0.000008190901,0.00009283295,0.00004806743,2.6137286e-7,0.00015902326,0.9202679,0.07726894,0.0000042865227,0.0017353784,0.00036114993],"study_design_scores_gemma":[0.0005205507,0.000077319586,0.000022121889,0.00003645852,0.000057135792,0.000002526683,0.000028384884,0.9120337,0.08676989,0.00013155228,0.00018693108,0.00013344314],"about_ca_topic_score_codex":0.00001462388,"about_ca_topic_score_gemma":0.00004018176,"teacher_disagreement_score":0.5884279,"about_ca_system_score_codex":0.000035973968,"about_ca_system_score_gemma":0.0000040776104,"threshold_uncertainty_score":0.4498507},"labels":[],"label_agreement":null},{"id":"W2072105628","doi":"10.2118/161965-ms","title":"Integrated Microseismic Monitoring for Field Optimization in the Marcellus Shale - A Case Study","year":2012,"lang":"en","type":"article","venue":"SPE Canadian Unconventional Resources Conference","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":24,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Microsemi (Canada)","funders":"","keywords":"Geophone; Microseism; Geology; Borehole; Hydraulic fracturing; Fracture (geology); Seismology; Passive seismic; Economic geology; Environmental geology; Oil shale; Petroleum engineering; Engineering geology; Geotechnical engineering; Tectonics; Volcanism","score_opus":0.024945980395547105,"score_gpt":0.24570995009891305,"score_spread":0.22076396970336595,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2072105628","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9873223,0.00032393014,0.0090858685,0.00025408104,0.00026281975,0.00037454616,0.000028145929,0.00003472151,0.002313629],"genre_scores_gemma":[0.9987403,0.00001427204,0.00040835,0.00006419546,0.00016434479,0.000075321004,0.00002953242,0.000015242958,0.00048844755],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99911517,0.000057226433,0.000202779,0.00013332616,0.00013145262,0.00036003478],"domain_scores_gemma":[0.9993697,0.0001645706,0.00002515253,0.0001737439,0.00005498467,0.00021186253],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00032329257,0.00013123649,0.00012752923,0.00022580949,0.000145615,0.00009544789,0.00020826241,0.00007113375,0.00024294759],"category_scores_gemma":[0.00009767383,0.000107508306,0.00006900356,0.0002446878,0.000021738753,0.000099288554,0.000010698323,0.00019917228,0.00001198764],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000025023295,0.00015926608,0.083158694,0.000092889684,0.00022630405,0.000770985,0.015559765,0.88897276,0.00007526163,0.000088715016,0.0016054715,0.009264895],"study_design_scores_gemma":[0.0019664944,0.00024042738,0.011472038,0.00029797523,0.00022418222,0.0008322321,0.06208596,0.8505136,0.0005990712,0.00021125595,0.07050286,0.00105394],"about_ca_topic_score_codex":0.08183401,"about_ca_topic_score_gemma":0.09735498,"teacher_disagreement_score":0.071686655,"about_ca_system_score_codex":0.00015301158,"about_ca_system_score_gemma":0.00009172961,"threshold_uncertainty_score":0.9242801},"labels":[],"label_agreement":null},{"id":"W2072217827","doi":"10.2118/171568-ms","title":"Hyperbolic Decline Parameters During and After Linear Flow: Field Example from the Barnett Shale Using Public Data","year":2014,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"ConocoPhillips (Canada)","funders":"","keywords":"Oil shale; Flow (mathematics); Geology; Shale gas; Work (physics); Production (economics); Fracture (geology); Petroleum engineering; Geotechnical engineering; Mechanics; Engineering; Economics; Paleontology","score_opus":0.0328064669562987,"score_gpt":0.23269796075524135,"score_spread":0.19989149379894267,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2072217827","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.95470786,0.00047655273,0.04344999,0.0005653506,0.00010318919,0.000057062836,0.000013318502,0.00015010405,0.00047659603],"genre_scores_gemma":[0.9904038,0.00010300694,0.00851234,0.00050423015,0.00031693553,0.00000501726,0.00004566414,0.000028465945,0.000080596816],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99902964,0.000043132655,0.00020766139,0.00029324114,0.0001501535,0.00027618528],"domain_scores_gemma":[0.99857026,0.00033288938,0.000018613116,0.00095132005,0.00001431227,0.00011258916],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00022412515,0.00015844443,0.00020109158,0.000050380404,0.00010672466,0.00013440095,0.00042125667,0.00008838732,0.00037377738],"category_scores_gemma":[0.000123826,0.00010531086,0.000047702313,0.00012441263,0.000032063253,0.00021307355,0.0003508145,0.00020899942,0.000019448404],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00007217744,0.00008831359,0.06263866,0.00020195899,0.0013566768,0.000041414736,0.0015503267,0.86405814,0.003866514,0.000013015546,0.0045075696,0.061605245],"study_design_scores_gemma":[0.00024847602,0.000005929796,0.0066957194,0.000018417535,0.00006113151,0.000004683402,0.00004631257,0.9825311,0.0013286554,0.000029067063,0.008856536,0.00017401799],"about_ca_topic_score_codex":0.0037678909,"about_ca_topic_score_gemma":0.0013633113,"teacher_disagreement_score":0.11847293,"about_ca_system_score_codex":0.000012272221,"about_ca_system_score_gemma":0.000006122991,"threshold_uncertainty_score":0.5695949},"labels":[],"label_agreement":null},{"id":"W2072252058","doi":"10.1016/j.egypro.2009.01.258","title":"Acid gas injection and monitoring at the Zama oil field in Alberta, Canada: A case study in demonstration-scale carbon dioxide sequestration","year":2009,"lang":"en","type":"article","venue":"Energy Procedia","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":21,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"U.S. Department of Energy","keywords":"Petroleum engineering; Environmental science; Carbon sequestration; Enhanced oil recovery; Carbon dioxide; Carbonate; Fossil fuel; Natural gas field; Oil field; Waste management; Environmental engineering; Geology; Engineering; Natural gas; Chemistry","score_opus":0.004742833912196694,"score_gpt":0.1993038455761281,"score_spread":0.19456101166393142,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2072252058","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99804026,0.00022344841,0.000029396278,0.0002414622,0.000097739125,0.00003843984,2.4460314e-7,0.000026481901,0.0013025363],"genre_scores_gemma":[0.99950063,0.00006475984,0.0000149559055,0.000021562993,0.000113977745,0.000027525986,0.0000022084364,0.000008163381,0.00024619684],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99933994,0.00003033436,0.0001928318,0.0001537891,0.00012106346,0.0001620255],"domain_scores_gemma":[0.9997443,0.0000600342,0.000022277196,0.0001159714,0.000012979635,0.000044440796],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00009216171,0.00011275386,0.000117791365,0.00006642266,0.000061700324,0.000020937567,0.00004715278,0.0000660552,0.0000018793937],"category_scores_gemma":[0.000030161813,0.000093551476,0.000014584859,0.00022388076,0.0000069436114,0.000078593635,0.000010382922,0.00015620382,1.2654877e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000019070063,0.00006358935,0.26348943,0.000030246458,0.000037989903,0.00067189767,0.0038815122,0.70085424,0.0021957052,0.0000047301846,0.00004344784,0.028708123],"study_design_scores_gemma":[0.0025175011,0.0005961638,0.3640079,0.00030769117,0.00017299823,0.001600766,0.012947849,0.39716706,0.21853271,0.00014739003,0.0005324118,0.0014695852],"about_ca_topic_score_codex":0.77493894,"about_ca_topic_score_gemma":0.9894155,"teacher_disagreement_score":0.3036872,"about_ca_system_score_codex":0.00020965732,"about_ca_system_score_gemma":0.000057551053,"threshold_uncertainty_score":0.38149184},"labels":[],"label_agreement":null},{"id":"W2072351582","doi":"10.3968/j.aped.1925543820120301.152","title":"Hybrid Forecasting Methods for Multi-Fractured Horizontal Wells: EUR Sensitivities","year":2012,"lang":"en","type":"article","venue":"Advances in petroleum exploration and development","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Exponent; Limit (mathematics); Sensitivity (control systems); Flow (mathematics); Mathematics; Econometrics; Linear relationship; Statistics; Engineering; Mathematical analysis; Geometry","score_opus":0.04249454654751443,"score_gpt":0.31188382142106974,"score_spread":0.2693892748735553,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2072351582","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"methods","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.012627825,0.0064574284,0.9798176,0.000048631126,0.00046109196,0.00010955566,0.0000028699671,0.000112059206,0.00036291254],"genre_scores_gemma":[0.7255591,0.0007227693,0.2733452,0.000037306003,0.00009336921,0.0000961665,0.00004091408,0.00002032308,0.000084844716],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99909866,0.000045289384,0.00028746037,0.00015562892,0.00009499448,0.00031795207],"domain_scores_gemma":[0.9996289,0.00012904195,0.000045564117,0.00008327182,0.000024685321,0.0000885391],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00044592746,0.00017208206,0.00021704074,0.00015649799,0.000112494046,0.00003483764,0.000047063808,0.000042322292,0.0000064036926],"category_scores_gemma":[0.00006356745,0.00015572953,0.00003486135,0.000065615146,0.000021325533,0.0009146012,0.000023599161,0.00010952578,0.0000050218155],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000033751985,0.00006578333,0.001099965,0.00021495293,0.00007487988,0.00000404881,0.0062723756,0.48313212,0.00044770588,0.000036269295,0.0001075003,0.50851065],"study_design_scores_gemma":[0.00069884665,0.000021456653,0.00034938115,0.000053636773,0.000012877889,0.000010508967,0.0015425241,0.69021463,0.040589396,0.00010414562,0.26604956,0.00035301055],"about_ca_topic_score_codex":0.0000031771015,"about_ca_topic_score_gemma":0.000035639147,"teacher_disagreement_score":0.7129313,"about_ca_system_score_codex":0.000082710394,"about_ca_system_score_gemma":0.000014293328,"threshold_uncertainty_score":0.6350466},"labels":[],"label_agreement":null},{"id":"W2072368001","doi":"10.2118/85504-pa","title":"Design Methodology for Selection of Horizontal Openhole Sand-Control Completions Supported by Field Case Histories","year":2003,"lang":"en","type":"article","venue":"SPE Drilling & Completion","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":55,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"ConocoPhillips (Canada)","funders":"","keywords":"Well control; Petroleum engineering; Directional drilling; Completion (oil and gas wells); Engineering; Drilling; Geology; Mechanical engineering","score_opus":0.04114480640747927,"score_gpt":0.27379927228662715,"score_spread":0.23265446587914787,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2072368001","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.04179705,0.00021693544,0.9566301,0.00010136592,0.0003728222,0.00029024886,0.000035266738,0.00013173248,0.00042446496],"genre_scores_gemma":[0.96232945,0.000022693948,0.037319474,0.000026305906,0.0000717374,0.00004147896,0.00008621148,0.000027247137,0.00007537856],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9988839,0.0002005836,0.0003538866,0.00019911071,0.00011220648,0.00025029323],"domain_scores_gemma":[0.99889874,0.0006863437,0.00008257803,0.00015580501,0.00011340568,0.00006312555],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00056258764,0.00015948724,0.00036860793,0.00013404342,0.00019472373,0.000019900535,0.000076693876,0.00012357792,0.00020726038],"category_scores_gemma":[0.00023693434,0.00016363022,0.00013306124,0.00018924789,0.0000334794,0.00007141088,0.000004845137,0.00014765265,0.0000046539044],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00012014585,0.00009211856,0.0003715355,0.00015378403,0.0004114486,0.000020313713,0.000562311,0.6820203,0.3003581,0.00045079517,0.013926827,0.0015123247],"study_design_scores_gemma":[0.0017461402,0.0005215864,0.000074742115,0.000032251926,0.00038154115,0.00035296928,0.00021217449,0.4823213,0.45575356,0.0008898073,0.057211824,0.00050211203],"about_ca_topic_score_codex":0.0003104886,"about_ca_topic_score_gemma":0.000101632664,"teacher_disagreement_score":0.9205324,"about_ca_system_score_codex":0.00010360185,"about_ca_system_score_gemma":0.00002017407,"threshold_uncertainty_score":0.66726464},"labels":[],"label_agreement":null},{"id":"W2072503647","doi":"10.2118/173092-ms","title":"Chemical Sand Consolidation - Developing a Strategic Capability Across a Wide Portfolio","year":2015,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Consolidation (business); Petroleum engineering; Environmental remediation; Wellbore; Well control; Environmental science; Engineering; Geotechnical engineering; Geology; Drilling; Mechanical engineering","score_opus":0.03303025704048419,"score_gpt":0.27244969874477903,"score_spread":0.23941944170429486,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2072503647","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9569186,0.00007812868,0.014682263,0.00013277559,0.000083745625,0.00005508819,0.000002509399,0.00030908058,0.027737793],"genre_scores_gemma":[0.998239,0.000009184817,0.0014285817,0.000054144442,0.000055332213,0.000008171442,0.000020713775,0.00001320924,0.00017169846],"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9992117,0.000014511944,0.00021124486,0.00015330578,0.00015668134,0.00025253688],"domain_scores_gemma":[0.99954176,0.00003681829,0.000017644152,0.00019209234,0.000060363007,0.00015130384],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002386209,0.00011723291,0.00016771068,0.000030762876,0.00003286589,0.000058438203,0.00009952041,0.00009065844,0.00008541014],"category_scores_gemma":[0.00006847746,0.00009773241,0.00005087059,0.00017772708,0.000040611136,0.00010312282,0.000026210873,0.00012504698,0.00006230619],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00008465476,0.00018554095,0.02546935,0.0006284864,0.0009586931,0.00013180324,0.0065256483,0.91664153,0.020032875,0.00083396264,0.023533046,0.0049743913],"study_design_scores_gemma":[0.0031398444,0.0000524935,0.0057364623,0.00013676404,0.00015158323,0.00011445798,0.005690934,0.45577884,0.49608243,0.009815549,0.021121982,0.002178674],"about_ca_topic_score_codex":0.0001843537,"about_ca_topic_score_gemma":0.000052264455,"teacher_disagreement_score":0.47604954,"about_ca_system_score_codex":0.00012154659,"about_ca_system_score_gemma":0.000058086946,"threshold_uncertainty_score":0.3985412},"labels":[],"label_agreement":null},{"id":"W2072621801","doi":"10.2118/166268-ms","title":"An Unconventional Approach to a Conventional Field, how Slickwater has Changed the Game in the Cardium","year":2013,"lang":"en","type":"article","venue":"SPE Annual Technical Conference and Exhibition","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":10,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Geology; Petroleum engineering; Tight oil; Siltstone; Unconventional oil; Oil reserves; Oil field; Oil in place; Petroleum; Oil shale; Petrology; Geochemistry; Paleontology; Facies; Structural basin","score_opus":0.022486457330097354,"score_gpt":0.2335504146354498,"score_spread":0.21106395730535243,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2072621801","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.81103295,0.00024455512,0.09847848,0.07477009,0.00021090715,0.0014880273,0.000062857405,0.0003837784,0.0133283585],"genre_scores_gemma":[0.9987061,0.00003165635,0.00017671919,0.0005739481,0.00014775769,0.00019124494,0.00006739361,0.000007922336,0.00009726616],"study_design_codex":"not_applicable","study_design_gemma":"observational","domain_scores_codex":[0.999161,0.00007449911,0.00014154901,0.00018835842,0.00022508329,0.00020951657],"domain_scores_gemma":[0.9995852,0.00004697353,0.000015994347,0.0002170769,0.00006602608,0.000068728295],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00029136243,0.00012017007,0.00013705001,0.00007404007,0.00009177179,0.0002148045,0.00020523327,0.00010979761,0.00012165425],"category_scores_gemma":[0.000021966356,0.00006920324,0.00007252087,0.00016563952,0.00007612332,0.00022785521,0.000031585118,0.00028305996,0.000035043144],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00035459184,0.0027545881,0.0068293177,0.0011563787,0.00088076544,0.00009614412,0.03688777,0.08446677,0.07741294,0.039471388,0.6629929,0.086696476],"study_design_scores_gemma":[0.0047950963,0.002249958,0.36525503,0.00069530844,0.00043129068,0.00040537096,0.031729992,0.3117841,0.016955549,0.06602417,0.19596416,0.0037099856],"about_ca_topic_score_codex":0.00020242856,"about_ca_topic_score_gemma":0.00012516556,"teacher_disagreement_score":0.4670287,"about_ca_system_score_codex":0.000017183043,"about_ca_system_score_gemma":0.0000115834955,"threshold_uncertainty_score":0.28220263},"labels":[],"label_agreement":null},{"id":"W2072774160","doi":"10.2118/04-08-discussion","title":"Author's Response to Discussion of \"When Is It Important to Consider Geomechanics in SAGD Operations?\"","year":2004,"lang":"en","type":"article","venue":"Journal of Canadian Petroleum Technology","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Geomechanics; Steam injection; Petroleum engineering; Oil sands; Geotechnical engineering; Pore water pressure; Permeability (electromagnetism); Shear (geology); Geology; Shear stress; Enhanced oil recovery; Mechanics; Materials science; Chemistry; Petrology","score_opus":0.01112071806479655,"score_gpt":0.24932207185057628,"score_spread":0.23820135378577972,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2072774160","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.77112055,0.00018230018,0.0066352063,0.2216864,0.00017618242,0.000078653495,0.000022866725,0.000024754796,0.00007311206],"genre_scores_gemma":[0.9953662,0.00002738932,0.0035770342,0.00064192124,0.000029243805,0.0000055838036,6.390478e-7,0.000022744696,0.0003292119],"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","domain_scores_codex":[0.998572,0.000027687776,0.0007077849,0.00012905178,0.00020496767,0.00035854155],"domain_scores_gemma":[0.9990736,0.00002082884,0.0000709946,0.00030356552,0.000109020526,0.0004219502],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00054669066,0.00014154479,0.00039704164,0.005624427,0.000046748926,0.000019749294,0.00031856017,0.00023762356,0.00010924974],"category_scores_gemma":[0.0003707701,0.000107502514,0.00009672845,0.0011233154,0.00002267503,0.000076637465,0.000030222753,0.0004296869,0.000017161308],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00006905836,0.000022356186,0.00042797983,0.000013848832,0.0000960656,0.00042046746,0.0012859484,0.9728515,0.015075874,0.00012374776,0.008670102,0.00094301696],"study_design_scores_gemma":[0.0042134756,0.0023539797,0.0042492957,0.0013275654,0.00024388982,0.0014617895,0.007967378,0.030178525,0.123565026,0.01320238,0.8097671,0.001469544],"about_ca_topic_score_codex":0.010537773,"about_ca_topic_score_gemma":0.27524897,"teacher_disagreement_score":0.942673,"about_ca_system_score_codex":0.0006305507,"about_ca_system_score_gemma":0.0005714361,"threshold_uncertainty_score":0.99605113},"labels":[],"label_agreement":null},{"id":"W2072874235","doi":"10.2118/171610-ms","title":"Rate-Decline Analysis For Fracture-Dominated Shale Reservoirs: Part 2","year":2014,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":30,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"ConocoPhillips (Canada)","funders":"ConocoPhillips","keywords":"Oil shale; Hydraulic fracturing; Fracture (geology); Petroleum engineering; Flow (mathematics); Stage (stratigraphy); Constant (computer programming); Production (economics); Geology; Work (physics); Boundary (topology); Shale gas; Geotechnical engineering; Computer science; Mathematics; Engineering; Geometry; Economics; Mathematical analysis","score_opus":0.009986284877408535,"score_gpt":0.2362132951396899,"score_spread":0.22622701026228134,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2072874235","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.09449507,0.00021550308,0.8854249,0.0018989671,0.0002529255,0.0002540008,0.000023377896,0.00094184285,0.01649342],"genre_scores_gemma":[0.9920617,0.000046658017,0.0017436739,0.00045042476,0.00032847584,0.000058349342,0.00019176453,0.000047967875,0.0050710104],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9985907,0.000065395594,0.0004042903,0.00031984877,0.00019192202,0.00042783766],"domain_scores_gemma":[0.9986892,0.00037851915,0.00004703245,0.00060390757,0.0001048786,0.00017646226],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0007595475,0.00024196511,0.0005210336,0.00036054984,0.00011654057,0.00008481827,0.0003247537,0.0001707263,0.00103353],"category_scores_gemma":[0.00024123696,0.00018926829,0.00046541257,0.0008590268,0.000030068084,0.000114855975,0.00004477714,0.00018005163,0.000098067634],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00001778551,0.000026907215,0.00095441146,0.000052871223,0.0012843555,0.0000014960123,0.000051031486,0.97570616,0.00020877113,0.000022629842,0.021049507,0.00062404503],"study_design_scores_gemma":[0.00043771285,0.000027986649,0.0016308561,0.000008070923,0.000595803,4.054943e-7,0.000030091722,0.72358364,0.0077314754,0.0002548256,0.2654416,0.00025752344],"about_ca_topic_score_codex":0.00013719828,"about_ca_topic_score_gemma":0.0004667014,"teacher_disagreement_score":0.8975666,"about_ca_system_score_codex":0.000037649548,"about_ca_system_score_gemma":0.000007933368,"threshold_uncertainty_score":0.99987966},"labels":[],"label_agreement":null},{"id":"W2072929666","doi":"10.1680/geot.2006.56.1.27","title":"Field determination of mechanical aperture, entry pressure and relative permeability of fractures using NAPL injection","year":2006,"lang":"en","type":"article","venue":"Géotechnique","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":7,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Queen's University","funders":"Engineering and Physical Sciences Research Council; British Geological Survey","keywords":"Aperture (computer memory); Geotechnical engineering; Permeability (electromagnetism); Borehole; Geology; Relative permeability; Saturation (graph theory); Penetration (warfare); Materials science; Porosity; Chemistry; Engineering; Structural engineering","score_opus":0.0052796538691981575,"score_gpt":0.23173976136781949,"score_spread":0.22646010749862133,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2072929666","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.323966,0.00039023327,0.67438424,0.000048820657,0.00003382984,0.00013969395,0.0000072942466,0.000117032396,0.00091284595],"genre_scores_gemma":[0.99388236,0.00002742027,0.0060045817,0.000009513505,0.000029888197,0.0000044359635,0.00000469374,0.000010135537,0.000026971347],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99944806,0.00003730913,0.00021180951,0.000113465336,0.000106372456,0.00008298367],"domain_scores_gemma":[0.9996037,0.00012920311,0.000061097606,0.00014689754,0.000040357703,0.000018783918],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00013217072,0.0000882663,0.0001751644,0.00008967224,0.00002933101,0.0000052633886,0.000053905867,0.000244446,0.000023158564],"category_scores_gemma":[0.000099997385,0.00007789208,0.00006221545,0.00010812019,0.000030673607,0.00009145067,0.000021822236,0.00019798109,1.1180931e-7],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00016469462,0.0002876049,0.003693359,0.0018815855,0.00035026998,0.000009965146,0.00096939347,0.3888629,0.5702197,0.0009366229,0.0006500807,0.031973835],"study_design_scores_gemma":[0.00011346481,0.00009188704,0.0027310243,0.0000976574,0.00010679698,0.000012274283,0.000016506669,0.3237666,0.6682529,0.0040858393,0.00058994314,0.00013515574],"about_ca_topic_score_codex":0.00048424484,"about_ca_topic_score_gemma":0.000040295363,"teacher_disagreement_score":0.66991633,"about_ca_system_score_codex":0.000017859667,"about_ca_system_score_gemma":0.0000061665046,"threshold_uncertainty_score":0.31763467},"labels":[],"label_agreement":null},{"id":"W2072961984","doi":"10.2118/167148-ms","title":"Optimizing Well Completions in the Canadian Bakken: Case History of Different Techniques to Achieve Full ID Wellbores","year":2013,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Workover; Petroleum engineering; Geology; Drilling; Wellbore; Oil shale; Engineering; Geotechnical engineering; Mechanical engineering","score_opus":0.010832635783745569,"score_gpt":0.2037043356623385,"score_spread":0.19287169987859293,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2072961984","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.5904692,0.0008119107,0.016237212,0.008340551,0.00036525738,0.0012285743,0.000025278014,0.00050479826,0.38201723],"genre_scores_gemma":[0.99727815,0.000022132945,0.0017004396,0.00029082783,0.000032114283,0.000065288536,0.00000813791,0.000015746142,0.0005871477],"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","domain_scores_codex":[0.99927485,0.00004288786,0.00021217087,0.00011227524,0.00011451628,0.00024332343],"domain_scores_gemma":[0.9994523,0.000057003053,0.000015604612,0.00030269136,0.000026629372,0.00014577441],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001116793,0.0001259379,0.00017725311,0.0003103155,0.000055512468,0.00002340737,0.00021218539,0.00006521485,0.0007852731],"category_scores_gemma":[0.000009270495,0.00008362522,0.00006460446,0.00013203011,0.00003422009,0.00004941137,0.00002107016,0.00019384944,0.000054254808],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000009777311,0.0001713,0.00057425903,0.00022676308,0.00021702949,0.0004767449,0.012998293,0.6260485,0.005517818,0.00053459825,0.3478879,0.0053370325],"study_design_scores_gemma":[0.00050453126,0.0003520116,0.0056149154,0.00021901831,0.00016099557,0.00039531017,0.0055353455,0.44383577,0.008364268,0.0003800254,0.5331456,0.0014922261],"about_ca_topic_score_codex":0.37979054,"about_ca_topic_score_gemma":0.7300619,"teacher_disagreement_score":0.40680897,"about_ca_system_score_codex":0.00044813016,"about_ca_system_score_gemma":0.00003071295,"threshold_uncertainty_score":0.85981894},"labels":[],"label_agreement":null},{"id":"W2073278513","doi":"10.2118/167199-ms","title":"Novel Controlled Pressure Coring and Laboratory Methodologies Enable Quantitative Determination of Resource-in-Place and PVT Behavior of the Duvernay Shale","year":2013,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":12,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Encana (Canada)","funders":"","keywords":"Coring; Oil shale; Petroleum engineering; Workflow; Geology; Tight oil; Reservoir modeling; Resource (disambiguation); Porosity; Engineering; Computer science; Drilling; Geotechnical engineering; Mechanical engineering","score_opus":0.01999656770050878,"score_gpt":0.2622748445015483,"score_spread":0.24227827680103953,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2073278513","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9920051,0.0010736835,0.005727656,0.000045443998,0.000029673682,0.00025992235,0.000008903998,0.000025620982,0.0008239755],"genre_scores_gemma":[0.99236894,0.00005714393,0.0070387945,0.0000047096096,0.0000049697005,0.0000318025,4.608749e-7,0.000008143694,0.0004850652],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9994166,0.0000804031,0.00020835844,0.00009713503,0.0001004411,0.00009708039],"domain_scores_gemma":[0.9992217,0.00049491884,0.00006895773,0.00013209588,0.000060689643,0.000021627186],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00034053306,0.00008354125,0.00028139504,0.000074437456,0.000026129428,0.000013610429,0.00007981405,0.00006242587,0.000022350494],"category_scores_gemma":[0.00026119154,0.000052924654,0.000034205186,0.00011776518,0.00006748799,0.00010340412,0.000042354197,0.00009237699,2.8120726e-7],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00014092126,0.00013185335,0.043174908,0.0010568881,0.00043310708,0.000003542296,0.006438258,0.2486067,0.6947174,0.000230776,0.0003182862,0.004747359],"study_design_scores_gemma":[0.0041577695,0.00010362683,0.15518227,0.00019830078,0.0004369452,0.000004615881,0.0050014635,0.46665746,0.3673294,0.00010189714,0.0005045163,0.00032172166],"about_ca_topic_score_codex":0.0005316012,"about_ca_topic_score_gemma":0.00010853572,"teacher_disagreement_score":0.32738802,"about_ca_system_score_codex":0.000009054649,"about_ca_system_score_gemma":0.000006941287,"threshold_uncertainty_score":0.21582048},"labels":[],"label_agreement":null},{"id":"W2073439601","doi":"10.2523/iptc-17827-ms","title":"Prevention of Dissolution and Re-Precipitation of Calcium Sulfate While Acidizing","year":2014,"lang":"en","type":"article","venue":"International Petroleum Technology Conference","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Gypsum; Anhydrite; Dissolution; Calcium carbonate; Sulfate; Carbonate; Precipitation; Calcium; Chemistry; Hydrochloric acid; Salt (chemistry); Geology; Mineralogy; Inorganic chemistry; Organic chemistry","score_opus":0.014940459103835855,"score_gpt":0.24959780453335043,"score_spread":0.23465734542951458,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2073439601","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8278571,0.00009276835,0.16774128,0.00064757885,0.00013954083,0.000029097455,0.0000061257547,0.00010126441,0.0033852851],"genre_scores_gemma":[0.99880195,0.0000850162,0.0009076271,0.000002378578,0.000020648904,0.000008902584,0.000017067237,0.000007207371,0.00014918436],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9993841,0.000017829521,0.00024966057,0.000121296085,0.00013401617,0.00009309382],"domain_scores_gemma":[0.9995797,0.00003631276,0.00009964174,0.00013860202,0.00012711728,0.000018580573],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001390273,0.000078879384,0.00015838645,0.00033077647,0.000019168312,0.00000809325,0.00017401116,0.00011592528,0.000032197197],"category_scores_gemma":[0.000106226566,0.00007828937,0.0000400737,0.00011128983,0.00008049857,0.00009657246,0.0000436312,0.000118540316,0.0000028605948],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00007161296,0.00015729458,0.035997715,0.0003472453,0.0007120149,0.0000023669513,0.0005702366,0.20656642,0.64845973,0.026800783,0.0002786558,0.08003594],"study_design_scores_gemma":[0.00057321927,0.00013249827,0.020281564,0.00023667623,0.000058326314,0.000006225787,0.00022644048,0.6756308,0.2903138,0.010681409,0.0016648128,0.000194202],"about_ca_topic_score_codex":0.000037323025,"about_ca_topic_score_gemma":0.00006075996,"teacher_disagreement_score":0.46906438,"about_ca_system_score_codex":0.00003100758,"about_ca_system_score_gemma":0.000008979319,"threshold_uncertainty_score":0.3192548},"labels":[],"label_agreement":null},{"id":"W2073499709","doi":"10.2118/78694-ms","title":"Modeling of Simultaneous Proppant Fracture Treatments in the Fruitland Coal and Pictured Cliffs Formations in the San Juan Basin","year":2002,"lang":"en","type":"article","venue":"SPE Eastern Regional Meeting","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"ConocoPhillips (Canada)","funders":"","keywords":"Geology; Fracture (geology); Coal; Hydraulic fracturing; Complex fracture; Petroleum engineering; Mining engineering; Well stimulation; Structural basin; Completion (oil and gas wells); Geotechnical engineering; Coal mining; Geomorphology; Reservoir engineering; Engineering; Waste management; Paleontology; Petroleum","score_opus":0.021343813013705852,"score_gpt":0.22660680545855003,"score_spread":0.20526299244484417,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2073499709","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9949539,0.00081368,0.0011359047,0.0010937507,0.00002783472,0.00021010492,0.0000043283935,0.000021419144,0.0017390944],"genre_scores_gemma":[0.9993785,0.00011149196,0.00018860586,0.00015993563,0.00008471722,0.000012333783,0.000010318142,0.000012470085,0.00004164803],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99903464,0.00009302531,0.00028244738,0.00012385422,0.00026448944,0.00020151264],"domain_scores_gemma":[0.9995291,0.00020588019,0.00004446518,0.00017719986,0.000015808693,0.000027494785],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00021528258,0.00014243764,0.00018016217,0.00012890407,0.00007494813,0.00003948438,0.00018319955,0.00007102054,0.000008759166],"category_scores_gemma":[0.000037791768,0.0000786164,0.000058928323,0.00018554601,0.00002913784,0.00007251659,0.000015103682,0.00024513618,0.0000035269243],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000069580237,0.000040280294,0.0045924573,0.00003967057,0.000031634103,0.000023161834,0.008061237,0.9861271,0.000019656523,0.0000034883717,0.0000496902,0.0010046875],"study_design_scores_gemma":[0.00035520174,0.000019317407,0.0013750468,0.00014220919,0.000028798948,0.000027524662,0.0022322526,0.99519217,0.0000185709,0.0000808403,0.0004372693,0.000090781636],"about_ca_topic_score_codex":0.00029852992,"about_ca_topic_score_gemma":0.00061246817,"teacher_disagreement_score":0.009065108,"about_ca_system_score_codex":0.000024795523,"about_ca_system_score_gemma":0.000004235177,"threshold_uncertainty_score":0.32058838},"labels":[],"label_agreement":null},{"id":"W2073608578","doi":"10.2118/169515-ms","title":"A New Semi-Analytical Method for Analyzing Production Data from Constant Flowing Pressure Wells in Gas Condensate Reservoirs during Boundary-Dominated Flow","year":2014,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":26,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Petroleum engineering; Material balance; Well test (oil and gas); Boundary value problem; Mechanics; Flow (mathematics); Constant (computer programming); Reservoir engineering; Permeability (electromagnetism); Real gas; Relative permeability; Natural gas field; Volumetric flow rate; Reservoir simulation; Environmental science; Geology; Natural gas; Geotechnical engineering; Chemistry; Computer science; Mathematics; Engineering; Physics; Process engineering; Petroleum; Mathematical analysis; Porosity","score_opus":0.018170512734465388,"score_gpt":0.27407459202940687,"score_spread":0.25590407929494147,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2073608578","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.20451108,0.0009451749,0.7895418,0.0017679292,0.0005771843,0.0005726966,0.00010755193,0.00054528774,0.0014313277],"genre_scores_gemma":[0.92508477,0.00007065685,0.07158559,0.000038342816,0.00057496736,0.000019060446,0.00033260114,0.00009164396,0.0022023877],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9972731,0.00019182221,0.0007005091,0.000872573,0.00033821366,0.0006237899],"domain_scores_gemma":[0.99785143,0.0004461612,0.000052104853,0.0013288576,0.000077596036,0.00024385605],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0014316078,0.00035400226,0.00072835514,0.0003625049,0.00017281921,0.00020256719,0.0006282306,0.00021963932,0.00032243808],"category_scores_gemma":[0.00083550933,0.0003166096,0.00017345654,0.0005537631,0.000043701777,0.00046090808,0.00020197805,0.0004767533,0.000028137609],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00009536225,0.00002404491,0.0005584226,0.0002165925,0.0008539597,0.0000132708,0.00028829524,0.97737753,0.012233162,0.000012458579,0.006421291,0.0019056071],"study_design_scores_gemma":[0.0010559128,0.000013611976,0.00029596756,0.00016720295,0.00049744896,0.000006444003,0.000114253235,0.9573685,0.024491597,0.00034682918,0.015252261,0.00038995026],"about_ca_topic_score_codex":0.0017398522,"about_ca_topic_score_gemma":0.0014530623,"teacher_disagreement_score":0.72057366,"about_ca_system_score_codex":0.00010656208,"about_ca_system_score_gemma":0.000065697735,"threshold_uncertainty_score":0.9999286},"labels":[],"label_agreement":null},{"id":"W2073611491","doi":"10.1016/j.jngse.2012.09.002","title":"New type curves for analyzing horizontal well with multiple fractures in shale gas reservoirs","year":2012,"lang":"en","type":"article","venue":"Journal of Natural Gas Science and Engineering","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":68,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"ConocoPhillips (Canada); University of Calgary; Encana (Canada)","funders":"ConocoPhillips","keywords":"Dimensionless quantity; Geology; Oil shale; Fracture (geology); Flow (mathematics); Hydraulic fracturing; Petroleum engineering; Type (biology); Mechanics; Geotechnical engineering; Geometry; Mathematics","score_opus":0.006548650093640813,"score_gpt":0.2279556285459645,"score_spread":0.22140697845232368,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2073611491","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.97911465,0.015248492,0.0047337404,0.00024122618,0.00048168658,0.00007246059,6.19283e-7,0.00003069433,0.0000764247],"genre_scores_gemma":[0.99223864,0.00086221314,0.0065258215,0.000019097237,0.00031293172,9.920806e-7,7.275096e-7,0.000015998485,0.000023571625],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99888253,0.0000053314448,0.00024334948,0.00010281208,0.00034401912,0.00042194358],"domain_scores_gemma":[0.9993902,0.00009468261,0.00005748898,0.00009779707,0.00011970429,0.00024011513],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00064453745,0.00014399104,0.0002468421,0.00041480412,0.00006383423,0.000059840677,0.0002268615,0.000046172245,0.000007028201],"category_scores_gemma":[0.00027623147,0.00009973906,0.00005811007,0.0007102345,0.000035129196,0.00085013825,0.000024995134,0.00036546754,8.1471774e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00007045702,0.000020840731,0.016280478,0.00029310313,0.00009020847,0.00001965955,0.00063711224,0.9448828,0.03117557,0.0000056906197,0.0019581818,0.0045659086],"study_design_scores_gemma":[0.0024865132,0.0005446481,0.10897735,0.0024687573,0.00022700506,0.000585331,0.00055277883,0.8036588,0.06144903,0.00003743065,0.017856566,0.00115583],"about_ca_topic_score_codex":0.000030070787,"about_ca_topic_score_gemma":0.000028960436,"teacher_disagreement_score":0.14122403,"about_ca_system_score_codex":0.00010004627,"about_ca_system_score_gemma":0.000050524937,"threshold_uncertainty_score":0.4067241},"labels":[],"label_agreement":null},{"id":"W2073630014","doi":"10.2118/2006-166","title":"A Coupled Double-Porosity Model for Water- Oil Flow in Deformable Fissured Sandstone Reservoirs","year":2006,"lang":"en","type":"article","venue":"Canadian International Petroleum Conference","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"BitCan (Canada)","funders":"","keywords":"Porosity; Petroleum engineering; Geology; Flow (mathematics); Geotechnical engineering; Mechanics","score_opus":0.013659538392725911,"score_gpt":0.2157299363489828,"score_spread":0.2020703979562569,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2073630014","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.94931835,0.00008261145,0.025330976,0.0015683637,0.0003724066,0.000077418495,0.0002000907,0.000104895094,0.022944866],"genre_scores_gemma":[0.9885689,0.00002685606,0.00048586496,0.000052861487,0.00012033194,0.000092822214,0.0004974903,0.000027150367,0.010127703],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9986754,0.000008211793,0.00032232696,0.00024270629,0.00022341756,0.00052793726],"domain_scores_gemma":[0.9993678,0.000021847793,0.000026116999,0.0002200022,0.00014886496,0.00021540052],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00019298843,0.00018963206,0.0002331199,0.00042406665,0.000098747456,0.00012446634,0.0004171957,0.00012656477,0.00020941682],"category_scores_gemma":[0.000014286909,0.00017436511,0.00009947095,0.000091761234,0.000035931145,0.00021046423,0.000023179718,0.0002027206,0.00003193567],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000036729667,0.000012341598,0.00058072,0.000032294396,0.000043619908,0.000013456149,0.00012439232,0.9967676,0.0006721658,0.00016805016,0.0014841494,0.000064525055],"study_design_scores_gemma":[0.0011060501,0.000006543569,0.00044369308,0.00003711484,0.000013717199,0.0000038083494,0.000020740881,0.9875715,0.001637604,0.00040988336,0.008520894,0.00022850044],"about_ca_topic_score_codex":0.13159718,"about_ca_topic_score_gemma":0.6408733,"teacher_disagreement_score":0.50927615,"about_ca_system_score_codex":0.0005639049,"about_ca_system_score_gemma":0.00018983084,"threshold_uncertainty_score":0.8741856},"labels":[],"label_agreement":null},{"id":"W2073914554","doi":"10.2118/100540-pa","title":"Semianalytical Model for Reservoirs With Forchheimer's Non-Darcy Flow","year":2008,"lang":"en","type":"article","venue":"SPE Reservoir Evaluation & Engineering","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":35,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Saskatchewan Research Council (Canada); University of Regina","funders":"","keywords":"Drawdown (hydrology); Darcy's law; Dimensionless quantity; Geology; Mechanics; Flow (mathematics); Geotechnical engineering; Pressure gradient; Skin effect; Darcy–Weisbach equation; Porous medium; Aquifer; Porosity; Physics; Groundwater","score_opus":0.03257395537980326,"score_gpt":0.2640353625314418,"score_spread":0.23146140715163852,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2073914554","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.19466662,0.0006039487,0.800734,0.0003512902,0.00016437631,0.0008160595,0.000029750892,0.00055341655,0.0020805367],"genre_scores_gemma":[0.96176577,0.00018379418,0.03618472,0.000022015549,0.00031709246,0.00037115297,0.00012331712,0.00016409344,0.00086805114],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99707764,0.00003073554,0.00052728347,0.0004892407,0.0010814881,0.0007936368],"domain_scores_gemma":[0.99830186,0.00017910113,0.0000549956,0.0007481259,0.00038839967,0.00032751943],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0009110379,0.00044685949,0.0005192727,0.00043859213,0.00023416571,0.00008230145,0.000423471,0.00021999679,0.000094907096],"category_scores_gemma":[0.00021951638,0.00039812634,0.0002677135,0.0006712256,0.000059277063,0.00055152556,0.000057151414,0.00043159546,0.000036983143],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000034800636,0.000027220884,0.00008013984,0.00014915153,0.00033898122,0.000010820012,0.00031596376,0.99607164,0.0005220032,0.00003392937,0.002140621,0.00027471164],"study_design_scores_gemma":[0.00117025,0.00006363849,0.0003107227,0.00010654118,0.00024545618,0.000026591873,0.000042441792,0.993341,0.0022855906,0.00012348026,0.0017611064,0.000523127],"about_ca_topic_score_codex":0.000023895804,"about_ca_topic_score_gemma":0.000056992692,"teacher_disagreement_score":0.76709914,"about_ca_system_score_codex":0.0003494267,"about_ca_system_score_gemma":0.00018585945,"threshold_uncertainty_score":0.99984705},"labels":[],"label_agreement":null},{"id":"W2073998779","doi":"10.2118/171662-ms","title":"Back to the Future: Shale 2.0 - Returning Back to Engineering and Modelling Hydraulic Fractures in Unconventionals With New Seismic to Stimulation Workflows","year":2014,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":8,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Schlumberger (Canada)","funders":"","keywords":"Workflow; Hydraulic fracturing; Oil shale; Petroleum engineering; Productivity; Fracture (geology); Geology; Shale gas; Stage (stratigraphy); Mining engineering; Engineering; Computer science; Geotechnical engineering","score_opus":0.007774387952721031,"score_gpt":0.2088964657700703,"score_spread":0.20112207781734925,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2073998779","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.37362447,0.00016143807,0.62244105,0.002535727,0.00010309655,0.00024385443,8.6948467e-7,0.00007457299,0.00081489905],"genre_scores_gemma":[0.97703815,0.000016996944,0.020215256,0.00097008544,0.0005145623,0.000017099906,0.000009117312,0.000051872772,0.0011668839],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99874485,0.000024664761,0.000289027,0.0003296521,0.00024537515,0.00036643588],"domain_scores_gemma":[0.9992034,0.000108785745,0.000022324148,0.00032300566,0.000028788823,0.00031368216],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002707252,0.0002571366,0.0002766633,0.00028345094,0.00006585909,0.00012645715,0.00019629017,0.00009779863,0.0002634334],"category_scores_gemma":[0.000023463574,0.00017992563,0.000055723267,0.00062780606,0.000004986468,0.00013934704,0.00005490444,0.00026082632,0.0002564706],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000016110878,0.0000050091667,0.00043682096,0.000033687058,0.000040111598,8.625316e-7,0.00070593634,0.9938635,0.00014677359,0.000007789449,0.0019043412,0.0028390468],"study_design_scores_gemma":[0.00022543853,0.000036414505,0.002463358,0.00016342917,0.000017880457,0.0000029834641,0.00005573438,0.9538111,0.0005506187,0.00003287628,0.042364895,0.00027526752],"about_ca_topic_score_codex":0.00033916684,"about_ca_topic_score_gemma":0.0006713563,"teacher_disagreement_score":0.60341364,"about_ca_system_score_codex":0.00007036627,"about_ca_system_score_gemma":0.000012419807,"threshold_uncertainty_score":0.7337154},"labels":[],"label_agreement":null},{"id":"W2074006938","doi":"10.2118/107705-ms","title":"Production Data Analysis of CBM Wells","year":2007,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":75,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Apache (Canada); ConocoPhillips (Canada)","funders":"","keywords":"Coalbed methane; Petroleum engineering; Relative permeability; Material balance; Permeability (electromagnetism); Reservoir simulation; Work (physics); Computer science; Reservoir engineering; Environmental science; Coal; Geology; Process engineering; Coal mining; Geotechnical engineering; Engineering; Porosity; Chemistry; Mechanical engineering","score_opus":0.01781280881756037,"score_gpt":0.2556772594159425,"score_spread":0.23786445059838213,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2074006938","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.63252795,0.00038276424,0.3178687,0.00020704271,0.0003326258,0.000074479714,0.000015436024,0.0003553785,0.04823563],"genre_scores_gemma":[0.99718004,0.00005281683,0.0013650762,0.000008247507,0.00006607883,2.4800147e-7,0.000071415314,0.0000069441367,0.001249152],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99941003,0.0000054279294,0.00018852214,0.00014505323,0.0001320602,0.0001188753],"domain_scores_gemma":[0.9991926,0.000023575243,0.000018640054,0.00070509245,0.000022401095,0.000037724272],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00041894056,0.000058392223,0.0001621871,0.00034668995,0.000015600539,0.000005880312,0.00020172389,0.000036346475,0.00026007986],"category_scores_gemma":[0.00003313415,0.000046725912,0.00006617047,0.0010257094,0.000014783878,0.00008499697,0.00003391369,0.000057127287,0.000023366163],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000022857776,0.000019464442,0.0023198614,0.000025111973,0.0017416917,0.0000016827623,0.00006869313,0.9853516,0.0024497064,0.000007688145,0.004755338,0.0032568444],"study_design_scores_gemma":[0.0000915208,0.000009411279,0.060616765,0.00000977649,0.0024097604,0.0000013010551,0.00019359212,0.81543964,0.09101777,0.000019083238,0.029954962,0.00023639173],"about_ca_topic_score_codex":0.00017264036,"about_ca_topic_score_gemma":0.00039250066,"teacher_disagreement_score":0.3646521,"about_ca_system_score_codex":0.000012739464,"about_ca_system_score_gemma":0.0000027454105,"threshold_uncertainty_score":0.2847692},"labels":[],"label_agreement":null},{"id":"W2074242159","doi":"10.2118/146842-ms","title":"Discrete Modeling of Natural and Hydraulic Fractures in Shale-Gas Reservoirs","year":2011,"lang":"en","type":"article","venue":"SPE Annual Technical Conference and Exhibition","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":14,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Petro-Canada","funders":"","keywords":"Petroleum engineering; Hydraulic fracturing; Geology; Oil shale; Channelized; Permeability (electromagnetism); Reservoir simulation; Workflow; Fracture (geology); Unconventional oil; Natural gas; Tight gas; Drawdown (hydrology); Cabin pressurization; Geotechnical engineering; Computer science; Groundwater; Aquifer; Engineering; Mechanical engineering","score_opus":0.01923344886523954,"score_gpt":0.24612226033985213,"score_spread":0.2268888114746126,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2074242159","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9868549,0.00076686544,0.0056720097,0.00019068536,0.000030377114,0.00009772504,0.000013291086,0.00011588923,0.0062582423],"genre_scores_gemma":[0.99853677,0.000852964,0.0005048505,0.000026803164,0.000027409746,0.000007806948,0.000015677128,0.000012666219,0.000015057562],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99914783,0.000023579541,0.00027474578,0.00020996215,0.00013576656,0.00020810547],"domain_scores_gemma":[0.9996635,0.000025397492,0.000028683322,0.00015985777,0.000046175588,0.00007640886],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00015026059,0.00014599986,0.00024958234,0.00015687154,0.000036519566,0.000018947123,0.00009989237,0.0001506262,0.000041689593],"category_scores_gemma":[0.000040309966,0.00012083373,0.00004771456,0.00014704313,0.0000981921,0.00026159422,0.00006258423,0.00033153614,0.0000021679339],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0021535384,0.0011664743,0.03388548,0.005183916,0.0009799005,0.00069169834,0.05128783,0.59071964,0.14680158,0.014453819,0.0052799005,0.1473962],"study_design_scores_gemma":[0.0008408309,0.00023555048,0.02340777,0.0006282393,0.00007951651,0.000035081903,0.0017706761,0.9293196,0.016588567,0.02621379,0.00018253032,0.0006978063],"about_ca_topic_score_codex":0.0004181434,"about_ca_topic_score_gemma":0.0003619299,"teacher_disagreement_score":0.33859998,"about_ca_system_score_codex":0.000014379301,"about_ca_system_score_gemma":0.0000084555795,"threshold_uncertainty_score":0.49274564},"labels":[],"label_agreement":null},{"id":"W2074350657","doi":"10.2118/127931-ms","title":"State of the Art Screen Selection for Standalone Screen Applications","year":2010,"lang":"en","type":"article","venue":"SPE International Symposium and Exhibition on Formation Damage Control","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":24,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"ConocoPhillips (Canada)","funders":"","keywords":"Computer science; Selection (genetic algorithm); Artificial intelligence","score_opus":0.0040068408028631685,"score_gpt":0.21124145933317773,"score_spread":0.20723461853031455,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2074350657","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.09257342,0.000019256,0.88446385,0.005098659,0.00043247346,0.0009952593,0.00083021616,0.00017470036,0.015412149],"genre_scores_gemma":[0.99845666,0.000044870372,0.0003239994,0.00012717664,0.0001641312,0.00009213869,0.00017910411,0.000013178553,0.00059876393],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9992848,0.000015880136,0.00027484287,0.000104589744,0.00021061029,0.000109270266],"domain_scores_gemma":[0.9994742,0.000059336795,0.00009787666,0.00013380146,0.0001878449,0.00004692671],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00018574993,0.00010198005,0.00011346558,0.000102182916,0.0001266299,0.000057902602,0.00013021207,0.000053014606,0.000060075345],"category_scores_gemma":[0.00002051109,0.000079661244,0.00009067666,0.000106609004,0.000042485455,0.00027328407,0.00001255807,0.00015279047,0.0000162313],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00032411976,0.00019150606,0.0014931274,0.00019169106,0.00048600294,3.7347334e-7,0.0004162557,0.67068416,0.27010593,0.0073757903,0.00999454,0.038736515],"study_design_scores_gemma":[0.0021694757,0.000076277895,0.0034362099,0.00005458604,0.00006953396,0.000008644976,0.000026837253,0.8035797,0.062083088,0.0018571246,0.12640958,0.00022894329],"about_ca_topic_score_codex":0.000019243495,"about_ca_topic_score_gemma":0.00018316628,"teacher_disagreement_score":0.9058832,"about_ca_system_score_codex":0.000035419253,"about_ca_system_score_gemma":0.000008174502,"threshold_uncertainty_score":0.32484913},"labels":[],"label_agreement":null},{"id":"W2074536870","doi":"10.2118/115001-ms","title":"Pressure-Transient Test Design in Dual-Porosity Tight Gas Formations","year":2008,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":7,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Porosity; Wellbore; Petroleum engineering; Tight gas; Transient flow; Transient (computer programming); Mechanics; Constant (computer programming); Fracture (geology); Boundary value problem; Geology; Boundary (topology); Geotechnical engineering; Flow (mathematics); Porous medium; Natural gas; Materials science; Hydraulic fracturing; Engineering; Mathematics; Physics; Computer science; Geomorphology","score_opus":0.013108480420368678,"score_gpt":0.20119945003080092,"score_spread":0.18809096961043223,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2074536870","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.42098662,0.0009745446,0.5191658,0.0007587661,0.0001978591,0.00040057482,0.000014097695,0.0009975806,0.05650414],"genre_scores_gemma":[0.99653953,0.00016908206,0.001777138,0.000027343101,0.000027103919,0.000013907308,0.0000063251377,0.000011281259,0.0014282675],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9993665,0.000017816377,0.00018826955,0.000093523515,0.00013331384,0.0002005253],"domain_scores_gemma":[0.99964625,0.000078852194,0.000010478479,0.00017856393,0.000017673066,0.00006820136],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000103304345,0.00009926893,0.00013365729,0.00011376061,0.000079014215,0.000012547136,0.00006391912,0.000060323724,0.00020837986],"category_scores_gemma":[0.00002365,0.000081167156,0.000053585776,0.00021702252,0.000020799653,0.00014438966,0.000009580688,0.00013171078,0.00009029766],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000012213311,0.000047461916,0.0010397803,0.000024859351,0.00003452965,0.000024670515,0.0006789667,0.98925114,0.0006832663,0.0000048649604,0.008104874,0.0001043399],"study_design_scores_gemma":[0.00040590865,0.000027368664,0.032026112,0.000025069836,0.000053364518,0.000049983726,0.00004412561,0.9181835,0.025949242,0.000041414994,0.022897707,0.00029617173],"about_ca_topic_score_codex":0.00012806994,"about_ca_topic_score_gemma":0.00012296309,"teacher_disagreement_score":0.57555294,"about_ca_system_score_codex":0.00002572756,"about_ca_system_score_gemma":0.000011796987,"threshold_uncertainty_score":0.33099005},"labels":[],"label_agreement":null},{"id":"W2074543647","doi":"10.2118/173184-pa","title":"Performance Evaluation of a Horizontal Well With Multiple Fractures by Use of a Slab-Source Function","year":2014,"lang":"en","type":"article","venue":"SPE Journal","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":38,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Regina","funders":"Natural Sciences and Engineering Research Council of Canada; Petroleum Technology Research Centre","keywords":"Slab; Discretization; Laplace transform; Source function; Mechanics; Geology; Fracture (geology); Bilinear interpolation; Anisotropy; Flow (mathematics); Geotechnical engineering; Mathematics; Geometry; Mathematical analysis; Physics; Geophysics","score_opus":0.008095900798618208,"score_gpt":0.20514701784206954,"score_spread":0.19705111704345132,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2074543647","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.957872,0.00015363202,0.0411594,0.000021437127,0.00009593219,0.000044081855,0.000001759429,0.000019008432,0.00063275447],"genre_scores_gemma":[0.9992313,0.00006486091,0.00047593977,0.0000075007993,0.00012409319,0.0000013818351,0.000005171067,0.000015892854,0.000073861185],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9990739,0.00005317993,0.00021847266,0.00006747203,0.0004658806,0.00012107111],"domain_scores_gemma":[0.9995066,0.000043778113,0.00012132735,0.00012732133,0.0001447568,0.000056213903],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00044940968,0.0000929996,0.00016370308,0.00010403737,0.000048048114,0.000021108652,0.00006858193,0.000054837965,0.00012622913],"category_scores_gemma":[0.000055448174,0.00006558144,0.00006499098,0.000110826426,0.000023651328,0.00018314367,0.0000067487135,0.00021411084,0.000005472737],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00006340464,0.000024612564,0.010533664,0.000029875995,0.00013297869,2.2310665e-7,0.0001510486,0.95542103,0.01094887,1.6819418e-7,0.0016203412,0.021073794],"study_design_scores_gemma":[0.0007941211,0.00025573172,0.022590732,0.00007180175,0.00022159315,0.000021190297,0.000045729197,0.92632794,0.035470165,0.0000056379736,0.0140898945,0.00010547217],"about_ca_topic_score_codex":0.000053609747,"about_ca_topic_score_gemma":0.000035571116,"teacher_disagreement_score":0.0413593,"about_ca_system_score_codex":0.000041294406,"about_ca_system_score_gemma":0.000016725106,"threshold_uncertainty_score":0.26743335},"labels":[],"label_agreement":null},{"id":"W2074611294","doi":"10.2118/2004-004","title":"Performance of Iranian Naturally Fractured Cores Under Miscible Displacement Experiments","year":2004,"lang":"en","type":"article","venue":"Canadian International Petroleum Conference","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"Curtin University of Technology","keywords":"Displacement (psychology); Geology; Computer science; Materials science; Petroleum engineering","score_opus":0.011348665405640241,"score_gpt":0.227357806822547,"score_spread":0.21600914141690675,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2074611294","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9771273,0.00014921562,0.00084228796,0.0006795126,0.000512121,0.000044319386,0.000039801813,0.000041196632,0.02056423],"genre_scores_gemma":[0.99862945,0.00006967105,0.00018460135,0.00011836759,0.00006678016,0.000011235239,0.000059570237,0.000016499967,0.00084382645],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9990725,0.0000069375196,0.00021830577,0.00016337838,0.00028304895,0.00025582794],"domain_scores_gemma":[0.99943966,0.0000112853,0.000041247902,0.00018623835,0.00009724544,0.00022434955],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00004926165,0.00014956994,0.000153348,0.0002585353,0.000059674323,0.000049950646,0.00038765295,0.00007479399,0.000654116],"category_scores_gemma":[0.000011939732,0.0001418939,0.000066896704,0.00008412063,0.00005194264,0.00013886919,0.000018717168,0.00016927857,0.000046938618],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000010856994,0.000013160816,0.0021849514,0.00002215137,0.00015983607,0.000008267157,0.00025452345,0.9944713,0.0020481043,0.00038596196,0.000326319,0.000114561044],"study_design_scores_gemma":[0.003427138,0.00021874023,0.15900885,0.0006885036,0.00010111102,0.000032569245,0.00072024553,0.6904172,0.0891373,0.00063360995,0.054246638,0.0013681051],"about_ca_topic_score_codex":0.015351502,"about_ca_topic_score_gemma":0.032026872,"teacher_disagreement_score":0.3040541,"about_ca_system_score_codex":0.00042867113,"about_ca_system_score_gemma":0.00020237383,"threshold_uncertainty_score":0.99120533},"labels":[],"label_agreement":null},{"id":"W2074638664","doi":"10.2118/171583-ms","title":"Tight Cardium Multi-Stage Fractured Horizontal Oil Well Performance Study Focusing on the Effectiveness of Various Fracture Fluid Systems","year":2014,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Alberta Energy","funders":"","keywords":"Petroleum engineering; Geology; Fracture (geology); Hydraulic fracturing; Directional drilling; Tight gas; Stage (stratigraphy); Completion (oil and gas wells); Geotechnical engineering; Petrology; Drilling; Engineering; Paleontology; Mechanical engineering","score_opus":0.00858105523142026,"score_gpt":0.2148232340154125,"score_spread":0.20624217878399226,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2074638664","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9562731,0.00024824886,0.0314867,0.00002675913,0.0005501601,0.0003170531,0.000004767254,0.00024717397,0.010846064],"genre_scores_gemma":[0.9989971,0.000024871186,0.000051449446,0.000020489782,0.0001980616,0.000043683984,0.0000072676,0.000057231442,0.00059986836],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9981577,0.0004360783,0.00033422385,0.0003031452,0.00043023337,0.0003386148],"domain_scores_gemma":[0.99844855,0.0005997935,0.00007018534,0.0007246074,0.00006955249,0.00008731504],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0010160919,0.00033610073,0.0005555925,0.00013591458,0.00018859976,0.00007318241,0.00034726606,0.00016922444,0.00005346703],"category_scores_gemma":[0.000063977015,0.00019503974,0.00018531099,0.00022688981,0.000038829497,0.00010246294,0.00004644031,0.00046687352,0.000055338507],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00005578572,0.00014294888,0.0024565435,0.00043640914,0.0004162644,0.0000079329475,0.00049386075,0.992473,0.0031050385,0.00000919656,0.00008902354,0.00031398077],"study_design_scores_gemma":[0.0017666752,0.0004545069,0.044665866,0.00035113897,0.0002719839,0.0000077284385,0.0006471845,0.86462915,0.07299885,0.0000018428292,0.013525464,0.0006795836],"about_ca_topic_score_codex":0.0008792881,"about_ca_topic_score_gemma":0.0000713391,"teacher_disagreement_score":0.12784384,"about_ca_system_score_codex":0.00010002602,"about_ca_system_score_gemma":0.00001422574,"threshold_uncertainty_score":0.795349},"labels":[],"label_agreement":null},{"id":"W2074881293","doi":"10.2118/04-04-04","title":"Modelling of Sand Production and Wormhole Propagation in an Oil Saturated Sand Pack Using Stabilized Finite Element Methods","year":2004,"lang":"en","type":"article","venue":"Journal of Canadian Petroleum Technology","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":11,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Matrix (chemical analysis); Porous medium; Geotechnical engineering; Mechanics; Finite element method; Oil sands; Oil well; Porosity; Geology; Fluid dynamics; Petroleum engineering; Materials science; Engineering; Physics","score_opus":0.02036020756098095,"score_gpt":0.2558444938382795,"score_spread":0.23548428627729856,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2074881293","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.94879615,0.0009770193,0.049340546,0.00065834116,0.00009977255,0.000035833436,0.0000024141207,0.00002211953,0.00006782768],"genre_scores_gemma":[0.97213143,0.00036733417,0.027428262,0.0000057935513,0.000039519942,0.0000017981238,0.0000017102245,0.000016632777,0.000007501665],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9989661,0.00004980721,0.0004991785,0.00012305843,0.0001212814,0.00024056323],"domain_scores_gemma":[0.9994089,0.000015283424,0.0001673574,0.00015623997,0.00012481328,0.00012739637],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00053114205,0.000119241646,0.00032803166,0.0026580973,0.000045433877,0.000019286203,0.00010542508,0.0001718303,0.000006287066],"category_scores_gemma":[0.00010015905,0.00010783607,0.000041413623,0.0008522146,0.0000606698,0.00019707225,0.000007933836,0.00038901521,1.6208179e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000018210654,0.000014173948,0.00046947438,0.000046971585,0.000048677513,0.000016082626,0.00018447309,0.9656578,0.028450232,0.000006670162,0.0000024505596,0.0050848173],"study_design_scores_gemma":[0.0009976912,0.00016975659,0.00016430732,0.00027473233,0.00008903133,0.00011084912,0.00041535805,0.86719275,0.12910539,0.00074418774,0.0005353339,0.0002006242],"about_ca_topic_score_codex":0.0053137904,"about_ca_topic_score_gemma":0.022852762,"teacher_disagreement_score":0.10065515,"about_ca_system_score_codex":0.000359208,"about_ca_system_score_gemma":0.000185828,"threshold_uncertainty_score":0.99497765},"labels":[],"label_agreement":null},{"id":"W2074970897","doi":"10.2118/103608-ms","title":"When Does a Longer Shut-In Lead to a Larger Radius of Investigation?","year":2006,"lang":"en","type":"article","venue":"SPE Annual Technical Conference and Exhibition","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"RADIUS; Drawdown (hydrology); Rule of thumb; Noise (video); Mechanics; Flow (mathematics); Time derivative; Geology; Physics; Mathematics; Computer science; Mathematical analysis; Algorithm; Geotechnical engineering","score_opus":0.009152753602312557,"score_gpt":0.22296995864338404,"score_spread":0.2138172050410715,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2074970897","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9855506,0.000115439485,0.0091940425,0.001340362,0.000034962708,0.00013774441,0.000029150297,0.00014645274,0.003451254],"genre_scores_gemma":[0.9986739,0.00003196495,0.00092072296,0.00006235043,0.00005880665,0.000016363347,0.000026216481,0.000009453765,0.0002001791],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99926287,0.00001907766,0.0002470374,0.0001665542,0.00013305098,0.0001714378],"domain_scores_gemma":[0.9996925,0.000026897744,0.000021401434,0.000134677,0.000063968066,0.000060559098],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00013624241,0.000105671344,0.00019132455,0.00015479681,0.000022632861,0.000023440141,0.000071882234,0.00010919639,0.000069504764],"category_scores_gemma":[0.000031924803,0.000081003804,0.000038205562,0.0002216983,0.00006192426,0.00013649552,0.000025241801,0.00014064166,0.000014847321],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00026726222,0.0007821643,0.079398304,0.0015942707,0.00022054794,0.00021314007,0.008329407,0.12018228,0.6155145,0.016402416,0.118329324,0.038766377],"study_design_scores_gemma":[0.0028169886,0.00064944127,0.37439635,0.0017858587,0.00021506917,0.000040137653,0.001972965,0.046866726,0.4068909,0.14471388,0.017277278,0.0023744118],"about_ca_topic_score_codex":0.00041627788,"about_ca_topic_score_gemma":0.001073098,"teacher_disagreement_score":0.29499805,"about_ca_system_score_codex":0.000023196386,"about_ca_system_score_gemma":0.000013631771,"threshold_uncertainty_score":0.33032393},"labels":[],"label_agreement":null},{"id":"W2074983437","doi":"10.1016/j.petrol.2005.10.003","title":"A comparison of two sanding criteria in physical and numerical modeling of sand production","year":2005,"lang":"en","type":"article","venue":"Journal of Petroleum Science and Engineering","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":84,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Dalhousie University; University of Alberta","funders":"Natural Sciences and Engineering Research Council of Canada; Killam Trusts","keywords":"Deformation (meteorology); Computer simulation; Geotechnical engineering; Numerical analysis; Flow (mathematics); Stability (learning theory); Softening; Petroleum engineering; Cylinder; Geology; Mechanics; Experimental data; Materials science; Engineering; Computer science; Mathematics; Mechanical engineering","score_opus":0.01403951574634657,"score_gpt":0.2869588358103508,"score_spread":0.2729193200640042,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2074983437","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.97546303,0.0006159428,0.02370389,0.000052438692,0.00008500138,0.000013036422,2.4868754e-7,0.000007504903,0.000058930604],"genre_scores_gemma":[0.99760574,0.000057883382,0.0021865894,0.0000010622109,0.00014100467,3.95922e-7,5.83822e-8,0.000006110731,0.0000011420202],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99914956,0.000006101833,0.0003372061,0.00008443176,0.00027338928,0.00014929834],"domain_scores_gemma":[0.99971867,0.000022781427,0.00006396845,0.000061579696,0.000060736384,0.00007225966],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005000436,0.000079512625,0.00031017227,0.0004013869,0.000024999723,0.00002049279,0.00008832621,0.000016701444,0.0000012264474],"category_scores_gemma":[0.00008626198,0.00006605891,0.00003601596,0.00032035154,0.00005065715,0.00035194075,0.000020557192,0.00017364969,7.7086746e-8],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000044983303,0.000018335184,0.0016726025,0.00005635031,0.000009186614,7.3162755e-7,0.0007547683,0.8145302,0.1820026,0.0000031074667,0.000002814329,0.0009448321],"study_design_scores_gemma":[0.0001860114,0.000034066616,0.0016277155,0.00012777664,0.000017111448,0.000020459092,0.00012145913,0.963308,0.03447479,0.00000734611,0.0000141013425,0.000061182436],"about_ca_topic_score_codex":0.000011044034,"about_ca_topic_score_gemma":0.0000012303975,"teacher_disagreement_score":0.14877781,"about_ca_system_score_codex":0.000046327576,"about_ca_system_score_gemma":0.000017348033,"threshold_uncertainty_score":0.26938042},"labels":[],"label_agreement":null},{"id":"W2075045464","doi":"10.1016/j.jrmge.2014.10.003","title":"Numerical simulation of hydraulic fracturing and associated microseismicity using finite-discrete element method","year":2014,"lang":"en","type":"article","venue":"Journal of Rock Mechanics and Geotechnical Engineering","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":133,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Geomechanica (Canada); University of Toronto","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Hydraulic fracturing; Geology; Classification of discontinuities; Microseism; Discrete element method; Finite element method; Tight gas; Fractal dimension; Parametric statistics; Discontinuity (linguistics); Rock mass classification; Fracture (geology); Computer simulation; Fractal; Geotechnical engineering; Petroleum engineering; Seismology; Structural engineering; Engineering; Mechanics; Mathematics","score_opus":0.007833682383790713,"score_gpt":0.23966116548290492,"score_spread":0.23182748309911422,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2075045464","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.10850941,0.00039030254,0.8908825,0.0000399481,0.00008180453,0.00004521289,0.000002117402,0.000044094188,0.0000046062346],"genre_scores_gemma":[0.99037623,0.00013420456,0.009356349,0.00002270089,0.00007581697,6.570919e-7,0.0000011936498,0.000030724805,0.0000021396927],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9987342,0.000039461953,0.00061390793,0.0001319045,0.00024819444,0.0002323468],"domain_scores_gemma":[0.9990751,0.0003619114,0.00020852173,0.00012364067,0.00007879935,0.00015201687],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007404036,0.00019013819,0.0005050232,0.00021454845,0.00005478923,0.000029116045,0.00011538467,0.00018399833,0.000005621194],"category_scores_gemma":[0.00041858747,0.0001689471,0.00013817861,0.00019083043,0.0000032374808,0.00011775203,0.000059799786,0.00047220234,2.0395795e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000071767554,0.000013513064,0.000007899346,0.000090474205,0.00012167261,0.0000028797363,0.00004162567,0.99149925,0.007052459,0.000020908548,0.0000024959581,0.0011396282],"study_design_scores_gemma":[0.00033981595,0.00009304032,0.000080846454,0.0001633173,0.000116046795,0.000021299069,0.000009543399,0.9915881,0.0064870985,0.00023336429,0.00069513224,0.00017240709],"about_ca_topic_score_codex":0.000017911374,"about_ca_topic_score_gemma":4.0848494e-7,"teacher_disagreement_score":0.8818668,"about_ca_system_score_codex":0.000056923578,"about_ca_system_score_gemma":0.000009050405,"threshold_uncertainty_score":0.68894625},"labels":[],"label_agreement":null},{"id":"W2075062133","doi":"10.2118/149510-ms","title":"Geological Characteristics and Integrated Development Plan for Giant Naturally Fractured Basement Reservoirs","year":2011,"lang":"en","type":"article","venue":"Canadian Unconventional Resources Conference","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":8,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Geology; Workflow; Reservoir modeling; Petroleum engineering; Basement; Mining engineering; Development plan; Fossil fuel; Computer science; Civil engineering; Engineering","score_opus":0.03049188446036136,"score_gpt":0.20027177521013578,"score_spread":0.16977989074977443,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2075062133","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9811383,0.00036216207,0.012333952,0.00034186622,0.00025300795,0.0003209346,0.0001886862,0.00012662714,0.004934463],"genre_scores_gemma":[0.99497813,0.000030801068,0.0034559711,0.00017173213,0.000048295722,0.000046529218,0.00032773582,0.00001887376,0.00092195504],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.99881065,0.000028373881,0.00031106788,0.0002650077,0.0001742742,0.0004106399],"domain_scores_gemma":[0.9990905,0.00006283321,0.000049457343,0.00015770087,0.00014122149,0.0004983018],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00019795961,0.00021443906,0.00023517196,0.0002151817,0.00017142868,0.00007073249,0.00024702668,0.00016317712,0.0009378924],"category_scores_gemma":[0.000101178935,0.00018126275,0.00006831798,0.00010200036,0.00009247897,0.00006285417,0.00002729341,0.00024263035,0.000023119583],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.002502196,0.0010834442,0.21548705,0.005937118,0.013129567,0.0037394909,0.08805302,0.02700387,0.0070202127,0.03665803,0.06505434,0.5343317],"study_design_scores_gemma":[0.00088949717,0.00012732121,0.2545471,0.00028416555,0.000098158846,0.000030004825,0.00071092945,0.09614705,0.0016398685,0.001229204,0.6433425,0.00095421873],"about_ca_topic_score_codex":0.0053646863,"about_ca_topic_score_gemma":0.03954727,"teacher_disagreement_score":0.57828814,"about_ca_system_score_codex":0.00016256444,"about_ca_system_score_gemma":0.00023369893,"threshold_uncertainty_score":0.9999754},"labels":[],"label_agreement":null},{"id":"W2075350984","doi":"10.2118/81730-ms","title":"New Life for Old Wells – A Case Study of the Effects of Re-Stimulating Gas Wells Using Fracturing Through Coiled Tubing and Snubbing Techniques","year":2003,"lang":"en","type":"article","venue":"SPE/ICoTA Coiled Tubing Conference and Exhibition","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":7,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Schlumberger (Canada)","funders":"","keywords":"Coiled tubing; Petroleum engineering; Geology","score_opus":0.018472374569016663,"score_gpt":0.2535104488507613,"score_spread":0.23503807428174464,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2075350984","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.97299016,0.00049539516,0.025068145,0.000033303924,0.00016636903,0.0008152867,0.000003935188,0.000107346255,0.00032004638],"genre_scores_gemma":[0.99607575,0.00018180282,0.0035205137,0.000034284454,0.00008823366,0.00002170753,0.0000030940064,0.000048910424,0.00002568214],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9982329,0.00013625505,0.0006228393,0.0003877748,0.0002545801,0.0003656395],"domain_scores_gemma":[0.9986066,0.0005479323,0.00024333833,0.00036828336,0.00011329643,0.00012054454],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00036818313,0.00033467688,0.00061402377,0.00016088382,0.0003171392,0.00010892909,0.000120249,0.00017026442,0.000020384494],"category_scores_gemma":[0.00035942942,0.00028029594,0.0001296429,0.00028803587,0.00007069068,0.0003346243,0.00007499565,0.00030261333,3.2364196e-7],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00020543172,0.00060348073,0.024267346,0.01000407,0.001655747,0.00034180356,0.06038649,0.3373671,0.53611475,0.0004671585,0.00024987827,0.028336762],"study_design_scores_gemma":[0.004006774,0.00066984637,0.0006263839,0.005589968,0.0010836229,0.00024643578,0.013610082,0.24827877,0.7233093,0.0014161268,0.00015224455,0.001010465],"about_ca_topic_score_codex":0.0019870142,"about_ca_topic_score_gemma":0.00014430807,"teacher_disagreement_score":0.18719453,"about_ca_system_score_codex":0.000050565133,"about_ca_system_score_gemma":0.000059973274,"threshold_uncertainty_score":0.9999649},"labels":[],"label_agreement":null},{"id":"W2075403811","doi":"10.2118/100540-ms","title":"Semianalytical Model for Reservoirs With Forchheimer's Non-Darcy Flow","year":2006,"lang":"en","type":"article","venue":"SPE Gas Technology Symposium","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":7,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Regina","funders":"","keywords":"Darcy's law; Drawdown (hydrology); Dimensionless quantity; Mechanics; Flow (mathematics); Geology; Darcy–Weisbach equation; Geotechnical engineering; Porous medium; Porosity; Aquifer; Physics; Groundwater","score_opus":0.004566009382792365,"score_gpt":0.203015686418033,"score_spread":0.19844967703524063,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2075403811","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.13224879,0.00038363753,0.83298975,0.013262232,0.00016160548,0.0006106993,0.000047669422,0.0021280404,0.018167555],"genre_scores_gemma":[0.97410864,0.000053050364,0.021224795,0.00003648739,0.00016164861,0.0001339351,0.000045142886,0.00009538448,0.0041408916],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99836797,0.0000067996743,0.0003178945,0.0004048801,0.00020472053,0.0006977625],"domain_scores_gemma":[0.99904984,0.00004017918,0.000040003426,0.0006909103,0.00008888335,0.00009017856],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00013259487,0.00030814024,0.00041214866,0.0005110899,0.00014198762,0.00004852394,0.0004494127,0.00045342266,0.00001432852],"category_scores_gemma":[0.0000114134,0.00025455497,0.0001607931,0.0005881877,0.00021135624,0.00014262341,0.00006449291,0.0004212314,0.00003282753],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000023345567,0.000041198506,0.00032329687,0.00006419338,0.00020549158,0.000020719835,0.000020211672,0.9876294,0.0032157027,0.00061580795,0.0076484964,0.00019214932],"study_design_scores_gemma":[0.0005672098,0.00008372939,0.000017543973,0.000036168844,0.0001805353,0.000025949988,0.000036146965,0.9652475,0.02375877,0.0050290395,0.0046872157,0.00033016235],"about_ca_topic_score_codex":0.00004681695,"about_ca_topic_score_gemma":0.00028574496,"teacher_disagreement_score":0.8418599,"about_ca_system_score_codex":0.000106359155,"about_ca_system_score_gemma":0.000040957377,"threshold_uncertainty_score":0.99999064},"labels":[],"label_agreement":null},{"id":"W2075726519","doi":"10.2118/162542-ms","title":"Study of 2-D and 3-D Hydraulic Fractures with Non-Uniform Conductivity and Geometry Using Source and Sink Function Methods","year":2012,"lang":"en","type":"article","venue":"SPE Canadian Unconventional Resources Conference","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":8,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Regina","funders":"Natural Sciences and Engineering Research Council of Canada; Petroleum Technology Research Centre","keywords":"Hydraulic fracturing; Hydraulic conductivity; Geology; Fracture (geology); Mechanics; Conductivity; Geotechnical engineering; Geometry; Fluid dynamics; Materials science; Petroleum engineering; Soil science; Mathematics; Physics","score_opus":0.024865334357440642,"score_gpt":0.27126216285163335,"score_spread":0.2463968284941927,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2075726519","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.98400503,0.0008428178,0.01398092,0.0000412994,0.000053266394,0.00014321,0.000009101881,0.000022639428,0.0009017206],"genre_scores_gemma":[0.998331,0.000032362794,0.00140361,0.000031623385,0.000068832655,0.000004920151,0.000006536465,0.000020331088,0.000100768055],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99902934,0.00006979535,0.00019252328,0.0002135386,0.0001878541,0.00030697288],"domain_scores_gemma":[0.99914426,0.00012765249,0.000068901034,0.00015955183,0.00006431955,0.0004353069],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003619708,0.00019270844,0.0002872455,0.00036952086,0.00016702985,0.000067778055,0.00007101299,0.00009900918,0.000084876636],"category_scores_gemma":[0.00004942023,0.00016467934,0.000027987398,0.00022236211,0.00016941232,0.00022894081,0.00003492697,0.00022222029,8.1456363e-7],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00020023447,0.0003290059,0.6338904,0.000978313,0.00285294,0.00005034848,0.018556694,0.2267723,0.005220353,0.00038941338,0.00014315109,0.11061688],"study_design_scores_gemma":[0.0023311113,0.00061658997,0.78564095,0.00035181324,0.0009060026,0.00024090175,0.014145009,0.17820396,0.0018539621,0.00059988355,0.013930196,0.0011796369],"about_ca_topic_score_codex":0.029462546,"about_ca_topic_score_gemma":0.029151225,"teacher_disagreement_score":0.15175058,"about_ca_system_score_codex":0.00005895879,"about_ca_system_score_gemma":0.000058784008,"threshold_uncertainty_score":0.98856425},"labels":[],"label_agreement":null},{"id":"W2075782111","doi":"10.2118/162651-ms","title":"Predicting Growth and Decay of Hydraulic Fracture Width in Porous Media Subjected to Isothermal and Non-isothermal Flow","year":2012,"lang":"en","type":"article","venue":"SPE Canadian Unconventional Resources Conference","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":8,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Poromechanics; Isothermal process; Materials science; Mechanics; Porous medium; Fluid dynamics; Stress (linguistics); Fracture (geology); Thermal; Porosity; Thermodynamics; Composite material; Physics","score_opus":0.00650706949374369,"score_gpt":0.18995600996976947,"score_spread":0.18344894047602578,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2075782111","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99345535,0.0006586925,0.000660821,0.00039089177,0.00010469107,0.0001252048,0.00005483009,0.000032575466,0.0045169503],"genre_scores_gemma":[0.9990966,0.0000538279,0.000385891,0.00017514962,0.00014874026,0.000010235785,0.00002699351,0.000028982444,0.00007361431],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99874645,0.000040907464,0.00028820307,0.00020952757,0.0002280137,0.00048691116],"domain_scores_gemma":[0.9989781,0.00013006548,0.000047822083,0.00014447687,0.000049738057,0.00064980483],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001987191,0.00020184262,0.00028014957,0.00042277048,0.00006420619,0.00004073947,0.00015630678,0.00014703712,0.00041040522],"category_scores_gemma":[0.00010643634,0.00019693513,0.00004606161,0.000271839,0.00008771218,0.00014947011,0.000029553838,0.00024541537,0.000008160944],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00007116896,0.000065103326,0.88318086,0.00045992207,0.00035779737,0.00009018756,0.01774277,0.081028394,0.0036388247,0.0002484689,0.00041365065,0.012702832],"study_design_scores_gemma":[0.0007193136,0.000047370628,0.9526276,0.00035269768,0.00005674706,0.000028964427,0.0005281317,0.038106382,0.0033426494,0.00018214996,0.0035207763,0.0004872288],"about_ca_topic_score_codex":0.05275918,"about_ca_topic_score_gemma":0.12816077,"teacher_disagreement_score":0.07540159,"about_ca_system_score_codex":0.000070531205,"about_ca_system_score_gemma":0.00009523374,"threshold_uncertainty_score":0.95354855},"labels":[],"label_agreement":null},{"id":"W2075799354","doi":"10.2118/165414-ms","title":"Consideration of Geomechanics for In-situ Bitumen Recovery in Xinjiang, China","year":2013,"lang":"en","type":"article","venue":"SPE Heavy Oil Conference-Canada","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":21,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"BitCan (Canada)","funders":"Xinjiang Oilfield Company; Shandong University; Northwestern University","keywords":"Geomechanics; Caprock; Petroleum engineering; Geology; Petrophysics; Oil shale; Oil sands; Geotechnical engineering; Asphalt; Petrology; Porosity; Materials science","score_opus":0.00969894571399585,"score_gpt":0.19284638653469796,"score_spread":0.1831474408207021,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2075799354","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9789662,0.00031343693,0.0036538267,0.0020039123,0.00052926835,0.00024512186,0.000034769,0.000037862625,0.014215612],"genre_scores_gemma":[0.9987636,0.00017687237,0.0003071395,0.00007584228,0.000033391065,0.000044410557,0.00002597948,0.000016528687,0.0005562208],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99896324,0.000024050441,0.0003716805,0.00016498473,0.00018553121,0.00029053492],"domain_scores_gemma":[0.9995328,0.00008073253,0.000048174108,0.00019666142,0.000066400666,0.00007518755],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000108809734,0.00014576984,0.00031165403,0.00012956893,0.000026781396,0.000030484041,0.00012080358,0.000081167615,0.00020060736],"category_scores_gemma":[0.000067239125,0.00014395645,0.000040019644,0.00017606866,0.000010523439,0.000114927294,0.000016845372,0.00016407603,0.000004025996],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00005239349,0.000088309505,0.0019070412,0.0014857684,0.0002430224,0.000044062566,0.00076020864,0.863032,0.0050899694,0.00053053943,0.04925135,0.077515356],"study_design_scores_gemma":[0.0030125007,0.0001627105,0.028885717,0.00085095305,0.00006640993,0.000010237936,0.0012998631,0.8696113,0.06170855,0.009276063,0.023640402,0.0014752648],"about_ca_topic_score_codex":0.95171744,"about_ca_topic_score_gemma":0.9975477,"teacher_disagreement_score":0.07604009,"about_ca_system_score_codex":0.00028178887,"about_ca_system_score_gemma":0.000958127,"threshold_uncertainty_score":0.5870374},"labels":[],"label_agreement":null},{"id":"W2075874170","doi":"10.2118/117435-ms","title":"Thermal Transient Analysis Applied to Horizontal Wells*","year":2008,"lang":"en","type":"article","venue":"International Thermal Operations and Heavy Oil Symposium","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":27,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"ConocoPhillips (Canada)","funders":"ConocoPhillips","keywords":"Thermal diffusivity; Mechanics; Steam injection; Petroleum engineering; Thermal conduction; Thermal; Transient (computer programming); Thermal energy storage; Saturation (graph theory); Materials science; Thermodynamics; Nuclear engineering; Geology; Engineering; Composite material","score_opus":0.007204897635603307,"score_gpt":0.21277780904845525,"score_spread":0.20557291141285194,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2075874170","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.93856883,0.00009962174,0.005810054,0.0023408446,0.0002604267,0.00006250036,0.000037363836,0.00013077741,0.052689582],"genre_scores_gemma":[0.9964848,0.00016598498,0.0004516524,0.00027321512,0.00026639388,0.000050645813,0.00006652575,0.000022504986,0.0022182448],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99903333,0.000016446407,0.00026266725,0.00022898843,0.0002574576,0.00020111738],"domain_scores_gemma":[0.9995851,0.000019862076,0.000011750104,0.00016859037,0.000060710892,0.00015398872],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000079011676,0.00017061432,0.00021474331,0.00028431008,0.00023622923,0.00008469662,0.00018582883,0.00006850017,0.0003327356],"category_scores_gemma":[0.0000026713221,0.00014811172,0.00014150824,0.00029832864,0.00004154753,0.00012802673,0.00002864913,0.00013598043,0.0000811627],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000025663203,0.000045517063,0.0002972151,0.000004951186,0.0006894622,0.000010145943,0.0012703071,0.9740198,0.022433706,0.00012963722,0.0002368939,0.00083670625],"study_design_scores_gemma":[0.0012068012,0.00014880062,0.03391453,0.000029401615,0.00061819836,0.000052082516,0.0003051685,0.8775309,0.026329571,0.000005478984,0.058806226,0.0010528712],"about_ca_topic_score_codex":0.0002434513,"about_ca_topic_score_gemma":0.000171306,"teacher_disagreement_score":0.09648892,"about_ca_system_score_codex":0.00005945665,"about_ca_system_score_gemma":0.0000169512,"threshold_uncertainty_score":0.60398203},"labels":[],"label_agreement":null},{"id":"W2075977951","doi":"10.2118/107978-ms","title":"Recent Acid-Fracturing Practices on Strawn Formation in Terrell County, Texas","year":2007,"lang":"en","type":"article","venue":"SPE Annual Technical Conference and Exhibition","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"ConocoPhillips (Canada)","funders":"","keywords":"Penetration (warfare); Carbonate; Well stimulation; Petroleum engineering; Hydrochloric acid; Geology; Petroleum reservoir; Solubility; Penetration rate; Environmental science; Materials science; Chemistry; Petroleum; Reservoir engineering; Engineering; Organic chemistry; Operations research; Paleontology","score_opus":0.02333690086150676,"score_gpt":0.2796891962530367,"score_spread":0.2563522953915299,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2075977951","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9458336,0.0003862531,0.017031683,0.0011229978,0.000115606395,0.00024720485,0.000021254733,0.0003763386,0.034865044],"genre_scores_gemma":[0.99758685,0.0019146078,0.00020602653,0.000109706365,0.000089284,0.000005086716,0.00004468888,0.000012374367,0.000031358453],"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9989531,0.000022441829,0.0003167271,0.0001987552,0.0002268161,0.00028217302],"domain_scores_gemma":[0.9995304,0.00007408642,0.0000899006,0.00015936582,0.000056138648,0.00009014742],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00044824393,0.00015421993,0.00017079116,0.00019901291,0.000056972283,0.00007563475,0.00009329754,0.00018180202,0.00007056487],"category_scores_gemma":[0.00010373663,0.00013490829,0.00003676272,0.00019566731,0.000041777654,0.00053510704,0.000027151083,0.0004211494,0.000036888072],"study_design_candidate":"design_other","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00082106993,0.0010054802,0.0036030419,0.0009978837,0.00015657883,0.0005627476,0.003054116,0.056415956,0.1088493,0.002839808,0.011614825,0.8100792],"study_design_scores_gemma":[0.0035690453,0.0014154423,0.14702827,0.0021257235,0.00020276073,0.00027632772,0.0042590555,0.061156195,0.58007145,0.010210923,0.18688634,0.0027984476],"about_ca_topic_score_codex":0.000088969246,"about_ca_topic_score_gemma":0.0008966659,"teacher_disagreement_score":0.8072807,"about_ca_system_score_codex":0.00009719414,"about_ca_system_score_gemma":0.000010358604,"threshold_uncertainty_score":0.55014},"labels":[],"label_agreement":null},{"id":"W2076277695","doi":"10.2118/147395-pa","title":"High-Temperature Laboratory Testing of Illitic Sandstone Outcrop Cores With HCl-Alternative Fluids","year":2014,"lang":"en","type":"article","venue":"SPE Production & Operations","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":45,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"AkzoNobel (Canada)","funders":"AkzoNobel","keywords":"Illite; Geology; Permeability (electromagnetism); Mineralogy; Clay minerals; Hydrochloric acid; Chemistry; Inorganic chemistry","score_opus":0.007098359220993427,"score_gpt":0.20866397154139713,"score_spread":0.2015656123204037,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2076277695","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.98068,0.00015177233,0.015955683,0.0009513549,0.0006041245,0.00018597899,0.000026845768,0.00026268908,0.0011815372],"genre_scores_gemma":[0.97198397,0.000028277565,0.02650022,0.00002540879,0.00060181227,0.000023137682,0.000037646907,0.00002934571,0.0007701551],"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9991342,0.000050512677,0.0002340232,0.00023269559,0.00019073134,0.00015786134],"domain_scores_gemma":[0.99918073,0.000025885789,0.000028560884,0.00032173903,0.00038250946,0.000060550865],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00016334563,0.00015118036,0.00020759775,0.00013284167,0.00017845392,0.000051824452,0.000095926574,0.000055942928,0.00008024494],"category_scores_gemma":[0.00019231757,0.00011793347,0.000031294425,0.00049763545,0.0000825621,0.00020228371,0.000012998848,0.00020670523,0.000022259326],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000037405123,0.000025807336,0.0005011508,0.000045898767,0.00007798345,8.00051e-7,0.00041716258,0.932054,0.06604679,0.00013325522,0.00043215297,0.00026126072],"study_design_scores_gemma":[0.0006860392,0.00023838524,0.0032995073,0.00021723991,0.00021950908,0.000021306943,0.0005047309,0.16625029,0.82196325,0.00010099971,0.0058748126,0.0006239121],"about_ca_topic_score_codex":0.00012238642,"about_ca_topic_score_gemma":0.00015646122,"teacher_disagreement_score":0.7658037,"about_ca_system_score_codex":0.000043320048,"about_ca_system_score_gemma":0.00003854543,"threshold_uncertainty_score":0.48091874},"labels":[],"label_agreement":null},{"id":"W2076301455","doi":"10.2118/143989-ms","title":"A New Analytical Method for Analyzing Production Data from Shale Gas Reservoirs Exhibiting Linear Flow: Constant Pressure Production","year":2011,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":41,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"ConocoPhillips","keywords":"Square root; Permeability (electromagnetism); Tight gas; Mechanics; Flow (mathematics); Root mean square; Volumetric flow rate; Constant (computer programming); Fracture (geology); Mathematics; Geology; Chemistry; Petroleum engineering; Geotechnical engineering; Geometry; Physics; Hydraulic fracturing","score_opus":0.0635766156091318,"score_gpt":0.2953830017115434,"score_spread":0.2318063861024116,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2076301455","genre_codex":"methods","genre_gemma":"methods","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"methods","genre_consensus":"methods","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.014031043,0.0007593065,0.9794677,0.00081559486,0.00064303604,0.0004900602,0.00008218078,0.0006922719,0.0030188088],"genre_scores_gemma":[0.35939437,0.00013090741,0.63354397,0.000021047174,0.0023185827,0.000030185854,0.00044713807,0.00009523297,0.0040185493],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9978248,0.00008190736,0.00051659474,0.0008564323,0.00027972713,0.00044053298],"domain_scores_gemma":[0.9981268,0.000113783295,0.00007821125,0.0013408862,0.00013251406,0.00020780996],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00092855905,0.00027388192,0.00042164922,0.00021143566,0.00016593697,0.000059414775,0.00047641047,0.00016174355,0.0005159108],"category_scores_gemma":[0.00085093407,0.00023469677,0.00014307513,0.00046240314,0.000035495435,0.0005275313,0.00015257354,0.00032514668,0.000029549146],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00016847736,0.00010924619,0.0013811281,0.00035336099,0.0019982033,0.000012173535,0.001500219,0.8983404,0.005414036,0.00004801601,0.06926779,0.02140693],"study_design_scores_gemma":[0.00023110729,0.000023816514,0.00010102051,0.00008694508,0.00064828544,0.000008349177,0.00026657508,0.9602227,0.028514616,0.00037057768,0.009215671,0.00031032928],"about_ca_topic_score_codex":0.0017711619,"about_ca_topic_score_gemma":0.0006544939,"teacher_disagreement_score":0.3459237,"about_ca_system_score_codex":0.000044203927,"about_ca_system_score_gemma":0.000056432993,"threshold_uncertainty_score":0.95706564},"labels":[],"label_agreement":null},{"id":"W2076322695","doi":"10.2118/2008-097","title":"Water Use in Bitumen Production: Tailings Management in Surface Mined Oil Sands","year":2008,"lang":"en","type":"article","venue":"Canadian International Petroleum Conference","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":15,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Natural Resources Canada","funders":"","keywords":"Tailings; Oil sands; Asphalt; Geology; Petroleum engineering; Surface mining; Mining engineering; Petroleum; Environmental science; Waste management; Engineering; Archaeology; Materials science; Coal mining; Metallurgy; Geography","score_opus":0.015436751950026426,"score_gpt":0.20345418046804117,"score_spread":0.18801742851801476,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2076322695","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.97789544,0.000034448305,0.000062790896,0.0014452618,0.00044203116,0.000031345244,0.000007782476,0.00004331078,0.020037593],"genre_scores_gemma":[0.9811039,0.00021102377,0.00015573284,0.000059904098,0.00006557866,0.00001735493,0.0000535266,0.0000156875,0.018317275],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9989564,0.000016784183,0.00024343701,0.0002471315,0.00019796295,0.00033829475],"domain_scores_gemma":[0.9995794,0.000011690798,0.000014134681,0.00018753562,0.00005426039,0.00015297187],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00010739299,0.00014101107,0.00014836765,0.00053927343,0.000042072534,0.000057078058,0.00026312197,0.000062054976,0.00035017796],"category_scores_gemma":[0.00001998852,0.00013190246,0.000040597282,0.00015409959,0.000039525272,0.00023066808,0.000023590152,0.00020002549,0.00008384321],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000008884574,0.000017001672,0.022831518,0.00002478335,0.000081292,0.00041352017,0.00049317715,0.97383875,0.00054887374,0.00006131083,0.001413292,0.00026760538],"study_design_scores_gemma":[0.0020409955,0.00002978605,0.097311765,0.00035739873,0.00003353565,0.00011752279,0.00047163226,0.6505008,0.010236002,0.00015321007,0.23750342,0.0012439423],"about_ca_topic_score_codex":0.052102063,"about_ca_topic_score_gemma":0.26984382,"teacher_disagreement_score":0.32333794,"about_ca_system_score_codex":0.00048928283,"about_ca_system_score_gemma":0.00006116221,"threshold_uncertainty_score":0.95421004},"labels":[],"label_agreement":null},{"id":"W2076404661","doi":"10.2118/171593-ms","title":"History-Matching and Forecasting Tight/Shale Gas Condensate Wells Using Combined Analytical, Semi-Analytical, and Empirical Methods","year":2014,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":23,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Workflow; Petroleum engineering; Tight gas; Computer science; Shale gas; Revenue; Empirical research; Current (fluid); Matching (statistics); Oil shale; Operations research; Geology; Hydraulic fracturing; Engineering; Mathematics; Economics","score_opus":0.05920316251193823,"score_gpt":0.31159702298599934,"score_spread":0.2523938604740611,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2076404661","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7989524,0.00048133582,0.1882285,0.00031784363,0.00013356896,0.00008258738,0.0000012991585,0.00024847026,0.0115540065],"genre_scores_gemma":[0.9662355,0.00004812738,0.032013107,0.0002566644,0.00010571397,0.000002433704,0.0000042514093,0.000053780423,0.0012804103],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9982067,0.00019072548,0.00050288707,0.00041167883,0.00022894042,0.00045909514],"domain_scores_gemma":[0.99846077,0.0007485791,0.00006258001,0.00031726577,0.00004957904,0.00036121276],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0009811784,0.00030544298,0.0006620722,0.0002248118,0.00015719816,0.00010492851,0.00012896079,0.00018017452,0.00027971194],"category_scores_gemma":[0.00023894262,0.00025110604,0.00013351846,0.0001833501,0.00017185927,0.00015019043,0.00010864766,0.0003759946,0.000010856828],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00013684835,0.00025161917,0.019703567,0.0020249526,0.003559842,0.0001394049,0.0036222476,0.89986205,0.022124495,0.003981633,0.01346336,0.031129962],"study_design_scores_gemma":[0.00036726985,0.000044404318,0.0003059511,0.000043037606,0.0002715623,0.000032759253,0.00006798848,0.98915493,0.0004896292,0.00080954004,0.008069413,0.0003434944],"about_ca_topic_score_codex":0.00020504765,"about_ca_topic_score_gemma":0.000020539634,"teacher_disagreement_score":0.16728313,"about_ca_system_score_codex":0.00014950977,"about_ca_system_score_gemma":0.000023023924,"threshold_uncertainty_score":0.9999941},"labels":[],"label_agreement":null},{"id":"W2076413032","doi":"10.2118/143975-ms","title":"A Multi-Domain Approach to Understanding Microseismic Data in a Tight Gas Play","year":2011,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Encana (Canada)","funders":"","keywords":"Microseism; Tight gas; Fracture (geology); Computer science; Domain (mathematical analysis); Unconventional oil; Stress (linguistics); Data science; Geology; Seismology; Petroleum engineering; Hydraulic fracturing; Geotechnical engineering","score_opus":0.08678705137268493,"score_gpt":0.24649547309011566,"score_spread":0.15970842171743072,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2076413032","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.073387995,0.000107155676,0.873992,0.00007578863,0.00007681256,0.0001547557,0.0000129195905,0.00022571317,0.051966812],"genre_scores_gemma":[0.9428274,0.000016955757,0.056534357,0.00006976907,0.000024927556,0.000009300088,0.000031101128,0.000028555332,0.0004576196],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9990604,0.000022165243,0.00019967661,0.0002911803,0.00010749485,0.00031910918],"domain_scores_gemma":[0.99928206,0.000019250032,0.000011021761,0.000564618,0.0000037635343,0.00011929921],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00024981264,0.00014586719,0.00019047807,0.0002452247,0.00003940759,0.000028929215,0.00044498395,0.00007608212,0.00009407614],"category_scores_gemma":[0.000012693387,0.00012118193,0.000037726088,0.0003275397,0.000018429102,0.0001256691,0.00013864502,0.0001692297,0.00009546693],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0001468564,0.0018725736,0.014495923,0.000953498,0.0016471542,0.00036729622,0.065723866,0.83658123,0.025507197,0.001936964,0.048429925,0.0023375088],"study_design_scores_gemma":[0.0008634711,0.00001647816,0.0019787874,0.000058134407,0.00003118901,0.000015268499,0.002211358,0.98556596,0.0024505162,0.00029872172,0.0059730983,0.000537],"about_ca_topic_score_codex":0.00062690565,"about_ca_topic_score_gemma":0.0005520835,"teacher_disagreement_score":0.8694394,"about_ca_system_score_codex":0.00013320144,"about_ca_system_score_gemma":0.000010034641,"threshold_uncertainty_score":0.49416557},"labels":[],"label_agreement":null},{"id":"W2076657717","doi":"10.2118/138026-ms","title":"Coping With Surface and Downhole Interference on Tightly Spaced Completions Pads in the Horn River","year":2010,"lang":"en","type":"article","venue":"Canadian Unconventional Resources and International Petroleum Conference","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Apache (Canada)","funders":"","keywords":"Drilling; Workover; Petroleum engineering; Geology; Mining engineering; Drill; Environmental geology; Oil shale; Interference (communication); Fossil fuel; Computer science; Engineering; Geotechnical engineering; Hydrogeology; Telecommunications; Mechanical engineering","score_opus":0.012890892182440343,"score_gpt":0.2153560845325993,"score_spread":0.20246519235015895,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2076657717","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9788799,0.00006711608,0.0005946617,0.004139166,0.00013848188,0.000054478827,0.000051403214,0.00001970292,0.016055068],"genre_scores_gemma":[0.99862534,0.000057830828,0.000107716485,0.00030105317,0.000065683686,0.000009401353,0.00003599738,0.000008968389,0.0007879877],"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","domain_scores_codex":[0.999255,0.00002607976,0.00014039436,0.00019652653,0.0001896284,0.00019237696],"domain_scores_gemma":[0.9995269,0.00009623193,0.000028563969,0.00012688096,0.000064194894,0.0001572249],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00014236041,0.00013539304,0.0001188106,0.00018107452,0.00012308854,0.00017617363,0.00023537829,0.00005826137,0.00027407057],"category_scores_gemma":[0.000022475842,0.00009787717,0.000027240563,0.00008691455,0.00017873,0.000090292924,0.000019355703,0.00038817542,0.000013516878],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00034054185,0.00028507237,0.25202617,0.00030055022,0.0014101408,0.00046078378,0.0130537525,0.5499392,0.0068155504,0.145635,0.019381247,0.010352002],"study_design_scores_gemma":[0.0014134073,0.00022299268,0.31086722,0.00031478342,0.000046206478,0.00015063732,0.00098557,0.25048706,0.00012450937,0.0018311978,0.43287688,0.00067953655],"about_ca_topic_score_codex":0.008776746,"about_ca_topic_score_gemma":0.14599939,"teacher_disagreement_score":0.41349563,"about_ca_system_score_codex":0.00004751953,"about_ca_system_score_gemma":0.000054582957,"threshold_uncertainty_score":0.9978239},"labels":[],"label_agreement":null},{"id":"W2076711950","doi":"10.3997/2214-4609.20142154","title":"Keynote Presentation: Microseismic Data Integration: How Connecting the Dots can Help Solve the Unconventionals Puzzle","year":2014,"lang":"en","type":"article","venue":"Proceedings","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Shell (Canada)","funders":"","keywords":"Microseism; Hydraulic fracturing; Fracture (geology); Geology; Petroleum engineering; Seismology; Geotechnical engineering","score_opus":0.022119917233072276,"score_gpt":0.24081740579049085,"score_spread":0.21869748855741858,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2076711950","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.6079378,0.002625712,0.14134416,0.21240014,0.0023850603,0.0014932348,0.00011582593,0.0016406818,0.030057352],"genre_scores_gemma":[0.9975235,0.00005822966,0.0003696615,0.00033937825,0.0006819659,0.000029154093,0.00006959466,0.000029060395,0.0008994793],"study_design_codex":"not_applicable","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99901605,0.000015296417,0.00019469175,0.00025947863,0.00026548427,0.00024900291],"domain_scores_gemma":[0.99924,0.0001552292,0.00008093314,0.00034779517,0.00012082742,0.00005524135],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00066391897,0.00016374396,0.00015113295,0.00005216013,0.0004783899,0.00044474998,0.0007744677,0.000063522464,0.000048441365],"category_scores_gemma":[0.0003104043,0.000094303854,0.00007686218,0.00027284242,0.00006657127,0.0003042127,0.0001479998,0.00030534994,0.000026917898],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00006516124,0.00015627177,0.0034617204,0.0012798484,0.0022749566,0.0000075694243,0.033811077,0.13774589,0.037066076,0.0056259837,0.6531113,0.12539415],"study_design_scores_gemma":[0.0003678736,0.000019466886,0.00074902514,0.00011118087,0.00015604864,0.00003628303,0.0042829816,0.65591353,0.023187762,0.0013267667,0.31352165,0.00032743873],"about_ca_topic_score_codex":0.00014400655,"about_ca_topic_score_gemma":0.00016687589,"teacher_disagreement_score":0.5181677,"about_ca_system_score_codex":0.000037939168,"about_ca_system_score_gemma":0.000011544637,"threshold_uncertainty_score":0.42887342},"labels":[],"label_agreement":null},{"id":"W2076758978","doi":"10.2118/00-04-03","title":"Mobil's SAGD Experience at Celtic, Saskatchewan","year":2000,"lang":"en","type":"article","venue":"Journal of Canadian Petroleum Technology","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":28,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Petroleum engineering; API gravity; Steam-assisted gravity drainage; Steam injection; Celtic languages; Oil field; Oil viscosity; Completion (oil and gas wells); Wellbore; Petroleum; Drilling; Geology; Drainage; Engineering; Oil sands; Crude oil; Viscosity; Mechanical engineering; Geography; Archaeology","score_opus":0.0036699452566194162,"score_gpt":0.1820416939095945,"score_spread":0.17837174865297506,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2076758978","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9860761,0.0011982581,0.0001511225,0.0021806557,0.00020545324,0.000025148454,0.000006958337,0.000098919736,0.010057368],"genre_scores_gemma":[0.99644035,0.00060038303,0.0003568983,0.00010981888,0.00011560562,0.0000042560055,0.000001217338,0.000028278884,0.0023432153],"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","domain_scores_codex":[0.9987798,0.000014517,0.00040271305,0.00012094866,0.00019276208,0.00048928265],"domain_scores_gemma":[0.99914753,0.000017524764,0.000065938955,0.0003161758,0.00005114792,0.00040167593],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00010987652,0.00016292259,0.00033594252,0.0020054663,0.00010293201,0.000023409677,0.00047428813,0.00025989724,0.001714335],"category_scores_gemma":[0.000018625948,0.00014722733,0.00014565552,0.0007427762,0.00011200523,0.00010384143,0.000013754575,0.00048130337,0.00012107828],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00004164601,0.000050676786,0.007372836,0.000056234898,0.0005865979,0.0023343556,0.0022599434,0.8297862,0.008103343,0.000027204826,0.033533894,0.11584709],"study_design_scores_gemma":[0.00044915534,0.00011887234,0.0013603851,0.00004550539,0.000056531644,0.0010028312,0.0010703721,0.005851993,0.011378878,0.00012069578,0.9782418,0.0003029623],"about_ca_topic_score_codex":0.0077487975,"about_ca_topic_score_gemma":0.16078551,"teacher_disagreement_score":0.94470793,"about_ca_system_score_codex":0.00046858878,"about_ca_system_score_gemma":0.00014541297,"threshold_uncertainty_score":0.99919826},"labels":[],"label_agreement":null},{"id":"W2076786495","doi":"10.2118/129686-pa","title":"Reservoir Simulation of Steam Fracturing in Early-Cycle Cyclic Steam Stimulation","year":2012,"lang":"en","type":"article","venue":"SPE Reservoir Evaluation & Engineering","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":28,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Steam injection; Petroleum engineering; Oil sands; Reservoir simulation; Asphalt; Geomechanics; Enhanced oil recovery; Geology; Environmental science; Geotechnical engineering; Materials science","score_opus":0.023263379490821336,"score_gpt":0.2878098721219296,"score_spread":0.26454649263110824,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2076786495","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.97734666,0.0022921644,0.017708192,0.000040015966,0.00040929846,0.0005362325,0.0000066798975,0.00031852027,0.0013422162],"genre_scores_gemma":[0.99834245,0.00013233982,0.0008805215,0.0000051328157,0.0003689367,0.00006661843,0.00005550937,0.00010328061,0.000045201996],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99676645,0.00014843141,0.0009182529,0.0003133488,0.0011211802,0.0007323479],"domain_scores_gemma":[0.99842,0.00037215487,0.00014750066,0.00064914394,0.00019157925,0.00021959498],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0020362714,0.00037065145,0.0005047255,0.00087984954,0.00007132122,0.000043804786,0.00030795764,0.00026852186,0.00019709372],"category_scores_gemma":[0.0005898271,0.00039380282,0.00018219285,0.0010085715,0.00002426442,0.0010834857,0.00008355049,0.0004944465,0.000057407116],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000018028368,0.00006307763,0.008405127,0.00018941268,0.00008604088,0.0000011974996,0.00085013866,0.9851441,0.0035421662,0.00001030016,0.000019055196,0.0016713552],"study_design_scores_gemma":[0.0007407067,0.00002644641,0.10185728,0.00018906582,0.0000769472,0.0000012055158,0.000083647574,0.88748425,0.008439527,0.000077160745,0.0006731679,0.00035056536],"about_ca_topic_score_codex":0.00017546352,"about_ca_topic_score_gemma":0.00004405489,"teacher_disagreement_score":0.09765982,"about_ca_system_score_codex":0.00053562317,"about_ca_system_score_gemma":0.00003934135,"threshold_uncertainty_score":0.9998514},"labels":[],"label_agreement":null},{"id":"W2076940692","doi":"10.4028/www.scientific.net/amm.670-671.678","title":"Similar Constructive Method of Solution for the Nonlinear Percolation Model in Composite Reservoir","year":2014,"lang":"en","type":"article","venue":"Applied Mechanics and Materials","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Alberta Energy","funders":"","keywords":"Laplace transform; Boundary value problem; Percolation (cognitive psychology); Mathematics; Dimensionless quantity; Boundary (topology); Nonlinear system; Mathematical analysis; Bessel function; Composite number; Mechanics; Physics; Algorithm","score_opus":0.010914666651586769,"score_gpt":0.23872812591865142,"score_spread":0.22781345926706464,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2076940692","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"methods","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.052902587,0.000028310962,0.946517,0.0000663558,0.00007266453,0.00024111917,0.000032036136,0.000023659664,0.00011624652],"genre_scores_gemma":[0.86629385,0.000079230434,0.13348614,0.000019888725,0.000040631472,0.00004573819,0.000016880376,0.000013359309,0.000004300403],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99948484,0.000023370765,0.00020422738,0.00010669781,0.00006688979,0.00011397276],"domain_scores_gemma":[0.99964726,0.00013535858,0.000043295804,0.00012798187,0.000025893252,0.000020208337],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006498752,0.000084823696,0.00021050236,0.00005008951,0.000052492218,0.000017756718,0.00006804132,0.00007562559,0.000003878232],"category_scores_gemma":[0.000017149423,0.000062847,0.000025900865,0.00005199549,0.000008715392,0.00002837754,0.000026541386,0.000042581418,4.4732545e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000034930887,0.0000075700127,4.0817375e-7,0.00011906108,0.00004211931,3.2340818e-8,0.00022373482,0.4959241,0.4801005,0.021531763,0.000016927424,0.0019988606],"study_design_scores_gemma":[0.00026088484,0.00000919602,0.000007296077,0.000010955939,0.00003773109,5.043496e-7,0.000037561083,0.837183,0.1395548,0.02266676,0.00016880601,0.000062514395],"about_ca_topic_score_codex":0.000033800112,"about_ca_topic_score_gemma":0.000018849729,"teacher_disagreement_score":0.81339127,"about_ca_system_score_codex":0.000014504027,"about_ca_system_score_gemma":0.0000055568876,"threshold_uncertainty_score":0.25628263},"labels":[],"label_agreement":null},{"id":"W2077211110","doi":"10.2118/2004-223","title":"Investigation of Steam and Gas Push Mechanism in Carbonate Medium","year":2004,"lang":"en","type":"article","venue":"Canadian International Petroleum Conference","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Carbonate; Mechanism (biology); Petroleum engineering; Process engineering; Materials science; Geology; Engineering; Metallurgy; Physics","score_opus":0.010258813255321084,"score_gpt":0.19449013839043017,"score_spread":0.1842313251351091,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2077211110","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.98864913,0.000073644245,0.0004900923,0.0017658799,0.00023787339,0.000031088435,0.00002431829,0.000023519222,0.008704436],"genre_scores_gemma":[0.999531,0.000120738274,0.000111692876,0.00005659686,0.000036956968,0.000008006759,0.000022855344,0.000009698291,0.00010248114],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99937624,0.000009852706,0.00018103729,0.00012286441,0.00015351298,0.00015648955],"domain_scores_gemma":[0.999619,0.000014911893,0.000026682234,0.00009291725,0.000058763646,0.00018769893],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00009113237,0.00009000814,0.00012216705,0.00039616626,0.0000171772,0.000024679648,0.00016373605,0.00006426548,0.00006473772],"category_scores_gemma":[0.000031629843,0.00009657841,0.000023939045,0.000090425725,0.00004643237,0.000094071904,0.00001298448,0.00013821022,0.0000059096237],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000077517625,0.000008483663,0.011187229,0.0000906281,0.0001867349,0.00009076453,0.0015943892,0.9574834,0.009854599,0.01863405,0.0001336313,0.00072832685],"study_design_scores_gemma":[0.0030185536,0.00010399028,0.11203134,0.0007645609,0.00006941743,0.00006187578,0.000954594,0.7104558,0.07229584,0.094265305,0.00491532,0.0010634018],"about_ca_topic_score_codex":0.065872565,"about_ca_topic_score_gemma":0.26956275,"teacher_disagreement_score":0.24702762,"about_ca_system_score_codex":0.00024834077,"about_ca_system_score_gemma":0.000205664,"threshold_uncertainty_score":0.94034785},"labels":[],"label_agreement":null},{"id":"W2077335800","doi":"10.2118/171673-ms","title":"Estimating Effective Fracture Volume from Early-time Production Data: A Material Balance Approach","year":2014,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":13,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Nexen (Canada); University of Alberta","funders":"","keywords":"Production (economics); Fracture (geology); Volume (thermodynamics); Petroleum engineering; Environmental science; Material balance; Tight gas; Soil science; Hydrology (agriculture); Hydraulic fracturing; Geology; Geotechnical engineering; Engineering; Process engineering","score_opus":0.004523572967077016,"score_gpt":0.1954558172443107,"score_spread":0.19093224427723368,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2077335800","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.5519257,0.000038794133,0.44230306,0.00012611863,0.00070008123,0.00022319068,0.000034094315,0.0007773815,0.0038715377],"genre_scores_gemma":[0.9660086,0.0000015543862,0.031002505,0.000027113383,0.001798384,0.000025059606,0.00044417687,0.00003819788,0.0006544082],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99890935,0.0000658286,0.00018216216,0.0004220834,0.00018269588,0.00023787004],"domain_scores_gemma":[0.9990657,0.0000439846,0.000037540205,0.00075897446,0.000023878112,0.000069930815],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002579296,0.00018981891,0.0002762403,0.000052984764,0.000085565596,0.000109059416,0.00031931195,0.00012090036,0.00022750172],"category_scores_gemma":[0.0001297311,0.00015209957,0.000044724646,0.00012557078,0.000025099289,0.00032941924,0.000082114915,0.00021357946,0.0002694941],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000101378055,0.00002451971,0.00054799306,0.0000680081,0.00016442448,9.852786e-7,0.00020479411,0.98026514,0.0048865327,5.089728e-7,0.00975814,0.004068822],"study_design_scores_gemma":[0.00012616935,0.000012805097,0.0056528742,0.000024714118,0.000057970894,0.0000021728185,0.000007386997,0.9847097,0.0055154595,0.00005046655,0.003635662,0.0002046311],"about_ca_topic_score_codex":0.0006037625,"about_ca_topic_score_gemma":0.000005523266,"teacher_disagreement_score":0.41408288,"about_ca_system_score_codex":0.00003534392,"about_ca_system_score_gemma":0.0000041181656,"threshold_uncertainty_score":0.620244},"labels":[],"label_agreement":null},{"id":"W2077364288","doi":"10.2118/65408-pa","title":"Fluid Placement Model for Horizontal-Well Stimulation","year":2000,"lang":"en","type":"article","venue":"SPE Drilling & Completion","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":10,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Schlumberger (Canada)","funders":"","keywords":"Wellbore; Annulus (botany); Petroleum engineering; Fluid dynamics; Injection well; Geology; Coiled tubing; Well stimulation; Flow (mathematics); Geotechnical engineering; Mechanics; Reservoir engineering; Materials science; Petroleum","score_opus":0.017193918950564567,"score_gpt":0.235532002124449,"score_spread":0.21833808317388442,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2077364288","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.3355483,0.00009365033,0.66025525,0.00007247449,0.00012053813,0.00018486967,0.000011865116,0.00026609254,0.0034469713],"genre_scores_gemma":[0.9943483,0.00011444366,0.004043563,0.000026034535,0.00021966327,0.000021702239,0.0002408002,0.00003220398,0.00095328165],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.999198,0.000010185965,0.00022267675,0.00017670229,0.00016650073,0.00022593074],"domain_scores_gemma":[0.99966574,0.00003916468,0.000019250218,0.00018496424,0.000032700278,0.000058192767],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00012368357,0.00013694364,0.0001641975,0.000077261386,0.0001221856,0.00003656163,0.00008280474,0.000066331915,0.00035390488],"category_scores_gemma":[0.0000068769064,0.00013642888,0.000110564746,0.00009245426,0.000011556057,0.00007880432,0.0000058470673,0.00007945346,0.0001243004],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000021945913,0.000014490706,0.000026741667,0.000035313195,0.00003397052,3.649641e-7,0.00013549387,0.9937298,0.0018194135,0.000022251625,0.0010205823,0.0031396076],"study_design_scores_gemma":[0.0003328622,0.000030494073,0.00014803094,0.000024275843,0.00003860889,7.928105e-7,0.000009678448,0.9831199,0.001782675,0.00033881783,0.014007543,0.00016631752],"about_ca_topic_score_codex":0.000027626538,"about_ca_topic_score_gemma":0.00002269227,"teacher_disagreement_score":0.6588,"about_ca_system_score_codex":0.00010227118,"about_ca_system_score_gemma":0.0000060568977,"threshold_uncertainty_score":0.5563408},"labels":[],"label_agreement":null},{"id":"W2077473914","doi":"10.2118/162526-ms","title":"Incorporating Geomechanical and Dynamic Hydraulic Fracture Property Changes into Rate-Transient Analysis: Example from the Haynesville Shale","year":2012,"lang":"en","type":"article","venue":"SPE Canadian Unconventional Resources Conference","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":23,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"ConocoPhillips","keywords":"Permeability (electromagnetism); Hydraulic fracturing; Oil shale; Hydraulic conductivity; Geology; Petroleum engineering; Geotechnical engineering; Transient analysis; Fracture (geology); Transient (computer programming); Shale gas; Porosity; Matrix (chemical analysis); Mechanics; Transient response; Materials science; Soil science; Composite material; Engineering; Chemistry","score_opus":0.013939908256249387,"score_gpt":0.20665217363551014,"score_spread":0.19271226537926076,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2077473914","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.97023183,0.003992836,0.015799591,0.0063021695,0.00035958097,0.0003531507,0.00013202947,0.00016146789,0.002667343],"genre_scores_gemma":[0.9978286,0.00009547234,0.00019954515,0.00071993703,0.0002469223,0.0000370958,0.00029703142,0.000027919894,0.0005474828],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99843216,0.00011792488,0.00028249528,0.00033813744,0.00030321363,0.000526069],"domain_scores_gemma":[0.99863726,0.00019598017,0.00007286167,0.0003694031,0.000106589476,0.0006179129],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0004336901,0.0002732879,0.00034432355,0.00025080948,0.00034866462,0.00017014601,0.0003469903,0.00017037903,0.0009967149],"category_scores_gemma":[0.000089258494,0.00017643959,0.00014812035,0.0005245805,0.00013337018,0.00015259765,0.00004872626,0.0003859047,0.00004101135],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00021634159,0.000385317,0.11915164,0.00070569006,0.020418435,0.00030789376,0.05703559,0.68822044,0.007289945,0.002859896,0.020930858,0.082477964],"study_design_scores_gemma":[0.0007797722,0.00006133413,0.12170885,0.00024002921,0.0013337426,0.000013939454,0.0032506457,0.4806251,0.00054043403,0.0022446925,0.3880013,0.001200184],"about_ca_topic_score_codex":0.2898387,"about_ca_topic_score_gemma":0.62896025,"teacher_disagreement_score":0.36707044,"about_ca_system_score_codex":0.00018499141,"about_ca_system_score_gemma":0.00011188259,"threshold_uncertainty_score":0.9999165},"labels":[],"label_agreement":null},{"id":"W2077478959","doi":"10.2118/149468-ms","title":"Evaluating the Impact of Wellbore Azimuth in the Marcellus Shale","year":2011,"lang":"en","type":"article","venue":"SPE Eastern Regional Meeting","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":17,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"PQ Corporation (Canada)","funders":"","keywords":"Azimuth; Productivity; Directional drilling; Petroleum engineering; Geology; Wellbore; Hydraulic fracturing; Oil shale; Drilling; Borehole; Mining engineering; Mathematics; Engineering; Geotechnical engineering; Geometry; Mechanical engineering","score_opus":0.07422698977482338,"score_gpt":0.31034272864486995,"score_spread":0.23611573887004655,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2077478959","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9782351,0.0005598807,0.0001475635,0.00014703738,0.00005623918,0.0001099847,0.0000017086531,0.000031920667,0.020710541],"genre_scores_gemma":[0.9993491,0.00002706504,0.00023912289,0.00002470029,0.00015878539,0.000008566896,0.000003331507,0.00002096549,0.0001683496],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99884176,0.00013825837,0.00028158585,0.00014064083,0.00033742576,0.00026033178],"domain_scores_gemma":[0.99934804,0.00017800249,0.0000781521,0.00032699108,0.000033128446,0.000035696423],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009008782,0.0001454941,0.00016878081,0.000081326296,0.000069351714,0.000019747773,0.00042827212,0.00005154976,0.00009269294],"category_scores_gemma":[0.000062287,0.00007504252,0.00019800475,0.0002558655,0.00006465996,0.000052267118,0.000044215558,0.0002601047,0.00003120498],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00007192228,0.00008959685,0.08195219,0.00013545345,0.0003109823,0.00003909894,0.029026441,0.87520707,0.0015621026,0.000038236278,0.0005012961,0.011065612],"study_design_scores_gemma":[0.00041404355,0.00014341746,0.100081876,0.00033496477,0.00006322104,0.00003846172,0.0032577221,0.89384955,0.00066269113,0.00078229513,0.00011234357,0.00025941216],"about_ca_topic_score_codex":0.0014341343,"about_ca_topic_score_gemma":0.00010771386,"teacher_disagreement_score":0.02576872,"about_ca_system_score_codex":0.000036386682,"about_ca_system_score_gemma":0.000020978348,"threshold_uncertainty_score":0.3060145},"labels":[],"label_agreement":null},{"id":"W2077560557","doi":"10.2523/iptc-12205-ms","title":"Oil Sands Reservoir Characterization in Athabasca, Canada","year":2008,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Oil sands; Petroleum engineering; Unconventional oil; Characterization (materials science); Geology; Reservoir modeling; Asphalt; Mining engineering; Environmental science; Materials science; Oil shale; Nanotechnology; Composite material; Paleontology","score_opus":0.007163615573160383,"score_gpt":0.17777477892652427,"score_spread":0.17061116335336388,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2077560557","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.97083807,0.000057506135,0.000565575,0.0002465946,0.00011966496,0.000009595503,0.000007148701,0.00010771917,0.028048132],"genre_scores_gemma":[0.98980075,0.0002423614,0.000054917902,0.00007208458,0.00006342925,0.000006483486,0.00006727889,0.000015351325,0.009677335],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99936575,0.000012231794,0.00016363063,0.000104657636,0.00016011584,0.00019363852],"domain_scores_gemma":[0.999722,0.00001658887,0.000010515943,0.00017027669,0.000015174183,0.00006543238],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0000482147,0.0000917243,0.00013111212,0.000086638305,0.000044985525,0.000007768598,0.00010437724,0.00004747856,0.00025096265],"category_scores_gemma":[0.000014380554,0.00008100674,0.000029336949,0.0002618182,0.000009853103,0.000086040425,0.000014112374,0.00011491785,0.000015976431],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000013691776,0.000054945525,0.07353645,0.00018482945,0.00012481195,0.00045126845,0.0008612652,0.89007735,0.008286474,0.00001741562,0.018624952,0.007766536],"study_design_scores_gemma":[0.0005973967,0.000011577741,0.40228283,0.000053527372,0.000011927128,0.000031393905,0.00007254209,0.411318,0.012582037,0.0000037417362,0.17250466,0.000530366],"about_ca_topic_score_codex":0.29386708,"about_ca_topic_score_gemma":0.6618242,"teacher_disagreement_score":0.47875935,"about_ca_system_score_codex":0.0001241064,"about_ca_system_score_gemma":0.00006648438,"threshold_uncertainty_score":0.7108351},"labels":[],"label_agreement":null},{"id":"W2077567220","doi":"10.2118/103671-ms","title":"Multistage Hydraulic Fracturing in an Openhole Ultratight Sandstone Formation in China—Design Considerations and Execution Results","year":2006,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Petro-Canada","funders":"","keywords":"Petroleum engineering; Hydraulic fracturing; Geology; Wellbore; Workover; Fracture (geology); Well stimulation; Completion (oil and gas wells); Geotechnical engineering; Oil field; Petroleum; Reservoir engineering","score_opus":0.010669094019923482,"score_gpt":0.22582003020445318,"score_spread":0.2151509361845297,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2077567220","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9105675,0.00019349364,0.08125142,0.00026645488,0.00003864246,0.00027454033,0.000006901231,0.00017809407,0.0072229016],"genre_scores_gemma":[0.99611634,0.00004589342,0.0035103855,0.000028143806,0.000037602047,0.000024658739,0.0000851583,0.00001498012,0.0001368173],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9989316,0.00007518772,0.00044918284,0.00019968119,0.000120452016,0.0002239172],"domain_scores_gemma":[0.9996268,0.00008449489,0.000037331756,0.0001855752,0.000011006583,0.000054769775],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00028371174,0.00015207192,0.00019103372,0.00030495253,0.000087657514,0.00011969085,0.000053631687,0.00010488531,0.000030126082],"category_scores_gemma":[0.000037962687,0.00013928194,0.000023799596,0.00020360864,0.000022588409,0.0008108414,0.000010300784,0.00020184627,0.0000074142094],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000013695657,0.00004752745,0.0003046901,0.00001991748,0.0000047107105,0.000030238058,0.00090603693,0.99027836,0.0074828807,0.00002810631,0.00041575555,0.00046808852],"study_design_scores_gemma":[0.001220198,0.000025575775,0.07957781,0.000044212113,0.0000079153315,0.000014942054,0.00013507929,0.8678164,0.050391246,0.00032211692,0.00021415389,0.00023034688],"about_ca_topic_score_codex":0.00242759,"about_ca_topic_score_gemma":0.010026414,"teacher_disagreement_score":0.12246195,"about_ca_system_score_codex":0.00008570372,"about_ca_system_score_gemma":0.00000842773,"threshold_uncertainty_score":0.5679753},"labels":[],"label_agreement":null},{"id":"W2077641561","doi":"10.2118/160160-ms","title":"Production Array Logs in Bakken Horizontal Shale Play Reveal Unique Performance Based on Completion Technique","year":2012,"lang":"en","type":"article","venue":"SPE Annual Technical Conference and Exhibition","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"ConocoPhillips (Canada)","funders":"Texas A and M University; Purdue University; ConocoPhillips","keywords":"Completion (oil and gas wells); Petroleum engineering; Fracture (geology); Oil shale; Geology; Borehole; Drilling; Perforation; Directional drilling; Drilling fluid; Well logging; Mining engineering; Geotechnical engineering; Engineering; Mechanical engineering","score_opus":0.014346735002550175,"score_gpt":0.2325855555874278,"score_spread":0.21823882058487762,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2077641561","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.942717,0.000054403714,0.047324214,0.0005859306,0.00013908853,0.00046946752,0.000023426292,0.000459185,0.008227295],"genre_scores_gemma":[0.9984591,0.000100918034,0.0009752242,0.000047464495,0.00017462016,0.0000923127,0.000091365655,0.00001808759,0.00004092771],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99896574,0.000052180618,0.00024646972,0.00022972796,0.00019004213,0.0003158555],"domain_scores_gemma":[0.99958724,0.000026607066,0.00003437166,0.00020198537,0.00004918224,0.00010058944],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00043072028,0.0001787857,0.00021575243,0.00020665603,0.00007620904,0.000023697334,0.00008459312,0.00021176103,0.000045721947],"category_scores_gemma":[0.000037351943,0.00016149649,0.0000472783,0.00024219457,0.00007163132,0.00036723271,0.000017165068,0.0004402024,0.000021927712],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0005635317,0.0014182563,0.03891948,0.0013392826,0.00007569334,0.00003657915,0.0018728353,0.076574795,0.8305488,0.0019370281,0.011897341,0.034816373],"study_design_scores_gemma":[0.0013306953,0.0014522872,0.21157013,0.0019398319,0.00009109087,0.00015029695,0.00052795716,0.043158118,0.72966933,0.0014718939,0.0067788996,0.0018594796],"about_ca_topic_score_codex":0.00004089494,"about_ca_topic_score_gemma":0.000043665284,"teacher_disagreement_score":0.17265065,"about_ca_system_score_codex":0.00011031535,"about_ca_system_score_gemma":0.000015842726,"threshold_uncertainty_score":0.65856355},"labels":[],"label_agreement":null},{"id":"W2077871472","doi":"10.2118/114957-ms","title":"Volumes and Areas of Pendular Rings With Non-Zero Contact Angle in Tight Gas Sands Dominated by Contractional Fractures and Slot Porosity","year":2008,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Porosity; Geology; Tectonics; Permeability (electromagnetism); Petrology; Geotechnical engineering; Deposition (geology); Fracture (geology); Geomorphology; Seismology","score_opus":0.002694671596290027,"score_gpt":0.18035733832973475,"score_spread":0.17766266673344472,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2077871472","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9949782,0.00085688266,0.0018616058,0.0000728016,0.000017910468,0.00007924947,0.000010415352,0.000049421138,0.002073499],"genre_scores_gemma":[0.9991149,0.00031066107,0.00016537431,0.000028227632,0.000013977419,0.0000049011514,0.00002080512,0.000015845522,0.00032535518],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9992828,0.000014442833,0.00018721505,0.00017666072,0.00015934344,0.00017953187],"domain_scores_gemma":[0.9996443,0.00007042998,0.00004031235,0.00011281174,0.00003512507,0.00009702682],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000082627186,0.00015935932,0.0003186473,0.00011202368,0.00006627219,0.00001707409,0.00005422095,0.000097039454,0.00010926873],"category_scores_gemma":[0.000014751216,0.00011830171,0.000032686326,0.00011266794,0.00007637948,0.00015462641,0.000015813328,0.00018074029,0.0000010733916],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00056002627,0.00043828343,0.8453452,0.00038341593,0.0010780396,0.0003700201,0.0023666497,0.042542502,0.09081027,0.000036203754,0.013822141,0.0022472397],"study_design_scores_gemma":[0.002293412,0.00011847272,0.87486726,0.00007277317,0.000055011322,0.00011741225,0.00009137033,0.03456906,0.085711114,0.000028155853,0.0017522154,0.00032372988],"about_ca_topic_score_codex":0.001541875,"about_ca_topic_score_gemma":0.00033296266,"teacher_disagreement_score":0.029522067,"about_ca_system_score_codex":0.000024926512,"about_ca_system_score_gemma":0.000012471964,"threshold_uncertainty_score":0.48242036},"labels":[],"label_agreement":null},{"id":"W2077918217","doi":"10.2118/167185-ms","title":"Pseudotime Calculation in Low Permeability Gas Reservoirs","year":2013,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":15,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Compressibility; Nonlinear system; Permeability (electromagnetism); Partial differential equation; Petroleum engineering; Pressure gradient; Tight gas; Reservoir simulation; Reservoir engineering; Boundary value problem; Mechanics; Darcy's law; Geology; Mathematics; Geotechnical engineering; Mathematical analysis; Porous medium; Hydraulic fracturing; Porosity; Chemistry; Physics","score_opus":0.006252428487677729,"score_gpt":0.20760214615533168,"score_spread":0.20134971766765394,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2077918217","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9740821,0.00004116235,0.0028534988,0.0005107568,0.00005599859,0.00012274423,5.15861e-7,0.00022747954,0.02210572],"genre_scores_gemma":[0.9984285,0.000016776183,0.0003997027,0.00002599292,0.00004034143,0.000024151303,0.0000070511987,0.000014860134,0.001042592],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99924386,0.000028376104,0.00021129285,0.00014907417,0.000137483,0.00022992252],"domain_scores_gemma":[0.99955845,0.000038344668,0.000009562633,0.0002862724,0.000029716193,0.00007762621],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00014395535,0.000102677426,0.00014244158,0.00011339371,0.000026221349,0.000035801608,0.00011095378,0.000081958926,0.0015307012],"category_scores_gemma":[0.000043362783,0.00008367326,0.000066954606,0.00023877091,0.000020782774,0.00018963894,0.000020578791,0.00015036107,0.00059220655],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[8.6836104e-7,0.000019540275,0.009186336,0.000046311594,0.000014560015,0.000001866991,0.00013356656,0.98674685,0.00055698294,0.0000048821175,0.002250758,0.0010374682],"study_design_scores_gemma":[0.000123526,0.000004703306,0.09258118,0.000015767533,0.000003988055,9.416293e-7,0.000042428743,0.90499115,0.0015564153,0.00024732668,0.000311304,0.00012126743],"about_ca_topic_score_codex":0.0015969808,"about_ca_topic_score_gemma":0.00038396427,"teacher_disagreement_score":0.08339485,"about_ca_system_score_codex":0.000084417596,"about_ca_system_score_gemma":0.0000061603423,"threshold_uncertainty_score":0.999382},"labels":[],"label_agreement":null},{"id":"W2077991017","doi":"10.2118/84163-ms","title":"Multiple Precision Hydraulic Fractures of Low-Permeability Horizontal Openhole Sandstone Wells","year":2003,"lang":"en","type":"article","venue":"SPE Annual Technical Conference and Exhibition","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":9,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Canadian Natural Resources","funders":"","keywords":"Wellbore; Geology; Permeability (electromagnetism); Petroleum engineering; Hydraulic fracturing; Geotechnical engineering; Fracture (geology); Completion (oil and gas wells)","score_opus":0.009427305123540222,"score_gpt":0.2426245433846146,"score_spread":0.23319723826107436,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2077991017","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.97723746,0.00035105852,0.012834456,0.00011086677,0.00007694072,0.0002115551,0.000046812664,0.00018288394,0.008947983],"genre_scores_gemma":[0.99902356,0.00030526172,0.0004912497,0.000029558447,0.000038896076,0.000013330847,0.000034265882,0.000016579927,0.000047274367],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.998804,0.000059372873,0.00035829935,0.00029079968,0.0002392175,0.000248328],"domain_scores_gemma":[0.9993248,0.000104205756,0.000049223287,0.0002998566,0.00009261389,0.00012929771],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002865817,0.00019299453,0.0003339313,0.0000966709,0.00007636057,0.00003380036,0.00012769547,0.0002268002,0.00028434276],"category_scores_gemma":[0.00019689387,0.00016100898,0.000110448666,0.00018142331,0.00014014948,0.00024710817,0.000040972882,0.00029880667,0.000024222889],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0005933295,0.0018733802,0.01620548,0.0016762424,0.00042246497,0.00009107637,0.003047249,0.08573303,0.77201164,0.0024875358,0.020708608,0.095149964],"study_design_scores_gemma":[0.002093561,0.0007375328,0.063715145,0.00061261666,0.00013828967,0.000052677704,0.0009973487,0.017693013,0.89027244,0.00824611,0.014262167,0.001179077],"about_ca_topic_score_codex":0.000114655544,"about_ca_topic_score_gemma":0.00009917478,"teacher_disagreement_score":0.11826082,"about_ca_system_score_codex":0.000034506545,"about_ca_system_score_gemma":0.000022361426,"threshold_uncertainty_score":0.65657556},"labels":[],"label_agreement":null},{"id":"W2078293454","doi":"10.2118/157912-ms","title":"Caprock Integrity Case Study for Non-thermal Polymer Flooding Project Using 4D Reservoir Coupled Geomechanical Simulation","year":2012,"lang":"en","type":"article","venue":"SPE Heavy Oil Conference Canada","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":12,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Nexen (Canada); Schlumberger (Canada)","funders":"Canadian Natural Resources Limited","keywords":"Caprock; Geomechanics; Geology; Petroleum engineering; Geotechnical engineering; Hydraulic fracturing; Pore water pressure","score_opus":0.0556594731739904,"score_gpt":0.30208767446194407,"score_spread":0.24642820128795367,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2078293454","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.98068047,0.00012861133,0.018018607,0.00007303153,0.0005173383,0.00032319952,0.000029459681,0.0000975161,0.00013178769],"genre_scores_gemma":[0.9988602,0.0000035836097,0.00043684835,0.00003965529,0.00036626053,0.00005095761,0.00001662046,0.000051178158,0.00017471351],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.998163,0.000065299595,0.00040423384,0.00028823485,0.00036834372,0.0007109064],"domain_scores_gemma":[0.99895483,0.000171846,0.00006421481,0.0003696461,0.00017484138,0.00026463825],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00039447818,0.00029578753,0.0004068527,0.00012878615,0.00034526252,0.00009908703,0.00019511473,0.00014323452,0.00007026904],"category_scores_gemma":[0.00011457219,0.00027179552,0.000092411225,0.00027441295,0.000026438393,0.0002447779,0.000053476775,0.0004460546,0.0000019536285],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000071823815,0.00014063035,0.002254733,0.00033884664,0.00032795797,0.00029900292,0.002034775,0.99050003,0.001588545,0.000009425841,0.00024000955,0.0021941988],"study_design_scores_gemma":[0.0005716006,0.00004809145,0.00008952554,0.00005065377,0.00013019929,0.000061104685,0.0032587817,0.9922884,0.0028553554,0.0000029595155,0.0002802996,0.0003630194],"about_ca_topic_score_codex":0.7322425,"about_ca_topic_score_gemma":0.72145456,"teacher_disagreement_score":0.018179733,"about_ca_system_score_codex":0.0004567738,"about_ca_system_score_gemma":0.00083140796,"threshold_uncertainty_score":0.9999734},"labels":[],"label_agreement":null},{"id":"W2078494812","doi":"10.2118/02-05-05","title":"A Device and Method of Determining the Rheological Quality of Gelled Fracturing Fluids","year":2002,"lang":"en","type":"article","venue":"Journal of Canadian Petroleum Technology","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Body orifice; Hydraulic fracturing; Rheology; Petroleum engineering; Materials science; Settling; Rheometry; Fracture (geology); Extrusion; Fracturing fluid; Composite material; Geotechnical engineering; Geology; Mechanical engineering; Environmental science; Engineering","score_opus":0.020391631998301622,"score_gpt":0.2521001812629665,"score_spread":0.2317085492646649,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2078494812","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.98607475,0.0022243669,0.008074962,0.001892559,0.000072925024,0.0000303808,0.0000042081047,0.00002293532,0.0016029271],"genre_scores_gemma":[0.99496055,0.00039306487,0.004507575,0.00004502844,0.00003456467,0.0000011819742,1.8070574e-7,0.000011644245,0.00004619777],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.998786,0.00007923344,0.00063501863,0.00008629885,0.00016692483,0.00024655723],"domain_scores_gemma":[0.99906194,0.0002361694,0.00024050495,0.0002182409,0.0001094016,0.00013375656],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006346506,0.00011958872,0.0005082752,0.0012952507,0.000054561464,0.000008745767,0.00034438347,0.00023031172,0.00008621362],"category_scores_gemma":[0.00032065788,0.00008164947,0.0001319333,0.00047102303,0.00014159681,0.00005617464,0.000029222,0.00051065884,0.0000011873935],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00012539138,0.00026387666,0.17860177,0.001125593,0.0043521426,0.0005206622,0.0033914964,0.44671568,0.06230226,0.0016362543,0.0051073874,0.2958575],"study_design_scores_gemma":[0.0072821476,0.0016347164,0.1663135,0.00074864103,0.0013342183,0.0022877173,0.003862921,0.53622526,0.14208333,0.0031625743,0.13332301,0.0017419879],"about_ca_topic_score_codex":0.0019993167,"about_ca_topic_score_gemma":0.007480639,"teacher_disagreement_score":0.29411548,"about_ca_system_score_codex":0.00006174159,"about_ca_system_score_gemma":0.000032433243,"threshold_uncertainty_score":0.41743723},"labels":[],"label_agreement":null},{"id":"W2078952772","doi":"10.2118/168100-ms","title":"Design and Evaluation of Hydraulic Fracturing in Tight Gas Reservoirs","year":2013,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":7,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Hydraulic fracturing; Tight gas; Boom; Petroleum engineering; Unconventional oil; Well stimulation; Fracture (geology); Production (economics); Reservoir engineering; Computer science; Environmental science; Geology; Fossil fuel; Engineering; Economics; Geotechnical engineering; Environmental engineering; Waste management; Petroleum","score_opus":0.019537971381148777,"score_gpt":0.2405036637389597,"score_spread":0.22096569235781094,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2078952772","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.97471297,0.000606019,0.014892966,0.0002271091,0.00003440438,0.00025546845,1.3903113e-7,0.00007194681,0.0091989525],"genre_scores_gemma":[0.99771667,0.00012600965,0.0019670902,0.000015336262,0.000019354005,0.000041398675,0.0000018195421,0.000015623707,0.00009672482],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9990754,0.000087937064,0.0002382802,0.00013224251,0.00028964697,0.00017649126],"domain_scores_gemma":[0.999559,0.000097014956,0.000024013796,0.0001987647,0.000062084946,0.000059107362],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006515448,0.0001052752,0.0001726104,0.00021120736,0.000020816224,0.00002390108,0.000092213675,0.00007509035,0.00060298794],"category_scores_gemma":[0.000049275084,0.00008545669,0.000030028054,0.00019355453,0.000021966887,0.00019780634,0.000022207823,0.00012050778,0.000037511036],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000014423573,0.000009947996,0.00057609304,0.000035051693,0.000029142193,6.832287e-7,0.00026410923,0.990318,0.0019804537,0.0000019490826,0.00052206387,0.0062610544],"study_design_scores_gemma":[0.0002918416,0.000010763365,0.014428275,0.000032911383,0.000026571059,0.0000012639515,0.00006855633,0.95283747,0.031377897,0.00068148586,0.000137656,0.00010532199],"about_ca_topic_score_codex":0.00060018845,"about_ca_topic_score_gemma":0.000060439026,"teacher_disagreement_score":0.03748055,"about_ca_system_score_codex":0.000045408153,"about_ca_system_score_gemma":0.000012194586,"threshold_uncertainty_score":0.66022956},"labels":[],"label_agreement":null},{"id":"W2079121066","doi":"10.1007/s11242-010-9540-9","title":"Fully Coupled THMC Modeling of Wellbore Stability with Thermal and Solute Convection Considered","year":2010,"lang":"en","type":"article","venue":"Transport in Porous Media","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":49,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Waterloo","funders":"","keywords":"Advection; Mechanics; Convection; Geology; Finite element method; Permeability (electromagnetism); Geotechnical engineering; Thermodynamics; Physics; Chemistry","score_opus":0.008971312578757912,"score_gpt":0.18882385484345918,"score_spread":0.17985254226470127,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2079121066","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9954051,0.00012992341,0.0035931722,0.00005145535,0.00013618574,0.00011480878,0.0000116075735,0.000098576864,0.00045918184],"genre_scores_gemma":[0.99938047,0.00006522323,0.00044782183,0.0000075434086,0.000036981095,0.0000081746275,0.000024396984,0.0000239723,0.0000054442526],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9991319,0.000011092161,0.00030185585,0.00017287723,0.00017728526,0.00020499721],"domain_scores_gemma":[0.9995719,0.00005529375,0.000032118805,0.0002129403,0.00004447718,0.000083231746],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000257106,0.00014332222,0.0002970644,0.00007995175,0.0000257279,0.000005090431,0.00006938051,0.00012291301,0.00010364776],"category_scores_gemma":[0.000011842802,0.000115376046,0.000038427796,0.00012094124,0.00010358421,0.000080860205,0.0000033704957,0.00034833266,9.106056e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0001198625,0.00007868985,0.09749541,0.00031129114,0.00014060602,0.000054261498,0.008800049,0.8641567,0.028269637,0.000010694228,0.0000035691069,0.00055922306],"study_design_scores_gemma":[0.0010966938,0.000035430312,0.06728206,0.00004712451,0.000097627504,0.000015806656,0.00044639874,0.9224575,0.008168878,0.00008081354,0.000017432754,0.00025422405],"about_ca_topic_score_codex":0.0009288879,"about_ca_topic_score_gemma":0.010479678,"teacher_disagreement_score":0.0583008,"about_ca_system_score_codex":0.000012558281,"about_ca_system_score_gemma":0.000036706915,"threshold_uncertainty_score":0.58479065},"labels":[],"label_agreement":null},{"id":"W2079278081","doi":"10.2118/135360-ms","title":"Changing the Shape of Fracturing: New Proppant Improves Fracture Conductivity","year":2010,"lang":"en","type":"article","venue":"SPE Annual Technical Conference and Exhibition","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":70,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Apache (Canada)","funders":"","keywords":"Conductivity; Hydraulic fracturing; Fracture (geology); Materials science; Hydraulic conductivity; Porosity; Permeability (electromagnetism); Petroleum engineering; Embedment; Geology; Geotechnical engineering; Composite material; Soil science","score_opus":0.012454892141872972,"score_gpt":0.23757844843589165,"score_spread":0.22512355629401867,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2079278081","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9849956,0.00014960523,0.011010759,0.0016050647,0.00012688599,0.0001931185,0.000014255225,0.0002391008,0.0016656268],"genre_scores_gemma":[0.9991467,0.000103037775,0.0003016974,0.000096235824,0.00022668004,0.000008547854,0.000011623439,0.000014565939,0.0000908831],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.999166,0.000015954294,0.00020431544,0.00019289991,0.00017498361,0.00024581997],"domain_scores_gemma":[0.9994593,0.000057704096,0.000053268777,0.00026141366,0.00006677022,0.00010152823],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00020733074,0.0001587265,0.00021770409,0.00009280821,0.00010201848,0.000046663074,0.00015983837,0.00020096109,0.00014659223],"category_scores_gemma":[0.00007290475,0.000101680766,0.00008002625,0.00016531305,0.00014229666,0.00023125502,0.000061523526,0.00065514183,0.000006743447],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000050605817,0.00011583916,0.00023196952,0.00028238125,0.00014030989,0.000014143754,0.0027662097,0.0023748104,0.89784956,0.001555376,0.0049297754,0.089689046],"study_design_scores_gemma":[0.0009912893,0.00037820026,0.017718086,0.00032222606,0.00027116697,0.00010449103,0.0029069611,0.05178209,0.8620608,0.019400937,0.042860284,0.0012035099],"about_ca_topic_score_codex":0.000096308344,"about_ca_topic_score_gemma":0.00010329285,"teacher_disagreement_score":0.08848553,"about_ca_system_score_codex":0.000008340777,"about_ca_system_score_gemma":0.00003061522,"threshold_uncertainty_score":0.41464213},"labels":[],"label_agreement":null},{"id":"W2079307673","doi":"10.2118/107201-ms","title":"Realistic History Matching of Cyclic Steam Stimulation Performance of Several Groups of Multilateral Wells in the Peace River Field, Canada","year":2007,"lang":"en","type":"article","venue":"All Days","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":12,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Petroleum engineering; Steam injection; Petrophysics; Reservoir simulation; Permeability (electromagnetism); Relative permeability; Wellhead; Geology; Oil field; Porosity; Petrology; Environmental science; Geotechnical engineering","score_opus":0.007682133912306254,"score_gpt":0.2015352512638683,"score_spread":0.19385311735156202,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2079307673","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.997373,0.00017736707,0.0011091187,0.000019169627,0.000097614204,0.000051465657,0.0000036122676,0.000007977578,0.0011607012],"genre_scores_gemma":[0.9996619,0.00004298082,0.00015014585,0.000044892266,0.000021448535,7.6429376e-7,0.000010307941,0.0000074543696,0.000060099595],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.999311,0.000022562235,0.00028448392,0.00006679602,0.00018589519,0.00012931229],"domain_scores_gemma":[0.9995627,0.00015466975,0.00006690293,0.00017574658,0.000019447738,0.000020572641],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00024956735,0.000073788644,0.00015808297,0.000069583664,0.000010738143,0.0000011352787,0.00013965096,0.000043826465,0.000021231854],"category_scores_gemma":[0.000014332255,0.000058541966,0.00003899644,0.00007032351,0.00002036169,0.000054672724,0.000013048282,0.00012673417,4.356945e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000017162878,0.000015207328,0.005805544,0.00016940024,0.000033345972,0.00000510382,0.0032967126,0.9887964,0.000857757,0.000004779545,0.00060514675,0.00039342477],"study_design_scores_gemma":[0.00047921832,0.000056232613,0.43507892,0.00013199383,0.000065879365,0.0000033871013,0.00028296156,0.555934,0.0056733578,0.000018100296,0.0020951205,0.00018083378],"about_ca_topic_score_codex":0.3519368,"about_ca_topic_score_gemma":0.10228323,"teacher_disagreement_score":0.43286243,"about_ca_system_score_codex":0.00012679874,"about_ca_system_score_gemma":0.000023390425,"threshold_uncertainty_score":0.9140978},"labels":[],"label_agreement":null},{"id":"W2079653284","doi":"10.15530/urtec-2014-1920985","title":"Hydraulic Fracture Stimulation Optimization in Multi-Stage Horizontal Glauconitic Oil Completions, Central Alberta","year":2014,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Petroleum engineering; Hydraulic fracturing; Stimulation; Well stimulation; Fracture (geology); Geology; Crude oil; Stage (stratigraphy); Petroleum; Geotechnical engineering; Biology; Neuroscience; Reservoir engineering","score_opus":0.013005372978188903,"score_gpt":0.23394892696285804,"score_spread":0.22094355398466914,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2079653284","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.10808724,0.0000871106,0.88116646,0.00042617146,0.00019814256,0.00009115553,0.0000045813763,0.00029599745,0.009643114],"genre_scores_gemma":[0.992944,0.00004214359,0.0050388225,0.00016984106,0.000090414025,0.00001131893,0.00020794309,0.000035308687,0.001460187],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9988956,0.00005946036,0.0003137419,0.0002123749,0.00016508727,0.00035374757],"domain_scores_gemma":[0.99946785,0.000116155876,0.000031951065,0.00024105636,0.000024971572,0.000117988064],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00010541128,0.00019492315,0.00023093003,0.00018755783,0.00007650626,0.000059948616,0.00012940892,0.00014458585,0.00060763623],"category_scores_gemma":[0.00007058315,0.00017878617,0.00008519498,0.0002369563,0.00002236155,0.000193405,0.000017289105,0.00023307394,0.000064084394],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000034427098,0.00004149037,0.0028805693,0.00004227883,0.000025600686,0.0000019219497,0.0001730739,0.99593496,0.00007284974,0.000025710644,0.00013351413,0.00066460273],"study_design_scores_gemma":[0.0006385238,0.0000136598865,0.012496149,0.000026763184,0.000020627851,0.0000016072449,0.000047943257,0.97754115,0.0003185419,0.000006725542,0.008665788,0.0002225282],"about_ca_topic_score_codex":0.0026777766,"about_ca_topic_score_gemma":0.0044026207,"teacher_disagreement_score":0.88485676,"about_ca_system_score_codex":0.00011786453,"about_ca_system_score_gemma":0.000010016226,"threshold_uncertainty_score":0.7290688},"labels":[],"label_agreement":null},{"id":"W2079760838","doi":"10.2118/162233-ms","title":"Minimum Horizontal Stress Profile From Logging Data for Montney Formation of North East British Columbia","year":2012,"lang":"en","type":"article","venue":"SPE Canadian Unconventional Resources Conference","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":15,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Calgary","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Geology; Hydraulic fracturing; Overburden; Overburden pressure; Stress (linguistics); Tectonics; Isotropy; Geotechnical engineering; Seismology","score_opus":0.02272392700117243,"score_gpt":0.20849957560655205,"score_spread":0.18577564860537962,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2079760838","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9793705,0.000519378,0.006107807,0.00006177533,0.00028213058,0.0002499247,0.010677353,0.000052485062,0.0026786542],"genre_scores_gemma":[0.9929171,0.00002316815,0.000626108,0.00001541571,0.00026903933,0.000024451278,0.00546911,0.000021750117,0.00063383125],"study_design_codex":"observational","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9988343,0.00002331353,0.0003062428,0.00019801375,0.00022961172,0.00040850928],"domain_scores_gemma":[0.99901986,0.000062652354,0.000079736994,0.00035294643,0.00010068531,0.00038411457],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00013248796,0.00011296181,0.00021465588,0.00008935519,0.00012906763,0.00016137713,0.00044300113,0.00007787942,0.00075414643],"category_scores_gemma":[0.000085993386,0.00016503732,0.000084272135,0.00011292433,0.000057980425,0.00040921374,0.000048744354,0.00012239143,0.000018017814],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000085782165,0.00036307663,0.63644737,0.002449219,0.0020058916,0.00008917313,0.004289094,0.045406554,0.00066960143,0.00017355649,0.16077355,0.14724715],"study_design_scores_gemma":[0.001302902,0.00007726422,0.3744025,0.00085497886,0.000289821,0.000024270992,0.001434614,0.47738656,0.00046022027,0.0004093579,0.14235698,0.0010005212],"about_ca_topic_score_codex":0.39431527,"about_ca_topic_score_gemma":0.9544092,"teacher_disagreement_score":0.5600939,"about_ca_system_score_codex":0.00012064612,"about_ca_system_score_gemma":0.00012704333,"threshold_uncertainty_score":0.8257374},"labels":[],"label_agreement":null},{"id":"W2079833778","doi":"10.2118/68139-ms","title":"Comprehensive Solutions for Transient-Flow Problems in 3D Homogeneous Domains","year":2001,"lang":"en","type":"article","venue":"SPE middle east oil show","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Superposition principle; Transient (computer programming); Transient flow; Flow (mathematics); Homogeneous; Boundary (topology); Boundary value problem; Computer science; Variable (mathematics); Applied mathematics; Mathematical optimization; Calculus (dental); Mathematics; Mathematical analysis; Engineering; Geometry","score_opus":0.0321458648208487,"score_gpt":0.21595471769985647,"score_spread":0.18380885287900778,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2079833778","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.6914292,0.011509536,0.2668516,0.0015054797,0.0013631366,0.00072393584,0.00026095822,0.0010481694,0.025307992],"genre_scores_gemma":[0.9938476,0.0005017926,0.0029553236,0.00004700982,0.00023002832,0.000108444976,0.00006686192,0.000057714995,0.0021851934],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99861145,0.000024482753,0.00026892306,0.00026172164,0.00017308124,0.00066031865],"domain_scores_gemma":[0.99945635,0.000042251406,0.000023449353,0.0002924358,0.000054201475,0.00013128683],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00009438705,0.00022023347,0.00029819823,0.00019493514,0.00013802406,0.000039162715,0.00018454628,0.00011916582,0.00009016904],"category_scores_gemma":[0.000012182712,0.00021432877,0.00019226424,0.00038163326,0.000052560263,0.0000804252,0.000021415082,0.00019321823,0.000067313376],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000010594969,0.00009454455,0.00013548255,0.000178865,0.000094075695,0.000028822513,0.0008115474,0.9775361,0.00093433884,0.0000060136413,0.0003111394,0.019858472],"study_design_scores_gemma":[0.0013773403,0.000066420645,0.0007678074,0.00016087506,0.00007789203,0.000064321066,0.00040325418,0.8581376,0.00019838382,0.00015050899,0.13810757,0.00048804315],"about_ca_topic_score_codex":0.00009535826,"about_ca_topic_score_gemma":0.0018968944,"teacher_disagreement_score":0.30241844,"about_ca_system_score_codex":0.00010586438,"about_ca_system_score_gemma":0.00001970755,"threshold_uncertainty_score":0.87400734},"labels":[],"label_agreement":null},{"id":"W2079874554","doi":"10.2118/69719-ms","title":"Coupled Hydro-Geomechanical Modelling of the Cold Production Process","year":2001,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":29,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Geomechanics; Porosity; Geology; Fluid dynamics; Flow (mathematics); Geotechnical engineering; Coupling (piping); Mechanics; Porous medium; Petroleum engineering; Mechanical engineering; Engineering; Physics","score_opus":0.014524157289576973,"score_gpt":0.2109623806625095,"score_spread":0.1964382233729325,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2079874554","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8518315,0.00007986808,0.14506233,0.00028567133,0.00017331295,0.00010224221,3.067329e-7,0.00015716322,0.0023075882],"genre_scores_gemma":[0.9983787,0.00006537437,0.00016031465,0.000011551969,0.00007718272,0.000008077964,6.7757355e-7,0.0000130490625,0.0012850596],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99942875,0.000008278665,0.00015692408,0.000105401814,0.00017187523,0.0001287539],"domain_scores_gemma":[0.9996752,0.000010621497,0.000020613505,0.00022446986,0.00003890678,0.000030177041],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00010863297,0.00007367951,0.00011523419,0.000036612528,0.000045490597,0.00000777712,0.00013610708,0.000050651775,0.000058036156],"category_scores_gemma":[0.000015996002,0.000046005716,0.00006909108,0.00030181784,0.00001631121,0.000054345903,0.000012851388,0.00011405871,0.000007993484],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000023917403,0.000015896116,0.00007456499,0.000036801255,0.000031049356,4.2670302e-7,0.000059414928,0.9956178,0.004000098,0.000015364536,0.00007874014,0.00006747267],"study_design_scores_gemma":[0.000058618305,0.000004380751,0.000014179242,0.00001849902,0.00002239589,0.0000041429807,0.000034095716,0.94063187,0.05852769,0.00012779285,0.00049416086,0.00006219785],"about_ca_topic_score_codex":0.000048884573,"about_ca_topic_score_gemma":0.00002199006,"teacher_disagreement_score":0.1465472,"about_ca_system_score_codex":0.000018600034,"about_ca_system_score_gemma":0.0000082582055,"threshold_uncertainty_score":0.18760587},"labels":[],"label_agreement":null},{"id":"W2079907253","doi":"10.2118/75673-ms","title":"Trucking of Compressed Natural Gas (CNG) from the Naturally Fractured Galt Field in the Gaspe Area of Quebec","year":2002,"lang":"en","type":"article","venue":"SPE Gas Technology Symposium","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Natural gas; Compressed natural gas; Petroleum engineering; Drilling; Devonian; Geology; Cove; Carboniferous; Fossil fuel; Ordovician; Geochemistry; Mining engineering; Waste management; Paleontology; Engineering; Geomorphology","score_opus":0.005712506158707911,"score_gpt":0.1918030319723351,"score_spread":0.18609052581362717,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2079907253","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9643317,0.0067655463,0.00041753982,0.024750598,0.00036280413,0.00026142003,0.000013146347,0.0002581049,0.0028391806],"genre_scores_gemma":[0.99885607,0.0004470852,0.00026368225,0.00020850182,0.00007263687,0.000012667948,0.0000112867465,0.000022883301,0.00010517422],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99863976,0.0000646772,0.00045151584,0.00023367406,0.00026900656,0.00034134925],"domain_scores_gemma":[0.99852043,0.00043495264,0.00013008411,0.0008380279,0.000053072592,0.000023406832],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00015063386,0.000237032,0.00043034027,0.000256098,0.0000671762,0.000022105041,0.0010764695,0.0003803821,0.00012872108],"category_scores_gemma":[0.00011235317,0.00014138839,0.00016974982,0.0006460168,0.00020798521,0.00007577684,0.00008623559,0.0010393369,0.0000080462905],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00019238649,0.0005863698,0.03680283,0.0004156583,0.0023296424,0.00030672664,0.015136959,0.40058395,0.46799138,0.0014758083,0.043935847,0.030242443],"study_design_scores_gemma":[0.0023230254,0.00024756033,0.013262817,0.00069158425,0.00045663008,0.000073343785,0.002664964,0.25271147,0.699562,0.006201367,0.02074084,0.0010644086],"about_ca_topic_score_codex":0.0026587867,"about_ca_topic_score_gemma":0.0057618544,"teacher_disagreement_score":0.23157062,"about_ca_system_score_codex":0.000044427878,"about_ca_system_score_gemma":0.000009899916,"threshold_uncertainty_score":0.5765651},"labels":[],"label_agreement":null},{"id":"W2080008206","doi":"10.2118/171647-ms","title":"Understanding the Origin of Flowback Salts: A Laboratory and Field Study","year":2014,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":36,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Nexen (Canada); University of Alberta","funders":"","keywords":"Imbibition; Adsorption; Salt (chemistry); Diffusion; Chemistry; Ion; Salinity; Mineralogy; Analytical Chemistry (journal); Chemical engineering; Chromatography; Materials science; Geology; Thermodynamics","score_opus":0.022770798283585927,"score_gpt":0.23843513513685036,"score_spread":0.21566433685326442,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2080008206","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.874224,0.00014078974,0.10979053,0.00030642052,0.000105313404,0.00009666121,9.333271e-7,0.00011333327,0.015222023],"genre_scores_gemma":[0.99970084,0.000022000551,0.000070465794,0.00005167668,0.00003650631,0.0000022118475,2.008278e-7,0.000007122878,0.00010896074],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99963623,0.000029500748,0.000100994,0.00006558383,0.000085056134,0.000082652325],"domain_scores_gemma":[0.99962956,0.00015486866,0.000010308597,0.00016731741,0.0000102990025,0.000027645021],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00021658179,0.000058838927,0.000103636536,0.00003678343,0.00004171005,0.000016093549,0.00007309756,0.000026462723,0.000054609376],"category_scores_gemma":[0.000032744676,0.000034679673,0.0000201709,0.00012524301,0.00001634739,0.000030453146,0.00001665084,0.00008192782,0.0000039573733],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000045959107,0.00031247587,0.097731166,0.0006536947,0.0019239018,0.000014489843,0.016488329,0.83459884,0.004012884,0.003860456,0.034567896,0.005789913],"study_design_scores_gemma":[0.0021653578,0.0006090398,0.008797112,0.000115445735,0.00037261957,0.0000037490474,0.023175599,0.9190096,0.016912317,0.0019857304,0.02607229,0.0007811096],"about_ca_topic_score_codex":0.00006052858,"about_ca_topic_score_gemma":0.00017026956,"teacher_disagreement_score":0.12547685,"about_ca_system_score_codex":0.000014050807,"about_ca_system_score_gemma":0.0000036729605,"threshold_uncertainty_score":0.1414196},"labels":[],"label_agreement":null},{"id":"W2080298273","doi":"10.2118/100570-ms","title":"Decoupling Damage Mechanisms in Acid-Fractured Gas/Condensate Reservoirs","year":2006,"lang":"en","type":"article","venue":"SPE Gas Technology Symposium","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Petroleum engineering; Dew point; Decoupling (probability); Permeability (electromagnetism); Conductivity; Fracture (geology); Environmental science; Geology; Materials science; Mechanics; Geotechnical engineering; Chemistry; Engineering; Meteorology","score_opus":0.003605462441348412,"score_gpt":0.19871584331119202,"score_spread":0.1951103808698436,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2080298273","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.96640503,0.0010503865,0.01327151,0.007879844,0.00046014378,0.0002799518,0.000009133139,0.0022861352,0.008357843],"genre_scores_gemma":[0.9952785,0.00022091606,0.0034023551,0.000052328593,0.00010952602,0.00004703045,0.00003095274,0.00009115169,0.0007672783],"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9978678,0.000025589918,0.00052733696,0.0004985519,0.00025046515,0.0008302489],"domain_scores_gemma":[0.9988854,0.000038847615,0.000076547076,0.0008684292,0.000049695976,0.00008108719],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00028768223,0.00038600815,0.000497774,0.0011686499,0.00012020096,0.000057276153,0.00065926777,0.0007154045,0.00009902762],"category_scores_gemma":[0.00003788223,0.0003767783,0.00014552426,0.0011076936,0.00012899075,0.00015650461,0.00014722484,0.0008704371,0.00017854154],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000014829652,0.000068314,0.0017744399,0.00007569931,0.0001036008,0.0003549095,0.00008490728,0.65647244,0.33822027,0.0010137353,0.0013781078,0.00043877144],"study_design_scores_gemma":[0.0009961067,0.00006744258,0.0006555659,0.0001145822,0.00008772863,0.00005623564,0.00019946689,0.15190417,0.7946584,0.041888773,0.008571276,0.00080021436],"about_ca_topic_score_codex":0.00025194764,"about_ca_topic_score_gemma":0.0012864354,"teacher_disagreement_score":0.5045683,"about_ca_system_score_codex":0.00019983527,"about_ca_system_score_gemma":0.000023184264,"threshold_uncertainty_score":0.9998684},"labels":[],"label_agreement":null},{"id":"W2080438097","doi":"10.2118/164550-ms","title":"Stochastic Modeling of Two-Phase Flowback of Multi-Fractured Horizontal Wells to Estimate Hydraulic Fracture Properties and Forecast Production","year":2013,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":34,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"ConocoPhillips","keywords":"Permeability (electromagnetism); Hydraulic fracturing; Fracture (geology); Wellbore; Work (physics); Petroleum engineering; Flow (mathematics); Mechanics; Geology; Soil science; Environmental science; Geotechnical engineering; Engineering; Chemistry; Physics; Mechanical engineering","score_opus":0.018634705739033176,"score_gpt":0.25516007945711183,"score_spread":0.23652537371807866,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2080438097","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7211097,0.00041380955,0.27751005,0.00024014621,0.000101229896,0.00041206361,0.0000032068233,0.00010735072,0.0001024513],"genre_scores_gemma":[0.99262816,0.000012807744,0.0070068617,0.000029338511,0.00008158914,0.000039232084,0.000008849527,0.000042491705,0.00015066954],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9987936,0.000018958299,0.000427924,0.00027000022,0.00021716289,0.0002723648],"domain_scores_gemma":[0.9993263,0.000019603835,0.00005814525,0.0003092772,0.00013599166,0.00015070301],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000110748864,0.0002491244,0.00041684814,0.00020460066,0.000054123346,0.00003165642,0.00013296874,0.00009937596,0.00007624171],"category_scores_gemma":[0.00008983277,0.0001798617,0.00008983706,0.00019585039,0.000044910208,0.00026004275,0.000045673478,0.00018372995,0.000019805504],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000020682166,0.000075304895,0.000014882251,0.00019599342,0.00010553007,6.1248846e-7,0.0010829625,0.9575878,0.037802756,6.1872333e-7,0.00018547816,0.002927375],"study_design_scores_gemma":[0.0005768326,0.00008715893,0.000048588798,0.000114027076,0.00006683657,0.0000059290746,0.00016876933,0.92728055,0.071381286,0.0000268066,0.00004333089,0.00019986682],"about_ca_topic_score_codex":0.0011615144,"about_ca_topic_score_gemma":0.00011925442,"teacher_disagreement_score":0.27151847,"about_ca_system_score_codex":0.000030595842,"about_ca_system_score_gemma":0.000013544252,"threshold_uncertainty_score":0.73345476},"labels":[],"label_agreement":null},{"id":"W2080527674","doi":"10.2118/77825-ms","title":"Overview of Stimulation Technology for Horizontal Completions without Cemented Casing in the Lateral","year":2002,"lang":"en","type":"article","venue":"SPE Asia Pacific Oil and Gas Conference and Exhibition","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":32,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Petroleum engineering; Workover; Casing; Permeability (electromagnetism); Well stimulation; Directional drilling; Geology; Hydraulic fracturing; Wellbore; Completion (oil and gas wells); Drilling; Geotechnical engineering; Engineering; Reservoir engineering; Petroleum; Mechanical engineering","score_opus":0.0336329299060917,"score_gpt":0.25060102153526675,"score_spread":0.21696809162917505,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2080527674","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.98961675,0.0008292269,0.002776251,0.001889898,0.000037043985,0.00007749989,0.000017045271,0.000043589338,0.0047127004],"genre_scores_gemma":[0.9983161,0.0014004402,0.00016042887,0.0000065582676,0.000019172758,0.000013407328,0.00003154666,0.0000046658884,0.000047653084],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9995788,0.000016527909,0.00014098265,0.000097037264,0.000058575362,0.000108088],"domain_scores_gemma":[0.9998377,0.000020175243,0.000023632765,0.00007661176,0.000025020128,0.000016840138],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00007581341,0.000075699034,0.00013024858,0.00011091635,0.00006448831,0.000026048263,0.000030367897,0.00005499955,0.00002295705],"category_scores_gemma":[0.000006067284,0.00005701116,0.000023451259,0.00012536086,0.000050449133,0.000068548594,0.0000064485725,0.00007358224,0.0000012539903],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00010605148,0.0003692733,0.036676895,0.0021388552,0.00027562212,0.000024436824,0.01427035,0.018462583,0.032873567,0.008397744,0.0010483086,0.8853563],"study_design_scores_gemma":[0.0021092927,0.00032822156,0.011895224,0.00065238547,0.00014714562,0.00006517731,0.005978292,0.9623634,0.0031976802,0.008162874,0.0046736817,0.00042658852],"about_ca_topic_score_codex":0.000038739847,"about_ca_topic_score_gemma":0.00010615763,"teacher_disagreement_score":0.9439008,"about_ca_system_score_codex":0.000008679406,"about_ca_system_score_gemma":0.000002024582,"threshold_uncertainty_score":0.23248476},"labels":[],"label_agreement":null},{"id":"W2080547556","doi":"10.1007/s11242-004-1409-3","title":"Numerical Estimation of the Degree of Reservoir Permeability Heterogeneity Using Pressure Drawdown Tests","year":2004,"lang":"en","type":"article","venue":"Transport in Porous Media","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Permeability (electromagnetism); Fractal dimension; Fractional Brownian motion; Fractal; Mathematics; Mechanics; Geology; Statistics; Mathematical analysis; Brownian motion; Physics; Chemistry","score_opus":0.024896569112162294,"score_gpt":0.250290365616274,"score_spread":0.2253937965041117,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2080547556","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9945469,0.0003540797,0.0045815394,0.000052043233,0.00011227215,0.00014397195,0.00002486841,0.000047647878,0.00013671076],"genre_scores_gemma":[0.99873304,0.00001761415,0.0011823263,0.000004830481,0.000022857525,0.000005000536,0.000011798381,0.000019542438,0.000002995006],"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","domain_scores_codex":[0.9987468,0.00003438217,0.0004933995,0.00016602963,0.00035166062,0.00020769687],"domain_scores_gemma":[0.9993113,0.000058350983,0.00007553641,0.00045243703,0.00004195874,0.000060395912],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00025931752,0.00014577027,0.0003428211,0.00007400372,0.000029553034,0.0000027572557,0.00026635433,0.00012890899,0.000023085622],"category_scores_gemma":[0.000076332246,0.000108119515,0.0001477414,0.00037669492,0.00011990267,0.00008536392,0.000009869881,0.00022774025,7.826465e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000010977608,0.00007739915,0.078139566,0.0002675167,0.000044132485,0.0000045957468,0.001242943,0.9186193,0.0012924073,0.000002760579,0.0000012621392,0.00029714959],"study_design_scores_gemma":[0.00049058837,0.000018298053,0.85834265,0.00018448621,0.00013185586,0.0000068464265,0.000038321337,0.09123181,0.049092803,0.00028487804,0.000015703927,0.00016175714],"about_ca_topic_score_codex":0.0016419142,"about_ca_topic_score_gemma":0.0013851578,"teacher_disagreement_score":0.8273875,"about_ca_system_score_codex":0.000062059655,"about_ca_system_score_gemma":0.00006372849,"threshold_uncertainty_score":0.4408986},"labels":[],"label_agreement":null},{"id":"W2080566824","doi":"10.2118/147399-ms","title":"Steam Chamber Development In Diatomites: The Role of Microseismic Monitoring in identifying Conformance and Out-of-Zone Fracture Growth","year":2011,"lang":"en","type":"article","venue":"SPE Annual Technical Conference and Exhibition","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Canadian Apheresis Group","funders":"","keywords":"Microseism; Geology; Seismology; Fracture (geology); Petroleum engineering; Petrology; Geotechnical engineering","score_opus":0.017055668727407967,"score_gpt":0.23334734915316868,"score_spread":0.21629168042576072,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2080566824","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9970106,0.000720694,0.0013930948,0.000024902445,0.000026660955,0.00009235417,0.0000037646607,0.00002696255,0.00070095353],"genre_scores_gemma":[0.99878716,0.0008728322,0.00028623684,0.000009858968,0.0000147148785,0.000010996924,0.000003736009,0.0000071367076,0.0000073394867],"study_design_codex":"observational","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.999314,0.000015468888,0.00030153073,0.00011979428,0.000099922145,0.00014925614],"domain_scores_gemma":[0.9997451,0.000029747,0.000049796978,0.00009520098,0.000042416697,0.000037747825],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001950751,0.00010400539,0.00019766689,0.000120696146,0.000026866432,0.000011211425,0.00007009599,0.000106726555,0.000009862229],"category_scores_gemma":[0.00001893961,0.00007906795,0.000022988073,0.00012671,0.00007395674,0.0001748329,0.000047106078,0.00022392393,0.0000014841187],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00033223355,0.0006031023,0.49171486,0.002408725,0.00028603265,0.000056961893,0.12534708,0.0054589915,0.26559633,0.0013452343,0.00016144646,0.106689],"study_design_scores_gemma":[0.0006248281,0.00006265145,0.37059805,0.0009801467,0.00002666663,0.0000059671374,0.0056192465,0.002657066,0.6164967,0.0018715374,0.0007028643,0.0003543002],"about_ca_topic_score_codex":0.0002629812,"about_ca_topic_score_gemma":0.00018339207,"teacher_disagreement_score":0.35090035,"about_ca_system_score_codex":0.000019024561,"about_ca_system_score_gemma":0.000016312404,"threshold_uncertainty_score":0.32242975},"labels":[],"label_agreement":null},{"id":"W2080635856","doi":"10.2118/149344-ms","title":"Improved Unconventional Gas Recovery With Energized Fracturing Fluids: Montney Example","year":2011,"lang":"en","type":"article","venue":"SPE Eastern Regional Meeting","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":49,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Alberta Energy","funders":"","keywords":"Petroleum engineering; Fracturing fluid; Unconventional oil; Hydraulic fracturing; Fossil fuel; Tight gas; Environmental science; Natural gas; Geology; Waste management; Engineering","score_opus":0.02193390683897401,"score_gpt":0.1968248655904726,"score_spread":0.1748909587514986,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2080635856","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.94546795,0.0009373598,0.023963664,0.00016000571,0.00045758992,0.00018716187,0.000006075403,0.00057621574,0.028243994],"genre_scores_gemma":[0.9899846,0.00009780673,0.0077025294,0.0000830332,0.00048091088,0.000020894478,0.000032753862,0.00008300212,0.0015145135],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99835724,0.00004893402,0.00037000322,0.0003818777,0.00037049325,0.00047144102],"domain_scores_gemma":[0.9992116,0.00008084956,0.00009765817,0.00034600872,0.000075421376,0.00018845966],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00025003174,0.0003092495,0.0003165677,0.00017926209,0.00013339565,0.000055670836,0.00026482416,0.000120232326,0.00027601377],"category_scores_gemma":[0.000025591344,0.0002572002,0.00020117284,0.00018753849,0.000060811733,0.00024696614,0.00005697691,0.00028451908,0.000075281285],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0015543678,0.000503246,0.027253293,0.0010642568,0.0046230047,0.0005745357,0.0054186834,0.8754816,0.040070575,0.00032162675,0.003298387,0.03983641],"study_design_scores_gemma":[0.006134643,0.0006931501,0.012660801,0.0028244043,0.00072656677,0.00041610797,0.002473556,0.8022534,0.12236449,0.0037059265,0.041510474,0.0042364392],"about_ca_topic_score_codex":0.0013131466,"about_ca_topic_score_gemma":0.000342708,"teacher_disagreement_score":0.08229392,"about_ca_system_score_codex":0.00007991554,"about_ca_system_score_gemma":0.000034744673,"threshold_uncertainty_score":0.999988},"labels":[],"label_agreement":null},{"id":"W2080793501","doi":"10.1007/s11053-012-9181-5","title":"Analysis of Fault Permeability Using Mapping and Flow Modeling, Hickory Sandstone Aquifer, Central Texas","year":2012,"lang":"en","type":"article","venue":"Natural Resources Research","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":13,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"American Chemical Society Petroleum Research Fund","keywords":"Aquifer; Geology; Permeability (electromagnetism); Mineral resource classification; Fault (geology); Petroleum engineering; Mining engineering; Geotechnical engineering; Petrology; Geochemistry; Seismology; Groundwater","score_opus":0.04700162613308815,"score_gpt":0.3217912637335431,"score_spread":0.27478963760045494,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2080793501","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.98349756,0.013810989,0.0017472898,0.00004218247,0.00008865744,0.00011751831,0.000013575115,0.00007726233,0.00060497],"genre_scores_gemma":[0.9984915,0.00035796847,0.00072779955,0.000007116432,0.00020255204,0.000003378985,0.00001949361,0.000028016948,0.00016215416],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9969973,0.0002540014,0.0004087956,0.0003078553,0.0010060417,0.0010259994],"domain_scores_gemma":[0.9986954,0.00027282556,0.000036367986,0.00044521914,0.00021030952,0.0003399055],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0015976746,0.0002080471,0.00051337853,0.0011631076,0.00022015434,0.00006834389,0.0003063017,0.00021240552,0.00012076094],"category_scores_gemma":[0.00037850396,0.00017055836,0.00026100702,0.0019320133,0.0002231295,0.00022075207,0.00018376697,0.0010092551,0.0000048184297],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000030086174,0.0000431074,0.038179193,0.0001958147,0.0009961011,0.000002780834,0.0039171907,0.9485011,0.0036733851,0.0000019366448,0.000045378547,0.004413893],"study_design_scores_gemma":[0.00016153873,0.000010312235,0.03192554,0.000038306334,0.00017571157,0.0000026035987,0.0006493295,0.9652665,0.00065645913,0.0000111723175,0.0009220619,0.00018043458],"about_ca_topic_score_codex":0.0008808155,"about_ca_topic_score_gemma":0.000100418656,"teacher_disagreement_score":0.016765397,"about_ca_system_score_codex":0.00022485854,"about_ca_system_score_gemma":0.000023384475,"threshold_uncertainty_score":0.6955168},"labels":[],"label_agreement":null},{"id":"W2080799419","doi":"10.2118/2004-146","title":"Upscaling of Oil-Water Displacement in Naturally Fractured Reservoirs","year":2004,"lang":"en","type":"article","venue":"Canadian International Petroleum Conference","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Petroleum engineering; Displacement (psychology); Geology; Environmental science","score_opus":0.007929102731510384,"score_gpt":0.21486677819103248,"score_spread":0.2069376754595221,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2080799419","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.97369415,0.000118719196,0.0010428365,0.0024577281,0.0004496062,0.00002534358,0.000036820766,0.000035263256,0.022139532],"genre_scores_gemma":[0.99882394,0.000058002748,0.00017355723,0.00008812928,0.00006421573,0.000011084085,0.00007991025,0.000016202051,0.00068495097],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9989408,0.000012671617,0.00029439866,0.00017342421,0.00025745554,0.00032123478],"domain_scores_gemma":[0.99948984,0.00001758957,0.000026583553,0.00018495556,0.00008917111,0.00019186594],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00011822794,0.00014137391,0.0001785439,0.00047423216,0.00003179825,0.000048511178,0.0004052035,0.00009588831,0.00047990002],"category_scores_gemma":[0.0000374201,0.00012068595,0.00007230216,0.00009418964,0.000038509086,0.00013097239,0.000025727253,0.00027513094,0.000039587707],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000008059039,0.000009277942,0.00086277496,0.000025080726,0.00007250677,0.000038640526,0.00040340115,0.99623615,0.0017379832,0.0003199015,0.00009689021,0.00018933331],"study_design_scores_gemma":[0.0053180424,0.00011262241,0.04035714,0.0014599278,0.000092731345,0.00004037361,0.0009694606,0.65952927,0.13082588,0.004441222,0.1549069,0.0019464365],"about_ca_topic_score_codex":0.048704363,"about_ca_topic_score_gemma":0.2292116,"teacher_disagreement_score":0.33670688,"about_ca_system_score_codex":0.00053820276,"about_ca_system_score_gemma":0.00013945223,"threshold_uncertainty_score":0.9576304},"labels":[],"label_agreement":null},{"id":"W2080991679","doi":"10.2118/153811-ms","title":"Natural Proppants for Hydraulic Fracture Production Optimization in Eagle Ford Shale","year":2012,"lang":"en","type":"article","venue":"SPE Western Regional Meeting","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":12,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Hydraulic fracturing; Oil shale; Permeability (electromagnetism); Geology; Geotechnical engineering; Isotropy; Petroleum engineering; Fracture (geology); Stiffness; Materials science; Composite material","score_opus":0.016880605240285236,"score_gpt":0.2430140316031981,"score_spread":0.22613342636291286,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2080991679","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9528108,0.0027857714,0.037320495,0.0033935201,0.0013357678,0.0008002365,0.0000036133251,0.00041954537,0.0011302189],"genre_scores_gemma":[0.993481,0.000064940454,0.0044572297,0.00017216633,0.0010678594,0.00006088555,0.000060622693,0.00004831699,0.00058701617],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99884295,0.000029887504,0.00026971346,0.00021436177,0.00021031799,0.00043278004],"domain_scores_gemma":[0.9995787,0.00005416297,0.000067123474,0.00017249833,0.00004634708,0.00008113622],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00029711687,0.00018134556,0.00020336808,0.00016350402,0.000085436346,0.000033715067,0.00012224485,0.0001142332,0.000010908611],"category_scores_gemma":[0.000094844785,0.00015951371,0.00009469147,0.00020834665,0.000021638396,0.0003884198,0.000021082225,0.0002225219,0.000016216625],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000174535,0.000033328062,0.015262742,0.00013390822,0.000035367455,0.0000010749626,0.0004708577,0.981894,0.00037025948,0.0000014009044,0.00071337254,0.0010661905],"study_design_scores_gemma":[0.0012348698,0.000056361278,0.032643482,0.00080915523,0.0001179433,0.00007689106,0.0005088051,0.88429195,0.014041855,0.00012562824,0.065018505,0.001074558],"about_ca_topic_score_codex":0.000060347873,"about_ca_topic_score_gemma":0.000047285426,"teacher_disagreement_score":0.0976021,"about_ca_system_score_codex":0.00010045493,"about_ca_system_score_gemma":0.000010928587,"threshold_uncertainty_score":0.65047807},"labels":[],"label_agreement":null},{"id":"W2081074459","doi":"10.2118/173750-ms","title":"Minimizing Surfactant Adsorption Using Polyelectrolyte Based Sacrificial Agent: a Way to Optimize Surfactant Performance in Unconventional Formations","year":2015,"lang":"en","type":"article","venue":"SPE International Symposium on Oilfield Chemistry","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":28,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"Department of Science and Technology, Ministry of Science and Technology, India","keywords":"Pulmonary surfactant; Adsorption; Oil shale; Surface tension; Chemical engineering; Petroleum engineering; Chemistry; Enhanced oil recovery; Hydraulic fracturing; Geology; Organic chemistry; Engineering","score_opus":0.01675616427627093,"score_gpt":0.23522144104575507,"score_spread":0.21846527676948413,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2081074459","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9720148,0.000029443387,0.0074145487,0.0012456648,0.00056821306,0.000086423504,0.00002632469,0.000105593645,0.01850898],"genre_scores_gemma":[0.9975269,0.000037536967,0.0015479145,0.00011676684,0.0002571134,0.000016015929,0.00009604875,0.000025065963,0.0003766397],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99853456,0.000015756306,0.00041742087,0.00023905485,0.0004902644,0.00030292087],"domain_scores_gemma":[0.999409,0.000052793202,0.0000639514,0.00019863114,0.00010142141,0.00017418986],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00021015397,0.00020970295,0.00019620835,0.00012721965,0.000048367176,0.00007694705,0.0002822959,0.00013809129,0.00026782163],"category_scores_gemma":[0.000048104856,0.00021640997,0.00012066306,0.00020957012,0.00001600576,0.00017892911,0.000033129658,0.0002964721,0.000040866013],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00008605977,0.000059460508,0.00054632395,0.000037696966,0.00005444282,0.000008523921,0.00013017494,0.9080273,0.090634406,0.0000054420275,0.00015893942,0.00025125456],"study_design_scores_gemma":[0.00056168804,0.00002362201,0.00019987472,0.000122016565,0.000015209309,0.000009207629,0.000062313935,0.7277465,0.26969972,0.000018635452,0.0013115902,0.00022962653],"about_ca_topic_score_codex":0.00009909744,"about_ca_topic_score_gemma":0.000027169073,"teacher_disagreement_score":0.18028079,"about_ca_system_score_codex":0.0005180904,"about_ca_system_score_gemma":0.00006058469,"threshold_uncertainty_score":0.8824943},"labels":[],"label_agreement":null},{"id":"W2081256147","doi":"10.2118/167197-ms","title":"First Field Application in Canada of Carbon Dioxide Separation for Hydraulic Fracture Flow Back Operations","year":2013,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":13,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Carbon dioxide; Natural gas; Environmental science; Carbon dioxide removal; Hydraulic fracturing; Environmental engineering; Greenhouse gas; Natural gas field; Petroleum engineering; Waste management; Engineering; Geology; Chemistry","score_opus":0.004359475113648589,"score_gpt":0.20263781380180007,"score_spread":0.19827833868815148,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2081256147","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.5978941,0.00021555605,0.3851006,0.005687623,0.00015082753,0.0011124754,0.000011007141,0.00008590739,0.009741889],"genre_scores_gemma":[0.99785876,0.000022161747,0.0013684228,0.0002479096,0.0000429661,0.00016830601,0.00003701351,0.000011814794,0.00024262049],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9994278,0.0000067752244,0.00023032055,0.000110029694,0.00009089016,0.00013415975],"domain_scores_gemma":[0.99963224,0.00007599536,0.000015933752,0.0001910982,0.00004125852,0.000043453067],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000035697063,0.000090803886,0.00014836181,0.000057433288,0.000025200154,0.000011047651,0.000088669614,0.000066792,0.00014619026],"category_scores_gemma":[0.00002023681,0.0000787181,0.000037198417,0.0001376656,0.000004112662,0.000082406536,0.0000066422645,0.00008111211,0.000008075741],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000010845744,0.0000062178383,0.00088242604,0.00005122424,0.00001898248,9.664746e-8,0.00006906202,0.99397594,0.0005542868,0.0000027266303,0.0039011308,0.0005368426],"study_design_scores_gemma":[0.00012859795,0.000007994262,0.0027267502,0.0000109150515,0.0000090552985,2.509422e-7,0.0000495624,0.9687617,0.021188507,0.00002591063,0.0069968267,0.00009395668],"about_ca_topic_score_codex":0.9144516,"about_ca_topic_score_gemma":0.96652246,"teacher_disagreement_score":0.3999647,"about_ca_system_score_codex":0.00013710007,"about_ca_system_score_gemma":0.000061849925,"threshold_uncertainty_score":0.32100308},"labels":[],"label_agreement":null},{"id":"W2081265380","doi":"10.2118/160855-ms","title":"Comparisons and Contrasts of Shale Gas and Tight Gas Developments, North American Experience and Trends","year":2012,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":59,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Tight oil; Tight gas; Petroleum engineering; Unconventional oil; Shale gas; Hydraulic fracturing; Fossil fuel; Oil shale; Directional drilling; Drilling; Completion (oil and gas wells); Service (business); Natural gas; Production (economics); Business; Geology; Engineering; Waste management; Economics; Mechanical engineering","score_opus":0.009364127886958198,"score_gpt":0.22397294701672377,"score_spread":0.21460881912976557,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2081265380","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99518126,0.00069367164,0.0012576223,0.000042726842,0.000021750864,0.000020739624,0.0000027755484,0.00004206306,0.0027373608],"genre_scores_gemma":[0.99780494,0.0003936541,0.0015597341,0.000015857893,0.000017211802,0.000004707916,0.000003880036,0.000008547817,0.0001914828],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9994655,0.0000098849305,0.00013875276,0.00010220658,0.000081037026,0.000202568],"domain_scores_gemma":[0.9996882,0.00002969193,0.000024403686,0.00008518119,0.000010135241,0.00016239694],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000042689717,0.000105104096,0.00021888081,0.00008487274,0.00004462527,0.000015572714,0.00004042959,0.000019414985,0.000035509827],"category_scores_gemma":[0.0000061581873,0.000082490646,0.000014427839,0.00015409387,0.00013138157,0.000097294556,0.00003189541,0.000059201186,0.0000010449047],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000004658587,0.000026254096,0.95182145,0.00003779433,0.000103619954,0.0000013692263,0.003254025,0.00045706157,0.0003114313,0.000009806108,0.000563531,0.043408975],"study_design_scores_gemma":[0.00019369082,0.0000163228,0.9822907,0.000009459806,0.000026473896,0.000010422535,0.00045238354,0.009496727,0.0026146017,6.738244e-7,0.00473369,0.00015485127],"about_ca_topic_score_codex":0.00023261132,"about_ca_topic_score_gemma":0.00033712425,"teacher_disagreement_score":0.043254126,"about_ca_system_score_codex":0.000008020536,"about_ca_system_score_gemma":0.0000025579975,"threshold_uncertainty_score":0.3363871},"labels":[],"label_agreement":null},{"id":"W2081700199","doi":"10.2118/142258-ms","title":"Numerical Well Testing Using Unstructured PEBI Grids","year":2011,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Grid; Permeability (electromagnetism); Computer science; Reservoir simulation; Well stimulation; Geology; Petroleum engineering; Reservoir engineering","score_opus":0.032096767013125645,"score_gpt":0.21287638223904198,"score_spread":0.18077961522591635,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2081700199","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.51556647,0.00015937084,0.17193235,0.000017874676,0.0004911227,0.00007835845,0.0000011952034,0.0012018662,0.3105514],"genre_scores_gemma":[0.9681386,0.0000029113965,0.031440414,0.000028213959,0.00012323222,0.0000012180274,0.0000013673805,0.000027509433,0.00023654266],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99931425,0.000012744801,0.0001675439,0.00013739316,0.000113649774,0.00025444943],"domain_scores_gemma":[0.99963194,0.000026227433,0.000016131613,0.00019958036,0.000023811428,0.000102309044],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00005706814,0.00013307256,0.00015786312,0.000078482975,0.00006332615,0.00001910699,0.00013391305,0.00007319434,0.0008744918],"category_scores_gemma":[0.000028101162,0.00010533652,0.00007063446,0.00028406573,0.000021309988,0.00007386531,0.000019855615,0.00015939094,0.00009261179],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000038174658,0.000020193616,0.006754091,0.000064287226,0.00015035107,0.00004191629,0.0004356419,0.9837793,0.0037526519,0.000024278197,0.00066176197,0.004311716],"study_design_scores_gemma":[0.0001233156,0.000013071987,0.0046440056,0.000017039787,0.000046875615,0.000033908604,0.00005978026,0.97397256,0.019320482,0.0001552283,0.0013561232,0.00025762813],"about_ca_topic_score_codex":0.00057047815,"about_ca_topic_score_gemma":0.000006967802,"teacher_disagreement_score":0.45257214,"about_ca_system_score_codex":0.000032465225,"about_ca_system_score_gemma":0.000009039924,"threshold_uncertainty_score":0.9575072},"labels":[],"label_agreement":null},{"id":"W2081903857","doi":"10.2118/03-09-discussion","title":"Discussion of \"SAGD and Geomechanics\"","year":2003,"lang":"en","type":"article","venue":"Journal of Canadian Petroleum Technology","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":9,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Geomechanics; Isotropy; Geology; Geotechnical engineering; Compressibility; Shear (geology); Anisotropy; Oil sands; Volume (thermodynamics); Petroleum engineering; Mechanics; Materials science; Composite material; Petrology; Thermodynamics; Physics","score_opus":0.0035931217552202387,"score_gpt":0.17524580427205233,"score_spread":0.17165268251683208,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2081903857","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9649683,0.00595466,0.0125209065,0.007433352,0.00063110364,0.00005598504,0.000012219048,0.00008164756,0.008341795],"genre_scores_gemma":[0.99874413,0.0004973438,0.0005697607,0.000016626316,0.000019052575,5.4833754e-7,2.3833205e-7,0.000012628028,0.00013965256],"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","domain_scores_codex":[0.9993508,0.000013428422,0.0002746375,0.00005758625,0.00009813857,0.00020543128],"domain_scores_gemma":[0.9995392,0.0000108619015,0.000081593826,0.00013910557,0.00004807461,0.00018115694],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00017121914,0.00008363344,0.0002517686,0.0022973449,0.00003103571,0.000007058898,0.000137964,0.00016453264,0.000048591297],"category_scores_gemma":[0.00008349923,0.0000570952,0.00006428697,0.000468273,0.000034896355,0.000051039973,0.0000070621545,0.00029154494,0.0000020253071],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00004867893,0.00014869872,0.025694365,0.0006403839,0.002518546,0.001586248,0.0008236072,0.76535624,0.06276597,0.023339445,0.023976943,0.09310085],"study_design_scores_gemma":[0.0015021131,0.00050791114,0.0012178338,0.00025087077,0.00025007763,0.0020096414,0.0013134638,0.01965695,0.047499027,0.012370685,0.9128837,0.00053773075],"about_ca_topic_score_codex":0.0007470451,"about_ca_topic_score_gemma":0.011400098,"teacher_disagreement_score":0.8889068,"about_ca_system_score_codex":0.00007332864,"about_ca_system_score_gemma":0.00008372696,"threshold_uncertainty_score":0.63615227},"labels":[],"label_agreement":null},{"id":"W2082169125","doi":"10.2118/0214-0108-jpt","title":"New Techniques in Interpretation of Closure Pressure in the Montney Formation","year":2014,"lang":"en","type":"article","venue":"Journal of Petroleum Technology","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Hydraulic fracturing; Closure (psychology); Geology; Petroleum engineering; Unconventional oil; Paleontology; Political science; Law","score_opus":0.002884655991131193,"score_gpt":0.20739516962003848,"score_spread":0.2045105136289073,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2082169125","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.67958367,0.0022564079,0.311872,0.0034058671,0.000120807665,0.000087455504,9.526152e-7,0.000095994605,0.0025768233],"genre_scores_gemma":[0.998143,0.0001124627,0.00164974,0.000011592874,0.00004794932,0.0000025368927,4.857755e-7,0.0000065403515,0.00002568133],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99923605,0.000047943908,0.0004343977,0.000042416967,0.00013548916,0.00010372255],"domain_scores_gemma":[0.9996027,0.000042810276,0.0001592278,0.00014530974,0.000035868507,0.000014115423],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004961695,0.00007027194,0.00022446936,0.0008204209,0.000007968182,0.000007757153,0.00029435477,0.00015904036,0.000005167538],"category_scores_gemma":[0.000106331005,0.00004760874,0.00006523715,0.00032284632,0.000018815414,0.00014480202,0.000013468435,0.00043363366,7.8193943e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00005364993,0.000061619634,0.009879502,0.00018820877,0.000099371035,0.000015787293,0.0015642898,0.8419294,0.0068636066,0.00038984863,0.0016214757,0.13733329],"study_design_scores_gemma":[0.0018230005,0.000898232,0.016554233,0.00089134095,0.00019165828,0.0003024686,0.0018724742,0.8124334,0.09602216,0.013585896,0.055069324,0.0003557652],"about_ca_topic_score_codex":0.000027143291,"about_ca_topic_score_gemma":0.00015655252,"teacher_disagreement_score":0.31855932,"about_ca_system_score_codex":0.000030385536,"about_ca_system_score_gemma":0.000010427767,"threshold_uncertainty_score":0.1941428},"labels":[],"label_agreement":null},{"id":"W2082510090","doi":"10.2118/163988-ms","title":"Practical Insights and Benefits of Integrating Technology into Exploration, Appraisal and Development of Unconventional Gas and Liquid Rich Shale Reservoirs","year":2013,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Shell (Canada)","funders":"","keywords":"Workflow; Portfolio; Unconventional oil; Tight oil; Leverage (statistics); Petroleum engineering; Mindset; Shale gas; Tight gas; Reservoir modeling; Hydraulic fracturing; Petroleum industry; Systems engineering; Computer science; Oil shale; Engineering; Business","score_opus":0.01875968653468257,"score_gpt":0.2593096338080966,"score_spread":0.240549947273414,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2082510090","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.98027915,0.0006217482,0.017885732,0.00062344404,0.000024497118,0.00008047662,4.6117148e-7,0.000048831025,0.00043569223],"genre_scores_gemma":[0.9458539,0.0001682951,0.053898968,0.0000040135315,0.000010670427,0.00002273961,0.000006355074,0.000009353917,0.000025736568],"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9992604,0.00001641078,0.00033370918,0.00015236615,0.00012963434,0.00010743768],"domain_scores_gemma":[0.99953485,0.0001243692,0.000054149696,0.000100883095,0.0001240506,0.000061701365],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00011798801,0.000108390035,0.00020340354,0.00022272846,0.0000614635,0.000018848776,0.000048029226,0.00010934085,0.000036706264],"category_scores_gemma":[0.00016540375,0.00008438705,0.000012739863,0.00019519922,0.00010854152,0.00028373222,0.00008801769,0.00012495936,0.0000021023159],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0005058048,0.0018596167,0.12423957,0.012686054,0.006886353,0.00003756125,0.13840258,0.18956482,0.22559123,0.066386014,0.007477182,0.22636321],"study_design_scores_gemma":[0.0026373258,0.0008590693,0.021017263,0.0008532066,0.00020066969,0.00010226698,0.03345203,0.27406898,0.65237826,0.007461883,0.0055608065,0.001408265],"about_ca_topic_score_codex":0.00007160272,"about_ca_topic_score_gemma":0.0002666143,"teacher_disagreement_score":0.42678702,"about_ca_system_score_codex":0.000011312692,"about_ca_system_score_gemma":0.000025584477,"threshold_uncertainty_score":0.3441204},"labels":[],"label_agreement":null},{"id":"W2082724259","doi":"10.2118/153741-ms","title":"Effect of Natural Fracture Properties on Production Variability of Individual Wells in Multiphase Oil Reservoirs","year":2012,"lang":"en","type":"article","venue":"SPE Latin America and Caribbean Petroleum Engineering Conference","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"ConocoPhillips","keywords":"Fracture (geology); Curvature; Geology; Porosity; Sensitivity (control systems); Oil field; Work (physics); Porous medium; Petroleum reservoir; Mechanics; Geotechnical engineering; Petroleum engineering; Soil science; Geometry; Mathematics; Engineering","score_opus":0.00669322514692538,"score_gpt":0.20681767408019577,"score_spread":0.2001244489332704,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2082724259","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9974252,0.00054460706,0.0010190918,0.00009445449,0.00023964088,0.00008090605,0.000013341159,0.00008925579,0.00049353024],"genre_scores_gemma":[0.9992662,0.000108221815,0.00041811308,0.000007984506,0.000086877146,0.000017366323,0.000014538506,0.00002571301,0.00005496152],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9986943,0.00010341322,0.00035351605,0.0002197368,0.00029033583,0.00033871815],"domain_scores_gemma":[0.99927026,0.0002006578,0.000079587415,0.00031423004,0.00003928394,0.000095960335],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00044584228,0.00026271786,0.00049811194,0.00022392994,0.000024089677,0.00001742966,0.00017032892,0.000104812134,0.000021204321],"category_scores_gemma":[0.00037810623,0.00020624652,0.000082818624,0.0002709889,0.00009295141,0.00014401831,0.00004367863,0.00046715175,0.0000018033866],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00008206165,0.00006611543,0.007925718,0.001053936,0.00011902928,0.0000015432659,0.0014891846,0.95833313,0.021284588,0.0000089171,0.00004329378,0.009592498],"study_design_scores_gemma":[0.0014757414,0.0006390686,0.06299725,0.0009789724,0.00024288689,0.000008519229,0.00046459868,0.63957685,0.29049605,0.0000072204507,0.002189929,0.0009229041],"about_ca_topic_score_codex":0.00015613099,"about_ca_topic_score_gemma":0.0000043634204,"teacher_disagreement_score":0.31875625,"about_ca_system_score_codex":0.000044509423,"about_ca_system_score_gemma":0.0000141597675,"threshold_uncertainty_score":0.8410489},"labels":[],"label_agreement":null},{"id":"W2083261548","doi":"10.2118/86989-ms","title":"Using Empirically Developed Rock Tables to Predict and History Match Fracture Fracture Stimulations","year":2004,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"ConocoPhillips (Canada)","funders":"","keywords":"Geology; Lithology; Siltstone; Oil shale; Mineralogy; Dolomite; Fracture (geology); Modulus; Poisson's ratio; Geotechnical engineering; Petrology; Poisson distribution; Geomorphology; Materials science; Composite material; Mathematics; Structural basin; Statistics","score_opus":0.021827370728786433,"score_gpt":0.25296452676562137,"score_spread":0.23113715603683493,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2083261548","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.15394461,0.0011002442,0.84038997,0.0013973166,0.00013869771,0.00016563272,0.000007471167,0.00044297706,0.0024130659],"genre_scores_gemma":[0.97523326,0.000035382724,0.022483934,0.0012896423,0.0001201524,0.0000066131865,0.000021132535,0.00004169457,0.00076819566],"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","domain_scores_codex":[0.9990219,0.000012438116,0.00023747617,0.00023563094,0.00021025633,0.00028233495],"domain_scores_gemma":[0.99941254,0.000041366802,0.000023835455,0.0002385995,0.00005561383,0.00022806412],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00006887346,0.00021459664,0.00024322368,0.0001750018,0.00011169817,0.00004109755,0.00012896725,0.00018207227,0.0005842041],"category_scores_gemma":[0.000044834298,0.00017638614,0.000058523445,0.00020967702,0.000013320545,0.00016117677,0.00003928119,0.0002529688,0.000038792135],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000003332446,0.000014545967,0.0005680846,0.00003185169,0.00007493455,0.000007866292,0.0005965978,0.9889334,0.000378669,0.0000029050332,0.009261445,0.00012639396],"study_design_scores_gemma":[0.0006461387,0.000031969597,0.016211562,0.00010747073,0.0001516237,0.00002378894,0.00014127111,0.39024678,0.0016028008,0.00023618515,0.58991396,0.00068643404],"about_ca_topic_score_codex":0.0006249831,"about_ca_topic_score_gemma":0.00021364252,"teacher_disagreement_score":0.82128865,"about_ca_system_score_codex":0.00038437315,"about_ca_system_score_gemma":0.000086855005,"threshold_uncertainty_score":0.7192818},"labels":[],"label_agreement":null},{"id":"W2083337488","doi":"10.4028/www.scientific.net/amm.527.81","title":"Study on the Production Decline Laws for Vertical Fracture Well in Low-Permeability Gas Reservoirs","year":2014,"lang":"en","type":"article","venue":"Applied Mechanics and Materials","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"CMG Reservoir Simulation Foundation","keywords":"Superposition principle; Permeability (electromagnetism); Fracture (geology); Petroleum engineering; Mechanics; Tripping; Geology; Tight gas; Pressure drop; Productivity; Geotechnical engineering; Hydraulic fracturing; Engineering; Mathematics; Economics; Chemistry; Physics","score_opus":0.01110926617132805,"score_gpt":0.22909465689848665,"score_spread":0.2179853907271586,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2083337488","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9784836,0.000012563944,0.01888955,0.0012409997,0.00027762185,0.000815111,0.000004713702,0.000074463904,0.00020135967],"genre_scores_gemma":[0.99914324,0.000033639262,0.00020763725,0.00015079822,0.00019830024,0.00021987205,0.0000090860285,0.000025916414,0.000011524914],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99906814,0.000055622073,0.00026234027,0.00026506433,0.00013535695,0.00021348042],"domain_scores_gemma":[0.9993987,0.0001541801,0.000021122769,0.00035960804,0.000019471965,0.000046878988],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0012274662,0.00015143333,0.00026358815,0.000045017412,0.00008434682,0.00005568773,0.00012495268,0.00009684618,0.00003886561],"category_scores_gemma":[0.00015724314,0.00009723551,0.000030006593,0.000077151155,0.000010037867,0.00002459395,0.000045628505,0.000111752466,0.000011834379],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0025686224,0.002708832,0.000088064626,0.0022468416,0.0007895014,0.000012354859,0.0056667197,0.3740536,0.50739235,0.09099482,0.007970654,0.0055076065],"study_design_scores_gemma":[0.001912397,0.00046169225,0.0010772544,0.00013699208,0.0001967186,0.0000029176279,0.0014223793,0.034246903,0.8453101,0.097715534,0.016750563,0.0007665808],"about_ca_topic_score_codex":0.000018471479,"about_ca_topic_score_gemma":0.000059904774,"teacher_disagreement_score":0.3398067,"about_ca_system_score_codex":0.000025671903,"about_ca_system_score_gemma":0.0000047115645,"threshold_uncertainty_score":0.39651492},"labels":[],"label_agreement":null},{"id":"W2083476745","doi":"10.2118/134595-ms","title":"Improved Production and Profitability Achieved with Superior Completions in Horizontal Wells: A Bakken/Three Forks Case History","year":2010,"lang":"en","type":"article","venue":"SPE Annual Technical Conference and Exhibition","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":43,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Profitability index; Lease; Completion (oil and gas wells); Production (economics); Productivity; Offset (computer science); Petroleum industry; Petroleum engineering; Oil production; Petroleum; Natural resource economics; Geology; Business; Engineering; Computer science; Economics; Finance; Environmental engineering; Paleontology","score_opus":0.011594287306982136,"score_gpt":0.21448386436485295,"score_spread":0.2028895770578708,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2083476745","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9944797,0.00009074487,0.0038317249,0.0005294613,0.00008481379,0.00031547248,0.000019472482,0.00019024471,0.00045832296],"genre_scores_gemma":[0.9988793,0.00004274443,0.00086806266,0.000013224255,0.00007385096,0.000061331884,0.000024028861,0.000014118569,0.00002329777],"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","domain_scores_codex":[0.99914855,0.000020277257,0.000210488,0.00031393272,0.000095869895,0.00021090024],"domain_scores_gemma":[0.9995615,0.000024149767,0.000024479503,0.0002136047,0.00007153668,0.000104758336],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00021219758,0.00016001453,0.0002116924,0.00010077316,0.00008464907,0.000030303667,0.00005150265,0.00017180358,0.00006118246],"category_scores_gemma":[0.00006197307,0.00013238039,0.00003251105,0.00011292262,0.00023799707,0.0002818821,0.00003319528,0.0005659216,0.0000017290827],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0010143355,0.0012408163,0.040021684,0.0014859844,0.00024298228,0.0009774725,0.0057146074,0.0019078808,0.8691191,0.0025886022,0.0034573292,0.07222917],"study_design_scores_gemma":[0.009769355,0.006416771,0.4624948,0.0017418918,0.0010246116,0.014250015,0.012090189,0.40292335,0.047237832,0.0102477,0.024338575,0.007464923],"about_ca_topic_score_codex":0.0005955723,"about_ca_topic_score_gemma":0.02238503,"teacher_disagreement_score":0.8218813,"about_ca_system_score_codex":0.000070217866,"about_ca_system_score_gemma":0.00003109803,"threshold_uncertainty_score":0.9954539},"labels":[],"label_agreement":null},{"id":"W2083529834","doi":"10.2118/114485-pa","title":"Case Study: Production Data and Pressure Transient Analysis of Horseshoe Canyon CBM Wells","year":2009,"lang":"en","type":"article","venue":"Journal of Canadian Petroleum Technology","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":59,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Calgary","funders":"ConocoPhillips","keywords":"Petroleum engineering; Canyon; Geology; Petrology; Geomorphology","score_opus":0.010843156143166728,"score_gpt":0.22723619443592913,"score_spread":0.2163930382927624,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2083529834","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9943878,0.0020634388,0.00038647294,0.0027304662,0.0001302099,0.000064034786,0.00004159034,0.000032706634,0.00016329024],"genre_scores_gemma":[0.9993939,0.0002827126,0.00016469898,0.000017593558,0.000059431633,7.6524526e-7,0.00000436319,0.000010967586,0.00006559245],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9988437,0.000032660548,0.0004853889,0.00019293395,0.00019291263,0.00025234526],"domain_scores_gemma":[0.9989161,0.000012863216,0.00014758251,0.00060587015,0.00010780031,0.00020978932],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00037322077,0.00014067617,0.0005382493,0.0058075427,0.00006051207,0.000018130324,0.00037185356,0.00015965,0.000021024945],"category_scores_gemma":[0.00006478854,0.00012442372,0.00009054247,0.0020049738,0.000055868994,0.00013806474,0.00001572568,0.0004042344,4.360935e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000018891093,0.00012727674,0.007906043,0.00004735411,0.006068905,0.005999917,0.0008479532,0.9606922,0.00092862855,0.0000072334296,0.0041312585,0.0132242935],"study_design_scores_gemma":[0.003410691,0.003548983,0.06639877,0.0002343733,0.04639451,0.035009943,0.023560658,0.5148858,0.006083498,0.00015960401,0.2985427,0.0017704836],"about_ca_topic_score_codex":0.016399918,"about_ca_topic_score_gemma":0.25653276,"teacher_disagreement_score":0.44580647,"about_ca_system_score_codex":0.000070020804,"about_ca_system_score_gemma":0.000097778095,"threshold_uncertainty_score":0.99015},"labels":[],"label_agreement":null},{"id":"W2083556563","doi":"10.2118/78499-ms","title":"Reconciling Core Derived Permeabilities and Well Test Using A Fracture Network: A Field Case Example","year":2002,"lang":"en","type":"article","venue":"Abu Dhabi International Petroleum Exhibition and Conference","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":12,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Kerr Wood Leidal Associates (Canada)","funders":"","keywords":"Permeability (electromagnetism); Geology; Macro; Well logging; Relative permeability; Test data; Oil field; Petroleum engineering; Porosity; Geotechnical engineering; Computer science","score_opus":0.0298689418596878,"score_gpt":0.2294515604562325,"score_spread":0.1995826185965447,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2083556563","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.979352,0.00056882965,0.011646975,0.00049223733,0.00016415813,0.000054137003,0.00001609019,0.00011563772,0.0075899595],"genre_scores_gemma":[0.9977884,0.0005323343,0.00045762042,0.0003919384,0.00022480465,0.000010545473,0.000019031653,0.000015337084,0.0005599331],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9991599,0.0000181937,0.00022624106,0.00024065461,0.00014746712,0.00020757542],"domain_scores_gemma":[0.9993861,0.00025652847,0.00004608749,0.00012628965,0.00008188028,0.00010314262],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00009093384,0.0001703994,0.00017767328,0.00008683815,0.00015588684,0.00013848399,0.00007854339,0.00010576939,0.0017475929],"category_scores_gemma":[0.00006628564,0.00016372818,0.000056102555,0.000053642052,0.0000659534,0.0001928588,0.00003780475,0.00023712442,0.000010824904],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0001038899,0.0002814001,0.05257557,0.0005950707,0.00084909284,0.0016182521,0.008798476,0.8815107,0.015789833,0.00095671404,0.015636753,0.021284288],"study_design_scores_gemma":[0.00038358106,0.00005180157,0.001194714,0.000108510685,0.000033827047,0.00071602565,0.00067981024,0.99034834,0.00055559573,0.00040558993,0.0052746553,0.00024756268],"about_ca_topic_score_codex":0.00033407088,"about_ca_topic_score_gemma":0.00023936138,"teacher_disagreement_score":0.108837664,"about_ca_system_score_codex":0.000043219854,"about_ca_system_score_gemma":0.0000076723345,"threshold_uncertainty_score":0.99916494},"labels":[],"label_agreement":null},{"id":"W2083557203","doi":"10.2118/114285-ms","title":"The Optimal Hydraulic Fracture Geometry Under Non-Darcy Flow Effects","year":2008,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Saskatchewan Research Council (Canada); University of Regina","funders":"","keywords":"Hydraulic fracturing; Darcy–Weisbach equation; Darcy's law; Mechanics; Permeability (electromagnetism); Fracture (geology); Hydraulic conductivity; Flow (mathematics); Volumetric flow rate; Fluid dynamics; Geotechnical engineering; Geometry; Mathematics; Materials science; Geology; Porous medium; Porosity; Soil science; Chemistry; Physics","score_opus":0.004466641198712539,"score_gpt":0.1962523336524446,"score_spread":0.19178569245373206,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2083557203","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.6137381,0.0026081703,0.35458475,0.0020697112,0.00068258296,0.0002486264,0.000002047727,0.00086990703,0.025196094],"genre_scores_gemma":[0.9935694,0.000474337,0.00093341654,0.00066994794,0.00027769658,0.000017905146,0.0000062275285,0.00004683376,0.0040042675],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9988138,0.00002493621,0.00019569666,0.00020345241,0.00030069574,0.00046141655],"domain_scores_gemma":[0.99906456,0.00024470067,0.000020302858,0.00048821565,0.000027046031,0.00015517519],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000121200304,0.00023688815,0.00023369615,0.00011177801,0.00040954116,0.00007842324,0.0003210694,0.00015935194,0.00013479334],"category_scores_gemma":[0.00002452977,0.0001413923,0.0002008827,0.0003734182,0.00007913274,0.00015633716,0.000045385877,0.00043194392,0.00030251525],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000025212178,0.000015117006,0.0001432317,0.00002902963,0.00020168454,0.00004044653,0.00011798244,0.97865087,0.00009039464,0.000004723891,0.019233335,0.0014706731],"study_design_scores_gemma":[0.00072585355,0.00006315793,0.03596156,0.000033775283,0.000101100566,0.00009211648,0.00020961808,0.7592033,0.024203978,0.00007910358,0.17864189,0.0006845212],"about_ca_topic_score_codex":0.0001467144,"about_ca_topic_score_gemma":0.000018515495,"teacher_disagreement_score":0.37983125,"about_ca_system_score_codex":0.000057010646,"about_ca_system_score_gemma":0.000021451899,"threshold_uncertainty_score":0.57658106},"labels":[],"label_agreement":null},{"id":"W2083880191","doi":"10.1007/s11242-005-1398-x","title":"Effects of Fracture Boundary Conditions on Matrix-fracture Transfer Shape Factor","year":2006,"lang":"en","type":"article","venue":"Transport in Porous Media","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":63,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Fracture (geology); Shape factor; Matrix (chemical analysis); Boundary (topology); Boundary value problem; Mechanics; Mathematics; Laplace transform; Flow (mathematics); Mathematical analysis; Geometry; Physics; Materials science; Geology; Geotechnical engineering","score_opus":0.003744085556576208,"score_gpt":0.20725324217611035,"score_spread":0.20350915661953414,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2083880191","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99414,0.0014100955,0.0021872136,0.00019268888,0.0002803593,0.00025407816,0.00015322876,0.0002482232,0.0011341117],"genre_scores_gemma":[0.99885267,0.00017437228,0.000054711843,0.00014656477,0.00018878139,0.00002685792,0.00038451728,0.00006456489,0.00010696878],"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","domain_scores_codex":[0.99847126,0.000024904428,0.00048042464,0.0002515129,0.0003890083,0.0003828862],"domain_scores_gemma":[0.9993401,0.00023113884,0.00002982283,0.00026457058,0.00002574605,0.000108607026],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00007104703,0.00031755047,0.00051290356,0.00028450543,0.000047361867,0.000010988367,0.00020412827,0.00032673372,0.000643682],"category_scores_gemma":[0.0000093387725,0.00027325144,0.00022256299,0.00029927172,0.00007760035,0.000108014734,0.0000019208221,0.00057496567,0.000026926857],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00007373909,0.0004786905,0.008958123,0.0011631353,0.00023150633,0.00069418637,0.002607442,0.97698265,0.0059695593,0.00003855024,0.0020129737,0.0007894615],"study_design_scores_gemma":[0.0020344174,0.00009176145,0.9067412,0.00035454176,0.00026842524,0.000011495659,0.000059379137,0.0022016466,0.068759754,0.00051038474,0.018230136,0.00073686097],"about_ca_topic_score_codex":0.00039517897,"about_ca_topic_score_gemma":0.0006011807,"teacher_disagreement_score":0.974781,"about_ca_system_score_codex":0.00006205788,"about_ca_system_score_gemma":0.000035617155,"threshold_uncertainty_score":0.999972},"labels":[],"label_agreement":null},{"id":"W2083953223","doi":"10.2118/135804-ms","title":"Direct Method of Estimating Average Reservoir Pressure for Flowing Oil and Gas Wells","year":2010,"lang":"en","type":"article","venue":"SPE Annual Technical Conference and Exhibition","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":49,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Petro-Canada","funders":"","keywords":"Petroleum engineering; Permeability (electromagnetism); Volumetric flow rate; Work (physics); Fossil fuel; Environmental science; Natural gas; Oil production; Geology; Mechanics; Engineering; Chemistry; Mechanical engineering","score_opus":0.01202542672318563,"score_gpt":0.2685865149390931,"score_spread":0.25656108821590745,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2083953223","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.6135625,0.0005272757,0.36568248,0.0012824106,0.00030539045,0.00024496298,0.00020973053,0.00059030275,0.017594917],"genre_scores_gemma":[0.9560829,0.00015637466,0.04344251,0.000016454687,0.00010997,0.000018789447,0.000019804847,0.000015870128,0.00013733648],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9992146,0.000024786055,0.00023410041,0.00021503732,0.00012069232,0.00019080949],"domain_scores_gemma":[0.9994448,0.000180177,0.000028260789,0.00017548614,0.000086344444,0.00008497131],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00041422687,0.00013437742,0.0002692345,0.00007791629,0.00008521837,0.000042281255,0.000086363514,0.0001760632,0.000042581654],"category_scores_gemma":[0.00019290762,0.000116294985,0.000066992434,0.00009171633,0.000065698594,0.00018389315,0.000049095703,0.00027179148,0.0000011787532],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00010349926,0.000102948885,0.0002426483,0.0025488052,0.0002592228,0.000012873925,0.0013861287,0.09287391,0.6500943,0.0016989461,0.0035741907,0.24710256],"study_design_scores_gemma":[0.00068996707,0.00017317444,0.00059668033,0.00042401865,0.00021532107,0.000030005638,0.00018014594,0.8252425,0.15190898,0.00527631,0.014766857,0.00049602595],"about_ca_topic_score_codex":0.00007151051,"about_ca_topic_score_gemma":0.00006442247,"teacher_disagreement_score":0.7323686,"about_ca_system_score_codex":0.000004531166,"about_ca_system_score_gemma":0.000010849774,"threshold_uncertainty_score":0.4742372},"labels":[],"label_agreement":null},{"id":"W2084050752","doi":"10.2118/100218-ms","title":"A Novel Fluid-Loss Control Pill That Works Without Filter-Cake Formation: Applications in High-Rate Gas Subsea Frac-Pack Completions in Indonesia","year":2006,"lang":"en","type":"article","venue":"All Days","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"ConocoPhillips (Canada)","funders":"ConocoPhillips","keywords":"Subsea; Geology; Petroleum engineering; Materials science; Geotechnical engineering","score_opus":0.01156629153719645,"score_gpt":0.2114350328236326,"score_spread":0.19986874128643614,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2084050752","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.6653825,0.00035025246,0.3312777,0.0008127019,0.00006323253,0.00045533213,0.00007065547,0.0002140326,0.0013735751],"genre_scores_gemma":[0.99813056,0.00008427658,0.00075453066,0.00013203839,0.00010884072,0.0002828442,0.00041671167,0.00003637955,0.000053811305],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99869555,0.000046207682,0.00043010898,0.0002327546,0.00018699153,0.00040836673],"domain_scores_gemma":[0.9992674,0.00013389274,0.000063486055,0.00041554714,0.000038074555,0.00008160633],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00021457174,0.0002304745,0.0003524963,0.00030267105,0.00008689818,0.00008968672,0.0002510935,0.00015315489,0.000050157418],"category_scores_gemma":[0.000008981803,0.00021835127,0.00009184587,0.0005158125,0.000046415527,0.00030743523,0.000027313772,0.0003361685,0.00007235243],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000011448047,0.0001474031,0.03571559,0.000054191525,0.00006019317,0.000010044501,0.00024947658,0.9607081,0.0018706343,0.00025738537,0.0006964578,0.00021907616],"study_design_scores_gemma":[0.0035576348,0.000019901918,0.43342337,0.00016851035,0.00010242781,0.000016584827,0.00016187534,0.5492538,0.0012810057,0.00060881366,0.010754693,0.0006513703],"about_ca_topic_score_codex":0.0013705351,"about_ca_topic_score_gemma":0.0053235674,"teacher_disagreement_score":0.4114543,"about_ca_system_score_codex":0.0001288727,"about_ca_system_score_gemma":0.000013599265,"threshold_uncertainty_score":0.8904106},"labels":[],"label_agreement":null},{"id":"W2084223864","doi":"10.1016/j.ijrmms.2006.11.006","title":"Computer simulation of hydraulic fractures","year":2007,"lang":"en","type":"article","venue":"International Journal of Rock Mechanics and Mining Sciences","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":1055,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Hydraulic fracturing; Fracture (geology); Boundary (topology); Scaling; Footprint; Geology; Function (biology); Petroleum engineering; Process (computing); Computer science; Geotechnical engineering; Mathematics; Geometry","score_opus":0.011542705910894343,"score_gpt":0.27759674028822134,"score_spread":0.266054034377327,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2084223864","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.4916956,0.00028821823,0.5071448,0.000067315545,0.0005461205,0.00000895941,6.5015297e-7,0.000006588142,0.00024170203],"genre_scores_gemma":[0.996283,0.000078640434,0.0033600626,0.00004844031,0.00021591199,6.1516666e-8,3.404504e-7,0.0000036022996,0.000009931149],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9991865,0.0000071178874,0.00028783194,0.00005769111,0.00037487457,0.00008597572],"domain_scores_gemma":[0.999485,0.00014851998,0.00014449036,0.000031093423,0.00014591197,0.000044954446],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000554708,0.00005763828,0.00011385582,0.0002631109,0.000039479954,0.00003382272,0.00021469354,0.00003430897,0.000015302234],"category_scores_gemma":[0.00004234531,0.00004325876,0.000055208406,0.00010066363,0.000008661961,0.00014257808,0.000025002944,0.00007380737,4.6354592e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000057203993,0.0000077492805,0.00014212575,0.0000041119856,0.00005728944,0.0000075136254,0.00033691517,0.98833394,0.00032144767,0.00008537887,0.000049056474,0.010648746],"study_design_scores_gemma":[0.00013006893,0.00007490346,0.00047573025,0.000061444516,0.000013134473,0.00003082827,0.00016672908,0.9950579,0.0019214526,0.00050676975,0.001508303,0.00005273146],"about_ca_topic_score_codex":0.000005323322,"about_ca_topic_score_gemma":0.000004437791,"teacher_disagreement_score":0.5045874,"about_ca_system_score_codex":0.000013867508,"about_ca_system_score_gemma":0.000014019444,"threshold_uncertainty_score":0.1764041},"labels":[],"label_agreement":null},{"id":"W2084416531","doi":"10.2118/143710-pa","title":"Successful Applications of Pressure-Rate Deconvolution in the Cad-Nik Tight Gas Formations of the British Columbia Foothills","year":2012,"lang":"en","type":"article","venue":"Journal of Canadian Petroleum Technology","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Petroleum engineering; Geology; Natural gas; Material balance; Tight gas; Extrapolation; Unconventional oil; Geomechanics; Electrical conduit; Petrology; Geotechnical engineering; Hydraulic fracturing; Engineering; Paleontology","score_opus":0.00336293181951568,"score_gpt":0.18099364416854702,"score_spread":0.17763071234903133,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2084416531","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9858083,0.0033112988,0.002017647,0.0033102867,0.00016999038,0.00017628499,0.00007228614,0.000021862696,0.0051120166],"genre_scores_gemma":[0.9994132,0.00024108052,0.000093356,0.000034837358,0.000046063633,0.000016770637,0.0000016860843,0.000009391805,0.00014363554],"study_design_codex":"observational","study_design_gemma":"not_applicable","domain_scores_codex":[0.99902844,0.000048358645,0.0004734178,0.00004617933,0.00014463207,0.0002589738],"domain_scores_gemma":[0.99925345,0.000049486902,0.0002329399,0.00027832444,0.00010616794,0.000079634316],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004425987,0.00006306887,0.00022091361,0.0006066553,0.00013078238,0.000041322033,0.0005362414,0.00016522611,0.000045579905],"category_scores_gemma":[0.00007039253,0.000057122612,0.00010805882,0.0010026632,0.00011453219,0.00014986585,0.000015677297,0.00040431065,0.0000015277618],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000106945245,0.00033844612,0.5306015,0.00060274516,0.0014328008,0.00002570682,0.0017465384,0.37568426,0.003793508,0.0016873284,0.063816994,0.020259468],"study_design_scores_gemma":[0.0007937446,0.0000840039,0.196386,0.00025080185,0.00041083357,0.0006077516,0.0015136438,0.0077037592,0.003688311,0.0021189873,0.78615505,0.00028709366],"about_ca_topic_score_codex":0.09738092,"about_ca_topic_score_gemma":0.7475223,"teacher_disagreement_score":0.7223381,"about_ca_system_score_codex":0.00008981651,"about_ca_system_score_gemma":0.00012347098,"threshold_uncertainty_score":0.9086297},"labels":[],"label_agreement":null},{"id":"W2084519285","doi":"10.2118/165563-ms","title":"Design and Field Evaluation of Tubing Deployed Passive Outflow Control Devices in SAGD Injection Wells","year":2013,"lang":"en","type":"article","venue":"SPE Heavy Oil Conference-Canada","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":7,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Petroleum engineering; Steam injection; Body orifice; Injection well; Completion (oil and gas wells); Engineering; Outflow; Wellhead; Oil field; Mechanical engineering; Geology","score_opus":0.014859635893539289,"score_gpt":0.21087531015749472,"score_spread":0.19601567426395544,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2084519285","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9859594,0.00041070124,0.010061567,0.0012004508,0.00027118035,0.00023192559,0.0000037548878,0.000035364716,0.0018256473],"genre_scores_gemma":[0.9994285,0.000075427524,0.00020710938,0.00013794022,0.000031639407,0.000041055177,0.0000039319684,0.000012539974,0.000061837454],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9987852,0.00013513835,0.0002932633,0.00016523003,0.00040076926,0.00022041018],"domain_scores_gemma":[0.9992752,0.00024270135,0.00005928116,0.00014827967,0.00019163666,0.000082902305],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00025559333,0.00014410954,0.00026766502,0.00009281683,0.000042442418,0.000039572114,0.00009294636,0.00007937398,0.00026825367],"category_scores_gemma":[0.000115243805,0.00013235296,0.000022798997,0.00014635337,0.000015974674,0.00012588027,0.000011062265,0.00017388149,0.0000026563005],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000018319013,0.000011519502,0.004876053,0.00014225346,0.0001340544,0.000004355845,0.00028397358,0.901595,0.00060163985,0.000003891493,0.0033285501,0.089000374],"study_design_scores_gemma":[0.0007687495,0.000037565038,0.012160303,0.00013046591,0.00007947493,0.0000021294964,0.00048837747,0.9775426,0.008187322,0.00011714654,0.00028285108,0.00020302835],"about_ca_topic_score_codex":0.9563529,"about_ca_topic_score_gemma":0.98312217,"teacher_disagreement_score":0.088797346,"about_ca_system_score_codex":0.00023194126,"about_ca_system_score_gemma":0.00072058704,"threshold_uncertainty_score":0.5397197},"labels":[],"label_agreement":null},{"id":"W2084632725","doi":"10.2118/171590-ms","title":"Geomechanical Characterization of an Unconventional Reservoir with Microseismic Fracture Monitoring Data and Unconventional Fracture Modeling","year":2014,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Schlumberger (Canada)","funders":"","keywords":"Microseism; Hydraulic fracturing; Geology; Fracture (geology); Geomechanics; Petroleum engineering; Unconventional oil; Geotechnical engineering; Volume (thermodynamics); Reservoir modeling; Stress field; Seismology; Engineering; Oil shale","score_opus":0.013227790625221768,"score_gpt":0.23130887194799687,"score_spread":0.2180810813227751,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2084632725","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.59564817,0.00004892282,0.40381506,0.00017882898,0.00007190547,0.000057983456,0.000027006581,0.00009393812,0.00005816561],"genre_scores_gemma":[0.99548674,0.000054273412,0.0029257047,0.00006828265,0.00032549028,0.0000056903573,0.0009879551,0.000041173054,0.000104672166],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.998638,0.000049873302,0.00034352203,0.00038292748,0.00035312053,0.0002325805],"domain_scores_gemma":[0.9991031,0.000043026066,0.00007234645,0.00054310565,0.000095928444,0.00014244344],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00034876014,0.00021704048,0.00028932028,0.00013744578,0.00010380961,0.0000678396,0.00033781654,0.00018014248,0.00011186257],"category_scores_gemma":[0.000023229917,0.00017070619,0.000050275063,0.00015855681,0.000036972593,0.0005807144,0.000094980074,0.00030917188,0.000004323079],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000036224228,0.00005728223,0.001375643,0.00015724711,0.00017889032,0.0000025865202,0.00007180097,0.9795418,0.017353734,0.000018846198,0.000036059973,0.0011699202],"study_design_scores_gemma":[0.0004245344,0.000046980676,0.0028080454,0.00009776065,0.000067111076,0.00001231842,0.00004983843,0.985363,0.008472674,0.00024217514,0.0021923783,0.00022314822],"about_ca_topic_score_codex":0.000103347884,"about_ca_topic_score_gemma":0.000026423768,"teacher_disagreement_score":0.40088937,"about_ca_system_score_codex":0.000026597863,"about_ca_system_score_gemma":0.00002439922,"threshold_uncertainty_score":0.69611967},"labels":[],"label_agreement":null},{"id":"W2084663234","doi":"10.2118/89719-pa","title":"Evolution of Completion Practices in the Wild River Tight Gas Field","year":2006,"lang":"en","type":"article","venue":"SPE Drilling & Completion","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Shell (Canada); Encana (Canada)","funders":"","keywords":"Completion (oil and gas wells); Fracture (geology); Petroleum engineering; Production (economics); Natural gas field; Capital (architecture); Geology; Well stimulation; Environmental science; Engineering; Geotechnical engineering; Geography; Reservoir engineering; Waste management; Paleontology; Economics; Natural gas; Archaeology","score_opus":0.013732838168949593,"score_gpt":0.23427928123548683,"score_spread":0.22054644306653723,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2084663234","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.89216065,0.00050270517,0.09500448,0.00084206066,0.00033172694,0.00015051464,0.0000038870944,0.00010899254,0.010894997],"genre_scores_gemma":[0.9989133,0.00007161409,0.0005977144,0.000026815433,0.00026641836,0.0000058965234,0.000054436154,0.000011352813,0.000052445783],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9990409,0.00008126114,0.00029167678,0.00014012429,0.0002728433,0.00017318418],"domain_scores_gemma":[0.9993629,0.00020492588,0.00014450151,0.00022676044,0.00004486509,0.000016050913],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003468318,0.00011187587,0.00017614859,0.00015606123,0.000077055,0.00002713619,0.00015873613,0.000078522666,0.000051333744],"category_scores_gemma":[0.0000692493,0.0000882907,0.00008331687,0.00031250186,0.000038075872,0.00012581216,0.000012231253,0.00022361572,0.000027244423],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000016002292,0.00007029344,0.014293958,0.00008955256,0.000026698404,0.000004986605,0.00045403966,0.97470427,0.0040356787,0.000993909,0.004749325,0.0005613042],"study_design_scores_gemma":[0.00035954063,0.000058244306,0.1600722,0.00013709406,0.000070577036,0.000010979059,0.00015194234,0.79736066,0.0025125127,0.0043172445,0.034706704,0.00024232898],"about_ca_topic_score_codex":0.0034501078,"about_ca_topic_score_gemma":0.00086898403,"teacher_disagreement_score":0.17734362,"about_ca_system_score_codex":0.000085600754,"about_ca_system_score_gemma":0.0000073266406,"threshold_uncertainty_score":0.5215554},"labels":[],"label_agreement":null},{"id":"W2085078612","doi":"10.2118/09-08-49","title":"Enhanced Gas Recovery: Factors Affecting Gas-Gas Displacement Efficiency","year":2009,"lang":"en","type":"article","venue":"Journal of Canadian Petroleum Technology","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":64,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Petroleum engineering; Natural gas; Natural gas field; Fossil fuel; Displacement (psychology); Environmental science; Geology; Waste management; Engineering","score_opus":0.0041325990603697915,"score_gpt":0.1967520519520651,"score_spread":0.19261945289169533,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2085078612","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9838568,0.0007829444,0.006448838,0.0034218463,0.00047209774,0.00004907175,0.000004870164,0.00012596553,0.0048375647],"genre_scores_gemma":[0.9989588,0.00041983637,0.00026095976,0.000066071945,0.00012942635,0.0000010447395,0.000002146185,0.00002490681,0.00013680167],"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.998393,0.000026746442,0.00049841695,0.00016531687,0.00025620803,0.00066033495],"domain_scores_gemma":[0.9990291,0.000047112626,0.00018242415,0.0002925529,0.00007783812,0.0003709664],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002793469,0.00023666494,0.00046750106,0.003482233,0.0001365123,0.000046277477,0.00044236268,0.00027674713,0.000097287135],"category_scores_gemma":[0.00017088273,0.00020478368,0.00022305721,0.0010251588,0.000045360455,0.00013032707,0.000013104095,0.0007583915,0.000017337405],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00003174857,0.00007961115,0.0011911929,0.000050593586,0.0005113203,0.00042948104,0.0004937394,0.9188349,0.02512694,0.00008409602,0.005791852,0.047374506],"study_design_scores_gemma":[0.005820422,0.0068537975,0.011821941,0.0013453148,0.0011486429,0.0017385341,0.00693486,0.079750605,0.6466537,0.004489983,0.22974934,0.0036928626],"about_ca_topic_score_codex":0.0018016214,"about_ca_topic_score_gemma":0.020452227,"teacher_disagreement_score":0.8390843,"about_ca_system_score_codex":0.0006237017,"about_ca_system_score_gemma":0.000153085,"threshold_uncertainty_score":0.997422},"labels":[],"label_agreement":null},{"id":"W2085171173","doi":"10.2523/iptc-12332-ms","title":"Effect of Mud Clasts on Stochastic Permeability Modeling for Steam Assisted Gravity Drainage (SAGD) Production Forecasting in the Athabasca Oil Sands, Canada","year":2008,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Steam-assisted gravity drainage; Oil sands; Petroleum engineering; Permeability (electromagnetism); Clastic rock; Geology; Asphalt; Geochemistry; Materials science; Chemistry; Sedimentary rock","score_opus":0.01816370423487025,"score_gpt":0.2240358784890825,"score_spread":0.20587217425421223,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2085171173","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.98145986,0.000062170264,0.017066613,0.00009057723,0.00016535388,0.00026470114,0.000008750289,0.000061341736,0.00082061184],"genre_scores_gemma":[0.99955165,0.0000034071877,0.000111838366,0.0000104588335,0.000093129835,0.00007378267,0.00001708457,0.000021520378,0.00011714502],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99866694,0.0001293049,0.0003279865,0.00026217697,0.00031766694,0.0002959304],"domain_scores_gemma":[0.9990243,0.00048231301,0.00004585966,0.00034436397,0.000054555436,0.00004863503],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00090427685,0.00019502496,0.00032630004,0.000097172175,0.00016338723,0.000009962071,0.00016563351,0.0000695534,0.000004849284],"category_scores_gemma":[0.0006016825,0.00012808102,0.0001327657,0.0002754327,0.00003180325,0.00006459629,0.000016042379,0.000248745,3.8458086e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000057339144,0.00003198777,0.00025491146,0.00037198787,0.00003724979,0.000003761095,0.0003490859,0.9930245,0.00013415853,0.0000014295774,0.00009787987,0.0056357086],"study_design_scores_gemma":[0.0003860701,0.00011988939,0.0013684204,0.00008662052,0.000044367822,0.000015089115,0.0001407934,0.9957887,0.0018706264,0.000014116463,0.000019347597,0.00014595201],"about_ca_topic_score_codex":0.08072175,"about_ca_topic_score_gemma":0.23600441,"teacher_disagreement_score":0.15528266,"about_ca_system_score_codex":0.00022647984,"about_ca_system_score_gemma":0.0000670812,"threshold_uncertainty_score":0.9253998},"labels":[],"label_agreement":null},{"id":"W2085294086","doi":"10.2118/2004-071","title":"Effect of Sample Disturbance Induced by Gas Exsolution on Geotechnical and Hydraulic Properties Measurements in Oil Sands","year":2004,"lang":"en","type":"article","venue":"Canadian International Petroleum Conference","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Disturbance (geology); Geotechnical engineering; Geology; Sample (material); Petroleum engineering; Geomorphology","score_opus":0.01721186177156935,"score_gpt":0.21983987201812702,"score_spread":0.20262801024655766,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2085294086","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9959172,0.00015602633,0.00024554558,0.0006712667,0.000121145036,0.00003538681,0.000032565385,0.000029624933,0.0027912627],"genre_scores_gemma":[0.9997282,0.000071796705,0.0000105426325,0.000038755905,0.000026153713,0.000026772916,0.000030084651,0.000011668599,0.000056049044],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9991548,0.000028687598,0.00019362061,0.00017643413,0.00023877135,0.00020767823],"domain_scores_gemma":[0.9996218,0.000036361824,0.00002960202,0.00012773459,0.000040430266,0.00014408736],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001435037,0.00013618241,0.00017987959,0.00023177694,0.000033869626,0.000034182303,0.00019341805,0.000084796804,0.000026460217],"category_scores_gemma":[0.00015828805,0.00012131829,0.000037203186,0.000088695364,0.00004720467,0.000082116116,0.000013565826,0.00020113737,0.0000056206704],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000105632564,0.000053340947,0.007347868,0.0001908107,0.00019656961,0.000011260864,0.000277494,0.9558544,0.023857124,0.00020159161,0.0002909279,0.011612938],"study_design_scores_gemma":[0.0087745385,0.0014842497,0.07278584,0.003249878,0.00014266181,0.0000286114,0.00010947026,0.6219301,0.2725075,0.00084320025,0.016152995,0.0019909167],"about_ca_topic_score_codex":0.056435235,"about_ca_topic_score_gemma":0.04149508,"teacher_disagreement_score":0.3339243,"about_ca_system_score_codex":0.0004564875,"about_ca_system_score_gemma":0.00007977168,"threshold_uncertainty_score":0.9759951},"labels":[],"label_agreement":null},{"id":"W2085425374","doi":"10.2118/2001-013","title":"An Integrated Fracture Characterization of a Heavy Oil Naturally Fractured Carbonate Reservoir","year":2001,"lang":"en","type":"article","venue":"Canadian International Petroleum Conference","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":8,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Sherritt (Canada)","funders":"","keywords":"Carbonate; Petroleum engineering; Fracture (geology); Characterization (materials science); Geology; Reservoir modeling; Geotechnical engineering; Materials science; Nanotechnology; Metallurgy","score_opus":0.007818152759615438,"score_gpt":0.2144011022108291,"score_spread":0.20658294945121364,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2085425374","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.98215127,0.00008449316,0.002081217,0.002517615,0.00057772367,0.00003743634,0.00019391936,0.00014061265,0.01221574],"genre_scores_gemma":[0.9964677,0.00022255318,0.00009659062,0.00040613237,0.00019471461,0.000014882565,0.0010730518,0.000036788475,0.0014875855],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9985976,0.00004565492,0.00036573198,0.00028096174,0.0003539523,0.0003560623],"domain_scores_gemma":[0.9987859,0.000026244868,0.00009123181,0.00036491637,0.00039120959,0.00034046997],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001187453,0.0002486009,0.00027760005,0.00056376227,0.00007243705,0.00012778568,0.00067669235,0.00022384623,0.0011149563],"category_scores_gemma":[0.00006124433,0.0002352793,0.00010019927,0.00027017697,0.00005965369,0.00037639012,0.000015428745,0.00046259147,0.000025746796],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00009816803,0.000056011533,0.005952998,0.00005794154,0.00046651598,0.00016100187,0.0008639384,0.96556234,0.021726057,0.00024382389,0.000939672,0.0038715235],"study_design_scores_gemma":[0.00041100956,0.000043705862,0.04005508,0.00013415044,0.00003489503,0.000025642685,0.000097103286,0.6760435,0.004119281,0.00010421684,0.278489,0.00044242197],"about_ca_topic_score_codex":0.041033626,"about_ca_topic_score_gemma":0.0842139,"teacher_disagreement_score":0.28951883,"about_ca_system_score_codex":0.00032604326,"about_ca_system_score_gemma":0.00029136956,"threshold_uncertainty_score":0.9997982},"labels":[],"label_agreement":null},{"id":"W2085432753","doi":"10.2118/169496-ms","title":"Verification of a Proppant-Filled Discrete Fracture Network Model","year":2014,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Microsemi (Canada)","funders":"","keywords":"Hydraulic fracturing; Fracture (geology); Microseism; Geology; Petroleum engineering; Wellbore; Similarity (geometry); Comminution; Geotechnical engineering; Computer science; Materials science; Artificial intelligence; Seismology","score_opus":0.005710151784218893,"score_gpt":0.1994482833827262,"score_spread":0.1937381315985073,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2085432753","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.027017932,0.00010417899,0.94700307,0.0002040872,0.000051216823,0.000070474365,0.0000011292699,0.00020625659,0.025341664],"genre_scores_gemma":[0.9948839,0.000034951925,0.0041206153,0.00004931095,0.00009887847,0.000007794948,0.0000118145035,0.000017160468,0.00077558204],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9994456,0.000015522413,0.00016822135,0.00010251119,0.000116712596,0.00015138803],"domain_scores_gemma":[0.9995973,0.00002171833,0.000027285203,0.00028103977,0.000023865268,0.000048778722],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00011871962,0.00009155138,0.00016735909,0.000035480483,0.00003047045,0.00001022331,0.00011393328,0.000075105745,0.000068694855],"category_scores_gemma":[0.000018112281,0.0000653019,0.00007523453,0.000112657486,0.000015532767,0.000050905823,0.000011174643,0.00010026502,0.000016704798],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000031572772,0.000004538628,0.00006346351,0.000035325524,0.000040048664,8.9698936e-8,0.0000748817,0.99580693,0.0004989995,0.00007680721,0.0027783501,0.000617403],"study_design_scores_gemma":[0.000101033664,0.000007809622,0.0003554599,0.00001433644,0.000025952573,2.8214833e-7,0.000008127197,0.99091506,0.0033212195,0.00036087964,0.0047991374,0.00009072467],"about_ca_topic_score_codex":0.000025957612,"about_ca_topic_score_gemma":0.000011420699,"teacher_disagreement_score":0.96786594,"about_ca_system_score_codex":0.000010952361,"about_ca_system_score_gemma":0.000005376961,"threshold_uncertainty_score":0.26629344},"labels":[],"label_agreement":null},{"id":"W2085681689","doi":"10.2118/101749-ms","title":"Interpretation of Water Injection/Falloff Test—Comparison Between Numerical and Levitan's Analytical Model","year":2006,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Water injection (oil production); Petroleum engineering; Well test (oil and gas); Test (biology); Oil field; Flow (mathematics); Produced water; Phase (matter); Two-phase flow; Environmental science; Computer science; Geology; Mechanics; Chemistry","score_opus":0.008547879597145142,"score_gpt":0.23474792081452936,"score_spread":0.2262000412173842,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2085681689","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.48823324,0.000045552053,0.5049099,0.00008787095,0.000016415814,0.00003105248,0.0000023002874,0.00010732783,0.0065664025],"genre_scores_gemma":[0.9981886,0.000003040621,0.0012422429,0.0000066765265,0.000051756862,0.000002358143,0.000015700487,0.000013184915,0.00047643323],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99930704,0.000010923591,0.00028272212,0.00012291994,0.0001257389,0.00015066404],"domain_scores_gemma":[0.9997381,0.0000624544,0.000014763396,0.00011102478,0.000025598076,0.000048085916],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000078658144,0.00010157337,0.00024170928,0.00011038505,0.00002585007,0.000019846886,0.000056809484,0.00007382727,0.00003304323],"category_scores_gemma":[0.000014568646,0.00007021374,0.00006542476,0.000098164215,0.000029389867,0.00008479744,0.000021849448,0.000117076415,0.000010533804],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000024391827,0.000021528871,0.02210416,0.000030100724,0.00004511014,3.9807296e-7,0.00010669858,0.9753205,0.0004807048,0.000015180068,0.00049671734,0.0013764696],"study_design_scores_gemma":[0.00009464107,0.000027260921,0.0052772774,0.00000844732,0.00006661656,0.0000010733723,0.000023220684,0.9866213,0.0074181636,0.00026011944,0.00010419996,0.00009765993],"about_ca_topic_score_codex":0.00020322404,"about_ca_topic_score_gemma":0.000021108624,"teacher_disagreement_score":0.5099554,"about_ca_system_score_codex":0.00002624452,"about_ca_system_score_gemma":0.00000339116,"threshold_uncertainty_score":0.2863233},"labels":[],"label_agreement":null},{"id":"W2085826812","doi":"10.2118/03-02-01","title":"Pressure Pulsing at the Reservoir Scale: A New IOR Approach","year":2003,"lang":"en","type":"article","venue":"Journal of Canadian Petroleum Technology","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":45,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Waterloo; University of Alberta","funders":"","keywords":"Porous medium; Petroleum engineering; Amplitude; Oil field; Flow (mathematics); Enhanced oil recovery; Phase (matter); Full scale; Oil production; Porosity; Environmental science; Work (physics); Mechanics; Geotechnical engineering; Geology; Engineering; Chemistry; Physics; Mechanical engineering; Electrical engineering; Optics","score_opus":0.006322382407787871,"score_gpt":0.18848957964454674,"score_spread":0.18216719723675887,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2085826812","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8026959,0.04036487,0.012211958,0.034569193,0.0013470142,0.0002514782,0.00002575679,0.0003453486,0.108188525],"genre_scores_gemma":[0.9918565,0.00024306467,0.0013573362,0.00009585432,0.00015017616,0.0000030540084,0.0000010988823,0.000037266618,0.0062556323],"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","domain_scores_codex":[0.9986347,0.000052417603,0.00039562403,0.00013712805,0.0002525353,0.0005275893],"domain_scores_gemma":[0.9989213,0.000032924156,0.00012082939,0.00045294853,0.00007633629,0.0003957094],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00038802339,0.00017929163,0.0003453705,0.0018309747,0.00019291964,0.000048326787,0.00057870406,0.00031337942,0.00018452016],"category_scores_gemma":[0.00016202286,0.00012602558,0.00017349745,0.0011026724,0.00010636312,0.00009463499,0.000025310748,0.00086290797,0.000020156318],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000010066332,0.000015710795,0.0034781988,0.000043167664,0.0005424429,0.00012911648,0.00016348736,0.90772885,0.0009034033,0.00017488052,0.08457335,0.0022372988],"study_design_scores_gemma":[0.00037876097,0.000046120087,0.00048131988,0.00003201565,0.00014429624,0.0010748426,0.0002612314,0.007111618,0.0028145947,0.0003506435,0.9871254,0.00017916603],"about_ca_topic_score_codex":0.004524291,"about_ca_topic_score_gemma":0.06657227,"teacher_disagreement_score":0.90255207,"about_ca_system_score_codex":0.0002814795,"about_ca_system_score_gemma":0.0003127393,"threshold_uncertainty_score":0.9504604},"labels":[],"label_agreement":null},{"id":"W2085887394","doi":"10.1080/10916466.2010.511388","title":"The Lessons Learned From Miscible Gas Flooding in Naturally Fractured Reservoirs: Integrated Studies, and Pilot and Field Cases","year":2012,"lang":"en","type":"article","venue":"Petroleum Science and Technology","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":9,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Petroleum engineering; Scale (ratio); Enhanced oil recovery; Oil field; Environmental science; Fossil fuel; Process engineering; Waste management; Engineering","score_opus":0.03783419150675118,"score_gpt":0.29563402256418103,"score_spread":0.2577998310574299,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2085887394","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.95427406,0.033386234,0.0000508945,0.011855443,0.000115715964,0.00004175869,0.0000021405497,0.00011859073,0.00015515264],"genre_scores_gemma":[0.99287176,0.0067567946,0.00021661217,0.00004715531,0.000029707528,0.000013060834,9.0764746e-7,0.00000759714,0.000056432626],"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99897,0.000021032572,0.00015460486,0.00025268423,0.00015920971,0.00044248727],"domain_scores_gemma":[0.9992384,0.00036840068,0.000028745173,0.00023098291,0.0000531886,0.00008031882],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005741533,0.00013704567,0.00021014748,0.0003625118,0.00039980243,0.000094907235,0.00024032843,0.000106636915,0.0000029534165],"category_scores_gemma":[0.0010288673,0.00008628447,0.000011171888,0.00072404736,0.00060966634,0.00024258868,0.00019134974,0.0004475994,0.0000013434054],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00032331358,0.00028276898,0.22858022,0.0004395471,0.0011141209,0.00034591212,0.010950157,0.016635342,0.2829276,0.0039211153,0.0050364193,0.4494435],"study_design_scores_gemma":[0.0061905347,0.0020509074,0.06846413,0.0015187145,0.0005326823,0.0006718997,0.0674348,0.29746523,0.34904227,0.04094563,0.16206175,0.0036214348],"about_ca_topic_score_codex":0.0005435408,"about_ca_topic_score_gemma":0.0018098896,"teacher_disagreement_score":0.44582206,"about_ca_system_score_codex":0.000045900182,"about_ca_system_score_gemma":0.000024465955,"threshold_uncertainty_score":0.35185784},"labels":[],"label_agreement":null},{"id":"W2085964400","doi":"10.2118/165544-ms","title":"Understanding the Thermo-Hydro-Mechanical Pressurization in Two-Phase (Steam/Water) Flow and its Application in Low-Perm Caprock Formations in SAGD Projects","year":2013,"lang":"en","type":"article","venue":"SPE Heavy Oil Conference-Canada","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Caprock; Petroleum engineering; Permeability (electromagnetism); Geology; Steam injection; Oil sands; Asphalt; Cabin pressurization; Geotechnical engineering; Materials science; Composite material","score_opus":0.024488185792749737,"score_gpt":0.22836555834445488,"score_spread":0.20387737255170513,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2085964400","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9889711,0.00011123992,0.0067263613,0.0013501089,0.00008808854,0.00046595017,0.0000114817085,0.00003979146,0.002235847],"genre_scores_gemma":[0.9994909,0.00009932261,0.000022187796,0.00006876431,0.000028046574,0.00016157868,0.000045524852,0.000017036995,0.00006664367],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99876386,0.00006759784,0.00036808505,0.00020819712,0.00024255025,0.00034970758],"domain_scores_gemma":[0.99959373,0.00006312134,0.000035156907,0.00019693107,0.00003343531,0.0000776281],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00016981892,0.00016962095,0.00021654503,0.00014100986,0.00008276213,0.00006332721,0.0001653243,0.000068898225,0.00005827243],"category_scores_gemma":[0.000030781124,0.00012385088,0.000017495438,0.00030900654,0.000016152826,0.00022034087,0.00003480009,0.0002958212,0.0000049126456],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000020506903,0.00007420677,0.0007954866,0.0004095024,0.00004030226,0.000012800801,0.0034605502,0.9829848,0.0029520856,0.00029579995,0.00025549383,0.008698513],"study_design_scores_gemma":[0.0007604815,0.000008338392,0.0006479409,0.00011848921,0.000008232805,0.0000022534027,0.0010437071,0.9933998,0.003266739,0.00041425874,0.00015100303,0.00017874443],"about_ca_topic_score_codex":0.7409693,"about_ca_topic_score_gemma":0.98990613,"teacher_disagreement_score":0.24893682,"about_ca_system_score_codex":0.00059707946,"about_ca_system_score_gemma":0.00032943825,"threshold_uncertainty_score":0.5050493},"labels":[],"label_agreement":null},{"id":"W2086018633","doi":"10.1115/imece2005-81777","title":"A New Two Phase Extension of Modified Brinkman Formulation for Fluid Flow through Porous Media","year":2005,"lang":"en","type":"article","venue":"Fluids Engineering","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Dalhousie University","funders":"Atlantic Canada Opportunities Agency; Killam Trusts","keywords":"Capillary pressure; Porous medium; Saturation (graph theory); Multiphase flow; Relative permeability; Mechanics; Permeability (electromagnetism); Fluid dynamics; Darcy–Weisbach equation; Two-phase flow; Mathematics; Flow (mathematics); Porosity; Geotechnical engineering; Geology; Physics; Chemistry","score_opus":0.014453037559683494,"score_gpt":0.2506460564865028,"score_spread":0.2361930189268193,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2086018633","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.14408122,0.0010465469,0.85361964,0.00006340125,0.00029525673,0.0001837917,0.000015591628,0.0004251025,0.0002694555],"genre_scores_gemma":[0.9100845,0.000076502045,0.08885511,0.000014397584,0.0006991652,0.000018197226,0.000075926975,0.00007248991,0.00010369833],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9987571,0.000005583709,0.0004307365,0.00021783893,0.00022824208,0.00036049105],"domain_scores_gemma":[0.99933594,0.00009389523,0.00003015895,0.00034992237,0.00005976599,0.00013030025],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00013727316,0.00024360037,0.00035100436,0.00017652503,0.000041540516,0.000025158826,0.00016422383,0.00011625451,0.000040121296],"category_scores_gemma":[0.000082904786,0.000243334,0.00017519025,0.0002341253,0.000005639188,0.0003304582,0.000025147447,0.0001369429,0.00001086217],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000017613991,0.00002115866,0.0000016653441,0.00011048454,0.00006500325,0.000001944095,0.00050887023,0.89130414,0.089116104,0.00014835755,0.0010692796,0.017635407],"study_design_scores_gemma":[0.0016121097,0.00003586691,0.00003989721,0.00006330311,0.000068145506,0.000006095402,0.000008895994,0.88632286,0.10647003,0.000059958442,0.0050765094,0.00023631839],"about_ca_topic_score_codex":0.000060403276,"about_ca_topic_score_gemma":0.000018300128,"teacher_disagreement_score":0.7660033,"about_ca_system_score_codex":0.00008896354,"about_ca_system_score_gemma":0.000017415123,"threshold_uncertainty_score":0.9922872},"labels":[],"label_agreement":null},{"id":"W2086164376","doi":"10.2118/157821-ms","title":"Effects of Gravity, Foaminess and Pressure Draw Down on Primary Depletion Recovery Factor in Heavy Oil Systems","year":2012,"lang":"en","type":"article","venue":"SPE Heavy Oil Conference Canada","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"ConocoPhillips (Canada); University of Calgary","funders":"","keywords":"Drawdown (hydrology); Dispersion (optics); Petroleum engineering; Flow (mathematics); Pressure gradient; Geotechnical engineering; Geology; Mechanics; Environmental science; Groundwater; Physics","score_opus":0.0070988215164804495,"score_gpt":0.1931109099420267,"score_spread":0.18601208842554626,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2086164376","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9924776,0.0034269418,0.0001708278,0.00014512318,0.0010035174,0.00007870397,0.00005604884,0.000052833686,0.0025883922],"genre_scores_gemma":[0.9985708,0.0005474739,0.000018848756,0.00004216874,0.00011487617,0.00002409592,0.000025067782,0.000025180881,0.0006314649],"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","domain_scores_codex":[0.99865425,0.000088183915,0.00029382526,0.0002068455,0.00034835862,0.000408533],"domain_scores_gemma":[0.9992283,0.00019722251,0.000062157065,0.00025596374,0.000055146134,0.00020118587],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00013294858,0.00023176362,0.00045802217,0.00013202206,0.000047270914,0.000041141095,0.00014084134,0.000139301,0.00001633618],"category_scores_gemma":[0.00006196324,0.0002098134,0.000044151147,0.00017590217,0.000036657624,0.00015375836,0.00003272488,0.0002663047,0.0000023210916],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000863073,0.0010564699,0.10744489,0.0870879,0.0022384366,0.0003849745,0.0040699304,0.4844823,0.02342459,0.00073982246,0.017637324,0.2705703],"study_design_scores_gemma":[0.0059329704,0.0006327766,0.70313156,0.00852392,0.0008017715,0.00007581816,0.0007595083,0.06260222,0.0850517,0.00014179385,0.12790124,0.004444715],"about_ca_topic_score_codex":0.351966,"about_ca_topic_score_gemma":0.26854557,"teacher_disagreement_score":0.5956867,"about_ca_system_score_codex":0.00021151737,"about_ca_system_score_gemma":0.00021122706,"threshold_uncertainty_score":0.8555942},"labels":[],"label_agreement":null},{"id":"W2086509780","doi":"10.1016/j.jngse.2013.11.004","title":"A model for simultaneous matrix depletion into natural and hydraulic fracture networks","year":2013,"lang":"en","type":"article","venue":"Journal of Natural Gas Science and Engineering","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":99,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta; Canadian Natural Resources","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Laplace transform; Matrix (chemical analysis); Porosity; Constant (computer programming); Mathematics; Uniqueness; Flow (mathematics); Mathematical analysis; Mechanics; Applied mathematics; Geometry; Mathematical optimization; Geology; Geotechnical engineering; Computer science; Chemistry; Physics","score_opus":0.0039001210280260722,"score_gpt":0.21229129366760713,"score_spread":0.20839117263958107,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2086509780","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.81292754,0.008849755,0.17693383,0.00062525953,0.00045883335,0.00013088652,3.8899273e-7,0.00006468158,0.000008859963],"genre_scores_gemma":[0.99131185,0.00044942222,0.007879535,0.00009102732,0.00021200528,0.0000034572613,6.9092505e-7,0.000016974493,0.000035025514],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9989859,0.0000038745798,0.00026272112,0.00013644272,0.00029196066,0.00031911535],"domain_scores_gemma":[0.99932146,0.000117182724,0.00006182841,0.000088060384,0.0002281121,0.00018333823],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003116948,0.00016440098,0.00023445365,0.0002737813,0.00013173839,0.0001827384,0.00018961054,0.000080162834,0.0000018009931],"category_scores_gemma":[0.00024013627,0.00011915429,0.00007214356,0.00028973047,0.000065533684,0.00068477314,0.000031664043,0.0004518197,5.5347016e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000005007691,0.000002725414,0.00002111946,0.000051850206,0.00002047245,0.0000044539665,0.00020447602,0.98700875,0.0079886485,0.0000021942926,0.00025271263,0.004437593],"study_design_scores_gemma":[0.00020256321,0.000028543383,0.00039106113,0.00005614379,0.000028796454,0.00011698431,0.000036469468,0.9979445,0.00040226296,0.00006635048,0.00057242025,0.00015391482],"about_ca_topic_score_codex":0.000012406837,"about_ca_topic_score_gemma":0.0000038955523,"teacher_disagreement_score":0.17838435,"about_ca_system_score_codex":0.000084933,"about_ca_system_score_gemma":0.000021649053,"threshold_uncertainty_score":0.4858971},"labels":[],"label_agreement":null},{"id":"W2086528099","doi":"10.2118/75701-ms","title":"Diagnostic Fracture Injection Test in Coals to Determine Pore Pressure and Permeability","year":2002,"lang":"en","type":"article","venue":"SPE Gas Technology Symposium","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":28,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Carbon Engineering (Canada); BP (Canada)","funders":"","keywords":"Permeability (electromagnetism); Petroleum engineering; Coalbed methane; Coal; Hydraulic fracturing; Tight gas; Pore water pressure; Geology; Geotechnical engineering; Materials science; Coal mining; Engineering; Chemistry; Waste management","score_opus":0.004849979192578589,"score_gpt":0.19822378862671594,"score_spread":0.19337380943413734,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2086528099","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9808937,0.0024462729,0.0005301929,0.013216039,0.00014621901,0.00037106994,0.0000133564245,0.0008365894,0.0015466011],"genre_scores_gemma":[0.9986675,0.00048056277,0.00019290157,0.000094061004,0.00006458016,0.000053629497,0.000004862484,0.000027575532,0.00041433665],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99897707,0.000016972665,0.00024043328,0.00032810427,0.000105151725,0.00033228504],"domain_scores_gemma":[0.9992614,0.00017375797,0.000026366122,0.0004253975,0.000028185434,0.00008491642],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00009520723,0.0002030159,0.00028731176,0.0004604859,0.000057554287,0.000023747627,0.00018546023,0.00039720404,0.000099003104],"category_scores_gemma":[0.00043189296,0.00018710035,0.000041072803,0.0005976299,0.000091759226,0.00007831288,0.000069542184,0.00044501008,0.000039510876],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000008884201,0.00026382552,0.29209462,0.00033455688,0.00015329807,0.00022905818,0.0009379496,0.6708156,0.016138759,0.000011052647,0.0076895324,0.0113229165],"study_design_scores_gemma":[0.002634678,0.00151873,0.13963278,0.0007153119,0.0007471629,0.0010808074,0.00068362174,0.49292436,0.12503758,0.002788948,0.22942352,0.0028125108],"about_ca_topic_score_codex":0.00006122821,"about_ca_topic_score_gemma":0.00023344472,"teacher_disagreement_score":0.221734,"about_ca_system_score_codex":0.000047997673,"about_ca_system_score_gemma":0.000003502996,"threshold_uncertainty_score":0.7629731},"labels":[],"label_agreement":null},{"id":"W2086832563","doi":"10.2118/159683-ms","title":"Has the Economic Stage Count Been Reached in the Bakken Shale?","year":2012,"lang":"en","type":"article","venue":"SPE Hydrocarbon Economics and Evaluation Symposium","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":21,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Stage (stratigraphy); Tight oil; Oil shale; Hydraulic fracturing; Directional drilling; Geology; Siltstone; Drilling; Petroleum engineering; Completion (oil and gas wells); Production (economics); Mining engineering; Hydrology (agriculture); Structural basin; Geotechnical engineering; Paleontology; Engineering; Economics","score_opus":0.02403995462221647,"score_gpt":0.24246317976698276,"score_spread":0.21842322514476628,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2086832563","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.97324866,0.0008495974,0.00004648066,0.003824899,0.00032363212,0.00030213498,0.000010636603,0.000031358853,0.021362625],"genre_scores_gemma":[0.99793786,0.0012471101,0.0000126806735,0.000185725,0.00035122858,0.000063071915,0.000031662647,0.000024581694,0.00014609436],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99897194,0.00010687781,0.00033277378,0.0001764586,0.000111028174,0.0003009147],"domain_scores_gemma":[0.99936116,0.000109270484,0.00006734822,0.00038392216,0.00001014306,0.00006813827],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0022682834,0.00016763888,0.00019565286,0.00009331093,0.00012517172,0.00016922291,0.0002305836,0.000088640496,0.0000840996],"category_scores_gemma":[0.000009669131,0.00011472584,0.00007223176,0.000059719016,0.000059774102,0.00022073636,0.000033684188,0.00018262483,0.00007556323],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000062663107,0.000015753363,0.003954892,0.000013551929,0.00009325045,2.839027e-7,0.003528055,0.99057955,0.00012994923,0.00034265622,0.00049214094,0.00084362575],"study_design_scores_gemma":[0.00036399788,0.000012440229,0.009599107,0.000005897625,0.000086544416,0.0000054796283,0.0005099138,0.9592243,0.00025052426,0.00034151445,0.029415864,0.00018445202],"about_ca_topic_score_codex":0.0003399674,"about_ca_topic_score_gemma":0.00051308406,"teacher_disagreement_score":0.03135531,"about_ca_system_score_codex":0.0002982393,"about_ca_system_score_gemma":0.000049882816,"threshold_uncertainty_score":0.4678384},"labels":[],"label_agreement":null},{"id":"W2086909746","doi":"10.2118/2005-213","title":"Optimizing Hydraulic Fracturing Treatments for CBM Production Using Data From Post-Frac Analysis","year":2005,"lang":"en","type":"article","venue":"Canadian International Petroleum Conference","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Hydraulic fracturing; Petroleum engineering; Production (economics); Environmental science; Geology; Materials science; Economics","score_opus":0.03285965180554792,"score_gpt":0.2650452990853428,"score_spread":0.23218564727979488,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2086909746","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.93468434,0.000306174,0.05749002,0.0022109032,0.0007394678,0.00014513334,0.0015587767,0.00014807204,0.0027171404],"genre_scores_gemma":[0.98835367,0.00006587803,0.0071655125,0.00014752473,0.0007819176,0.000021613714,0.0027443224,0.00003657267,0.0006829828],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99844134,0.000019844005,0.00033491466,0.00053951185,0.0002645707,0.00039983963],"domain_scores_gemma":[0.99867094,0.000057522946,0.0000793542,0.00069822196,0.00018139672,0.00031257008],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00012823073,0.00024448446,0.0002933211,0.0007766181,0.00017389651,0.00021506811,0.0008182916,0.00011209865,0.0006587206],"category_scores_gemma":[0.00011391374,0.00025766515,0.0001585976,0.00023900262,0.000030988365,0.00062275026,0.000059561255,0.0001907349,0.000049280752],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000008388351,0.000014430598,0.001037271,0.0000055827004,0.00235633,0.0000061585674,0.00016532707,0.9936865,0.00062232325,0.000006663798,0.00055993744,0.0015311019],"study_design_scores_gemma":[0.00024003095,0.0000075809653,0.0039257878,0.000030250176,0.00074625196,0.0000031246846,0.00008926575,0.96718997,0.0012865001,0.000024962308,0.02618586,0.0002704291],"about_ca_topic_score_codex":0.06455218,"about_ca_topic_score_gemma":0.21781673,"teacher_disagreement_score":0.15326455,"about_ca_system_score_codex":0.00076586194,"about_ca_system_score_gemma":0.00017926126,"threshold_uncertainty_score":0.99998754},"labels":[],"label_agreement":null},{"id":"W2087012706","doi":"10.3997/2214-4609.20145650","title":"Underbalanced Drilling (UBD) as a Reservoir Characterisation Tool to Test Tight Gas Plays: An Example from the Empty Quarter, Saudi Arabia","year":2010,"lang":"en","type":"article","venue":"Proceedings","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Underbalanced drilling; Tight gas; Petroleum engineering; Drilling; Quarter (Canadian coin); Geology; Engineering; Hydraulic fracturing; Drilling fluid; Mechanical engineering; History","score_opus":0.014698588269031374,"score_gpt":0.22278471142257777,"score_spread":0.2080861231535464,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2087012706","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9951489,0.000033242686,0.00081000355,0.0013435871,0.00029026574,0.0002599887,0.000012737056,0.00048735703,0.0016139287],"genre_scores_gemma":[0.9974213,0.000035492398,0.00092739717,0.00028744937,0.0009794001,0.00008199843,0.000056022687,0.000058425394,0.00015251068],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99840087,0.000008097854,0.00035548027,0.00044288405,0.00034907236,0.00044357005],"domain_scores_gemma":[0.9990714,0.00015162492,0.0000805514,0.00036769724,0.00012657011,0.00020214397],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00036418054,0.00027822767,0.00028865837,0.00009901518,0.00027505046,0.00036162723,0.000500958,0.00018039504,0.00019243162],"category_scores_gemma":[0.0002092156,0.0002105963,0.00009454094,0.00037199233,0.00003196496,0.00050276116,0.000056158755,0.00057269534,0.00019127828],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00012590675,0.00027349684,0.03739878,0.00020055854,0.00034564882,0.000012207501,0.039541513,0.012547451,0.88404053,0.00016668956,0.018363478,0.0069837617],"study_design_scores_gemma":[0.0024165264,0.00059970346,0.22923693,0.00053922646,0.00035270074,0.000048581438,0.0051000137,0.41330358,0.1813453,0.0048023914,0.15946986,0.002785194],"about_ca_topic_score_codex":0.0016124889,"about_ca_topic_score_gemma":0.00068251765,"teacher_disagreement_score":0.7026952,"about_ca_system_score_codex":0.00006130349,"about_ca_system_score_gemma":0.000020895439,"threshold_uncertainty_score":0.8587868},"labels":[],"label_agreement":null},{"id":"W2087053033","doi":"10.2118/2004-037","title":"Well Testing Analysis for Variable Permeability Reservoirs","year":2004,"lang":"en","type":"article","venue":"Canadian International Petroleum Conference","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Regina","funders":"","keywords":"Permeability (electromagnetism); Homogeneous; Transient analysis; Geology; Mathematics; Mathematical analysis; Mechanics; Physics; Engineering; Chemistry; Transient response","score_opus":0.01939507486653636,"score_gpt":0.22808699697518522,"score_spread":0.20869192210864887,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2087053033","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.70385396,0.0000679912,0.14765787,0.0019994306,0.00067301217,0.00015029407,0.00035293683,0.00024797049,0.14499652],"genre_scores_gemma":[0.9942351,0.0000074759455,0.0041458723,0.0000997215,0.00015100106,0.000039237042,0.00014573234,0.000020596144,0.0011552885],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9988059,0.000012713188,0.00026870624,0.0002953446,0.00021262637,0.0004047101],"domain_scores_gemma":[0.9988769,0.00010582111,0.000036360656,0.00030637163,0.00031345783,0.0003610734],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00022450415,0.00016743953,0.00023189026,0.00056818436,0.00013897783,0.00015176888,0.00049306656,0.00009813632,0.00065267057],"category_scores_gemma":[0.00030625486,0.00017677582,0.0001612688,0.0005097448,0.00004844528,0.00015126262,0.000020478918,0.0001865393,0.000056922174],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000003181279,0.000007924791,0.006812,0.000018788853,0.0005178754,0.0000057248835,0.000051850766,0.99107224,0.00012569953,0.0010433256,0.00028061628,0.00006074589],"study_design_scores_gemma":[0.00041460324,0.00002227386,0.014607436,0.00003494228,0.00021249465,0.000004342128,0.00008913331,0.9362678,0.00040819644,0.0029500204,0.044662554,0.0003262103],"about_ca_topic_score_codex":0.074113995,"about_ca_topic_score_gemma":0.16808411,"teacher_disagreement_score":0.2903811,"about_ca_system_score_codex":0.00071939453,"about_ca_system_score_gemma":0.00037513569,"threshold_uncertainty_score":0.93205154},"labels":[],"label_agreement":null},{"id":"W2087130914","doi":"10.1190/geo2011-0061.1","title":"Microseismicity-constrained discrete fracture network models for stimulated reservoir simulation","year":2013,"lang":"en","type":"article","venue":"Geophysics","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":53,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Microsemi (Canada)","funders":"","keywords":"Microseism; Geology; Fracture (geology); Hydraulic fracturing; Calibration; Point source; Seismology; Petrology; Petroleum engineering; Geotechnical engineering; Statistics; Mathematics","score_opus":0.009447440511517137,"score_gpt":0.22478942568532567,"score_spread":0.21534198517380854,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2087130914","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.30830222,0.000156826,0.68923026,0.00029080716,0.00018711135,0.00051887485,0.00003108277,0.00045074325,0.0008320648],"genre_scores_gemma":[0.9960263,0.000013395261,0.0024562743,0.00023258838,0.0005322565,0.0000568327,0.00019127656,0.00006258598,0.0004285161],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9988204,0.000021833497,0.00027675313,0.00023905229,0.00015845962,0.00048345388],"domain_scores_gemma":[0.9991467,0.00019294751,0.000052185107,0.00036825944,0.00012484613,0.00011506915],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00008228125,0.00024654117,0.00029849182,0.00004905268,0.00016936814,0.000103665174,0.0001983466,0.00017719496,0.000053358945],"category_scores_gemma":[0.00001768531,0.00021887163,0.0002011143,0.0002502111,0.000037424263,0.00036287878,0.00003066738,0.00024270463,0.000074605596],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000007981298,0.000011057288,0.000016773169,0.00005676946,0.00013334176,6.942162e-7,0.00014577807,0.9952149,0.00040187227,0.000021750488,0.0030688045,0.00092030806],"study_design_scores_gemma":[0.00035527264,0.000019453633,0.00037833548,0.000029859159,0.000056133413,3.053601e-7,0.000019347206,0.9775063,0.00041050423,0.017720556,0.0032314875,0.00027247274],"about_ca_topic_score_codex":0.0001954808,"about_ca_topic_score_gemma":0.0000072475464,"teacher_disagreement_score":0.68772405,"about_ca_system_score_codex":0.00004392618,"about_ca_system_score_gemma":0.000015045488,"threshold_uncertainty_score":0.8925326},"labels":[],"label_agreement":null},{"id":"W2087189676","doi":"10.2118/98280-ms","title":"Study and Application of Small-Diameter Separate-Layer Hydraulic Fracturing Techniques for Casing-Damaged Wells","year":2006,"lang":"en","type":"article","venue":"SPE International Symposium and Exhibition on Formation Damage Control","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Petro-Canada","funders":"","keywords":"Casing; Hydraulic fracturing; Petroleum engineering; Geology; Geotechnical engineering; Fracture (geology); Completion (oil and gas wells); Oil well","score_opus":0.006951253962150946,"score_gpt":0.23169554176125506,"score_spread":0.22474428779910413,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2087189676","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.6002261,0.00005986193,0.39215532,0.0008894341,0.00011261105,0.00091556803,0.00007652038,0.00019546067,0.0053690905],"genre_scores_gemma":[0.9986045,0.000048182297,0.00065215694,0.00011426898,0.0001669485,0.00014412288,0.00014058713,0.000021513852,0.000107761916],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.999031,0.000035003337,0.00042286288,0.00018523695,0.00018612332,0.00013975745],"domain_scores_gemma":[0.99944466,0.00010366426,0.00013582737,0.00014368971,0.00012624482,0.00004589984],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00024501613,0.00017068029,0.00021149074,0.00022285408,0.00010207224,0.00009579218,0.00009169641,0.00008435043,0.000012498014],"category_scores_gemma":[0.000014421412,0.00015791893,0.00007151666,0.00007776429,0.00003350414,0.00033649988,0.00001636124,0.000108012275,0.0000058723135],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0005730994,0.0008484897,0.0064745117,0.0005456747,0.00066590257,0.00001306121,0.0021899857,0.7852345,0.1678494,0.0010564206,0.0018983483,0.032650605],"study_design_scores_gemma":[0.003313058,0.00030590536,0.009332635,0.00009956284,0.00015131397,0.000015906908,0.00030716133,0.8240145,0.15078017,0.00084110536,0.010404231,0.00043446894],"about_ca_topic_score_codex":0.00012236997,"about_ca_topic_score_gemma":0.00006411031,"teacher_disagreement_score":0.39837834,"about_ca_system_score_codex":0.000057910827,"about_ca_system_score_gemma":0.0000036500933,"threshold_uncertainty_score":0.6439747},"labels":[],"label_agreement":null},{"id":"W2087313752","doi":"10.2118/149371-pa","title":"Design of Caprock Integrity in Thermal Stimulation of Shallow Oil-Sands Reservoirs","year":2013,"lang":"en","type":"article","venue":"Journal of Canadian Petroleum Technology","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":27,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"BitCan (Canada)","funders":"Alberta Innovates","keywords":"Caprock; Petroleum engineering; Geology; Deformation (meteorology); Geomechanics; Oil sands; Geotechnical engineering; Asphalt; Materials science","score_opus":0.010854013379610275,"score_gpt":0.2045089253922994,"score_spread":0.1936549120126891,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2087313752","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9945665,0.0005865714,0.0024997585,0.0012650837,0.0000795511,0.000034280107,0.000002753709,0.00001977063,0.00094571227],"genre_scores_gemma":[0.9980667,0.000117926626,0.0016887567,0.000009595735,0.000027744334,0.000003881959,8.69736e-7,0.000016871449,0.00006761859],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9987978,0.00004224511,0.00061978464,0.00008085126,0.000181223,0.00027809644],"domain_scores_gemma":[0.999205,0.000057626054,0.00019436349,0.00021584248,0.00019459825,0.00013258329],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00033045153,0.00012023914,0.00042619475,0.003590115,0.000019297886,0.000008221749,0.00037593994,0.0003086002,0.00012153361],"category_scores_gemma":[0.00014758659,0.00010384343,0.00009195489,0.0008327653,0.000073405936,0.00014405366,0.000015350468,0.00065866817,0.0000039783235],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000012246743,0.000018462264,0.013084295,0.00005419184,0.00010020489,0.000027243806,0.00010969438,0.964897,0.018188166,0.000012773335,0.00030662346,0.0031891165],"study_design_scores_gemma":[0.0026680438,0.0008329248,0.090026,0.00065998355,0.00017080049,0.00015289724,0.0010170771,0.82349384,0.07596028,0.0018028275,0.0026084888,0.00060686766],"about_ca_topic_score_codex":0.02690015,"about_ca_topic_score_gemma":0.03923342,"teacher_disagreement_score":0.14140317,"about_ca_system_score_codex":0.00019278604,"about_ca_system_score_gemma":0.0001881795,"threshold_uncertainty_score":0.9795798},"labels":[],"label_agreement":null},{"id":"W2087482163","doi":"10.1016/j.jenvman.2009.08.004","title":"Multi-criteria evaluation technique for SFI site identification of NORMS and oil industry waste disposal – Possibilities in Kuwait","year":2009,"lang":"en","type":"article","venue":"Journal of Environmental Management","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":15,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Waterloo","funders":"Science Foundation Ireland","keywords":"Waste management; Containment (computer programming); Slurry; Environmental science; Waste disposal; Waste oil; Hazardous waste; Municipal solid waste; Oil field; Environmental engineering; Engineering; Petroleum engineering","score_opus":0.008380352091566273,"score_gpt":0.24645476733788263,"score_spread":0.23807441524631637,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2087482163","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9904301,0.00036022856,0.008815382,0.00007178405,0.00006275613,0.00017028696,0.000010085969,0.0000052232076,0.000074118856],"genre_scores_gemma":[0.99715173,0.00027308706,0.0022519077,0.000010440854,0.000033907567,0.000014934557,0.00000854589,0.000008470046,0.00024697298],"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","domain_scores_codex":[0.99907905,0.00002573465,0.00047622697,0.00009167431,0.00022500141,0.000102291386],"domain_scores_gemma":[0.99968666,0.00001220828,0.000143479,0.00011522765,0.0000063543307,0.000036098667],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006197527,0.00009288675,0.00016031772,0.00021122336,0.000020561813,0.000019442148,0.00008374917,0.00007191427,0.000020374922],"category_scores_gemma":[0.000008531894,0.00008103999,0.0000651408,0.000059031725,0.000024652256,0.00018092679,0.00001955431,0.00013378594,6.676989e-7],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00010345744,0.00053555233,0.0034831536,0.00047296248,0.0002552332,0.000016608961,0.0012801192,0.3462983,0.57610404,0.000006990399,0.00013366374,0.0713099],"study_design_scores_gemma":[0.0038487464,0.00040131592,0.58959556,0.0005165971,0.0005334516,0.000027089482,0.0033067,0.24989532,0.15022913,0.0008252534,0.00035059443,0.00047025457],"about_ca_topic_score_codex":0.000003480191,"about_ca_topic_score_gemma":0.000003105679,"teacher_disagreement_score":0.5861124,"about_ca_system_score_codex":0.00016066659,"about_ca_system_score_gemma":0.0000023494947,"threshold_uncertainty_score":0.33047146},"labels":[],"label_agreement":null},{"id":"W2087909103","doi":"10.1080/10916460903058061","title":"Pre-Post Frac Test Data Analysis for Hydraulically Fractured Vertical Tight Gas Well-Field Case Study","year":2009,"lang":"en","type":"article","venue":"Petroleum Science and Technology","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"Erciyes Üniversitesi; Ryerson University","keywords":"Hydraulic fracturing; Petroleum engineering; Petrophysics; Tight gas; Permeability (electromagnetism); Natural gas; Geology; Well stimulation; Fracture (geology); Natural gas field; Fracturing fluid; Geotechnical engineering; Reservoir engineering; Engineering; Porosity; Petroleum; Chemistry; Waste management","score_opus":0.008496965352028788,"score_gpt":0.2612213880399974,"score_spread":0.25272442268796863,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2087909103","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.96203655,0.000281733,0.030753957,0.005556421,0.00006746028,0.00020869967,0.000015726335,0.00046044152,0.00061903044],"genre_scores_gemma":[0.9987419,0.0000375791,0.00083869364,0.00023506864,0.00005511634,0.000022646856,0.000012229717,0.0000117239615,0.00004502028],"study_design_codex":"observational","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.997964,0.00001264417,0.00032719376,0.000742252,0.00037628142,0.00057760766],"domain_scores_gemma":[0.99807495,0.00023535326,0.000033173146,0.0013189324,0.00015276443,0.00018483186],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006130155,0.00022480497,0.0004268281,0.0011433273,0.00039210095,0.0001328999,0.0010636066,0.00021291373,0.000033992626],"category_scores_gemma":[0.0009964552,0.0001787259,0.00006832708,0.0024414237,0.00028116096,0.00030444874,0.00021263621,0.0003899017,0.000010188406],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0002697569,0.0062944866,0.3608097,0.00024574524,0.005219082,0.008655916,0.0033265164,0.26308683,0.07240828,0.0004738754,0.008954878,0.2702549],"study_design_scores_gemma":[0.0006813626,0.0011799708,0.010723064,0.000009527299,0.0009886909,0.00030377126,0.00075038016,0.97337836,0.0056153107,0.00030331145,0.005612134,0.00045414545],"about_ca_topic_score_codex":0.00013987179,"about_ca_topic_score_gemma":0.000650912,"teacher_disagreement_score":0.7102915,"about_ca_system_score_codex":0.000046234683,"about_ca_system_score_gemma":0.00005961598,"threshold_uncertainty_score":0.72882307},"labels":[],"label_agreement":null},{"id":"W2088247393","doi":"10.2118/155746-ms","title":"Use of Drill Cuttings for Improved Design of Hydraulic Fracturing Jobs in Horizontal Wells","year":2012,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":16,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"Alberta Innovates; ConocoPhillips","keywords":"Drill cuttings; Geology; Permeability (electromagnetism); Petroleum engineering; Hydraulic fracturing; Drill; Directional drilling; Geotechnical engineering; Porosity; Drill pipe; Coring; Drilling; Engineering; Mechanical engineering; Drilling fluid","score_opus":0.02371832270923622,"score_gpt":0.22726199324476856,"score_spread":0.20354367053553235,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2088247393","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7404717,0.0003521149,0.2579046,0.00006856923,0.00016262663,0.00036972613,0.0000073545275,0.000110557055,0.0005527396],"genre_scores_gemma":[0.9841049,0.000056442652,0.015497442,0.0000282515,0.000081401886,0.000017792792,0.0000051709003,0.000037326547,0.00017127421],"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99891376,0.000025040807,0.0004385843,0.0001265798,0.00010949783,0.00038650565],"domain_scores_gemma":[0.9992582,0.0002932041,0.00007805914,0.00024190487,0.000035260044,0.00009333283],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003111582,0.00016641714,0.0003753549,0.00021730558,0.000019749596,0.0000114778095,0.0001353524,0.00012484372,0.000052093717],"category_scores_gemma":[0.00009416041,0.00014134802,0.00015413486,0.00018657239,0.000026318194,0.00032270778,0.000027084663,0.0001299489,0.00000446508],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00007403645,0.00015597905,0.0066550258,0.00040573537,0.00027598348,9.4739795e-7,0.0011623,0.8800831,0.10515718,0.000023631068,0.0011663733,0.0048396997],"study_design_scores_gemma":[0.0004806747,0.00007427335,0.005201657,0.00006526912,0.00006523226,0.0000018763666,0.00009357821,0.38844904,0.6001859,0.000034633707,0.0050852695,0.00026259385],"about_ca_topic_score_codex":0.0006934663,"about_ca_topic_score_gemma":0.000030999254,"teacher_disagreement_score":0.4950287,"about_ca_system_score_codex":0.000044961886,"about_ca_system_score_gemma":0.000010159003,"threshold_uncertainty_score":0.57640046},"labels":[],"label_agreement":null},{"id":"W2088258627","doi":"10.2118/0313-0096-jpt","title":"Breaking Up Is Hard To Do: Creating Hydraulic-Fracture Complexity in the Bakken","year":2013,"lang":"en","type":"article","venue":"Journal of Petroleum Technology","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Geology; Structural basin; Oil shale; Drilling; Unconventional oil; Anticline; Hydraulic fracturing; Mining engineering; Tight oil; Craton; Paleontology; Engineering; Tectonics","score_opus":0.013020261432544485,"score_gpt":0.24237081487171402,"score_spread":0.22935055343916955,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2088258627","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9603492,0.0005426427,0.0066638906,0.029156592,0.00023614471,0.00008756273,0.0000020328937,0.00008326831,0.002878644],"genre_scores_gemma":[0.99718386,0.00004142633,0.0011236678,0.0013483147,0.00018027311,0.000010212822,6.653992e-7,0.000023041199,0.000088560126],"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","domain_scores_codex":[0.9985066,0.000047823214,0.0005624728,0.00014515873,0.00035327434,0.00038464577],"domain_scores_gemma":[0.9991483,0.00010770658,0.0001682405,0.00039027396,0.00010496407,0.00008052484],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003741304,0.00019511908,0.00044105743,0.0005945421,0.00008656303,0.00008267654,0.0008198649,0.00020458504,0.00019796731],"category_scores_gemma":[0.00015967828,0.0001281403,0.00013859471,0.00057040004,0.00005236104,0.00014471034,0.00006799495,0.0010842495,0.000042706783],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00003050297,0.00012247941,0.029971434,0.00012818602,0.00058130716,0.0002814359,0.0037288137,0.82579964,0.0051629604,0.00013076054,0.10767333,0.026389139],"study_design_scores_gemma":[0.0034587618,0.00071061397,0.29527906,0.0009816126,0.00035791262,0.0025089243,0.019114133,0.13625206,0.022413611,0.011240465,0.5059091,0.0017737318],"about_ca_topic_score_codex":0.0040497533,"about_ca_topic_score_gemma":0.0030967465,"teacher_disagreement_score":0.6895476,"about_ca_system_score_codex":0.00017034613,"about_ca_system_score_gemma":0.000041375715,"threshold_uncertainty_score":0.61220425},"labels":[],"label_agreement":null},{"id":"W2088391580","doi":"10.2118/171655-ms","title":"Horizontal Wells in Western Canada - a Status Update","year":2014,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Directional drilling; Drilling; Horizontal and vertical; Productivity; Petroleum engineering; Geology; Completion (oil and gas wells); Redevelopment; Petroleum; Horizontal integration; Engineering; Geodesy; Mechanical engineering; Civil engineering; Business; Paleontology; Economics","score_opus":0.00249914283865976,"score_gpt":0.17115969416182486,"score_spread":0.1686605513231651,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2088391580","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9621527,0.00009951278,0.004829276,0.00037612056,0.00023722227,0.000040411847,0.0000043098034,0.00013544553,0.032124974],"genre_scores_gemma":[0.99884313,0.00003247253,0.00011435952,0.00016264872,0.00004884754,0.0000026364191,0.000007806394,0.000013543996,0.00077452435],"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","domain_scores_codex":[0.99939007,0.000015363756,0.00012298254,0.000093629584,0.000113583024,0.00026437282],"domain_scores_gemma":[0.99972,0.000020335563,0.000006866983,0.00015145147,0.0000054597213,0.000095937976],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00006378776,0.000085896354,0.00012878371,0.000053461565,0.000014523142,0.000017259423,0.000084110754,0.000032108277,0.00016241187],"category_scores_gemma":[0.00000724237,0.000071230024,0.000023920335,0.00009984301,0.0000058103465,0.000042293235,0.000014713021,0.00010750169,0.00005441374],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000040757836,0.000016108788,0.03580049,0.000057822934,0.000077435165,0.0000401919,0.0001305024,0.93257064,0.00017162818,0.000029645871,0.02304732,0.008054145],"study_design_scores_gemma":[0.00037858155,0.000014003914,0.023358474,0.000016796695,0.000011957473,0.0000026603402,0.000060943712,0.2009094,0.0026632252,0.000027760534,0.77226126,0.00029489465],"about_ca_topic_score_codex":0.69007725,"about_ca_topic_score_gemma":0.9469577,"teacher_disagreement_score":0.749214,"about_ca_system_score_codex":0.00010327128,"about_ca_system_score_gemma":0.000029980705,"threshold_uncertainty_score":0.31198657},"labels":[],"label_agreement":null},{"id":"W2088618900","doi":"10.2118/162593-pa","title":"Modeling Two-Phase Flowback of Multifractured Horizontal Wells Completed in Shale","year":2013,"lang":"en","type":"article","venue":"SPE Journal","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":145,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"ConocoPhillips","keywords":"Petroleum engineering; Hydraulic fracturing; Inflow; Fracture (geology); Oil shale; Geology; Completion (oil and gas wells); Wellbore; Fluid dynamics; Geotechnical engineering; Environmental science; Mechanics","score_opus":0.011302310562980913,"score_gpt":0.2503153749536306,"score_spread":0.23901306439064968,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2088618900","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.96554184,0.00034929058,0.03242381,0.00012757785,0.00022967896,0.00007998699,0.0000042492575,0.000039178463,0.0012043895],"genre_scores_gemma":[0.99743325,0.00009561985,0.0021354402,0.000017506785,0.00023321413,0.0000021369488,0.000006065467,0.000025723537,0.00005103375],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99888974,0.00003364145,0.00046104772,0.000102718135,0.00022257895,0.0002902824],"domain_scores_gemma":[0.9995522,0.000024612918,0.00004966177,0.0001623686,0.00006456399,0.00014658296],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00017807104,0.00014723795,0.00030284797,0.00023717283,0.00004680449,0.000051274383,0.00019038534,0.0000732438,0.0008273038],"category_scores_gemma":[0.000025471598,0.00012116208,0.00014965565,0.0001811775,0.000017590732,0.00019982053,0.000021734144,0.00051122933,0.00009963044],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000008990835,0.000060052444,0.00018065599,0.000020224063,0.00007158692,0.00002619649,0.00027336305,0.98058224,0.013479507,9.062579e-7,0.00037936785,0.0049169366],"study_design_scores_gemma":[0.0014658619,0.000032891,0.00028588407,0.00006191695,0.000019399748,0.000042792497,0.00014884751,0.99473864,0.0027177145,0.00013268442,0.000215644,0.00013772861],"about_ca_topic_score_codex":0.00054510887,"about_ca_topic_score_gemma":0.00012029599,"teacher_disagreement_score":0.031891417,"about_ca_system_score_codex":0.00007513324,"about_ca_system_score_gemma":0.000016586842,"threshold_uncertainty_score":0.9058396},"labels":[],"label_agreement":null},{"id":"W2088758942","doi":"10.2118/2004-260","title":"Methods for Modelling Static Fractures in Reservoir Simulation","year":2004,"lang":"en","type":"article","venue":"Canadian International Petroleum Conference","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Reservoir simulation; Petroleum engineering; Geology; Computer science; Geotechnical engineering","score_opus":0.029675164375535364,"score_gpt":0.3175468960675194,"score_spread":0.28787173169198405,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2088758942","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.1855795,0.00008917338,0.80843776,0.0010212514,0.00028895744,0.0000812222,0.00003486042,0.000050507835,0.0044167666],"genre_scores_gemma":[0.9773227,0.000026442905,0.022105386,0.00011615082,0.00008744111,0.000039918563,0.00007125267,0.000022052809,0.00020864148],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99913836,0.000021635266,0.0002441887,0.00018558506,0.00012529582,0.00028491972],"domain_scores_gemma":[0.99937534,0.00015258526,0.000028485338,0.00015061662,0.00011007233,0.00018291341],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00021337652,0.00013148482,0.00015521195,0.00048847776,0.00005283061,0.00008871375,0.00027988898,0.00008863012,0.00013925484],"category_scores_gemma":[0.0001198574,0.0001382079,0.000067190485,0.00011226257,0.000020853933,0.00016637689,0.000009426037,0.00018961384,0.000013400158],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000056072686,0.000004747009,0.000079241065,0.000016153286,0.000041148756,0.0000049044825,0.00021059916,0.9978808,0.000042208056,0.0005968676,0.00004370204,0.001073986],"study_design_scores_gemma":[0.00034232019,0.0000090544445,0.00036974283,0.00004963205,0.000008191785,9.2906305e-7,0.000052068328,0.97136134,0.0003242298,0.0077241086,0.01960892,0.00014946672],"about_ca_topic_score_codex":0.025234884,"about_ca_topic_score_gemma":0.08806639,"teacher_disagreement_score":0.7917432,"about_ca_system_score_codex":0.0005807042,"about_ca_system_score_gemma":0.0001990776,"threshold_uncertainty_score":0.9812562},"labels":[],"label_agreement":null},{"id":"W2088924883","doi":"10.2118/0414-0052-jpt","title":"Renewing Mature Shale Wells Through Refracturing","year":2014,"lang":"en","type":"article","venue":"Journal of Petroleum Technology","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":32,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Oil shale; Petroleum engineering; Geology; Completion (oil and gas wells); Mining engineering; Shale gas; Tight oil; Paleontology","score_opus":0.004216283595943239,"score_gpt":0.20451784341799095,"score_spread":0.20030155982204773,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2088924883","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8716426,0.003585305,0.10328673,0.00429461,0.0010343794,0.000036805886,0.0000017548572,0.0005380956,0.015579742],"genre_scores_gemma":[0.9939299,0.00033220107,0.004855248,0.000085320135,0.0004387895,0.0000013254192,7.3146106e-7,0.00003719048,0.0003192468],"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","domain_scores_codex":[0.9987938,0.000027217196,0.00048201412,0.00013248008,0.00023198768,0.00033249185],"domain_scores_gemma":[0.9992623,0.000055200067,0.00019134874,0.00035738188,0.00006728554,0.0000665246],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00031673315,0.00018059918,0.00044436796,0.00052875915,0.00007028115,0.000031979784,0.00046919956,0.00034682802,0.00006585292],"category_scores_gemma":[0.0001252192,0.00014446673,0.00019379558,0.0003128371,0.000054018336,0.0001931836,0.000051797215,0.0009504002,0.00003617564],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000024780253,0.000057304176,0.0018336725,0.00015488388,0.00054661394,0.00017552136,0.0002505574,0.9491879,0.025346017,0.00026535775,0.008870121,0.013287315],"study_design_scores_gemma":[0.0013948586,0.00035798075,0.0012381129,0.00040524788,0.00026268465,0.0012358715,0.00047218002,0.041943435,0.13346265,0.008441268,0.8101489,0.0006368488],"about_ca_topic_score_codex":0.0000069701314,"about_ca_topic_score_gemma":0.0000050407307,"teacher_disagreement_score":0.90724444,"about_ca_system_score_codex":0.000088886234,"about_ca_system_score_gemma":0.000013460555,"threshold_uncertainty_score":0.58911824},"labels":[],"label_agreement":null},{"id":"W2089005981","doi":"10.2118/171586-ms","title":"Horizontal Well Injection Profiling Using Distributed Temperature Sensing","year":2014,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":21,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Workover; Water injection (oil production); Petroleum engineering; Completion (oil and gas wells); Injection well; Horizontal and vertical; Profiling (computer programming); Environmental science; Geology; Enhanced oil recovery; Environmental geology; Computer science; Geotechnical engineering; Metamorphic petrology; Hydrogeology; Geodesy","score_opus":0.00528246695485732,"score_gpt":0.20046646010780309,"score_spread":0.19518399315294577,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2089005981","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7737621,0.000038626036,0.22080298,0.00003075688,0.00031686996,0.00005225138,0.000002767274,0.0005144855,0.0044791624],"genre_scores_gemma":[0.99512184,0.0000039907227,0.004351719,0.000017393326,0.00032606034,5.2043856e-7,0.000043424727,0.000026522357,0.000108562286],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99931186,0.000029173623,0.00015565104,0.00015293184,0.00012479462,0.00022558554],"domain_scores_gemma":[0.9996855,0.000023300232,0.00001689602,0.00017107809,0.000031943055,0.000071250775],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00012809818,0.00014016456,0.00015985055,0.00008577895,0.00012264303,0.00006892747,0.000056060748,0.00012139321,0.000030776504],"category_scores_gemma":[0.00002511807,0.00011673565,0.000079455014,0.00024350808,0.0000137361685,0.000102700666,0.00001693771,0.00022911959,0.000027523494],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000023767818,0.000005003876,0.00021432509,0.00003669103,0.000048158927,0.0000028563604,0.000032177853,0.9340346,0.06444865,0.000010556497,0.00030118186,0.00086343137],"study_design_scores_gemma":[0.00011182397,0.000014216473,0.00010317894,0.000022576083,0.000030295116,0.000024437808,0.00008808849,0.88797915,0.109701656,0.000023912393,0.0017310961,0.00016956039],"about_ca_topic_score_codex":0.0001183526,"about_ca_topic_score_gemma":0.000039023027,"teacher_disagreement_score":0.2213597,"about_ca_system_score_codex":0.0000806837,"about_ca_system_score_gemma":0.0000066337884,"threshold_uncertainty_score":0.47603416},"labels":[],"label_agreement":null},{"id":"W2089057863","doi":"10.2118/157236-ms","title":"A Unified Approach to Well Integrity Evaluation Led to Better Decision Making for Workovers in Mature Wells in the Waddell Ranch, West Texas","year":2012,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"ConocoPhillips (Canada)","funders":"ConocoPhillips","keywords":"Workover; Wellhead; Computer science; Workflow; Integrity management; Risk analysis (engineering); Casing; Petroleum engineering; Logging; Engineering; Business; Pipeline (software)","score_opus":0.02203081885719044,"score_gpt":0.28140356356644186,"score_spread":0.2593727447092514,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2089057863","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.70485324,0.00018512509,0.2645557,0.0014237671,0.00030949307,0.0015560149,0.000004273114,0.00007320657,0.027039219],"genre_scores_gemma":[0.9814955,0.000005330615,0.016988572,0.001045,0.0001627778,0.00011217237,0.000016408032,0.000024690391,0.0001495754],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9986,0.000098984085,0.00030230422,0.00022266305,0.00035679803,0.0004192228],"domain_scores_gemma":[0.999228,0.00027350907,0.00002143697,0.00035832022,0.00003737563,0.00008134719],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0020162333,0.00018679457,0.00023766635,0.00033521175,0.000038257996,0.000065181805,0.00029610007,0.00017432883,0.00013063606],"category_scores_gemma":[0.00015292394,0.00012227467,0.00009678684,0.0007180417,0.000006969271,0.00014587816,0.000038945913,0.00039975578,0.000118478776],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00007979413,0.0000941924,0.0030696983,0.00004801965,0.00002810856,6.099556e-7,0.0027243732,0.97008616,0.00007399525,0.000024990472,0.011379151,0.0123908995],"study_design_scores_gemma":[0.0018004723,0.000041003434,0.089480825,0.0003376405,0.00011630091,0.0000039903475,0.0022004333,0.8555738,0.0010167061,0.00042709472,0.048338763,0.0006630197],"about_ca_topic_score_codex":0.00014841536,"about_ca_topic_score_gemma":0.00043934712,"teacher_disagreement_score":0.27664226,"about_ca_system_score_codex":0.00018463653,"about_ca_system_score_gemma":0.000011181771,"threshold_uncertainty_score":0.4986216},"labels":[],"label_agreement":null},{"id":"W2089107673","doi":"10.2118/63235-ms","title":"How Can Sand Production Yield a Several-Fold Increase in Productivity: Experimental and Field Data","year":2000,"lang":"en","type":"article","venue":"SPE Annual Technical Conference and Exhibition","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":15,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Dalhousie University","funders":"","keywords":"Productivity; Geotechnical engineering; Flow (mathematics); Centrifuge; Environmental science; Volumetric flow rate; Geology; Petroleum engineering; Mechanics","score_opus":0.0212711923527825,"score_gpt":0.24526835787354895,"score_spread":0.22399716552076646,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2089107673","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99326897,0.00033286054,0.00038883535,0.004081523,0.00003514154,0.00017029716,0.000032252858,0.00014324166,0.001546859],"genre_scores_gemma":[0.99877065,0.0005414087,0.00013409164,0.000058802376,0.00013022282,0.00001630725,0.000059073263,0.0000097714355,0.0002796587],"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9991829,0.000024020375,0.00012948996,0.00036632514,0.00011748726,0.00017980063],"domain_scores_gemma":[0.9995545,0.00002375253,0.000013779194,0.0003115063,0.000018083334,0.000078373945],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00014686685,0.00013346049,0.00017146484,0.00008494023,0.000056801662,0.000085285916,0.000092418646,0.000111513145,0.000078526864],"category_scores_gemma":[0.000078589655,0.00012084344,0.000016941418,0.0001450584,0.000057886795,0.00048390016,0.000060808157,0.00023535125,0.0000020187938],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0008100157,0.0011950667,0.006670042,0.0009251483,0.00024294003,0.00028125214,0.0051436652,0.0067428094,0.36996102,0.00029100524,0.051118586,0.55661845],"study_design_scores_gemma":[0.0033670438,0.0017530277,0.034572717,0.0019569932,0.00031687238,0.0007317004,0.004782555,0.06911835,0.8205506,0.004342021,0.054626454,0.003881617],"about_ca_topic_score_codex":0.0006440066,"about_ca_topic_score_gemma":0.00065918366,"teacher_disagreement_score":0.5527368,"about_ca_system_score_codex":0.000020673504,"about_ca_system_score_gemma":0.000012285531,"threshold_uncertainty_score":0.49278525},"labels":[],"label_agreement":null},{"id":"W2089270950","doi":"10.4028/www.scientific.net/amm.700.597","title":"Similar Constructive Method of Solution for the Model of Nonlinear Spherical Seepage in Composite Reservoir","year":2014,"lang":"en","type":"article","venue":"Applied Mechanics and Materials","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Nexen (Canada)","funders":"","keywords":"Laplace transform; Nonlinear system; Mathematics; Boundary value problem; Mathematical analysis; Flow (mathematics); Constructive; Constant (computer programming); Laplace's equation; Quadratic equation; Boundary (topology); Geometry; Computer science; Physics","score_opus":0.012062200019889249,"score_gpt":0.23654855903552685,"score_spread":0.2244863590156376,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2089270950","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"methods","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.07440736,0.000038256276,0.9250907,0.000032148604,0.00005526459,0.00019309901,0.00005267717,0.000016106816,0.00011439397],"genre_scores_gemma":[0.79663515,0.00007922711,0.20319796,0.000013453577,0.00002429202,0.000025367335,0.0000084031135,0.000013096162,0.0000030344931],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99939466,0.00002713612,0.0002675626,0.000108315355,0.0000788802,0.00012347716],"domain_scores_gemma":[0.9995716,0.00015920513,0.00006395739,0.00015413873,0.000027206455,0.00002388334],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006033192,0.000092105955,0.00031654566,0.00003399901,0.000028865521,0.000008698694,0.00009171472,0.000080367536,0.0000054962115],"category_scores_gemma":[0.000018807785,0.00006671841,0.00003700066,0.000060824987,0.000016983753,0.000018269966,0.00004133494,0.0000462959,2.5769089e-7],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000049711172,0.00001135467,3.5388513e-7,0.00015232452,0.00005393376,5.603854e-8,0.00013296002,0.30326217,0.6865583,0.008533553,0.000010785803,0.001234496],"study_design_scores_gemma":[0.00024393798,0.000012718931,0.0000027043498,0.000012304344,0.000038305472,3.7602854e-7,0.000033199016,0.64250135,0.3454491,0.011589727,0.00006506974,0.000051201932],"about_ca_topic_score_codex":0.00004142484,"about_ca_topic_score_gemma":0.000011501529,"teacher_disagreement_score":0.7222278,"about_ca_system_score_codex":0.000009637742,"about_ca_system_score_gemma":0.0000064638166,"threshold_uncertainty_score":0.27206978},"labels":[],"label_agreement":null},{"id":"W2089311113","doi":"10.2118/167154-ms","title":"A Well Performance Model Based on Multivariate Analysis of Completion and Production Data from Horizontal Wells in the Montney Formation in British Columbia","year":2013,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":16,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Completion (oil and gas wells); Perforation; Multivariate statistics; Stage (stratigraphy); Fracture (geology); Volume (thermodynamics); Production (economics); Geology; Petroleum engineering; Mathematics; Statistics; Geotechnical engineering; Engineering","score_opus":0.014460157784068107,"score_gpt":0.20763250434971398,"score_spread":0.19317234656564586,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2089311113","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.98773116,0.000022678405,0.011406536,0.00011183198,0.000018455567,0.0001964869,0.000032829343,0.000024530693,0.00045547629],"genre_scores_gemma":[0.9987286,0.00006774629,0.0006855106,0.000026467807,0.000012363729,0.00001913572,0.00041531876,0.000006310192,0.00003858524],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99925387,0.0000442607,0.00025521262,0.00017409078,0.00016339638,0.00010914583],"domain_scores_gemma":[0.9995303,0.00003898888,0.000037248647,0.00035339745,0.000020790523,0.000019250643],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002443936,0.00006339732,0.00018965638,0.00016117962,0.000033125656,0.00009160742,0.00015950178,0.00004728337,0.000083980354],"category_scores_gemma":[0.000018809747,0.000066841334,0.000028981693,0.00046290402,0.000015607313,0.00041931472,0.000022035098,0.00011755903,0.0000053460685],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000032970254,0.00004548152,0.010221366,0.000024960753,0.00004489594,4.5223973e-7,0.0001771616,0.98686904,0.00029648645,1.2325278e-7,0.00049090234,0.001825825],"study_design_scores_gemma":[0.00017394991,0.000008979368,0.2774367,0.000028291595,0.000059409966,2.477929e-7,0.0000999363,0.7219993,0.000113766764,0.000008731888,0.000013374119,0.000057317975],"about_ca_topic_score_codex":0.14614414,"about_ca_topic_score_gemma":0.19420995,"teacher_disagreement_score":0.26721534,"about_ca_system_score_codex":0.00003639886,"about_ca_system_score_gemma":0.0000036387353,"threshold_uncertainty_score":0.8595418},"labels":[],"label_agreement":null},{"id":"W2089386578","doi":"10.2118/93297-ms","title":"A Mechanistic Model To Evaluate Reservoir Souring in the Ekofisk Field","year":2005,"lang":"en","type":"article","venue":"SPE International Symposium on Oilfield Chemistry","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":14,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"ConocoPhillips (Canada)","funders":"","keywords":"Seawater; Produced water; Petroleum engineering; Environmental science; Oil field; Geology; Petroleum; Fossil fuel; Formation water; Oil in place; North sea; Hydrology (agriculture); Oceanography; Waste management; Geotechnical engineering; Engineering","score_opus":0.01134837699521581,"score_gpt":0.25517571153539076,"score_spread":0.24382733454017494,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2089386578","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.56290394,0.000054009666,0.011985094,0.047486063,0.0002847082,0.00012636412,0.0000121235435,0.0001700377,0.37697762],"genre_scores_gemma":[0.9949616,0.000068487076,0.0004980279,0.0012323584,0.00047383437,0.000039629966,0.000009117137,0.0000176897,0.002699216],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9988829,0.000011684723,0.00023811984,0.00021540372,0.00042791196,0.00022399021],"domain_scores_gemma":[0.9994135,0.00013355562,0.000023074112,0.0003255857,0.00003534441,0.00006892452],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00021286796,0.00015461771,0.00012296725,0.000051235067,0.00004356999,0.000069077796,0.00063341064,0.00011075498,0.00036912737],"category_scores_gemma":[0.000091659975,0.00012403108,0.0000937446,0.00010792411,0.0000073047,0.000056747744,0.000056682864,0.00036870415,0.00008668858],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000018655515,0.000034702298,0.00002123834,0.000023312557,0.000039530172,0.000012057636,0.00033162706,0.9722289,0.023533294,0.00004921418,0.0028390496,0.00086844654],"study_design_scores_gemma":[0.00023391399,0.000014969245,0.000011857077,0.00007449123,0.000014780648,0.000008461921,0.00007494486,0.7625911,0.23000288,0.00060208276,0.0061826496,0.000187871],"about_ca_topic_score_codex":0.000046912464,"about_ca_topic_score_gemma":0.00006386394,"teacher_disagreement_score":0.43205768,"about_ca_system_score_codex":0.00011839999,"about_ca_system_score_gemma":0.0000121672365,"threshold_uncertainty_score":0.5057841},"labels":[],"label_agreement":null},{"id":"W2089483285","doi":"10.2118/137416-ms","title":"Optimization of Horizontal Wellbore and Fracture Spacing Using an Interactive Combination of Reservoir and Fracturing Simulation","year":2010,"lang":"en","type":"article","venue":"Canadian Unconventional Resources and International Petroleum Conference","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":16,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Petroleum engineering; Directional drilling; Fracture (geology); Geology; Drilling; Oil shale; Wellbore; Hydraulic fracturing; Reservoir simulation; Work (physics); Microseism; Shale gas; Tight gas; Flow (mathematics); Completion (oil and gas wells); Geotechnical engineering; Engineering; Mechanical engineering; Mechanics","score_opus":0.011688300527087999,"score_gpt":0.23798253181560805,"score_spread":0.22629423128852005,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2089483285","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9862088,0.00010916941,0.012391897,0.00014769047,0.00013258174,0.000050813444,0.000044048138,0.00001383116,0.00090119784],"genre_scores_gemma":[0.9990248,0.000055421846,0.00070750184,0.00001548581,0.000072178795,0.000001907413,0.00007233267,0.000013073935,0.00003728011],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9992457,0.00002304825,0.00024905495,0.00018071296,0.00018153472,0.000119961274],"domain_scores_gemma":[0.9993386,0.00008254991,0.00011630949,0.00008997806,0.00020266189,0.00016988706],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00013974936,0.00012559484,0.00016788342,0.00035389644,0.000084681116,0.00007324194,0.00009754398,0.00010910021,0.0001574883],"category_scores_gemma":[0.00007481456,0.00012741578,0.000034654848,0.00006336346,0.00011138374,0.0003916683,0.00002691745,0.00022949211,2.0066435e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000020676516,0.000015368929,0.007404213,0.000050634775,0.00008296297,0.000001950292,0.00047283038,0.98909324,0.0018214108,0.00031667473,0.000004666368,0.0007153589],"study_design_scores_gemma":[0.0003097269,0.000042606818,0.019392716,0.00008818345,0.000026168194,0.000010699174,0.00035758858,0.97758156,0.0007540155,0.00038555625,0.0009317285,0.00011946203],"about_ca_topic_score_codex":0.0073015904,"about_ca_topic_score_gemma":0.00944365,"teacher_disagreement_score":0.012816046,"about_ca_system_score_codex":0.000047265108,"about_ca_system_score_gemma":0.000045671175,"threshold_uncertainty_score":0.9993089},"labels":[],"label_agreement":null},{"id":"W2089777193","doi":"10.2118/170640-ms","title":"Chemically Enhanced Proppant Transport","year":2014,"lang":"en","type":"article","venue":"SPE Annual Technical Conference and Exhibition","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":27,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Fracturing fluid; Hydraulic fracturing; Petroleum engineering; Materials science; Volume (thermodynamics); Oil shale; Geology; Waste management; Engineering","score_opus":0.007680039889210326,"score_gpt":0.21417387257030204,"score_spread":0.20649383268109173,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2089777193","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.6842421,0.000078287485,0.2698745,0.0007454631,0.00006478726,0.0001631421,0.000018044477,0.000847876,0.04396576],"genre_scores_gemma":[0.99897426,0.00017084356,0.0005202638,0.00006528291,0.0000874559,0.000015631675,0.00003348829,0.000012712397,0.000120064615],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99926764,0.000011708745,0.00018896617,0.000192121,0.00013745777,0.00020208668],"domain_scores_gemma":[0.9996543,0.000018113673,0.000016745595,0.00015484738,0.00005197374,0.00010402895],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001224205,0.00012706385,0.0001870334,0.000047870763,0.000044910943,0.000019256575,0.000086944856,0.00013777534,0.00009136613],"category_scores_gemma":[0.000023092229,0.00010508471,0.0000581246,0.000097069475,0.00007027366,0.00011909423,0.000013997833,0.00020723723,0.000030115883],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00006769172,0.0001400657,0.0002087014,0.00041416808,0.00008648984,0.00001543349,0.0006684852,0.0063479105,0.9093764,0.003275762,0.0038158724,0.07558303],"study_design_scores_gemma":[0.0016317624,0.0006027606,0.016563892,0.000597087,0.00022575243,0.00005117,0.00036409023,0.047945764,0.8732365,0.019070465,0.03794071,0.001770048],"about_ca_topic_score_codex":0.000016846549,"about_ca_topic_score_gemma":0.00003048838,"teacher_disagreement_score":0.31473213,"about_ca_system_score_codex":0.000014330039,"about_ca_system_score_gemma":0.000008462441,"threshold_uncertainty_score":0.42852303},"labels":[],"label_agreement":null},{"id":"W2089907952","doi":"10.2118/110679-ms","title":"Improving Well Productivity and Profitability in the Bakken—A Summary of Our Experiences Drilling, Stimulating, and Operating Horizontal Wells","year":2007,"lang":"en","type":"article","venue":"SPE Annual Technical Conference and Exhibition","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":53,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Drilling; Profitability index; Petroleum engineering; Completion (oil and gas wells); Wellbore; Productivity; Production (economics); Geology; Offset (computer science); Engineering; Mining engineering; Computer science; Business; Economics; Mechanical engineering","score_opus":0.011368144210014476,"score_gpt":0.2526716016713359,"score_spread":0.24130345746132142,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2089907952","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9952712,0.00025304695,0.0033227024,0.00020233782,0.000024707966,0.00021191358,0.000005150728,0.000050751343,0.0006581941],"genre_scores_gemma":[0.9993862,0.000059591566,0.00044768467,0.000012129879,0.000062341234,0.0000116680985,0.0000049219225,0.000006648152,0.000008841292],"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","domain_scores_codex":[0.99906445,0.000044247514,0.00027942684,0.00025661403,0.000153051,0.00020221644],"domain_scores_gemma":[0.9996534,0.0000701557,0.000041709314,0.00013678962,0.000045947003,0.000052000094],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00090120995,0.00013076859,0.00020724343,0.000066923094,0.00009307852,0.000050338887,0.00007297549,0.00010305473,0.00000474354],"category_scores_gemma":[0.000106936226,0.00009288723,0.000024749532,0.00013685499,0.00012374019,0.00026837303,0.000057053043,0.00026139105,3.18408e-7],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00032856967,0.00081261015,0.20402765,0.003467879,0.00014955926,0.00011798056,0.084259264,0.009697955,0.526281,0.0015731453,0.0007384757,0.1685459],"study_design_scores_gemma":[0.002438959,0.0023846456,0.34336367,0.00094422017,0.0003007543,0.00016739899,0.21762483,0.12848058,0.29809052,0.0033034738,0.00062147394,0.0022794867],"about_ca_topic_score_codex":0.0002958073,"about_ca_topic_score_gemma":0.00041550616,"teacher_disagreement_score":0.2281905,"about_ca_system_score_codex":0.000014680052,"about_ca_system_score_gemma":0.000011422688,"threshold_uncertainty_score":0.37878314},"labels":[],"label_agreement":null},{"id":"W2089912502","doi":"10.1016/j.ijsolstr.2015.02.051","title":"Proppant transport in hydraulic fracturing: Crack tip screen-out in KGD and P3D models","year":2015,"lang":"en","type":"article","venue":"International Journal of Solids and Structures","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":145,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of British Columbia","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Settling; Hydraulic fracturing; Mechanics; Dimensionless quantity; Fracture (geology); Constitutive equation; Materials science; Geotechnical engineering; Flow (mathematics); Geology; Physics; Structural engineering; Engineering; Thermodynamics; Finite element method","score_opus":0.019646020070639102,"score_gpt":0.2546982507405147,"score_spread":0.23505223066987563,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2089912502","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9935095,0.0015290445,0.0032026798,0.00048798928,0.0002492914,0.000042623287,0.0000063234143,0.000011718292,0.0009608505],"genre_scores_gemma":[0.998593,0.0005356928,0.00053768605,0.00007506623,0.00021270332,0.0000010532078,0.0000032387204,0.000013841627,0.000027734528],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99892145,0.000020243195,0.00042613898,0.00011124439,0.00036703775,0.00015389099],"domain_scores_gemma":[0.9996053,0.00002575363,0.000077138764,0.000065337095,0.0000902847,0.00013621633],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00023144337,0.00013806233,0.0002635613,0.0003796703,0.000014026586,0.000051662093,0.00018972813,0.00008844685,0.000011208591],"category_scores_gemma":[0.000025767438,0.000104723156,0.000055574517,0.00005006788,0.000043380398,0.00029378946,0.000021507762,0.00034963893,4.1588072e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00010403717,0.000025035064,0.017321521,0.000027642755,0.000168421,0.0003822002,0.0034000918,0.97136843,0.00027148044,0.00008981526,0.00013818078,0.006703148],"study_design_scores_gemma":[0.0074524162,0.0002864734,0.42125592,0.00075186504,0.00012577492,0.0012501283,0.0015510974,0.48775735,0.005389869,0.066793345,0.006359066,0.0010266914],"about_ca_topic_score_codex":0.00021302697,"about_ca_topic_score_gemma":0.00032868993,"teacher_disagreement_score":0.48361108,"about_ca_system_score_codex":0.00006204877,"about_ca_system_score_gemma":0.000033946013,"threshold_uncertainty_score":0.42704862},"labels":[],"label_agreement":null},{"id":"W2089932932","doi":"10.2118/162138-ms","title":"Impact of Mechanical Anisotropy on Design of Hydraulic Fracturing in Shales","year":2012,"lang":"en","type":"article","venue":"Abu Dhabi International Petroleum Conference and Exhibition","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":23,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Anisotropy; Hydraulic fracturing; Fracture (geology); Geology; Oil shale; Perforation; Completion (oil and gas wells); Tortuosity; Stress field; Geotechnical engineering; Petroleum engineering; Materials science; Structural engineering; Porosity; Engineering; Finite element method; Composite material","score_opus":0.019234712395972308,"score_gpt":0.25989710405955807,"score_spread":0.24066239166358577,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2089932932","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.968391,0.000094708084,0.029642936,0.000050921197,0.000092281654,0.000043959346,0.000011413901,0.000026415477,0.0016463451],"genre_scores_gemma":[0.9992607,0.00025030933,0.00033716855,0.00001048838,0.00008021697,0.000008741184,0.000023617033,0.000011663345,0.000017079954],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9991648,0.000035511526,0.00028613766,0.0001157269,0.000218058,0.00017974293],"domain_scores_gemma":[0.9996115,0.000095732285,0.000069318645,0.00010907449,0.00004840335,0.000065984605],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00018149028,0.0001295644,0.0002175507,0.00025484705,0.00001599001,0.000014355422,0.00010825283,0.000085566215,0.00019778489],"category_scores_gemma":[0.000036548026,0.0001109959,0.000096487296,0.00007267105,0.000033899865,0.00023496346,0.000021620426,0.00015056411,0.000008686628],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00015434345,0.00026805975,0.029318292,0.00007148104,0.00026437716,0.000004732644,0.00059568224,0.90803057,0.057361495,0.0014355021,0.00013612426,0.0023593188],"study_design_scores_gemma":[0.0011898518,0.00040731812,0.3364556,0.0004494901,0.00004958065,0.000016123828,0.00020997279,0.5877214,0.07144544,0.0015926813,0.00009370353,0.0003688193],"about_ca_topic_score_codex":0.00021309304,"about_ca_topic_score_gemma":0.000013441414,"teacher_disagreement_score":0.3203092,"about_ca_system_score_codex":0.0000739901,"about_ca_system_score_gemma":0.000014461955,"threshold_uncertainty_score":0.45262814},"labels":[],"label_agreement":null},{"id":"W2090043699","doi":"10.2118/1215-0083-jpt","title":"Technology Focus: Water Management (December 2015)","year":2015,"lang":"en","type":"article","venue":"Journal of Petroleum Technology","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Hydraulic fracturing; Produced water; Directional drilling; Residual oil; Petroleum engineering; Environmental science; Drilling fluid; Water quality; Fracturing fluid; Geology; Waste management; Drilling; Engineering","score_opus":0.006462866361553361,"score_gpt":0.22162088139350095,"score_spread":0.2151580150319476,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2090043699","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.83031166,0.010699556,0.079746485,0.03666945,0.0021867442,0.00016140519,0.0000044142294,0.0016264162,0.0385939],"genre_scores_gemma":[0.9956738,0.00024065662,0.0029784832,0.000024540373,0.00013310836,0.000006920313,0.0000010244238,0.000035797562,0.00090570655],"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","domain_scores_codex":[0.9985835,0.000016744607,0.0005242807,0.00013995513,0.00028954074,0.00044595677],"domain_scores_gemma":[0.99920404,0.000008719488,0.00009906308,0.00040645513,0.00015160479,0.00013014094],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00035101266,0.00019619142,0.00043856216,0.0020844354,0.000037805607,0.000021419455,0.0005912624,0.00036973547,0.000070027636],"category_scores_gemma":[0.000031116087,0.00013310008,0.00014191981,0.00048331535,0.000111045025,0.000120013625,0.00013735391,0.0006644626,0.00020016383],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00012614395,0.00038167712,0.0041971654,0.00020354381,0.0038443725,0.0036800252,0.00035396818,0.75484955,0.010369611,0.0015020268,0.15169398,0.06879791],"study_design_scores_gemma":[0.0027481325,0.0005508749,0.000091666116,0.000119578806,0.00039373987,0.0018491619,0.0016403415,0.009504374,0.12870273,0.0298445,0.8239705,0.00058438675],"about_ca_topic_score_codex":0.000002844131,"about_ca_topic_score_gemma":0.000013576954,"teacher_disagreement_score":0.7453452,"about_ca_system_score_codex":0.000170167,"about_ca_system_score_gemma":0.000016225677,"threshold_uncertainty_score":0.5427664},"labels":[],"label_agreement":null},{"id":"W2090301256","doi":"10.2118/139706-ms","title":"Thermal Aspects of Geomechanics and Induced Fracturing in CO2 Injection With Application to CO2 Sequestration in Ohio River Valley","year":2010,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":51,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Geomechanics; Caprock; Heat transfer; Overburden; Injection well; Isothermal process; Petroleum engineering; Fracture (geology); Geology; Thermal; Water injection (oil production); Geotechnical engineering; Flow (mathematics); Mechanics; Materials science; Thermodynamics","score_opus":0.005047030581311904,"score_gpt":0.2055832051201201,"score_spread":0.2005361745388082,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2090301256","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.98275596,0.000006205566,0.015183641,0.00005912275,0.000031311563,0.00016776017,4.5054017e-7,0.000056490004,0.0017390664],"genre_scores_gemma":[0.99931806,0.0000064631195,0.0005853793,0.000013869715,0.000028238157,0.00002111784,0.0000043527157,0.0000137686275,0.000008728998],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9994489,0.000009673235,0.00016725712,0.00014230314,0.000109954,0.0001219032],"domain_scores_gemma":[0.9996988,0.00002173278,0.000027484515,0.0001832594,0.000024029812,0.00004468376],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00014705134,0.00009455524,0.00013337296,0.00022457037,0.000016818141,0.0000140827715,0.00007195709,0.00010729919,0.000013096039],"category_scores_gemma":[0.000016683358,0.0000799463,0.000013066891,0.00026240762,0.000007936641,0.00012618896,0.000018624258,0.0002528848,0.0000033085294],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000013058623,0.000027465598,0.0018965864,0.000030381096,0.000013716788,0.0000020002697,0.00067757064,0.8244702,0.17097762,0.00017903664,0.0000018109099,0.0017105239],"study_design_scores_gemma":[0.0006425374,0.00015085666,0.1298802,0.000055008655,0.000018057242,0.0000057373695,0.00017018174,0.5574636,0.31072408,0.00054383586,0.00006042893,0.00028548198],"about_ca_topic_score_codex":0.0013116001,"about_ca_topic_score_gemma":0.008069559,"teacher_disagreement_score":0.26700664,"about_ca_system_score_codex":0.000038180773,"about_ca_system_score_gemma":0.000013884938,"threshold_uncertainty_score":0.45030034},"labels":[],"label_agreement":null},{"id":"W2090502768","doi":"10.2118/153064-ms","title":"Reserves and Performance Comparisons of Multi-Fractured Spearfish Horizontal Wells, to Various Fracturing Techniques and Well Spacing Configurations","year":2012,"lang":"en","type":"article","venue":"SPE/EAGE European Unconventional Resources Conference and Exhibition","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Directional drilling; Geology; Drilling; Fracture (geology); Petroleum engineering; Permeability (electromagnetism); Completion (oil and gas wells); Oil production; Hydraulic fracturing; Well stimulation; Drainage; Horizontal and vertical; Production (economics); Geotechnical engineering; Reservoir engineering; Petroleum; Engineering; Geodesy; Mechanical engineering","score_opus":0.016732058933448844,"score_gpt":0.22578021240728802,"score_spread":0.20904815347383918,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2090502768","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.97914565,0.0009957077,0.0073574465,0.00012232078,0.00006611691,0.00016589717,0.000020179992,0.000119057826,0.012007632],"genre_scores_gemma":[0.99651337,0.00058669323,0.0023187767,0.000020813475,0.00019947637,0.0000055628448,0.000052312153,0.000029082004,0.0002739333],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99883795,0.000094448274,0.000346163,0.00023937768,0.00020550926,0.0002765444],"domain_scores_gemma":[0.99940044,0.000057897683,0.00009150907,0.00016176955,0.000066041495,0.00022233014],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003964328,0.00021461121,0.000261951,0.00021077684,0.00020008355,0.00011659362,0.00009089952,0.00006831721,0.00009458984],"category_scores_gemma":[0.000030292535,0.00020239587,0.000055162243,0.00011728151,0.00012448887,0.00035572637,0.00009007754,0.0002545948,0.000017787284],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0010523649,0.0016803399,0.4497467,0.0071112094,0.0022730753,0.00032272973,0.069339104,0.034320615,0.20511025,0.0024298374,0.009210514,0.21740326],"study_design_scores_gemma":[0.0015177048,0.00047624903,0.7635128,0.0014361581,0.0002443066,0.0001754037,0.0026445682,0.031832222,0.07295833,0.00006028606,0.1239924,0.0011495565],"about_ca_topic_score_codex":0.000108222346,"about_ca_topic_score_gemma":0.00005876488,"teacher_disagreement_score":0.31376612,"about_ca_system_score_codex":0.000022300215,"about_ca_system_score_gemma":0.000007970601,"threshold_uncertainty_score":0.8253464},"labels":[],"label_agreement":null},{"id":"W2090681531","doi":"10.2118/141267-ms","title":"Simulation of Flow in Discrete Deformable Fractured Porous Media","year":2011,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":11,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"ConocoPhillips (Canada)","funders":"ConocoPhillips","keywords":"Poromechanics; Geomechanics; Mechanics; Porous medium; Discontinuity (linguistics); Discretization; Deformation (meteorology); Fracture (geology); Geology; Flow (mathematics); Finite element method; Fluid dynamics; Geotechnical engineering; Boundary value problem; Capillary pressure; Hydraulic fracturing; Materials science; Porosity; Mathematics; Physics; Engineering; Structural engineering; Mathematical analysis; Composite material","score_opus":0.011808600480143509,"score_gpt":0.21076697145336712,"score_spread":0.1989583709732236,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2090681531","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7782667,0.00029681326,0.17421116,0.00001873726,0.00018567438,0.00009800207,0.000005129537,0.00022976243,0.046687983],"genre_scores_gemma":[0.99785435,0.000015076342,0.0019707473,0.0000088641855,0.00002041568,0.0000020830807,0.00000989454,0.000011543749,0.000107038],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9994974,0.000008406415,0.00019290962,0.00006739684,0.000099209654,0.0001346729],"domain_scores_gemma":[0.9997363,0.000043408225,0.000018130295,0.00014924341,0.000014865022,0.000038060836],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00007959964,0.000075686425,0.00014281622,0.00011355736,0.000009856235,0.0000036623703,0.000077696575,0.000066448585,0.00042925338],"category_scores_gemma":[0.00003272251,0.00005662944,0.00004421785,0.00014680433,0.000011057081,0.0001157407,0.00001121192,0.000085983906,0.000018239438],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000048993074,0.000008119725,0.0008206418,0.000019231424,0.00002049759,0.000002763595,0.0012431139,0.99658287,0.000053763273,0.000002715514,0.00002264893,0.0012187433],"study_design_scores_gemma":[0.00014478742,0.0000063457865,0.00785503,0.000011049181,0.000010866924,2.2868757e-7,0.00005709487,0.9845589,0.00690792,0.00015140619,0.00021848174,0.00007791555],"about_ca_topic_score_codex":0.0004598613,"about_ca_topic_score_gemma":0.00041229214,"teacher_disagreement_score":0.21958761,"about_ca_system_score_codex":0.000018991715,"about_ca_system_score_gemma":0.000004282835,"threshold_uncertainty_score":0.47000235},"labels":[],"label_agreement":null},{"id":"W2090707435","doi":"10.2118/90827-ms","title":"Modern Concepts in Perforation Inflow Diagnostic (PID) Testing: A Safe, Green, and Cost-Effective Technique for Evaluating Pre-Frac Reservoir Parameters","year":2004,"lang":"en","type":"article","venue":"SPE Annual Technical Conference and Exhibition","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"ARC Resources (Canada)","funders":"","keywords":"Inflow; Petroleum engineering; Casing; Perforation; Completion (oil and gas wells); Permeability (electromagnetism); Engineering; Geology; Mechanical engineering","score_opus":0.03307141976331463,"score_gpt":0.31430556675604054,"score_spread":0.2812341469927259,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2090707435","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7386219,0.00022212169,0.25786734,0.00031866226,0.000024529982,0.0023656802,0.000041814805,0.00021225103,0.00032568158],"genre_scores_gemma":[0.9877044,0.00014219424,0.010391272,0.00004728107,0.00004174492,0.0015846065,0.000053211334,0.000023875858,0.000011414185],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99873865,0.0000620178,0.00034490786,0.00036432376,0.0001832357,0.00030686325],"domain_scores_gemma":[0.99883246,0.0006498749,0.00005997766,0.00017744467,0.00017299781,0.000107242835],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00054644427,0.00021933444,0.0003023137,0.00016463296,0.00012020268,0.000068335255,0.00009125379,0.00024407981,0.0000040422315],"category_scores_gemma":[0.0012837995,0.0002059159,0.000050666145,0.00026092026,0.00012749722,0.00037748678,0.000054060438,0.00036966207,0.000001621782],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00024725954,0.00017183536,0.0027901554,0.00087420136,0.000071591254,0.00003552872,0.0024205998,0.70538193,0.0907794,0.00038265187,0.00013025437,0.1967146],"study_design_scores_gemma":[0.0044691884,0.002734527,0.033483535,0.0032711343,0.00023385983,0.0000979282,0.000946125,0.8070871,0.052465312,0.09356193,0.00021113078,0.0014381943],"about_ca_topic_score_codex":0.00039981186,"about_ca_topic_score_gemma":0.00062080094,"teacher_disagreement_score":0.24908248,"about_ca_system_score_codex":0.000116368865,"about_ca_system_score_gemma":0.000041593445,"threshold_uncertainty_score":0.83970064},"labels":[],"label_agreement":null},{"id":"W2090822631","doi":"10.2118/171670-ms","title":"Zonal Isolation Technology Case History","year":2014,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Encana (Canada)","funders":"Hess Corporation","keywords":"Spark plug; Petroleum engineering; Oil shale; Directional drilling; Hydraulic fracturing; Wellbore; Completion (oil and gas wells); Shale gas; Geology; Tight oil; Drilling; Mining engineering; Engineering; Waste management; Mechanical engineering","score_opus":0.005141617256765038,"score_gpt":0.17930015083389395,"score_spread":0.1741585335771289,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2090822631","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.30767274,0.00051564496,0.5437129,0.00043591758,0.00036271298,0.000035791745,3.8356987e-7,0.0012794335,0.14598449],"genre_scores_gemma":[0.99638677,0.000005703468,0.0014426272,0.000035612007,0.0000609944,0.000002960471,0.0000015105192,0.000008861999,0.0020549884],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9997185,0.000005961013,0.000074184754,0.00006615385,0.00004198713,0.00009324663],"domain_scores_gemma":[0.9998047,0.0000142510535,0.0000065158365,0.00013516285,0.000010954332,0.000028469023],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00005396221,0.00005140065,0.000067157336,0.00013258932,0.000020719624,0.0000031470963,0.000043974225,0.00007059387,0.00039888496],"category_scores_gemma":[0.000015122431,0.00004419691,0.00002884373,0.00006970553,0.000016764367,0.000031732994,0.00000828444,0.00008632941,0.0001038517],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000024571295,0.000027035187,0.00088935136,0.00006792728,0.00013411937,0.000230288,0.00022569309,0.8820279,0.0037317905,0.0017502602,0.04689191,0.06402122],"study_design_scores_gemma":[0.000075229786,0.000009020403,0.000053645366,0.0000024454732,0.000012013993,0.00017838251,0.00003246013,0.77967966,0.0008889873,0.00016614434,0.21881276,0.00008924842],"about_ca_topic_score_codex":0.00004506805,"about_ca_topic_score_gemma":0.00006742262,"teacher_disagreement_score":0.688714,"about_ca_system_score_codex":0.00007395027,"about_ca_system_score_gemma":0.0000033371782,"threshold_uncertainty_score":0.43675107},"labels":[],"label_agreement":null},{"id":"W2090963850","doi":"10.2118/170822-ms","title":"Modeling of Induced Hydraulically Fractured Wells in Shale Reservoirs Using ‘Branched’ Fractals","year":2014,"lang":"en","type":"article","venue":"SPE Annual Technical Conference and Exhibition","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Geology; Petroleum engineering; Oil shale; Permeability (electromagnetism); Hydraulic fracturing; Shale gas; Tight gas; Fractal; Reservoir simulation; Fracture (geology); Pressure drop; Geotechnical engineering; Petrology; Channelized; Fluid dynamics; Mechanics; Engineering","score_opus":0.02118105845568276,"score_gpt":0.25416436148570765,"score_spread":0.23298330303002487,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2090963850","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.92839193,0.00010508593,0.0674582,0.00024988852,0.00003573701,0.00012213443,0.000009813667,0.00013422772,0.003493007],"genre_scores_gemma":[0.9986255,0.000117149575,0.0010451792,0.00007849334,0.00007599342,0.0000071230957,0.00001927637,0.000023090653,0.000008167823],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9986268,0.000060514674,0.00048106327,0.00028478136,0.00024632772,0.0003004623],"domain_scores_gemma":[0.9993964,0.00006721707,0.000050749863,0.00027415022,0.00009629833,0.00011521554],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003863333,0.00019779577,0.00041298717,0.00022186716,0.000049321807,0.000035552723,0.00016383488,0.00032028253,0.00006066336],"category_scores_gemma":[0.00013308608,0.00018173328,0.00008829948,0.00028702145,0.000059364473,0.00029636166,0.00006293005,0.00044822838,0.000006929544],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000054509746,0.00009998437,0.000481756,0.00022209916,0.00003785085,0.000009641951,0.00065250194,0.8503835,0.14290322,0.00025520317,0.00012121806,0.0047784867],"study_design_scores_gemma":[0.00038631016,0.000083035025,0.0015382079,0.00028135604,0.000027949054,0.000005471514,0.00016538103,0.9768029,0.016262516,0.003991858,0.00017275139,0.00028230343],"about_ca_topic_score_codex":0.00042658937,"about_ca_topic_score_gemma":0.00016893874,"teacher_disagreement_score":0.1266407,"about_ca_system_score_codex":0.000038132017,"about_ca_system_score_gemma":0.000021080268,"threshold_uncertainty_score":0.74108684},"labels":[],"label_agreement":null},{"id":"W2091114951","doi":"10.1190/urtec2013-185","title":"Modeling Gas Injection into Shale Oil Reservoirs in the Sanish Field, North Dakota","year":2013,"lang":"en","type":"article","venue":"Unconventional Resources Technology Conference, Denver, Colorado, 12-14 August 2013","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":58,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Petroleum engineering; Oil shale; Geology; Shale gas; Fossil fuel; Field (mathematics); Unconventional oil; Oil field; Environmental science; Shale oil; Waste management; Engineering; Paleontology","score_opus":0.009891509886618898,"score_gpt":0.20820479713348197,"score_spread":0.19831328724686306,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2091114951","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9847945,0.0006715352,0.0030657707,0.0028764622,0.0003291242,0.00030286037,0.000010077092,0.00051445817,0.0074352263],"genre_scores_gemma":[0.99527544,0.0006121771,0.0003400575,0.00018705455,0.0001491831,0.00038726444,0.00011163503,0.000049056333,0.0028881624],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99722105,0.0001419885,0.00073563104,0.0005851309,0.0006188437,0.00069736136],"domain_scores_gemma":[0.998487,0.00020058501,0.00012157726,0.00079789595,0.00026081596,0.00013213346],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00041945153,0.00043565567,0.00049672456,0.0008443717,0.00034506203,0.00022675961,0.0013249997,0.0006780675,0.0014997844],"category_scores_gemma":[0.00020436123,0.00036204507,0.0002227818,0.0011394941,0.0002580664,0.00040469778,0.00024854077,0.0013009079,0.0005049003],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00008243411,0.0003758069,0.03769575,0.0003783454,0.0005683555,0.00011759256,0.0019659002,0.86543286,0.00029636628,0.0010806401,0.068551704,0.023454232],"study_design_scores_gemma":[0.0011495238,0.00027199977,0.004061264,0.0002259295,0.00011291232,0.000091616865,0.003913448,0.9221787,0.00019241836,0.010535252,0.0564277,0.0008392403],"about_ca_topic_score_codex":0.0048989626,"about_ca_topic_score_gemma":0.015671652,"teacher_disagreement_score":0.056745823,"about_ca_system_score_codex":0.00018299643,"about_ca_system_score_gemma":0.000077539415,"threshold_uncertainty_score":0.9998832},"labels":[],"label_agreement":null},{"id":"W2091186046","doi":"10.2118/137748-ms","title":"An Unconventional Rate Decline Approach for Tight and Fracture-Dominated Gas Wells","year":2010,"lang":"en","type":"article","venue":"Canadian Unconventional Resources and International Petroleum Conference","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":169,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"ConocoPhillips (Canada)","funders":"ConocoPhillips","keywords":"Tight gas; Fracture (geology); Geology; Oil shale; Drainage; Petroleum engineering; Hydraulic fracturing; Permeability (electromagnetism); Flow (mathematics); Matrix (chemical analysis); Volumetric flow rate; Work (physics); Mechanics; Geotechnical engineering; Soil science; Materials science; Chemistry; Engineering","score_opus":0.008922874985460561,"score_gpt":0.2249727054904008,"score_spread":0.21604983050494023,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2091186046","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.96496516,0.0002961982,0.019665085,0.0026626477,0.0005876336,0.00017835955,0.00034733623,0.00008494815,0.011212602],"genre_scores_gemma":[0.99494815,0.00009345546,0.0011690806,0.00037173668,0.0003781685,0.00004311389,0.0007068845,0.000027125941,0.0022623083],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9987999,0.000028944347,0.0002897497,0.00036327972,0.00021139943,0.00030671418],"domain_scores_gemma":[0.9989285,0.000092947645,0.00006323364,0.00016359045,0.00021154426,0.000540216],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003478861,0.00022258397,0.00021271784,0.0003292668,0.00019645673,0.00028158238,0.00030574453,0.00016441217,0.0008963002],"category_scores_gemma":[0.00006495331,0.00021037873,0.000104219005,0.00007229417,0.00015496385,0.00022816857,0.00002867711,0.0003317572,0.000008479651],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00090355985,0.00083320413,0.0732997,0.0012440702,0.005171868,0.00016481004,0.0019486374,0.7070046,0.03369595,0.0921708,0.039399657,0.044163126],"study_design_scores_gemma":[0.00080942025,0.000047177007,0.015132665,0.00002524948,0.000042720327,0.00003469358,0.000090361165,0.68553007,0.00025963353,0.0031251058,0.2946,0.00030287777],"about_ca_topic_score_codex":0.0035868783,"about_ca_topic_score_gemma":0.015940974,"teacher_disagreement_score":0.25520036,"about_ca_system_score_codex":0.00005822924,"about_ca_system_score_gemma":0.00011045492,"threshold_uncertainty_score":0.9813859},"labels":[],"label_agreement":null},{"id":"W2091208779","doi":"10.1016/j.geothermics.2014.03.003","title":"Potential for enhanced geothermal systems in low permeability limestones – stimulation strategies for the Western Malm karst (Bavaria)","year":2014,"lang":"en","type":"article","venue":"Geothermics","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":28,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Canadian Natural Resources; University of Alberta","funders":"Bundesministerium für Umwelt, Naturschutz, nukleare Sicherheit und Verbraucherschutz","keywords":"Geothermal gradient; Geology; Permeability (electromagnetism); Petroleum engineering; Hydraulic fracturing; Karst; Structural basin; Geothermal energy; Productivity; Groundwater; Environmental science; Petrology; Geomorphology; Geotechnical engineering; Paleontology","score_opus":0.008294141111826619,"score_gpt":0.22968206254019582,"score_spread":0.22138792142836922,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2091208779","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.53712404,0.00013916353,0.4616111,0.00007510019,0.0003493239,0.00047350547,0.000020150026,0.000097031196,0.00011058394],"genre_scores_gemma":[0.99874717,0.000018418488,0.00018736061,0.000030351635,0.00038937244,0.00019359076,0.000020807556,0.000051425195,0.00036152542],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9989966,0.000042704964,0.00029807357,0.00021314008,0.00012590805,0.00032357802],"domain_scores_gemma":[0.9992242,0.00028420668,0.000055833338,0.0003402935,0.00005693609,0.000038537833],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00043781474,0.00017987567,0.0002523663,0.0000644676,0.0001112075,0.0001264545,0.00021496508,0.00013501153,0.000011265473],"category_scores_gemma":[0.00003634594,0.000136199,0.00013456508,0.00008406131,0.00004610945,0.00013606444,0.000014554032,0.000110795285,0.000007064921],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000036592915,0.000022761265,0.00017923005,0.00030767967,0.000052827963,2.3219596e-7,0.00035267056,0.9945508,0.0021390612,0.000060730054,0.000022768412,0.0022745994],"study_design_scores_gemma":[0.0005842119,0.00003699601,0.005731812,0.000040876603,0.00004452579,0.0000014756312,0.00020581223,0.99113375,0.0005089865,0.0002557943,0.0012747318,0.00018105522],"about_ca_topic_score_codex":0.0002800501,"about_ca_topic_score_gemma":0.00024583214,"teacher_disagreement_score":0.4616231,"about_ca_system_score_codex":0.0000556817,"about_ca_system_score_gemma":0.000025592079,"threshold_uncertainty_score":0.5554034},"labels":[],"label_agreement":null},{"id":"W2091337787","doi":"10.2118/158934-ms","title":"Evaluation of Thermal/Solvent Applications with and without Cold Heavy Oil Production with Sand (CHOPS)","year":2012,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":9,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Oil production; Environmental science; Oil field; Petroleum engineering; Production rate; Production (economics); Enhanced oil recovery; Porosity; Thermal; Wormhole; Petroleum; Viscosity; Geology; Process engineering; Materials science; Geotechnical engineering; Meteorology; Engineering","score_opus":0.013694167235871,"score_gpt":0.24122160502320103,"score_spread":0.22752743778733003,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2091337787","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9775244,0.0009735966,0.011191494,0.000097724886,0.000024343894,0.0002011689,0.000001007542,0.00009536801,0.009890916],"genre_scores_gemma":[0.9983454,0.000052857184,0.0010421319,0.0000054053,0.00008624757,0.00013270666,0.0000039814418,0.000016321315,0.00031498322],"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99931973,0.0000262596,0.000103154955,0.000102848135,0.00032400578,0.00012398766],"domain_scores_gemma":[0.99958134,0.000007635781,0.000030352336,0.00019757777,0.00012294158,0.000060158338],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00042422191,0.000087558794,0.00011273566,0.00005560941,0.000045018893,0.000010429301,0.00003376958,0.00003070024,0.00003745304],"category_scores_gemma":[0.0000058618793,0.000054974233,0.00001418914,0.00015459076,0.000036471873,0.00013066923,0.0000057695993,0.000061011426,0.000003657576],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000034433222,0.00013583696,0.025200805,0.00018965265,0.0004631512,5.6916097e-8,0.00075007393,0.9308281,0.015022363,0.000025079335,0.0001349625,0.027215475],"study_design_scores_gemma":[0.0029236302,0.00024859636,0.07295175,0.00029362674,0.0032577466,0.000047855152,0.0009351332,0.22462837,0.68348914,0.000031408206,0.010203345,0.0009893953],"about_ca_topic_score_codex":0.0000508414,"about_ca_topic_score_gemma":0.000067384935,"teacher_disagreement_score":0.7061997,"about_ca_system_score_codex":0.000034696535,"about_ca_system_score_gemma":0.000016520886,"threshold_uncertainty_score":0.22417842},"labels":[],"label_agreement":null},{"id":"W2091417894","doi":"10.2118/116255-ms","title":"Numerical Inversion of Laplace Transforms in the Solution of Transient Flow Problems With Discontinuities","year":2008,"lang":"en","type":"article","venue":"SPE Annual Technical Conference and Exhibition","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":20,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Quest University Canada","funders":"","keywords":"Laplace transform; Classification of discontinuities; Algorithm; Piecewise; Laplace transform applied to differential equations; Deconvolution; Inversion (geology); Computer science; Mathematical optimization; Applied mathematics; Mathematics; Mathematical analysis","score_opus":0.012580644282440165,"score_gpt":0.2042675846207078,"score_spread":0.19168694033826764,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2091417894","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.936715,0.00012472164,0.06064045,0.0005317603,0.000010487438,0.00017148966,0.000018784902,0.00004570155,0.0017415918],"genre_scores_gemma":[0.9993133,0.00040574223,0.0002187357,0.000009905792,0.000009476438,0.00000993154,0.000016031665,0.0000049242794,0.000011936492],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9993792,0.00002362215,0.00020165602,0.00009705818,0.00017779015,0.000120626355],"domain_scores_gemma":[0.9997965,0.000025185787,0.00002427688,0.00009187934,0.000036738216,0.0000254255],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00012020462,0.000085653075,0.00018161186,0.000067138004,0.000033059998,0.000004830909,0.000071835006,0.000071638795,0.000011356034],"category_scores_gemma":[0.0000054977268,0.000050865387,0.00004522403,0.0001781917,0.00015641723,0.00014270682,0.0000048473953,0.00015283331,5.855811e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0011616787,0.0015549951,0.008201873,0.003502229,0.0002855165,0.00011095477,0.10451762,0.70320034,0.12247036,0.0019420971,0.0047264453,0.048325926],"study_design_scores_gemma":[0.0073887077,0.0055532507,0.12773491,0.0039741476,0.00042704633,0.0003807804,0.018686537,0.6032137,0.22181424,0.0057159783,0.0030138548,0.002096825],"about_ca_topic_score_codex":0.00016655588,"about_ca_topic_score_gemma":0.00022326216,"teacher_disagreement_score":0.11953304,"about_ca_system_score_codex":0.000011587704,"about_ca_system_score_gemma":0.00001321757,"threshold_uncertainty_score":0.20742303},"labels":[],"label_agreement":null},{"id":"W2091419493","doi":"10.2118/07-12-tn2","title":"Total Phosphorus Recovery in Flowback Fluids After Gelled Hydrocarbon Fracturing Fluid Treatments","year":2007,"lang":"en","type":"article","venue":"Journal of Canadian Petroleum Technology","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Petro-Canada","funders":"","keywords":"Phosphorus; Refinery; Chemistry; Phosphonate; Phosphate; Pulp and paper industry; Environmental chemistry; Environmental science; Organic chemistry","score_opus":0.0029422973466390694,"score_gpt":0.18407923771930124,"score_spread":0.18113694037266218,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2091419493","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9896946,0.004715721,0.0006684148,0.0006531145,0.00050513307,0.000052231673,0.0000051716625,0.00006912194,0.0036365143],"genre_scores_gemma":[0.99801594,0.00083409046,0.00058571075,0.00006944802,0.00016436122,0.000005076391,0.0000020068514,0.000041323325,0.0002820699],"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","domain_scores_codex":[0.99806863,0.00001738449,0.0007221138,0.00018129052,0.00024358563,0.0007670154],"domain_scores_gemma":[0.99911255,0.000041544838,0.00009863303,0.0003129482,0.000049207658,0.00038513818],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00037611002,0.00026470632,0.0005267323,0.005554141,0.000048564852,0.000029242707,0.00030905264,0.00046620204,0.000106152285],"category_scores_gemma":[0.00006118929,0.00024695645,0.0002237324,0.001053737,0.00005601818,0.00016377486,0.000023377057,0.0007681215,0.000032141357],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00056662405,0.00021209528,0.05036461,0.00009956632,0.0022028172,0.018559491,0.0006495913,0.81919384,0.015262227,0.000020549802,0.0030571318,0.089811474],"study_design_scores_gemma":[0.015891118,0.0031068926,0.20804732,0.0016065706,0.001334688,0.007819335,0.0018490673,0.09930066,0.2956943,0.0032017804,0.35762626,0.0045220247],"about_ca_topic_score_codex":0.008125763,"about_ca_topic_score_gemma":0.065219514,"teacher_disagreement_score":0.71989316,"about_ca_system_score_codex":0.0011037843,"about_ca_system_score_gemma":0.00014771838,"threshold_uncertainty_score":0.9999983},"labels":[],"label_agreement":null},{"id":"W2091705867","doi":"10.2118/84161-ms","title":"Stimulation of High-Temperature Sandstone Wells in Steam Drive and SAGD Areas","year":2003,"lang":"en","type":"article","venue":"SPE Annual Technical Conference and Exhibition","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Husky Energy (Canada)","funders":"","keywords":"Steam injection; Petroleum engineering; Well stimulation; Geology; Environmental science; Petroleum; Reservoir engineering","score_opus":0.006741840672947123,"score_gpt":0.2207285920638334,"score_spread":0.2139867513908863,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2091705867","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99679345,0.0002992099,0.0011534622,0.00011882093,0.000024621519,0.00009489812,0.000016358437,0.00006188397,0.0014373157],"genre_scores_gemma":[0.99902236,0.0006014348,0.00026227662,0.000021580543,0.000018327,0.0000050057206,0.000026183672,0.000008146803,0.000034663517],"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","domain_scores_codex":[0.9993666,0.000030865824,0.00020120967,0.00016064358,0.000108782726,0.00013194441],"domain_scores_gemma":[0.9997225,0.0000359526,0.000025597772,0.00010795247,0.00004924984,0.00005879473],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00012690685,0.00011036072,0.00021137271,0.00011220877,0.000028600465,0.000017969742,0.00003456857,0.00016389808,0.000055546403],"category_scores_gemma":[0.000038328617,0.00009698334,0.000026533116,0.00016168466,0.000065360124,0.00014492268,0.0000138725245,0.00019706419,0.0000030380736],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0004098,0.00094592787,0.037991077,0.0018917006,0.00036862207,0.00015710448,0.0045372136,0.3141154,0.5500834,0.041681986,0.009169101,0.038648665],"study_design_scores_gemma":[0.0060743503,0.0011476969,0.46042803,0.0019514681,0.00030796143,0.000109744346,0.0032580032,0.021644264,0.44419304,0.054306887,0.0044332775,0.0021452857],"about_ca_topic_score_codex":0.0000946853,"about_ca_topic_score_gemma":0.00009966437,"teacher_disagreement_score":0.42243695,"about_ca_system_score_codex":0.00001870286,"about_ca_system_score_gemma":0.000011172089,"threshold_uncertainty_score":0.39548656},"labels":[],"label_agreement":null},{"id":"W2091738979","doi":"10.2118/171600-ms","title":"Experimental and Numerical Study on Spontaneous Imbibition of Fracturing Fluids in Shale Gas Formation","year":2014,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":36,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Nexen (Canada)","funders":"","keywords":"Imbibition; Oil shale; Fracturing fluid; Hydraulic fracturing; Distilled water; Porosity; Petroleum engineering; Volume (thermodynamics); Geology; Shale gas; Mineralogy; Geotechnical engineering; Chemistry; Chromatography; Thermodynamics","score_opus":0.006548588003842004,"score_gpt":0.22342083230231147,"score_spread":0.21687224429846946,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2091738979","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.97915125,0.000033030567,0.016907904,0.000015520729,0.000027025728,0.00008420966,3.5263832e-7,0.000059238893,0.0037214498],"genre_scores_gemma":[0.99981123,0.0000022135755,0.00010788007,0.000012550236,0.000024343766,0.000007741853,0.0000031822449,0.000009719387,0.000021127233],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9994732,0.000027147866,0.00017993194,0.000092592905,0.00012297179,0.00010413563],"domain_scores_gemma":[0.9997987,0.000037812322,0.000014533892,0.00010744458,0.000006031657,0.000035454967],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000104755185,0.00008318287,0.00014401297,0.00012837187,0.000020961616,0.000012460367,0.00004038561,0.000035446683,0.000049097118],"category_scores_gemma":[0.000010924961,0.00007037403,0.00002623992,0.00007738052,0.000007797599,0.00008965254,0.000013929662,0.00008162125,0.000007847865],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00010913291,0.0009997404,0.0060549662,0.00015826184,0.00010059446,0.000121357945,0.009751015,0.85186076,0.12097257,0.00005207431,0.00017429046,0.009645226],"study_design_scores_gemma":[0.0007047109,0.0003661522,0.01718362,0.000038647482,0.000012587354,0.000038255163,0.001499682,0.7082358,0.27164796,0.000025701927,0.000077914214,0.00016897525],"about_ca_topic_score_codex":0.00010023264,"about_ca_topic_score_gemma":0.000010699668,"teacher_disagreement_score":0.15067539,"about_ca_system_score_codex":0.00004036804,"about_ca_system_score_gemma":0.0000010733592,"threshold_uncertainty_score":0.28697696},"labels":[],"label_agreement":null},{"id":"W2091791153","doi":"10.2118/07-02-04","title":"Improving Gel Performance in Fractures: Chromium Pre-Flush and Overload","year":2007,"lang":"en","type":"article","venue":"Journal of Canadian Petroleum Technology","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":33,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Regina; Saskatchewan Research Council (Canada)","funders":"","keywords":"Chromium; Penetration (warfare); Silica gel; Polyacrylamide; Materials science; Petroleum engineering; Chemistry; Geology; Composite material; Chemical engineering; Engineering; Metallurgy","score_opus":0.002364681204728925,"score_gpt":0.18711314184250577,"score_spread":0.18474846063777683,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2091791153","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99382865,0.002396358,0.0010834741,0.0007169713,0.00018871062,0.000029214323,0.0000020277325,0.00004296859,0.0017115984],"genre_scores_gemma":[0.99867815,0.0005461065,0.00047955083,0.00007133149,0.000119962424,0.0000010149843,4.946905e-7,0.000021144306,0.000082238665],"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","domain_scores_codex":[0.99883443,0.000007628162,0.0004259102,0.000108188295,0.00014206047,0.00048181112],"domain_scores_gemma":[0.9993899,0.000031360367,0.000106165724,0.00017702574,0.000044749857,0.0002508076],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00042079622,0.00014397992,0.0003052132,0.0041486034,0.00005504897,0.00002402093,0.00025328939,0.0003030795,0.000023437757],"category_scores_gemma":[0.00007693676,0.00013120337,0.00005802605,0.00063848705,0.0000657506,0.00015857522,0.000019054261,0.00082386035,0.0000030395815],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00012889916,0.000066284934,0.17102003,0.0004631493,0.00055877323,0.0025240777,0.0009823886,0.60459703,0.020674203,0.0001089074,0.0026112888,0.19626497],"study_design_scores_gemma":[0.0033735405,0.0007211666,0.5075991,0.00048795622,0.00017362811,0.0025630766,0.001076076,0.1331016,0.03868315,0.00030182686,0.31076595,0.0011528997],"about_ca_topic_score_codex":0.0072052046,"about_ca_topic_score_gemma":0.15002121,"teacher_disagreement_score":0.47149542,"about_ca_system_score_codex":0.00034400553,"about_ca_system_score_gemma":0.00012847937,"threshold_uncertainty_score":0.9994059},"labels":[],"label_agreement":null},{"id":"W2091812244","doi":"10.2118/09-07-06-da","title":"Monitoring and Modelling in Coupled Geomechanics Processes","year":2009,"lang":"en","type":"article","venue":"Journal of Canadian Petroleum Technology","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Waterloo","funders":"","keywords":"Geomechanics; Geology; Petroleum engineering; Geotechnical engineering; Dilatant; Shearing (physics)","score_opus":0.006883847264650834,"score_gpt":0.19419058866488886,"score_spread":0.18730674140023804,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2091812244","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9751321,0.007584916,0.014474373,0.0022644869,0.00013358779,0.000024943187,9.758929e-7,0.000058445166,0.0003261906],"genre_scores_gemma":[0.995907,0.0029972405,0.0009819205,0.000015392377,0.00006940683,8.270907e-7,1.5605627e-7,0.0000111060635,0.000016917924],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9992393,0.0000047007316,0.00029313235,0.00007515894,0.00010209289,0.0002855698],"domain_scores_gemma":[0.9996023,0.00001475269,0.00005822203,0.00009778399,0.000068135436,0.00015878347],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00014545354,0.00010115591,0.0002478818,0.003176095,0.00003526962,0.000023522141,0.00017168274,0.00017318818,0.0000037177608],"category_scores_gemma":[0.00004818173,0.00009632202,0.000030359495,0.00085139263,0.000013133376,0.00010270554,0.000005123048,0.0004427488,0.000001058994],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000029061152,0.000005273611,0.0006852722,0.000023556095,0.000026416034,0.00016225797,0.000052310712,0.995442,0.00047215025,0.00002880681,0.000024214318,0.00307486],"study_design_scores_gemma":[0.0007084605,0.00020482797,0.0006451744,0.00033598603,0.000054175165,0.00045402485,0.00046363476,0.97802675,0.0050853766,0.004415531,0.009284805,0.00032126758],"about_ca_topic_score_codex":0.0015683678,"about_ca_topic_score_gemma":0.0098292865,"teacher_disagreement_score":0.020774951,"about_ca_system_score_codex":0.00015296033,"about_ca_system_score_gemma":0.00011773448,"threshold_uncertainty_score":0.54849726},"labels":[],"label_agreement":null},{"id":"W2091854962","doi":"10.1016/j.petrol.2007.03.011","title":"Gas well production analysis with non-Darcy flow and real-gas PVT behavior","year":2007,"lang":"en","type":"article","venue":"Journal of Petroleum Science and Engineering","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":15,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Regina","funders":"","keywords":"Darcy's law; Permeability (electromagnetism); Mechanics; Dimensionless quantity; Darcy–Weisbach equation; Compressibility; Volumetric flow rate; Flow (mathematics); Thermodynamics; Pressure drop; Petroleum engineering; Porous medium; Geology; Geotechnical engineering; Chemistry; Porosity; Physics","score_opus":0.003534802442193961,"score_gpt":0.201427569953509,"score_spread":0.19789276751131504,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2091854962","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9671592,0.00022299825,0.03198767,0.000075777745,0.00018148194,0.000026883725,5.3162677e-7,0.000033403987,0.000312011],"genre_scores_gemma":[0.99572855,0.00047993773,0.0035192687,0.0000042366173,0.00020142978,0.0000012390562,4.5754902e-7,0.000014175539,0.000050693536],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9986639,0.000004018762,0.00030295594,0.00017459181,0.0005153779,0.00033916484],"domain_scores_gemma":[0.9993482,0.000024026693,0.00007291233,0.00015413458,0.00014351176,0.00025721142],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0012879336,0.00015186051,0.00028833724,0.0010892602,0.00011829869,0.00013288333,0.00014950217,0.000045310953,0.000005402033],"category_scores_gemma":[0.000035213186,0.00011314754,0.00006973152,0.001214473,0.00009925306,0.0006475726,0.000022577617,0.00025806949,8.3616067e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000009836256,0.000017249296,0.007851394,0.000039634575,0.0001541059,0.00006224581,0.00022547241,0.9601059,0.028824033,0.0000017908144,0.000024360701,0.0026839683],"study_design_scores_gemma":[0.00045984803,0.00021279634,0.23113711,0.000117203606,0.0011419677,0.00046995838,0.0005235836,0.7455857,0.018916212,0.0000032458577,0.0010251725,0.00040721768],"about_ca_topic_score_codex":0.00003770923,"about_ca_topic_score_gemma":0.000044298376,"teacher_disagreement_score":0.22328572,"about_ca_system_score_codex":0.00009936432,"about_ca_system_score_gemma":0.000031754884,"threshold_uncertainty_score":0.46140227},"labels":[],"label_agreement":null},{"id":"W2091988989","doi":"10.2118/2005-075","title":"Chamber Volume/Size Estimation for SAGD Process From Horizontal Well Testing","year":2005,"lang":"en","type":"article","venue":"Canadian International Petroleum Conference","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":8,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Regina","funders":"Petroleum Technology Research Centre","keywords":"Volume (thermodynamics); Process (computing); Computer science; Petroleum engineering; Mechanics; Geology; Physics; Thermodynamics","score_opus":0.011528490719071229,"score_gpt":0.22512051937874622,"score_spread":0.213592028659675,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2091988989","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8982618,0.000084792584,0.038263462,0.0025004765,0.0007253033,0.00013736679,0.00036849882,0.00022570691,0.059432585],"genre_scores_gemma":[0.99348444,0.0000053513313,0.0035264418,0.00012269476,0.0005715107,0.000057310328,0.00017814887,0.000028240367,0.002025859],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99904346,0.0000075433913,0.00022685961,0.00022669848,0.00019543532,0.0003000117],"domain_scores_gemma":[0.99925065,0.000112319954,0.000043280303,0.00014510349,0.00018692737,0.00026174824],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000074526644,0.00016114661,0.0001503357,0.0001557579,0.00009550037,0.00014057854,0.0002572422,0.00009040655,0.00106544],"category_scores_gemma":[0.0002272033,0.0001751188,0.00006564113,0.000086926884,0.000027431654,0.00024176533,0.000010577231,0.00016219122,0.00021641556],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000057520997,0.000008550169,0.0021006397,0.000017901657,0.00010989241,0.000007243406,0.00015871473,0.9882703,0.00016103269,0.00007760855,0.0030480465,0.006034362],"study_design_scores_gemma":[0.00024571788,0.000012628333,0.004390248,0.00004608353,0.000020787149,0.000005210288,0.000046802143,0.94867617,0.0004829388,0.00022519412,0.045646887,0.0002013128],"about_ca_topic_score_codex":0.02176325,"about_ca_topic_score_gemma":0.099203885,"teacher_disagreement_score":0.09522263,"about_ca_system_score_codex":0.00039199658,"about_ca_system_score_gemma":0.0001934465,"threshold_uncertainty_score":0.9998477},"labels":[],"label_agreement":null},{"id":"W2092026096","doi":"10.2118/162806-ms","title":"A Simplified Engineering Model Integrated Stimulated Reservoir Volume (SRV) and Tight Formation Characterization With Multistage Fractured Horizontal Wells","year":2012,"lang":"en","type":"article","venue":"SPE Canadian Unconventional Resources Conference","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":22,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Regina","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Fracture (geology); Geology; Microseism; Well test (oil and gas); Reservoir modeling; Petroleum engineering; Boundary (topology); Tight oil; Computer science; Geotechnical engineering; Mathematics; Seismology","score_opus":0.008745351933855937,"score_gpt":0.18144124202337644,"score_spread":0.1726958900895205,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2092026096","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.903907,0.0001530665,0.09401556,0.00017549789,0.00010066609,0.0002154847,0.00020695777,0.00016808177,0.0010576865],"genre_scores_gemma":[0.9970932,0.000030663723,0.00074227963,0.00004735932,0.00008798044,0.000018896933,0.000987949,0.00004269702,0.00094896735],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9986809,0.000028737857,0.00028973047,0.00021282963,0.00026590383,0.0005218994],"domain_scores_gemma":[0.9989749,0.000034609115,0.00006675682,0.00020040142,0.00012815834,0.0005951811],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00014739098,0.00027488475,0.000244956,0.0003688649,0.00014417917,0.00015083641,0.0001608426,0.00017307083,0.00027563277],"category_scores_gemma":[0.000049789545,0.000247859,0.000057379104,0.00027974712,0.000049506067,0.0005609196,0.000020019683,0.00031339945,0.00003539654],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00006566331,0.000031591706,0.003789608,0.00020398901,0.00027045113,0.000041547126,0.0025622605,0.9794813,0.010835509,0.0002932333,0.00051106804,0.0019138011],"study_design_scores_gemma":[0.00040325013,0.000026180309,0.015524505,0.00013508034,0.000045257973,0.000015481515,0.00009040631,0.961042,0.0006197981,0.00002342829,0.021735303,0.0003393254],"about_ca_topic_score_codex":0.005903048,"about_ca_topic_score_gemma":0.0132978195,"teacher_disagreement_score":0.09327328,"about_ca_system_score_codex":0.00027853655,"about_ca_system_score_gemma":0.000106051484,"threshold_uncertainty_score":0.9999974},"labels":[],"label_agreement":null},{"id":"W2092038069","doi":"10.2118/80997-pa","title":"Coupled Geomechanical and Reservoir Modeling Investigating Poroelastic Effects of Cyclic Steam Stimulation in the Cold Lake Reservoir","year":2002,"lang":"en","type":"article","venue":"SPE Reservoir Evaluation & Engineering","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":21,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Imperial Oil (Canada)","funders":"Canadian Natural Resources Limited","keywords":"Poromechanics; Aquifer; Steam injection; Geology; Injection well; Permeability (electromagnetism); Petroleum engineering; Pore water pressure; Geotechnical engineering; Oil field; Borehole; Porosity; Petrology; Soil science; Porous medium; Groundwater","score_opus":0.027680032716573644,"score_gpt":0.2532757103199003,"score_spread":0.22559567760332666,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2092038069","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.97365946,0.002695972,0.021736674,0.00037849374,0.00020213262,0.00085980823,0.000005265892,0.00022363498,0.00023854621],"genre_scores_gemma":[0.99771166,0.00042730646,0.0013226271,0.0000220152,0.00021039584,0.00016030429,0.000031934524,0.000082825616,0.000030962125],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9964861,0.0002707251,0.0009139663,0.00044779474,0.0012825219,0.0005988429],"domain_scores_gemma":[0.99771565,0.0010976825,0.00012304481,0.00069228763,0.00019446459,0.00017688696],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0023249905,0.00040308226,0.00055592577,0.00055975025,0.00013860525,0.00009839117,0.00046790641,0.00025348715,0.00007698181],"category_scores_gemma":[0.002008727,0.00035192925,0.00013751061,0.0011715417,0.00004818194,0.0004182252,0.000113864575,0.000706228,0.000014036343],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000055005535,0.00004196406,0.00031207115,0.0005614381,0.000080224585,0.00000909424,0.00079521444,0.98766387,0.010181095,0.000056253983,0.000067821114,0.00022543294],"study_design_scores_gemma":[0.0010941216,0.00007116959,0.0019095615,0.0005247312,0.00014601933,0.000010427924,0.0001275495,0.9941439,0.0012184725,0.00025846713,0.00015143628,0.00034411476],"about_ca_topic_score_codex":0.0001150626,"about_ca_topic_score_gemma":0.00025716206,"teacher_disagreement_score":0.024052156,"about_ca_system_score_codex":0.00020030249,"about_ca_system_score_gemma":0.000031638872,"threshold_uncertainty_score":0.99989325},"labels":[],"label_agreement":null},{"id":"W2092328525","doi":"10.2118/2004-108","title":"Reservoir Quality Evaluation for Stimulation Design in Low Permeability Gas Development","year":2004,"lang":"en","type":"article","venue":"Canadian International Petroleum Conference","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Permeability (electromagnetism); Petroleum engineering; Stimulation; Quality (philosophy); Computer science; Geology; Chemistry; Neuroscience; Physics","score_opus":0.05062544118225221,"score_gpt":0.295658266697161,"score_spread":0.2450328255149088,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2092328525","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.89189875,0.00003157057,0.10424382,0.0008142294,0.000282879,0.00025629523,0.000025408128,0.00004762237,0.0023994276],"genre_scores_gemma":[0.9968386,0.0000068710724,0.0025921618,0.000043042302,0.00006522158,0.00016785676,0.00016860597,0.000014599809,0.00010298417],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9986668,0.00006144212,0.00037354132,0.00025058564,0.00036332043,0.00028429527],"domain_scores_gemma":[0.9991667,0.000094742165,0.000042082876,0.00018768167,0.00032071458,0.00018805574],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0010250664,0.00013946342,0.00015516556,0.00035076382,0.000078146964,0.00007837806,0.0002716876,0.00009442148,0.00023775238],"category_scores_gemma":[0.00041833275,0.00015195746,0.000054722062,0.000118223456,0.000027646203,0.00017611295,0.000011361002,0.00014309002,0.000028248258],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000013956933,0.000015073409,0.002514508,0.00002696504,0.000032734275,0.0000017235792,0.0003386738,0.99543726,0.00009208912,0.00021852246,0.000049405433,0.0012590894],"study_design_scores_gemma":[0.0008752453,0.000012820988,0.08824028,0.000081872284,0.000009323834,9.868336e-7,0.00007405019,0.9048707,0.0012183351,0.0027451813,0.0016578333,0.00021338665],"about_ca_topic_score_codex":0.016887145,"about_ca_topic_score_gemma":0.25713676,"teacher_disagreement_score":0.24024963,"about_ca_system_score_codex":0.0024182778,"about_ca_system_score_gemma":0.0010029691,"threshold_uncertainty_score":0.9896595},"labels":[],"label_agreement":null},{"id":"W2092413770","doi":"10.2118/141937-ms","title":"Proper Modeling of Diffusion in Fractured Reservoirs","year":2011,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":35,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"ConocoPhillips (Canada)","funders":"","keywords":"Diffusion; Mechanics; Molecular diffusion; Component (thermodynamics); Work (physics); Petroleum engineering; Fick's laws of diffusion; Statistical physics; Computer science; Geology; Thermodynamics; Physics; Engineering","score_opus":0.021511869607544837,"score_gpt":0.20547041447599707,"score_spread":0.18395854486845223,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2092413770","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.917519,0.00020664524,0.022716867,0.000022387334,0.000048850714,0.0000615441,4.8970367e-7,0.00010723505,0.05931702],"genre_scores_gemma":[0.9981049,0.000059281632,0.0014944237,0.000009862611,0.000015034951,0.000004792584,0.0000016774634,0.000016090076,0.00029396228],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9994056,0.000013047493,0.0002160612,0.00009903773,0.00011521599,0.00015102721],"domain_scores_gemma":[0.99970704,0.0000079069,0.000011934624,0.00021125769,0.000020925263,0.000040923074],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000105236715,0.000085612926,0.0001582547,0.00015083881,0.000013119274,0.0000038773223,0.00013100891,0.00007543371,0.00033370242],"category_scores_gemma":[0.000016675822,0.00006030232,0.000054986896,0.00017006382,0.000011104734,0.00007527094,0.000028121065,0.00013346325,0.000014089995],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000008893349,0.00003480046,0.0014712578,0.000047025525,0.00002084013,0.000004455761,0.0014539916,0.9950054,0.0014521885,0.000008167789,0.00006763573,0.00042532696],"study_design_scores_gemma":[0.00015121975,0.00000936016,0.001353349,0.000033923196,0.0000074952586,4.179455e-7,0.00013282767,0.9881143,0.0097924825,0.00015259952,0.00015949938,0.00009250071],"about_ca_topic_score_codex":0.0010578487,"about_ca_topic_score_gemma":0.0002853957,"teacher_disagreement_score":0.08058591,"about_ca_system_score_codex":0.000017254335,"about_ca_system_score_gemma":0.0000052193973,"threshold_uncertainty_score":0.36538076},"labels":[],"label_agreement":null},{"id":"W2092582703","doi":"10.1520/gtj100164","title":"Representative Elementary Volume Analysis of Sands Using X-Ray Computed Tomography","year":2006,"lang":"en","type":"article","venue":"Geotechnical Testing Journal","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":70,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Geology; Computed tomography; Geotechnical engineering; Volume (thermodynamics); Tomography; Mineralogy; Physics; Radiology; Medicine; Optics","score_opus":0.017147283172706283,"score_gpt":0.25239348221554636,"score_spread":0.23524619904284008,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2092582703","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.67009807,0.0003769618,0.32864994,0.00003672129,0.00008306731,0.00005054247,0.000012254532,0.00022227822,0.00047014648],"genre_scores_gemma":[0.96515656,0.000007671984,0.034552976,0.00001473289,0.00020502145,0.0000013919017,0.000019074309,0.000022824452,0.000019776438],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99814534,0.000082182625,0.0007737636,0.0002018281,0.00041211766,0.00038476425],"domain_scores_gemma":[0.9990027,0.00021866565,0.00021376305,0.00027481825,0.00016331344,0.00012674101],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005823107,0.00019156992,0.00052384887,0.00091768545,0.000182355,0.00006230949,0.00028088476,0.00011074592,0.00013686082],"category_scores_gemma":[0.00012154123,0.00017106907,0.0004848403,0.003105396,0.00012367184,0.000114201415,0.0000633745,0.0005691299,0.0000017813085],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000004180996,0.000044737764,0.027407844,0.000015064182,0.0011418269,0.000041799547,0.000019676472,0.96505284,0.0046265223,0.0000016825519,0.0008380405,0.00080578047],"study_design_scores_gemma":[0.00021357,0.00003603085,0.07330009,0.000061903724,0.0012602339,0.00003886473,0.000031437532,0.9236503,0.0008713678,0.0001586404,0.00018975906,0.00018778851],"about_ca_topic_score_codex":0.0003981585,"about_ca_topic_score_gemma":0.000013884491,"teacher_disagreement_score":0.29505846,"about_ca_system_score_codex":0.0000776639,"about_ca_system_score_gemma":0.000020907508,"threshold_uncertainty_score":0.6975994},"labels":[],"label_agreement":null},{"id":"W2092678804","doi":"10.2118/165360-pa","title":"Flow Units: From Conventional to Tight-Gas to Shale-Gas to Tight-Oil to Shale-Oil Reservoirs","year":2014,"lang":"en","type":"article","venue":"SPE Reservoir Evaluation & Engineering","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":170,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Calgary","funders":"Natural Sciences and Engineering Research Council of Canada; Alberta Innovates","keywords":"Oil shale; Tight oil; Petroleum engineering; Geology; Tight gas; Fossil fuel; Unconventional oil; Petroleum; Permeability (electromagnetism); Shale oil; Porosity; Shale gas; Flow (mathematics); Petrology; Geotechnical engineering; Mechanics; Paleontology; Engineering; Hydraulic fracturing; Chemistry","score_opus":0.022497442400867405,"score_gpt":0.2552120293990511,"score_spread":0.23271458699818368,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2092678804","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8513746,0.00046985035,0.12930408,0.00815742,0.0016898158,0.00069937983,0.00019998278,0.0011497153,0.0069551175],"genre_scores_gemma":[0.9600801,0.000086418964,0.031092254,0.0006773615,0.0020584764,0.0007585992,0.0005522143,0.00034733023,0.004347239],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9940407,0.0002185658,0.001088974,0.0011387486,0.0022479063,0.0012650623],"domain_scores_gemma":[0.99545825,0.00039089093,0.000079042904,0.0015883677,0.00085329096,0.0016301764],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0021951965,0.00079672516,0.00087202265,0.0014129821,0.00025264066,0.00033199796,0.0012357226,0.0003304954,0.0018077439],"category_scores_gemma":[0.0024289428,0.00083466526,0.0002926207,0.0028107374,0.000020384294,0.00039958348,0.00042977152,0.0006151577,0.00352459],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000054265995,0.00003796878,0.00011236333,0.00013833611,0.00027653552,0.000010335221,0.001040885,0.9675169,0.007421937,0.000067667235,0.013424201,0.009898602],"study_design_scores_gemma":[0.00076104666,0.00013355169,0.0015446774,0.0006046905,0.00016388074,0.0000047969893,0.00010700247,0.807177,0.006780084,0.00011565719,0.18160456,0.0010030583],"about_ca_topic_score_codex":0.00053396047,"about_ca_topic_score_gemma":0.0007797066,"teacher_disagreement_score":0.16818036,"about_ca_system_score_codex":0.0009140386,"about_ca_system_score_gemma":0.00014907916,"threshold_uncertainty_score":0.9994104},"labels":[],"label_agreement":null},{"id":"W2092691260","doi":"10.2118/169843-ms","title":"Estimating Long Term Well Performance in the Montney Shale Gas Reservoir","year":2014,"lang":"en","type":"article","venue":"SPE Hydrocarbon Economics and Evaluation Symposium","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":8,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Petroleum engineering; Oil shale; Exponential function; Permeability (electromagnetism); Geology; Term (time); Soil science; Mathematics; Mathematical analysis; Chemistry","score_opus":0.011450956378006723,"score_gpt":0.22684656281681326,"score_spread":0.21539560643880654,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2092691260","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9654156,0.0001644273,0.00036739782,0.0009496377,0.00019868254,0.00018078706,8.9715024e-7,0.00004143352,0.03268117],"genre_scores_gemma":[0.9987856,0.0005733442,0.00015280169,0.00008360454,0.00023155844,0.000037844424,0.000022139991,0.000023431074,0.00008967445],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9989749,0.000079802696,0.00033223463,0.00022885823,0.00014201218,0.0002422003],"domain_scores_gemma":[0.9994566,0.000073245144,0.00006147924,0.00033033759,0.00002046052,0.000057920144],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0015492237,0.00015929753,0.00019631875,0.00013223122,0.000103843326,0.000121809855,0.0002004317,0.00007902735,0.000024993844],"category_scores_gemma":[0.000020390966,0.00013237701,0.000050972092,0.000103849256,0.00003099979,0.00019000357,0.000032377633,0.00017456985,0.00003701716],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000036215515,0.000009341403,0.009964327,0.00004281036,0.00001989373,3.895696e-7,0.0005092956,0.98583245,0.00007106969,0.00001443399,0.00003343818,0.0034989465],"study_design_scores_gemma":[0.0003662822,0.00002542061,0.020423763,0.000033434553,0.000040501764,0.0000065476574,0.000033710246,0.9776214,0.00033343333,0.0002497559,0.0007021805,0.00016361316],"about_ca_topic_score_codex":0.00005410317,"about_ca_topic_score_gemma":0.00019156533,"teacher_disagreement_score":0.033370033,"about_ca_system_score_codex":0.00008678355,"about_ca_system_score_gemma":0.000016847234,"threshold_uncertainty_score":0.53981775},"labels":[],"label_agreement":null},{"id":"W2092745397","doi":"10.2118/149618-pa","title":"Transient Nonisothermal Fully Coupled Wellbore/Reservoir Model for Gas-Well Testing, Part 2: Applications","year":2011,"lang":"en","type":"article","venue":"Journal of Canadian Petroleum Technology","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":23,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Wellhead; Petroleum engineering; Wellbore; Backflow; Transient (computer programming); Mechanics; Well test (oil and gas); Thermal; Isothermal process; Heat transfer; Computer simulation; Real gas; Thermodynamics; Geology; Engineering; Mechanical engineering","score_opus":0.01851003147398477,"score_gpt":0.1996534990484249,"score_spread":0.1811434675744401,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2092745397","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.27935556,0.0022891914,0.6765812,0.006321904,0.0005217539,0.0006195983,0.00014479554,0.00054561393,0.033620358],"genre_scores_gemma":[0.98831326,0.00015039097,0.010737292,0.000098853605,0.0001487451,0.000071830844,0.000004230716,0.000058242225,0.00041713883],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9985445,0.000009997464,0.00055213115,0.0001632983,0.00016018382,0.00056988496],"domain_scores_gemma":[0.9988277,0.00003758292,0.00015437668,0.0003598375,0.00022672568,0.00039380958],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000246393,0.00020455712,0.00038689998,0.002001772,0.00013584468,0.0000205679,0.00059358845,0.00029148118,0.000104384075],"category_scores_gemma":[0.00004622859,0.00018961942,0.00019854844,0.0006846156,0.000100164536,0.00009215108,0.000011410622,0.00045765674,0.000019600247],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000025864772,0.00005753684,0.00043859307,0.000072561284,0.00031249563,0.000058099744,0.00018673383,0.9872346,0.0012635603,0.0002791696,0.0070388285,0.0030319688],"study_design_scores_gemma":[0.00058439944,0.00015300332,0.0001199352,0.000036261194,0.00014374466,0.00013132177,0.00009909747,0.81680894,0.0012958327,0.0010806556,0.17930946,0.00023735664],"about_ca_topic_score_codex":0.0020972418,"about_ca_topic_score_gemma":0.03976485,"teacher_disagreement_score":0.70895773,"about_ca_system_score_codex":0.0002067463,"about_ca_system_score_gemma":0.00031691344,"threshold_uncertainty_score":0.9777569},"labels":[],"label_agreement":null},{"id":"W2092798553","doi":"10.2118/123651-pa","title":"A Comprehensive Modeling Analysis of Borehole Stability and Production-Liner Deformation for Inclined/Horizontal Wells Completed in a Highly Compacting Chalk Formation","year":2010,"lang":"en","type":"article","venue":"SPE Drilling & Completion","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":35,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"ConocoPhillips (Canada)","funders":"","keywords":"Geotechnical engineering; Geology; Deformation (meteorology); Casing; Borehole; Poromechanics; Overburden; Compaction; Overburden pressure; Porosity; Finite element method; Porous medium; Petroleum engineering; Engineering; Structural engineering","score_opus":0.02813443680741669,"score_gpt":0.25143250988674565,"score_spread":0.22329807307932895,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2092798553","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.80630493,0.000051872485,0.19276664,0.00015139866,0.00019913216,0.00032998042,0.000039719027,0.000101187565,0.00005514781],"genre_scores_gemma":[0.99510944,0.00004620873,0.003980243,0.0000099391045,0.00012241228,0.000022763734,0.0006869365,0.00002093644,0.0000011278074],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9984545,0.000047598434,0.0007534888,0.0002559634,0.00023389449,0.00025456757],"domain_scores_gemma":[0.9990671,0.00015485683,0.00017024252,0.0002662251,0.0002755681,0.0000660002],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005016966,0.00019984021,0.00053246866,0.000679057,0.00014950862,0.000040566698,0.00009556015,0.00011241881,0.000011546012],"category_scores_gemma":[0.00011226518,0.00019573788,0.00016362421,0.0007767776,0.000046384528,0.00036814983,0.000027496408,0.00029451566,0.0000014357963],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00003895786,0.000039905488,0.0017086238,0.0002528962,0.00017305587,2.0143204e-7,0.0012214602,0.9445539,0.051119257,0.00003662532,0.0000050635063,0.0008500286],"study_design_scores_gemma":[0.00041047085,0.000030850886,0.0062753838,0.000047504698,0.0002299508,0.000002645937,0.0004709407,0.98420787,0.0077398084,0.00015746683,0.00023244495,0.00019465678],"about_ca_topic_score_codex":0.0006343148,"about_ca_topic_score_gemma":0.0018316252,"teacher_disagreement_score":0.1888045,"about_ca_system_score_codex":0.000102057165,"about_ca_system_score_gemma":0.00001059404,"threshold_uncertainty_score":0.79819596},"labels":[],"label_agreement":null},{"id":"W2093070700","doi":"10.2118/170062-ms","title":"Feasibility Study of Using Transient Temperature Analysis to Evaluate Fracture Length in Cyclic Steam Stimulation Process","year":2014,"lang":"en","type":"article","venue":"SPE Heavy Oil Conference-Canada","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Regina","funders":"","keywords":"Permeability (electromagnetism); Materials science; Steam injection; Fracture (geology); Petroleum engineering; Thermal conductivity; Oil sands; Geotechnical engineering; Geology; Mechanics; Composite material; Chemistry","score_opus":0.020958247941958535,"score_gpt":0.27095256560806763,"score_spread":0.2499943176661091,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2093070700","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99789023,0.00004804129,0.0009064401,0.00021798581,0.000117930686,0.00023318313,0.000018532879,0.00003595501,0.0005316767],"genre_scores_gemma":[0.9996958,0.000007442255,0.00006448463,0.00008242408,0.000044180702,0.000013011137,0.000024306119,0.000022126243,0.000046220386],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9976121,0.00018872101,0.00058860786,0.0004289862,0.00081917114,0.0003623905],"domain_scores_gemma":[0.9988622,0.000096455304,0.000080635626,0.00052216294,0.0002403295,0.00019819045],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00039190566,0.00028979566,0.00070706685,0.00029894352,0.00008240147,0.00003882393,0.00026256562,0.00011292769,0.00013578439],"category_scores_gemma":[0.00011511517,0.0002550756,0.00008639333,0.0013341523,0.000016172306,0.00008973902,0.000017975995,0.0003824051,7.711655e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000036687168,0.00010780161,0.019493613,0.00012286336,0.00032502646,0.0000045425745,0.0013284374,0.97668797,0.00021412427,2.9369846e-7,0.000051158207,0.0016275112],"study_design_scores_gemma":[0.0009536996,0.000076033066,0.22026385,0.00007736866,0.0005847808,6.094489e-7,0.0019482004,0.77414066,0.0012715625,0.0000142407625,0.00025886256,0.00041010772],"about_ca_topic_score_codex":0.8783204,"about_ca_topic_score_gemma":0.99535286,"teacher_disagreement_score":0.20254725,"about_ca_system_score_codex":0.00047459838,"about_ca_system_score_gemma":0.0006805544,"threshold_uncertainty_score":0.99999017},"labels":[],"label_agreement":null},{"id":"W2093334305","doi":"10.2118/04-05-02","title":"Issues With Reservoir Geomechanical Simulations of the SAGD Process","year":2004,"lang":"en","type":"article","venue":"Journal of Canadian Petroleum Technology","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":35,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"SINOPEC Petroleum Exploration and Production Research Institute; Natural Sciences and Engineering Research Council of Canada; China National Petroleum Corporation; University of Alberta","keywords":"Steam injection; Compressibility; Petroleum engineering; Permeability (electromagnetism); Capillary pressure; Porosity; Reservoir simulation; Capillary action; Volume (thermodynamics); Relative permeability; Geology; Pore water pressure; Secondary air injection; Porous medium; Geotechnical engineering; Mechanics; Chemistry; Materials science; Thermodynamics","score_opus":0.005160548069890782,"score_gpt":0.21099557303165742,"score_spread":0.20583502496176664,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2093334305","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.98310965,0.00056781963,0.0012171541,0.014327363,0.00009677954,0.000039096944,0.00000919914,0.00003898277,0.0005939649],"genre_scores_gemma":[0.99935925,0.000054238877,0.0003920762,0.000033050757,0.000056453795,0.0000013376284,4.7300983e-7,0.000018546894,0.00008458797],"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","domain_scores_codex":[0.9991198,0.0000113081105,0.00031996297,0.00007281011,0.00022372627,0.00025237713],"domain_scores_gemma":[0.9992846,0.000016764188,0.000120724326,0.00027956264,0.00016244574,0.00013589415],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00010705287,0.000105249856,0.00026266073,0.0013496928,0.000073917734,0.000011910323,0.0005035925,0.0001733392,0.000029036408],"category_scores_gemma":[0.00009295661,0.00006654879,0.00008818444,0.0011793969,0.000101667174,0.00008130688,0.0000146776465,0.00049381773,0.0000021133997],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000005343631,0.000011119476,0.00096944865,0.000021545238,0.00012140227,0.000033527307,0.00006300927,0.99790823,0.00040565693,0.00015974768,0.00016572181,0.0001352618],"study_design_scores_gemma":[0.011253906,0.003101932,0.018781895,0.0030287292,0.0016536317,0.0042467583,0.0053082863,0.12435945,0.36911553,0.06480226,0.39189708,0.0024505327],"about_ca_topic_score_codex":0.0042937323,"about_ca_topic_score_gemma":0.13617738,"teacher_disagreement_score":0.87354875,"about_ca_system_score_codex":0.00017191883,"about_ca_system_score_gemma":0.00031773403,"threshold_uncertainty_score":0.87958515},"labels":[],"label_agreement":null},{"id":"W2093526191","doi":"10.2118/173367-ms","title":"A New Tool for Multi-Cluster and Multi-Well Hydraulic Fracture Modeling","year":2015,"lang":"en","type":"article","venue":"SPE Hydraulic Fracturing Technology Conference","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":15,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Shell (Canada)","funders":"","keywords":"Cluster (spacecraft); Computer science; Fracture (geology); Geology; Geotechnical engineering; Operating system","score_opus":0.03245500632803775,"score_gpt":0.25910329340022653,"score_spread":0.2266482870721888,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2093526191","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"methods","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.08321209,0.0019238072,0.90758866,0.0037415312,0.0003660187,0.00065294525,0.000009188355,0.0018875252,0.00061823707],"genre_scores_gemma":[0.89084756,0.00022208218,0.10692597,0.0006145931,0.00022774698,0.000100506804,0.000028759765,0.00012761893,0.0009051492],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99708176,0.000037887046,0.00066463155,0.00088030886,0.00032787307,0.0010075533],"domain_scores_gemma":[0.9981388,0.000091419926,0.00012915897,0.0009862705,0.00019760034,0.0004567461],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0003472789,0.0007137845,0.0008106454,0.0007159853,0.00020790145,0.00018454221,0.0008100482,0.0009811065,0.00006841867],"category_scores_gemma":[0.00032597114,0.0006604149,0.00019343318,0.00044030827,0.00015837401,0.0003997011,0.00027262996,0.0011124129,0.00014189733],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000057822734,0.000082455284,0.00047503115,0.00017471406,0.0003138998,0.000034746387,0.00084031775,0.9731683,0.00048909127,0.00007098953,0.0040674666,0.020225171],"study_design_scores_gemma":[0.0027188563,0.00006981259,0.00012062669,0.00012697195,0.0001256,0.000052080188,0.00021938837,0.9399002,0.0076597063,0.0021722298,0.04602329,0.00081123656],"about_ca_topic_score_codex":0.00035553906,"about_ca_topic_score_gemma":0.00018013678,"teacher_disagreement_score":0.8076355,"about_ca_system_score_codex":0.00016978229,"about_ca_system_score_gemma":0.00015908133,"threshold_uncertainty_score":0.99958473},"labels":[],"label_agreement":null},{"id":"W2093731160","doi":"10.2118/94859-ms","title":"Decline-Curve Analysis for Solution-Gas-Drive Reservoirs","year":2005,"lang":"en","type":"article","venue":"SPE Annual Technical Conference and Exhibition","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":10,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Apache (Canada)","funders":"","keywords":"Dimensionless quantity; Production (economics); Constraint (computer-aided design); Mechanics; Production rate; Field (mathematics); Applied mathematics; Mathematics; Mathematical optimization; Physics; Engineering; Process engineering; Geometry","score_opus":0.018831893117992878,"score_gpt":0.2647011725206126,"score_spread":0.2458692794026197,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2093731160","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.2536972,0.0004890628,0.7308049,0.0077122166,0.00007840792,0.0003685314,0.0002366397,0.00078321714,0.0058298283],"genre_scores_gemma":[0.9945257,0.0004953407,0.0042005214,0.0001245271,0.00022235265,0.000050003662,0.00018114535,0.000016907099,0.00018350605],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9988304,0.000024229397,0.00032452715,0.00030049708,0.00019515633,0.00032521784],"domain_scores_gemma":[0.999306,0.00008930121,0.00004101897,0.00025550803,0.00016487934,0.00014324521],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00026989973,0.00018122056,0.0003207587,0.00024936677,0.00014109051,0.00007030065,0.00015256171,0.00020426321,0.00012174258],"category_scores_gemma":[0.00007767246,0.00016299961,0.00022511021,0.00044237234,0.000089151,0.0002843502,0.000063331,0.00021563654,0.00002962744],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00025796972,0.00040499476,0.0037331467,0.0004022518,0.0022847925,0.000020394215,0.0014616906,0.8071564,0.016084235,0.0050277864,0.06803505,0.09513133],"study_design_scores_gemma":[0.0010992993,0.00028161684,0.009655477,0.00010654079,0.0011903057,0.000012130677,0.00046579383,0.9081577,0.010965422,0.008962389,0.058118433,0.0009849163],"about_ca_topic_score_codex":0.00008827603,"about_ca_topic_score_gemma":0.0015324997,"teacher_disagreement_score":0.7408285,"about_ca_system_score_codex":0.000054300675,"about_ca_system_score_gemma":0.000016865306,"threshold_uncertainty_score":0.6646931},"labels":[],"label_agreement":null},{"id":"W2093941958","doi":"10.2118/97848-ms","title":"Mapping Reservoir Volume Changes During Cyclic Steam Stimulation Using Tiltmeter-Based Surface-Deformation Measurements","year":2005,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":10,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Shell (Canada)","funders":"","keywords":"Tiltmeter; Deformation (meteorology); Poromechanics; Geology; Steam injection; Geotechnical engineering; Porosity; Porous medium; Petroleum engineering; Optics","score_opus":0.038913963979979,"score_gpt":0.2470938832693002,"score_spread":0.20817991928932122,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2093941958","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9522859,0.00015920715,0.044991214,0.00021375611,0.00011928966,0.00017101788,0.0000030045173,0.0005795451,0.0014770513],"genre_scores_gemma":[0.9918166,0.000014200988,0.007176522,0.00003591711,0.00019383477,0.0000064745227,0.0000345126,0.000047531674,0.0006743989],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99851274,0.000054736352,0.00035756198,0.00021144155,0.00045982443,0.0004036914],"domain_scores_gemma":[0.9993646,0.000021501233,0.00006985979,0.00035286398,0.000078798694,0.00011234951],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00033683216,0.00023102218,0.0002385331,0.00032511854,0.00020705651,0.000082940656,0.00016275952,0.00012475031,0.0002746205],"category_scores_gemma":[0.00002847657,0.0002172638,0.00009990855,0.00040026166,0.000015660917,0.00042179154,0.000031126732,0.00016989565,0.00015130421],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000005919641,0.000019499394,0.0024760417,0.00011778025,0.00006905369,5.8487905e-7,0.00021627285,0.9335678,0.06267326,6.5195444e-8,0.000079722144,0.0007739604],"study_design_scores_gemma":[0.00047796025,0.000008718721,0.0069707525,0.00008245112,0.000030467938,0.000001945556,0.000058005142,0.93237597,0.057370294,0.0000020664518,0.0023514354,0.00026992595],"about_ca_topic_score_codex":0.00013219149,"about_ca_topic_score_gemma":0.00034830696,"teacher_disagreement_score":0.03953069,"about_ca_system_score_codex":0.0004302549,"about_ca_system_score_gemma":0.000014090426,"threshold_uncertainty_score":0.8859761},"labels":[],"label_agreement":null},{"id":"W2093990400","doi":"10.2118/89719-ms","title":"Evolution of Completion Practices in the Wild River Tight Gas Field","year":2004,"lang":"en","type":"article","venue":"SPE Annual Technical Conference and Exhibition","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Tight gas; Completion (oil and gas wells); Environmental science; Field (mathematics); Hydrology (agriculture); Geology; Petroleum engineering; Mathematics; Hydraulic fracturing; Geotechnical engineering","score_opus":0.017929754365468648,"score_gpt":0.2584093404166619,"score_spread":0.24047958605119327,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2093990400","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.94415504,0.0002601121,0.04327009,0.0030053016,0.000059952043,0.00014940457,0.000008516724,0.00010008369,0.008991511],"genre_scores_gemma":[0.9993789,0.0002700959,0.00021851712,0.000055398526,0.000044463744,0.00000693808,0.000011822037,0.0000037098573,0.000010152876],"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","domain_scores_codex":[0.9994511,0.000027391407,0.00016301054,0.000106353786,0.00014375392,0.00010837373],"domain_scores_gemma":[0.99970716,0.000053685435,0.00005385885,0.0001223641,0.00004041337,0.000022497026],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00018924876,0.00007265184,0.00011485299,0.00007295206,0.00003741342,0.000017402832,0.00008717158,0.000099178455,0.000024281166],"category_scores_gemma":[0.0000747867,0.000052116102,0.000035419464,0.00016444077,0.000065456734,0.00020427891,0.000015845473,0.00022192985,0.000007245211],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00085496606,0.0028871354,0.030733546,0.0026536256,0.00044406072,0.0003089691,0.032923438,0.39764467,0.17764714,0.21879408,0.055018358,0.08009002],"study_design_scores_gemma":[0.0049394,0.0025443155,0.4688375,0.0025007953,0.0004817678,0.00026228346,0.008802847,0.058366653,0.060503297,0.36349592,0.027179375,0.0020858685],"about_ca_topic_score_codex":0.00053437357,"about_ca_topic_score_gemma":0.00046659407,"teacher_disagreement_score":0.43810394,"about_ca_system_score_codex":0.000033404453,"about_ca_system_score_gemma":0.000013041482,"threshold_uncertainty_score":0.2125233},"labels":[],"label_agreement":null},{"id":"W2094048446","doi":"10.2118/08-04-55","title":"Effects of Foamy Oil and Geomechanics on Cold Production","year":2008,"lang":"en","type":"article","venue":"Journal of Canadian Petroleum Technology","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":9,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Petroleum engineering; Enhanced oil recovery; Gas oil ratio; Oil sands; Environmental science; Fossil fuel; Oil production; Oil field; Saturation (graph theory); Viscosity; Geology; Materials science; Asphalt; Waste management; Engineering; Composite material","score_opus":0.00347026603071836,"score_gpt":0.163358521906787,"score_spread":0.15988825587606864,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2094048446","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99448603,0.001806578,0.00029810876,0.0023655589,0.00033330751,0.0000149236375,0.0000016293598,0.00004005175,0.00065377884],"genre_scores_gemma":[0.9971273,0.002263676,0.00018241367,0.000026554222,0.000080138525,0.0000018693637,2.0620531e-7,0.00001521643,0.00030264133],"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99935377,0.000011083329,0.00023265304,0.00007731554,0.00012671357,0.00019844176],"domain_scores_gemma":[0.9995449,0.0000239275,0.00009050202,0.00013354795,0.0000646715,0.00014245168],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00009759722,0.000094665076,0.00026479838,0.0024204587,0.000052058367,0.0000037216403,0.00013123093,0.00017015106,0.0000046427713],"category_scores_gemma":[0.000116097,0.000084927415,0.000059694896,0.00047935822,0.00004823282,0.00004725263,0.000007336915,0.00035432528,0.000002511792],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00009051544,0.0001912252,0.0028346523,0.0012723939,0.0017652784,0.002974012,0.0005167612,0.756589,0.14424355,0.0017409787,0.025784288,0.06199736],"study_design_scores_gemma":[0.0021862953,0.0015949968,0.0027999333,0.0006092634,0.00036603477,0.0042070607,0.00020119023,0.014694967,0.5729625,0.0008086429,0.39887235,0.00069678447],"about_ca_topic_score_codex":0.00094848947,"about_ca_topic_score_gemma":0.005213744,"teacher_disagreement_score":0.741894,"about_ca_system_score_codex":0.00011657561,"about_ca_system_score_gemma":0.00007868929,"threshold_uncertainty_score":0.34632394},"labels":[],"label_agreement":null},{"id":"W2094715759","doi":"10.1016/j.ijheatmasstransfer.2014.07.063","title":"Formation heating by steam circulation in a horizontal wellbore","year":2014,"lang":"en","type":"article","venue":"International Journal of Heat and Mass Transfer","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":19,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Thermal conduction; Mechanics; Heat transfer; Laplace transform; Wellbore; Steam injection; Heat flux; Thermodynamics; Boundary value problem; Sine and cosine transforms; Materials science; Geology; Petroleum engineering; Fourier transform; Fourier analysis; Mathematics; Physics","score_opus":0.003870350648480614,"score_gpt":0.201343445345297,"score_spread":0.19747309469681637,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2094715759","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.80994755,0.00029352642,0.18838054,0.00036182505,0.00021379221,0.000023317505,0.0000031136867,0.000011338094,0.0007649735],"genre_scores_gemma":[0.9994781,0.000216116,0.00010668191,0.000031288022,0.000143072,0.0000010581452,0.000008280534,0.0000078006315,0.000007589021],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9993497,0.000020992677,0.00028450237,0.000046415833,0.000216599,0.000081805636],"domain_scores_gemma":[0.9998324,0.000028969343,0.000011204481,0.00003015133,0.000054475688,0.00004281548],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00018752887,0.000068258836,0.00011868252,0.00016044025,0.000017317274,0.00003418797,0.00007889215,0.000044787957,0.000017866754],"category_scores_gemma":[0.000009058331,0.000058117846,0.000057341425,0.00004357651,0.000009321453,0.00028658242,0.0000026053967,0.00014171594,0.0000012218349],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00008159868,0.000059167847,0.0075102868,0.00008418403,0.00024269873,0.0000185463,0.0013823572,0.80039656,0.15132175,0.00009363661,0.0004422125,0.038366985],"study_design_scores_gemma":[0.0022238167,0.00011519628,0.0051692226,0.00025075275,0.000047693236,0.00010826731,0.00023387968,0.94973975,0.03332918,0.0006542122,0.007888428,0.00023957308],"about_ca_topic_score_codex":0.000026969885,"about_ca_topic_score_gemma":0.000026842696,"teacher_disagreement_score":0.18953055,"about_ca_system_score_codex":0.00005892844,"about_ca_system_score_gemma":0.000004810248,"threshold_uncertainty_score":0.2369977},"labels":[],"label_agreement":null},{"id":"W2094747403","doi":"10.2118/1006-0062-jpt","title":"Microseismic Fracture Mapping Optimizes Development of Low-Permeability Sands","year":2006,"lang":"en","type":"article","venue":"Journal of Petroleum Technology","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Microseism; Geology; Permeability (electromagnetism); Pinnacle; Canyon; Seismology; Geomorphology; Chemistry","score_opus":0.0034340495267240556,"score_gpt":0.18944406984883355,"score_spread":0.1860100203221095,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2094747403","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9279649,0.0015796489,0.0690605,0.0005152742,0.00014275685,0.000025105503,0.0000016974035,0.000098008066,0.00061207963],"genre_scores_gemma":[0.9822539,0.00005740848,0.017433949,0.000015712794,0.00011372597,0.0000019716108,0.000002044883,0.000019640549,0.000101639176],"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9985699,0.000016529193,0.00082217756,0.00011537601,0.00021024517,0.00026573797],"domain_scores_gemma":[0.99929357,0.000036108228,0.0002698614,0.00023670758,0.00011917249,0.000044559074],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00029914553,0.00017145269,0.0005064818,0.0007931244,0.00006334776,0.000012748543,0.00035434146,0.00028490968,0.0000487823],"category_scores_gemma":[0.00003915818,0.00013827923,0.00018394612,0.0003337482,0.00009678975,0.000076348966,0.000040271014,0.00054666295,0.000004996673],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000015383137,0.000096311254,0.0037216002,0.00015756479,0.00023764497,0.00003099596,0.00011564987,0.9231455,0.06670093,0.000004475699,0.001004088,0.0047698924],"study_design_scores_gemma":[0.0023625921,0.0001653715,0.02149147,0.0005058566,0.00016137182,0.0003824738,0.000795749,0.041750707,0.81688803,0.0015236717,0.11325786,0.000714838],"about_ca_topic_score_codex":0.000005647332,"about_ca_topic_score_gemma":0.000008200465,"teacher_disagreement_score":0.88139474,"about_ca_system_score_codex":0.0001428511,"about_ca_system_score_gemma":0.00006300916,"threshold_uncertainty_score":0.56388634},"labels":[],"label_agreement":null},{"id":"W2095269566","doi":"10.2118/95061-ms","title":"CO2 Energized Hydrocarbon Fracturing Fluid: History &amp; Field Application in Tight Gas Wells in the Rock Creek Gas Formation","year":2005,"lang":"en","type":"article","venue":"SPE Latin American and Caribbean Petroleum Engineering Conference","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":10,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Geology; Petroleum engineering; Hydrocarbon; Fracturing fluid; Tight gas; Natural gas field; Natural gas; Fossil fuel; Hydraulic fracturing; Geochemistry; Chemistry; Waste management; Engineering","score_opus":0.0061405013252761416,"score_gpt":0.18951882532001052,"score_spread":0.1833783239947344,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2095269566","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8972883,0.00080234994,0.09437039,0.0010629434,0.000091950154,0.00016458485,0.0000040342843,0.00022911777,0.0059862896],"genre_scores_gemma":[0.99808264,0.00053914724,0.000829183,0.00018794723,0.00012832941,0.00005513148,0.000030190331,0.00003074061,0.00011668987],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.998668,0.000044878907,0.0003967887,0.0002658773,0.000241241,0.00038322445],"domain_scores_gemma":[0.9993085,0.00014686595,0.00007694801,0.00036107676,0.000017924136,0.00008866114],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00022278013,0.00025648056,0.0003504613,0.00027169075,0.000037949616,0.00006437286,0.00025935355,0.00008783852,0.00005159578],"category_scores_gemma":[0.000038726343,0.00024161892,0.00006922759,0.00026738044,0.000032585096,0.0001733281,0.000031813248,0.0004896372,0.00001712935],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000009511658,0.000023891063,0.001049711,0.000058493835,0.000020809523,0.000005053715,0.0014748091,0.98204374,0.003397383,0.00004959629,0.0004421216,0.011424881],"study_design_scores_gemma":[0.00033837403,0.00002969487,0.0046242927,0.00006162204,0.000020292702,0.00000623851,0.0002041038,0.93540394,0.00115972,0.000018082912,0.057825852,0.00030780438],"about_ca_topic_score_codex":0.0026440092,"about_ca_topic_score_gemma":0.0029189482,"teacher_disagreement_score":0.1007943,"about_ca_system_score_codex":0.00026967903,"about_ca_system_score_gemma":0.000021793949,"threshold_uncertainty_score":0.9852934},"labels":[],"label_agreement":null},{"id":"W2095731754","doi":"10.2118/59119-ms","title":"Environmental Management, Cost Management, and Asset Management for High-Volume Oil Field Waste Injection Projects","year":2000,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":15,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Containment (computer programming); Petroleum engineering; Asset management; Radioactive waste; Environmental science; Oil field; Drilling; Waste management; Injection well; Asset (computer security); Engineering; Computer science; Business; Mechanical engineering","score_opus":0.005002031286233584,"score_gpt":0.19056806734492054,"score_spread":0.18556603605868696,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2095731754","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.37904337,0.00039359083,0.05640268,0.00044404995,0.0005519135,0.0017131111,0.000055763616,0.0010345377,0.56036097],"genre_scores_gemma":[0.8501612,0.0024735625,0.0037329707,0.00015392482,0.00008324695,0.00029572033,0.0000696561,0.000042003754,0.14298771],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.99883986,0.00001536337,0.00023201402,0.00035587625,0.0001896736,0.00036723417],"domain_scores_gemma":[0.99955803,0.00001719479,0.000022134733,0.0003156128,0.0000029505022,0.000084077474],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000109772205,0.00023228746,0.00018471868,0.00019892972,0.00014225504,0.00008656096,0.00015411802,0.00007819205,0.00088067213],"category_scores_gemma":[5.916705e-7,0.00021964381,0.00007993468,0.00014859835,0.000021537475,0.00016518035,0.000068349436,0.000100896024,0.000120797726],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00007117405,0.00013648513,0.0005389913,0.0014491203,0.001662349,0.00007166948,0.00010878417,0.15481776,0.000037409383,0.00030523533,0.0569989,0.78380215],"study_design_scores_gemma":[0.0054707224,0.0003604406,0.011980722,0.00025857013,0.0014756768,0.00003405408,0.0024176736,0.21649787,0.0034738372,0.00063357915,0.75553995,0.0018568835],"about_ca_topic_score_codex":0.000033233126,"about_ca_topic_score_gemma":0.000018761408,"teacher_disagreement_score":0.7819452,"about_ca_system_score_codex":0.00007868163,"about_ca_system_score_gemma":6.857335e-7,"threshold_uncertainty_score":0.9642742},"labels":[],"label_agreement":null},{"id":"W2096221707","doi":"10.2118/89867-ms","title":"Klinkenberg-Corrected Permeability Measurements in Tight Gas Sands: Steady-State Versus Unsteady-State Techniques","year":2004,"lang":"en","type":"article","venue":"SPE Annual Technical Conference and Exhibition","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":114,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Apache (Canada)","funders":"","keywords":"Slippage; Permeability (electromagnetism); Steady state (chemistry); Permeameter; Mechanics; Volumetric flow rate; Steady State theory; Helium; Materials science; Thermodynamics; Chemistry; Environmental science; Soil science; Physics; Composite material","score_opus":0.024227765592986596,"score_gpt":0.25708482205641237,"score_spread":0.23285705646342578,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2096221707","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9797412,0.00016208137,0.010645977,0.00042938805,0.00013233315,0.00037631302,0.00004903588,0.00095570623,0.0075079617],"genre_scores_gemma":[0.9985766,0.00055480946,0.00061927765,0.000037414604,0.00004551431,0.000043297205,0.000049977083,0.000025807836,0.00004731319],"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9983078,0.00006076084,0.0004536499,0.00041398383,0.00033325056,0.00043050756],"domain_scores_gemma":[0.99933255,0.000043108197,0.00004976322,0.00026907152,0.00014797508,0.00015753745],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0003859497,0.00028121923,0.00035978382,0.00021669055,0.000086410735,0.000072569266,0.0001673443,0.00020072218,0.000047604924],"category_scores_gemma":[0.000089081674,0.00025321625,0.00009417291,0.00038412836,0.00014339354,0.00034264202,0.000060800015,0.00049816,0.000030136083],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0033468453,0.0025238316,0.013267452,0.0019994054,0.00084234483,0.00031103005,0.012585402,0.2032494,0.3002404,0.00094406743,0.005280925,0.4554089],"study_design_scores_gemma":[0.01644698,0.003143612,0.06765459,0.003858967,0.00045925708,0.000094760166,0.00278907,0.02128291,0.79492104,0.07255273,0.010996028,0.005800052],"about_ca_topic_score_codex":0.00040607722,"about_ca_topic_score_gemma":0.001681474,"teacher_disagreement_score":0.4946806,"about_ca_system_score_codex":0.0002322998,"about_ca_system_score_gemma":0.000048084683,"threshold_uncertainty_score":0.999992},"labels":[],"label_agreement":null},{"id":"W2096227959","doi":"10.2118/02-06-04","title":"SAGD Operations in the Presence of Overlying Gas Cap and Water Layer-Effect of Shale Layers","year":2002,"lang":"en","type":"article","venue":"Journal of Canadian Petroleum Technology","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":70,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Calgary","funders":"University of Calgary","keywords":"Petroleum engineering; Oil shale; Asphalt; Oil sands; Geology; Permeability (electromagnetism); Environmental science; Shale gas; Channel (broadcasting); Production rate; Steam injection; Engineering; Process engineering; Geography","score_opus":0.0077199130782791775,"score_gpt":0.19817902984818628,"score_spread":0.1904591167699071,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2096227959","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9949589,0.0012854789,0.00008509414,0.0026385982,0.000048695656,0.00003756681,0.000003965584,0.000007760273,0.0009339399],"genre_scores_gemma":[0.99948215,0.00034073438,0.000077859,0.000018801584,0.000019850784,0.0000028468892,3.5846452e-7,0.000008276936,0.000049100443],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9992541,0.000041741914,0.00030411407,0.00006036977,0.00012567622,0.00021400666],"domain_scores_gemma":[0.9996287,0.00005679316,0.000042053645,0.00016991721,0.000035044508,0.000067461784],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00029354816,0.0000849545,0.0002667556,0.0014778059,0.00003683409,0.000011452461,0.00025928195,0.00011914029,0.000056821933],"category_scores_gemma":[0.00007722401,0.000052113344,0.00006130217,0.0003585059,0.00008020434,0.00008052493,0.000011723744,0.00034349927,0.0000015671403],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000011286339,0.000028233851,0.0203351,0.0001664289,0.00027127133,0.0002639096,0.0018514396,0.9351798,0.034600824,0.00008993275,0.0019779357,0.005223782],"study_design_scores_gemma":[0.0041662916,0.0022347337,0.011712914,0.0007766807,0.00053561403,0.0021882171,0.003770701,0.58996165,0.33000815,0.0004379461,0.053338505,0.00086861115],"about_ca_topic_score_codex":0.008524124,"about_ca_topic_score_gemma":0.057971187,"teacher_disagreement_score":0.3452182,"about_ca_system_score_codex":0.000049983082,"about_ca_system_score_gemma":0.000018414245,"threshold_uncertainty_score":0.9980782},"labels":[],"label_agreement":null},{"id":"W2096512219","doi":"10.1190/tle31111348.1","title":"Geomechanical modeling of rock fracturing and associated microseismicity","year":2012,"lang":"en","type":"article","venue":"The Leading Edge","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":20,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Microseism; Hydraulic fracturing; Geology; Induced seismicity; Shearing (physics); Geotechnical engineering; Lithology; Seismology; Mining engineering; Petrology","score_opus":0.015430881315876853,"score_gpt":0.22679905195932965,"score_spread":0.21136817064345279,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2096512219","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9475863,0.0010945114,0.05004965,0.00008599525,0.00016589166,0.000042501928,0.0000024503256,0.00012651474,0.0008462126],"genre_scores_gemma":[0.9994444,0.00007591716,0.00009336164,0.000039383995,0.0001465242,0.0000021422045,0.0000023914404,0.000022061007,0.00017378408],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99932814,0.00002975917,0.00017221412,0.00007860685,0.0001020802,0.00028922778],"domain_scores_gemma":[0.99961835,0.00010033166,0.00003016502,0.00016746421,0.000016151678,0.00006753612],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00038053028,0.00010683015,0.00019938713,0.00005285501,0.000088868976,0.000016449743,0.00013092573,0.00008791949,0.000011477354],"category_scores_gemma":[0.00006910107,0.0000765557,0.00006633551,0.00010544812,0.00001399165,0.00009450124,0.000050616716,0.000253728,0.000026023716],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000025770566,0.000018541483,0.000560129,0.00004247544,0.000119616445,4.0572561e-7,0.0010728821,0.9895883,0.007673781,0.000013309019,0.00029830018,0.00060968654],"study_design_scores_gemma":[0.00010906898,0.0000050278663,0.0004477399,0.00004405099,0.000059475537,0.0000037092798,0.00005814455,0.98291475,0.015491542,0.00009256944,0.0006552196,0.000118714466],"about_ca_topic_score_codex":0.00005034879,"about_ca_topic_score_gemma":0.0000034439201,"teacher_disagreement_score":0.051858164,"about_ca_system_score_codex":0.000042227322,"about_ca_system_score_gemma":0.000003372705,"threshold_uncertainty_score":0.31218508},"labels":[],"label_agreement":null},{"id":"W2096770308","doi":"10.1002/cjce.22314","title":"An efficient non‐newtonian fluid‐flow simulator for variable aperture fractures","year":2015,"lang":"en","type":"article","venue":"The Canadian Journal of Chemical Engineering","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":20,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Aperture (computer memory); Newtonian fluid; Mechanics; Viscosity; Flow (mathematics); Fracture (geology); Fluid dynamics; Mathematics; Computer science; Geology; Physics; Geotechnical engineering; Thermodynamics","score_opus":0.005858641810736894,"score_gpt":0.20149790966061906,"score_spread":0.19563926784988217,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2096770308","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.65561956,0.002790366,0.33769244,0.0014642958,0.0014678434,0.00029688675,0.000056675195,0.00015160255,0.00046033954],"genre_scores_gemma":[0.9935847,0.00000122192,0.005617209,0.00012613398,0.0005893147,0.0000033547421,0.0000072098987,0.000050999224,0.000019885363],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9989572,0.0000090392905,0.0003006135,0.00009892571,0.00021335944,0.00042082678],"domain_scores_gemma":[0.998382,0.00014031368,0.000043112996,0.00025659354,0.0001476647,0.0010303205],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00038516617,0.00019066883,0.00028452143,0.00015527479,0.00006671112,0.00010135141,0.00044753728,0.00015815084,0.00002707108],"category_scores_gemma":[0.0003468268,0.00013481519,0.00014251271,0.0001978798,0.00002971784,0.00008521592,0.000007043494,0.00043089615,0.0000040408245],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000006984249,0.000005146146,0.00000887039,0.000032493055,0.00009820358,0.000012176218,0.0003603607,0.98048276,0.017037427,0.000009100729,0.0018242935,0.00012218942],"study_design_scores_gemma":[0.00033377088,0.000027794433,0.000013087882,0.000053823598,0.000059080605,0.0000398476,0.000018110743,0.9607564,0.017441984,0.000034370092,0.021047598,0.00017410253],"about_ca_topic_score_codex":0.000375616,"about_ca_topic_score_gemma":0.000077212746,"teacher_disagreement_score":0.33796513,"about_ca_system_score_codex":0.00028496364,"about_ca_system_score_gemma":0.00028232567,"threshold_uncertainty_score":0.5497604},"labels":[],"label_agreement":null},{"id":"W2097002531","doi":"10.2118/06-04-01","title":"Prediction of Volumetric Sand Production Using a Coupled Geomechanics-Hydrodynamic Erosion Model","year":2006,"lang":"en","type":"article","venue":"Journal of Canadian Petroleum Technology","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":14,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Geomechanics; Geotechnical engineering; Geology; Flow (mathematics); Drag; Petroleum engineering; Erosion; Porosity; Mechanics","score_opus":0.007858728146670818,"score_gpt":0.18006971454596732,"score_spread":0.1722109863992965,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2097002531","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.89223456,0.00078429264,0.10608675,0.00030673732,0.00034284883,0.000044721615,0.000013360266,0.0000626713,0.0001240624],"genre_scores_gemma":[0.9981723,0.00019034065,0.0013825229,0.0000040183045,0.00012858644,0.0000014569699,0.0000042719807,0.000026898242,0.00008961635],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99880314,0.000012051261,0.00054414297,0.00012008902,0.00022792356,0.0002926518],"domain_scores_gemma":[0.9992727,0.000007761457,0.00022444467,0.00021518269,0.00017209406,0.00010779645],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00024895,0.00013395342,0.00033868637,0.006499546,0.00007207908,0.000012578042,0.00019320406,0.00027319364,0.00001066411],"category_scores_gemma":[0.000063720334,0.00013027583,0.00012060916,0.001687475,0.000037848724,0.00013705432,0.000011190242,0.00039878613,0.0000012797931],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000005295187,0.000014428585,0.00059012807,0.000029270283,0.000058959817,0.000012273069,0.000007505098,0.93077815,0.06783137,0.000013872376,0.00035352184,0.0003052607],"study_design_scores_gemma":[0.0002696758,0.00006992373,0.00034008015,0.0000557468,0.00011051932,0.00018624817,0.000024253783,0.9917204,0.006030792,0.0006437924,0.00045656724,0.00009203545],"about_ca_topic_score_codex":0.011197632,"about_ca_topic_score_gemma":0.020311847,"teacher_disagreement_score":0.10593774,"about_ca_system_score_codex":0.0005286151,"about_ca_system_score_gemma":0.00017874257,"threshold_uncertainty_score":0.9975649},"labels":[],"label_agreement":null},{"id":"W2097267201","doi":"10.2118/103188-pa","title":"The Application of Artificial Neural Networks With Small Data Sets: An Example for Analysis of Fracture Spacing in the Lisburne Formation, Northeastern Alaska","year":2008,"lang":"en","type":"article","venue":"SPE Reservoir Evaluation & Engineering","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":16,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Overfitting; Artificial neural network; Fracture (geology); Stability (learning theory); Computer science; Artificial intelligence; Radial basis function; Pattern recognition (psychology); Mathematics; Machine learning; Geology; Geotechnical engineering","score_opus":0.08017427106412989,"score_gpt":0.2861200534629816,"score_spread":0.2059457823988517,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2097267201","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.4618917,0.0003600292,0.5371456,0.0001069158,0.00002760088,0.0004063326,0.00001404957,0.0000341324,0.00001361332],"genre_scores_gemma":[0.99726117,0.00008924429,0.0017184918,0.000009184031,0.000098734046,0.00010608808,0.0006863446,0.000028173497,0.00000256513],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9982893,0.00009824549,0.00058844977,0.00023620305,0.0005201117,0.0002676815],"domain_scores_gemma":[0.9980617,0.0003948276,0.00017127673,0.0010990755,0.00022610523,0.00004701908],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0018820064,0.0001799578,0.00032500605,0.00029473798,0.00013530786,0.00004008515,0.0006211995,0.000085927386,0.0000056742574],"category_scores_gemma":[0.000115964176,0.000116095194,0.00009973049,0.001193046,0.000036974394,0.00034766158,0.0000386197,0.00021516345,3.7691314e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00002731799,0.000022327938,0.0011925824,0.000051001596,0.00026161878,4.3339034e-7,0.0012344392,0.9937325,0.0001017348,0.0000082383485,0.000017993694,0.0033498234],"study_design_scores_gemma":[0.00023195893,0.00003438748,0.010697125,0.00002155641,0.00047739534,0.0000031624766,0.00039498665,0.9872236,0.0002445124,0.000014292568,0.0005303673,0.00012661933],"about_ca_topic_score_codex":0.00046833078,"about_ca_topic_score_gemma":0.004358087,"teacher_disagreement_score":0.5354271,"about_ca_system_score_codex":0.00005492311,"about_ca_system_score_gemma":0.000027793323,"threshold_uncertainty_score":0.47342247},"labels":[],"label_agreement":null},{"id":"W2097784575","doi":"10.3968/7621","title":"Experimental Study of Fracture Propagation Mechanisms by Oriented Perforation Technology for SRV Fracturing","year":2015,"lang":"en","type":"article","venue":"Advances in petroleum exploration and development","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Perforation; Azimuth; Hydraulic fracturing; Fracture (geology); Geology; Geotechnical engineering; Petroleum engineering; Materials science; Composite material; Mathematics; Geometry","score_opus":0.01199781063629504,"score_gpt":0.25369063730563257,"score_spread":0.24169282666933753,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2097784575","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.3449874,0.001203388,0.653212,0.00006330236,0.00012194899,0.00028263245,0.0000014398764,0.00007520869,0.000052680785],"genre_scores_gemma":[0.9935117,0.00007590374,0.005947137,0.000013745495,0.000014901325,0.00033258268,0.00006145394,0.00001509634,0.000027506043],"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9991297,0.000017214803,0.00033258824,0.00018817921,0.00019686024,0.00013544188],"domain_scores_gemma":[0.9997055,0.000014730511,0.00007483563,0.00009888708,0.000057962672,0.00004806619],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001634994,0.00013592177,0.00019182652,0.00024355653,0.00006355728,0.000016401653,0.000060528335,0.00007377265,0.0000036151137],"category_scores_gemma":[0.000023031951,0.00012219886,0.000011941714,0.00016965972,0.000015191489,0.00055830786,0.000018977396,0.00009058212,0.0000013556183],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00007488677,0.0004015944,0.0009666143,0.00006340106,0.000043626005,0.000001694745,0.009667574,0.97839093,0.0033624494,0.000049024526,0.000099950885,0.0068782503],"study_design_scores_gemma":[0.0046144812,0.0010044072,0.00020644117,0.00007938514,0.00002209114,0.0000025487402,0.06338007,0.32381764,0.5772566,0.00070869806,0.02836643,0.0005411753],"about_ca_topic_score_codex":0.0000044180356,"about_ca_topic_score_gemma":0.000037569207,"teacher_disagreement_score":0.6545733,"about_ca_system_score_codex":0.00011144925,"about_ca_system_score_gemma":0.000024490157,"threshold_uncertainty_score":0.4983125},"labels":[],"label_agreement":null},{"id":"W2098380938","doi":"10.2475/ajs.304.3.250","title":"Numerical analysis of seawater circulation in carbonate platforms: II. The dynamic interaction between geothermal and brine reflux circulation","year":2004,"lang":"en","type":"article","venue":"American Journal of Science","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":53,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"U.S. Geological Survey; University of Bristol; University of Alberta","keywords":"Geology; Halite; Geothermal gradient; Seawater; Plume; Evaporite; Saturation (graph theory); Aquifer; Permeability (electromagnetism); Petrology; Geochemistry; Groundwater; Geomorphology; Geophysics; Sedimentary rock; Oceanography; Geotechnical engineering; Chemistry; Thermodynamics; Structural basin","score_opus":0.006798372402082993,"score_gpt":0.24849307904080936,"score_spread":0.24169470663872636,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2098380938","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9906149,0.000037924954,0.009083616,0.00012622244,0.00004100579,0.000030610554,6.6712585e-7,0.0000073969745,0.000057650806],"genre_scores_gemma":[0.9997476,0.000024916386,0.00018563174,0.0000121602825,0.000020938534,7.283021e-7,0.0000010835283,0.00000556858,0.0000013766636],"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","domain_scores_codex":[0.9990317,0.000014586247,0.00036511204,0.00010200242,0.00033630483,0.00015028489],"domain_scores_gemma":[0.9995009,0.000039144714,0.00021101722,0.000115502364,0.000072505296,0.000060985632],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005435258,0.0000767437,0.00026766933,0.0006900508,0.00007815515,0.000023340064,0.00017352165,0.000017337696,0.00000532114],"category_scores_gemma":[0.000030670515,0.00005086265,0.000084196756,0.0020524857,0.00040188554,0.00037057296,0.00002059208,0.0001808064,3.611444e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000048318816,0.000007792463,0.059746023,0.0000034056786,0.00012032599,0.0000021294584,0.000832628,0.9285884,0.0038246918,0.0000018415909,7.310623e-8,0.0068678916],"study_design_scores_gemma":[0.000109115936,0.000052264306,0.64662707,0.000021986605,0.00012436684,0.000012554009,0.00034243142,0.35203072,0.0005754598,0.00004840069,0.0000031705326,0.0000524455],"about_ca_topic_score_codex":0.0008891516,"about_ca_topic_score_gemma":0.000060192462,"teacher_disagreement_score":0.58688104,"about_ca_system_score_codex":0.00018793209,"about_ca_system_score_gemma":0.000034096836,"threshold_uncertainty_score":0.20741187},"labels":[],"label_agreement":null},{"id":"W2099350956","doi":"10.5539/mas.v3n12p9","title":"Study on the Workover Fluid Formula and Performance of the Prevention Reservoir","year":2009,"lang":"en","type":"article","venue":"Modern Applied Science","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Workover; Petroleum engineering; Harm; Permeability (electromagnetism); Oil field; Computer science; Environmental science; Geology; Chemistry","score_opus":0.014892968428828451,"score_gpt":0.23213372865058748,"score_spread":0.21724076022175903,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2099350956","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9899424,0.000028082248,0.0019337037,0.00015122564,0.000031083764,0.00021406465,2.7707168e-7,0.00003041938,0.007668774],"genre_scores_gemma":[0.9997157,0.000009245769,0.00003188917,0.00004936359,0.000015480071,0.000009818526,8.999154e-8,0.000004327257,0.00016411267],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9991655,0.000010677475,0.00011874872,0.00015223271,0.00038671974,0.00016616815],"domain_scores_gemma":[0.99948776,0.000023958268,0.000025615498,0.0004170449,0.0000161742,0.000029462364],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005057011,0.00007964037,0.00008596633,0.000048967813,0.00025318493,0.000038637118,0.00042304338,0.000020719188,0.0000035393218],"category_scores_gemma":[0.000013418231,0.000040387335,0.000027793047,0.00041071753,0.00011220701,0.000079062935,0.000055326058,0.00012670642,0.0000030952995],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00003418663,0.00015802529,0.002539483,0.000021167047,0.0000280732,5.1362593e-7,0.0035873496,0.8635708,0.11394687,0.00029406944,0.00020059771,0.01561888],"study_design_scores_gemma":[0.00019511666,0.00011234368,0.13640794,0.000034766505,0.000018496523,8.772639e-7,0.00026162624,0.8167647,0.0450981,0.000927962,0.00006137806,0.00011669306],"about_ca_topic_score_codex":0.0000026452738,"about_ca_topic_score_gemma":0.0000052040627,"teacher_disagreement_score":0.13386847,"about_ca_system_score_codex":0.000025667301,"about_ca_system_score_gemma":0.000013435804,"threshold_uncertainty_score":0.19473194},"labels":[],"label_agreement":null},{"id":"W2099602450","doi":"10.2118/2005-031","title":"Perforation Inflow Test Analysis (PITA)","year":2005,"lang":"en","type":"article","venue":"Canadian International Petroleum Conference","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Inflow; Permeability (electromagnetism); Perforation; Impulse response; Inversion (geology); Uniqueness; Hydrostatic test; Geology; Petroleum engineering; Computer science; Geotechnical engineering; Mathematics; Engineering","score_opus":0.007903579196163534,"score_gpt":0.20768448283042432,"score_spread":0.1997809036342608,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2099602450","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8155866,0.00018120225,0.011786852,0.0052341274,0.00047582897,0.000059574875,0.00015913423,0.00024288977,0.16627376],"genre_scores_gemma":[0.9956338,0.00006603039,0.00026808874,0.00017864123,0.00031545627,0.000014065347,0.00017366074,0.000014456603,0.003335797],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99910593,0.000009685565,0.0002154673,0.00018543004,0.0002218422,0.00026165147],"domain_scores_gemma":[0.9992806,0.000039829625,0.000027915312,0.00021490977,0.00013472831,0.00030206772],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00008931858,0.00013976173,0.00016000781,0.00076172745,0.00008105165,0.00016088987,0.0003418132,0.00008112505,0.0024660926],"category_scores_gemma":[0.00007051691,0.00014721474,0.00012700577,0.00030798404,0.00002942493,0.00024140753,0.000012486994,0.00018551033,0.0003943501],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[8.9409895e-7,0.0000069758003,0.015648354,0.0000035379517,0.0004098699,0.0000065109957,0.0000873759,0.9795297,0.00008184543,0.00018758354,0.002207806,0.0018295454],"study_design_scores_gemma":[0.0000980148,0.000006694045,0.024161676,0.0000082081315,0.00009474474,0.0000023601456,0.000029613373,0.8610335,0.00025252486,0.000027499926,0.11411807,0.00016708413],"about_ca_topic_score_codex":0.010381542,"about_ca_topic_score_gemma":0.3541042,"teacher_disagreement_score":0.34372264,"about_ca_system_score_codex":0.0004399212,"about_ca_system_score_gemma":0.00012851605,"threshold_uncertainty_score":0.9984458},"labels":[],"label_agreement":null},{"id":"W2101626532","doi":"10.1139/t06-063","title":"Forms and sand transport in shallow hydraulic fractures in residual soil","year":2006,"lang":"en","type":"article","venue":"Canadian Geotechnical Journal","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":24,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"National Science Foundation","keywords":"Geology; Geotechnical engineering; Casing; Fracture (geology); Hydraulic fracturing; Residual; Geophysics","score_opus":0.004310631068361909,"score_gpt":0.1945303095255679,"score_spread":0.190219678457206,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2101626532","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9924859,0.001578058,0.00072179356,0.0014595866,0.0000606714,0.00007202223,0.0000081515445,0.00005023653,0.00356361],"genre_scores_gemma":[0.9992658,0.00022721555,0.000069102854,0.000170834,0.00016251992,0.0000046481982,0.00000899623,0.000026057416,0.00006481882],"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","domain_scores_codex":[0.9986496,0.000021196698,0.00041718906,0.00016620218,0.00018020131,0.00056560466],"domain_scores_gemma":[0.99937344,0.000032696335,0.000026087497,0.00014345534,0.000013275971,0.0004110746],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003222022,0.00017328576,0.0002759938,0.0006540629,0.00007750723,0.000055813372,0.00018876257,0.00027263182,0.00010750748],"category_scores_gemma":[0.000023095236,0.00015080751,0.00007614138,0.00029971337,0.000054455926,0.00014109044,0.000007261699,0.001020734,0.000004891361],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000061736773,0.000012009184,0.009754274,0.00001700871,0.000015408188,0.001024612,0.000060990667,0.98495483,0.00012084301,0.000009504839,0.0010718596,0.0029524686],"study_design_scores_gemma":[0.0014195999,0.00004980988,0.8796962,0.00022902242,0.000039013394,0.00058640674,0.00007620949,0.07965836,0.00070369075,0.0038191143,0.033054415,0.0006681772],"about_ca_topic_score_codex":0.062178813,"about_ca_topic_score_gemma":0.52405095,"teacher_disagreement_score":0.9052965,"about_ca_system_score_codex":0.0002771871,"about_ca_system_score_gemma":0.0001288721,"threshold_uncertainty_score":0.9440662},"labels":[],"label_agreement":null},{"id":"W2102619736","doi":"10.2118/07-03-01","title":"Effects of Criterion Values on Estimation of the Radius of Drainage and Stabilization Time","year":2007,"lang":"en","type":"article","venue":"Journal of Canadian Petroleum Technology","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":9,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Dalhousie University","funders":"","keywords":"RADIUS; Production (economics); Function (biology); Mathematics; Drainage; Mechanics; Computer science; Physics","score_opus":0.0018055380086455621,"score_gpt":0.1804395916044646,"score_spread":0.17863405359581905,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2102619736","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9947287,0.0005411563,0.0037179247,0.0004039204,0.00007980676,0.000040127343,0.0000031460604,0.000009962649,0.00047527862],"genre_scores_gemma":[0.9995199,0.000057044756,0.00036676435,0.000008136968,0.000013992237,3.2776578e-7,4.782778e-7,0.000008886722,0.000024459208],"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9993323,0.000021524458,0.00034220665,0.00004570012,0.00013685413,0.00012139938],"domain_scores_gemma":[0.9994538,0.00008432831,0.00020044854,0.00012980374,0.00007488096,0.000056734876],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00028570075,0.00006913597,0.00024042868,0.001530808,0.000022788843,0.0000030357571,0.00013946547,0.00012733701,0.000005837895],"category_scores_gemma":[0.00022987684,0.00005177038,0.00006356838,0.00046143247,0.00009916183,0.00004474907,0.0000087419285,0.00016136168,2.9822795e-7],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000530757,0.000061344654,0.0019384152,0.00084326055,0.00032954864,0.00004318687,0.0006348033,0.79082865,0.17431925,0.0005360654,0.00048158347,0.029930815],"study_design_scores_gemma":[0.00093002245,0.0006642244,0.033413608,0.0006350231,0.00023301091,0.00009130016,0.00017528252,0.10124916,0.8591201,0.0020379329,0.0012845801,0.00016581465],"about_ca_topic_score_codex":0.0008319374,"about_ca_topic_score_gemma":0.001751906,"teacher_disagreement_score":0.6895795,"about_ca_system_score_codex":0.00008400404,"about_ca_system_score_gemma":0.000044824003,"threshold_uncertainty_score":0.21111348},"labels":[],"label_agreement":null},{"id":"W2103829015","doi":"10.2118/04-11-05","title":"Steam Conformance Along Horizontal Wells at Cold Lake","year":2004,"lang":"en","type":"article","venue":"Journal of Canadian Petroleum Technology","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":11,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Imperial Oil (Canada)","funders":"University of Calgary","keywords":"Steam injection; Petroleum engineering; Workover; Geotechnical engineering; Geology; Engineering","score_opus":0.003311015362292255,"score_gpt":0.17109832385995363,"score_spread":0.16778730849766138,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2103829015","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.98413056,0.001717854,0.0005672067,0.0044012982,0.00057577057,0.000042574957,0.000022456925,0.0001242137,0.008418075],"genre_scores_gemma":[0.99853826,0.00047735742,0.0002721127,0.00011792393,0.00014682293,0.0000021769308,0.000002247484,0.00002773601,0.0004153562],"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","domain_scores_codex":[0.9987911,0.0000068275385,0.00042943488,0.00009720153,0.00019913519,0.0004763],"domain_scores_gemma":[0.9991996,0.0000123954715,0.00012035284,0.00023689939,0.00007368722,0.0003570204],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00014743033,0.0001631267,0.00035267102,0.002515266,0.000098780656,0.000022118798,0.0003971184,0.00028264624,0.00009879415],"category_scores_gemma":[0.000028001466,0.00015069231,0.00014443554,0.0006438618,0.000087335735,0.00013480113,0.000022483018,0.0005775384,0.00009196693],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000022621638,0.00003324931,0.0052714786,0.00006828072,0.0006892281,0.0021985897,0.00014130336,0.9633719,0.0056953565,0.000760088,0.018907743,0.0028402035],"study_design_scores_gemma":[0.0010348553,0.0002275958,0.0010769084,0.00007908797,0.00006713482,0.0010409191,0.00014183567,0.00089578493,0.024082735,0.00015237495,0.9709341,0.00026667872],"about_ca_topic_score_codex":0.004952849,"about_ca_topic_score_gemma":0.45982558,"teacher_disagreement_score":0.9624761,"about_ca_system_score_codex":0.00069638377,"about_ca_system_score_gemma":0.00024042485,"threshold_uncertainty_score":0.7487259},"labels":[],"label_agreement":null},{"id":"W2103897300","doi":"10.1190/1.3353729","title":"Microseismic moment tensors: A path to understanding frac growth","year":2010,"lang":"en","type":"article","venue":"The Leading Edge","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":283,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Canadian Apheresis Group","funders":"","keywords":"Microseism; Hydraulic fracturing; Fracture (geology); Geology; Path (computing); Moment (physics); Seismology; Event (particle physics); Moment tensor; Geotechnical engineering; Computer science; Physics; Classical mechanics","score_opus":0.014679386399226528,"score_gpt":0.22401995909878986,"score_spread":0.20934057269956333,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2103897300","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8794894,0.00014281305,0.0984173,0.004974602,0.001137267,0.00022833303,0.000007417708,0.0006334101,0.014969418],"genre_scores_gemma":[0.9971023,0.000021943864,0.00039111637,0.00031534073,0.00037604774,0.000014046764,0.0000024945818,0.000041932257,0.0017347354],"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","domain_scores_codex":[0.999145,0.000019233716,0.00015677627,0.00016727415,0.00015135478,0.0003604132],"domain_scores_gemma":[0.9993979,0.00009038714,0.00001939032,0.0003586016,0.0000142878425,0.000119485965],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00028017472,0.00015906629,0.00017707217,0.00012750528,0.00018539785,0.00008679692,0.00031738917,0.00007966727,0.00005557788],"category_scores_gemma":[0.00003830942,0.000109474786,0.00009341992,0.00027109252,0.000040234972,0.000058792502,0.000048679223,0.00045948077,0.0006043486],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00003810841,0.00012097289,0.00190203,0.00044919213,0.0008263803,0.00007817893,0.021538395,0.34891912,0.41392246,0.005778521,0.20272231,0.003704333],"study_design_scores_gemma":[0.0016949312,0.00019829816,0.004252687,0.0006031323,0.000502315,0.00013000137,0.0028829323,0.28361678,0.17078048,0.013373894,0.519009,0.002955575],"about_ca_topic_score_codex":0.0000512654,"about_ca_topic_score_gemma":0.000033210137,"teacher_disagreement_score":0.31628665,"about_ca_system_score_codex":0.00013454136,"about_ca_system_score_gemma":0.000008756094,"threshold_uncertainty_score":0.77678806},"labels":[],"label_agreement":null},{"id":"W2104708393","doi":"10.2118/110050-ms","title":"A Comparative Study of Capillary-Pressure-Based Empirical Models for Estimating Absolute Permeability in Tight Gas Sands","year":2007,"lang":"en","type":"article","venue":"SPE Annual Technical Conference and Exhibition","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":93,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Apache (Canada)","funders":"","keywords":"Capillary pressure; Permeability (electromagnetism); Hagen–Poiseuille equation; Tight gas; Capillary action; Relative permeability; Mechanics; Materials science; Chemistry; Petroleum engineering; Geology; Porous medium; Flow (mathematics); Composite material; Physics; Porosity","score_opus":0.043097758392959803,"score_gpt":0.31924007437504526,"score_spread":0.27614231598208544,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2104708393","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7874773,0.0000705936,0.21122934,0.000076312324,0.00002168176,0.00032472957,0.00002080403,0.000085261636,0.00069396273],"genre_scores_gemma":[0.9965446,0.000007667809,0.0033326943,0.000014585055,0.00003435305,0.000029072691,0.000021868762,0.0000090314725,0.0000061294377],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9989035,0.000034722245,0.00040542372,0.00024147202,0.00017968974,0.00023518864],"domain_scores_gemma":[0.99940157,0.0001689832,0.000046584817,0.00018081816,0.0001231567,0.00007886261],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005053299,0.00014633876,0.0003792694,0.00013500171,0.000055616933,0.000018518404,0.0000940757,0.00013001102,0.000012352852],"category_scores_gemma":[0.00004903077,0.0001262128,0.00006366165,0.00019015229,0.00007932306,0.00014055076,0.00002870957,0.00021294592,7.153614e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00026822032,0.00074777025,0.0021878297,0.00036848482,0.00008338574,0.000011903205,0.0050926604,0.98443615,0.0036043928,0.000113784816,0.00057605875,0.002509372],"study_design_scores_gemma":[0.0008661861,0.0003885437,0.0074192253,0.00009387612,0.00005705035,0.0000016465705,0.0012754445,0.98385453,0.003755977,0.0020455478,0.00005307738,0.00018887114],"about_ca_topic_score_codex":0.00013831152,"about_ca_topic_score_gemma":0.0007846337,"teacher_disagreement_score":0.20906727,"about_ca_system_score_codex":0.000031212796,"about_ca_system_score_gemma":0.000021633508,"threshold_uncertainty_score":0.51468086},"labels":[],"label_agreement":null},{"id":"W2104985648","doi":"10.1111/j.1745-6584.2006.00253.x","title":"On Cavity Flow Permeability Testing of a Sandstone","year":2007,"lang":"en","type":"article","venue":"Ground Water","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":11,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"McGill University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Permeability (electromagnetism); Geology; Flow (mathematics); Volumetric flow rate; Geotechnical engineering; Mechanics; Petroleum engineering; Materials science; Physics; Chemistry","score_opus":0.01195429376070972,"score_gpt":0.21844216976532235,"score_spread":0.20648787600461263,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2104985648","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9884725,0.000026189822,0.004313954,0.00004479061,0.000103792074,0.000037353082,0.0000022001336,0.00008418977,0.0069150208],"genre_scores_gemma":[0.9990119,0.000001064701,0.00062732754,0.000016994485,0.000079601916,0.0000015883973,0.0000062165554,0.00001358108,0.00024176415],"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9993006,0.000012060285,0.0001840944,0.00011818531,0.00013555473,0.00024949235],"domain_scores_gemma":[0.9995666,0.00011136142,0.000010472911,0.00022647718,0.00002770701,0.000057387962],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00037380907,0.00009740389,0.00015428725,0.00006705758,0.000046104597,0.000011392833,0.000079130776,0.000061984625,0.000123826],"category_scores_gemma":[0.000049441704,0.00006340082,0.00006935874,0.000091492424,0.000034170243,0.00004505139,0.000018360728,0.00013248021,0.000051875562],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000058529833,0.0001765684,0.017316172,0.0004468495,0.00020879487,0.00004161659,0.0023600853,0.9023167,0.05816538,0.000018465464,0.00042256666,0.018468292],"study_design_scores_gemma":[0.0012123875,0.00023619477,0.19918758,0.00015874696,0.00014803345,0.000027792992,0.00012958929,0.24771631,0.5431426,0.0037138157,0.003429366,0.0008975586],"about_ca_topic_score_codex":0.0002635225,"about_ca_topic_score_gemma":0.00006814846,"teacher_disagreement_score":0.6546004,"about_ca_system_score_codex":0.00005146507,"about_ca_system_score_gemma":0.0000025836882,"threshold_uncertainty_score":0.25854105},"labels":[],"label_agreement":null},{"id":"W2104992059","doi":"10.1016/j.cageo.2010.03.022","title":"Support vector regression for porosity prediction in a heterogeneous reservoir: A comparative study","year":2010,"lang":"en","type":"article","venue":"Computers & Geosciences","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":185,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Structural risk minimization; Support vector machine; Artificial neural network; Margin (machine learning); Curse of dimensionality; Empirical risk minimization; Computer science; Regression; Kernel method; Statistical learning theory; Mathematical optimization; Mathematics; Algorithm; Artificial intelligence; Machine learning; Statistics","score_opus":0.019565119509308067,"score_gpt":0.2735884071594239,"score_spread":0.25402328765011584,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2104992059","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9920184,0.000033692046,0.005900871,0.00007266651,0.0012692063,0.00036967412,0.0000108801305,0.00017030732,0.00015428575],"genre_scores_gemma":[0.9984293,0.0000037133896,0.0012650815,0.000015674252,0.000120484365,0.000049387836,0.000011291313,0.000008071877,0.00009698443],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9988336,0.00003804659,0.00025100476,0.00032637248,0.00025246662,0.0002985188],"domain_scores_gemma":[0.99945897,0.00009445602,0.000042579453,0.0002584263,0.000041659318,0.00010390593],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00040029868,0.00015304015,0.00025246514,0.00019542238,0.00017597026,0.00008538605,0.00037902335,0.00006542531,0.000021536125],"category_scores_gemma":[0.000020051692,0.000118172575,0.000079288104,0.00035542183,0.00008903712,0.00017434228,0.00006381775,0.00021931696,0.000008257444],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000064958,0.000633872,0.075127885,0.00007275914,0.00010461446,0.0000541089,0.013629553,0.89465815,0.0072086193,0.0000065850527,0.004820413,0.0036184785],"study_design_scores_gemma":[0.000618943,0.00042307493,0.070907034,0.000034356683,0.000022444994,0.000012294219,0.0005161166,0.921235,0.0034223592,0.000052731208,0.0025221703,0.00023344478],"about_ca_topic_score_codex":0.00017345264,"about_ca_topic_score_gemma":0.0018499263,"teacher_disagreement_score":0.026576871,"about_ca_system_score_codex":0.000034742425,"about_ca_system_score_gemma":0.00002669647,"threshold_uncertainty_score":0.48189378},"labels":[],"label_agreement":null},{"id":"W2105158921","doi":"10.2118/154083-ms","title":"Coupling of Stress Dependent Relative Permeability and Reservoir Simulation","year":2012,"lang":"en","type":"article","venue":"SPE Improved Oil Recovery Symposium","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":16,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"CMG Reservoir Simulation Foundation","keywords":"Geomechanics; Permeability (electromagnetism); Relative permeability; Reservoir simulation; Porosity; Hydrogeology; Geology; Fluid dynamics; Geotechnical engineering; Effective stress; Porous medium; Petroleum engineering; Multiphase flow; Mechanics; Chemistry; Physics","score_opus":0.009009114891502112,"score_gpt":0.23108034341023767,"score_spread":0.22207122851873556,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2105158921","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99036527,0.0010166916,0.0041959174,0.00009874573,0.00044424896,0.0000893645,0.00004141246,0.00011936117,0.0036289704],"genre_scores_gemma":[0.9982571,0.00042571177,0.00027936313,0.0000058154824,0.00017249418,0.000009291956,0.000018884839,0.000034557263,0.00079676905],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99880445,0.000027250668,0.00037879913,0.0002164052,0.00021391791,0.00035920535],"domain_scores_gemma":[0.9990416,0.0002828026,0.000091268885,0.00035166874,0.00007863061,0.0001540381],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00040786472,0.00019955859,0.0003009912,0.000117823685,0.000073793824,0.000030673804,0.00011673584,0.00016793096,0.000036440393],"category_scores_gemma":[0.00012492618,0.0001822122,0.00011487818,0.00015210507,0.000055978435,0.0005755895,0.00006484721,0.000252511,0.000008555032],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00003533715,0.000046572368,0.0073011597,0.00030282035,0.00013883287,5.882447e-7,0.00046523171,0.96979403,0.020511005,0.000004687501,0.000010831586,0.0013888957],"study_design_scores_gemma":[0.0003696878,0.00006185833,0.005224272,0.00008337197,0.00011733269,0.0000019842564,0.00017242286,0.953137,0.04007877,0.000078620295,0.00038367204,0.0002910429],"about_ca_topic_score_codex":0.0001726599,"about_ca_topic_score_gemma":0.000060926657,"teacher_disagreement_score":0.019567763,"about_ca_system_score_codex":0.00012707642,"about_ca_system_score_gemma":0.00001781142,"threshold_uncertainty_score":0.7430398},"labels":[],"label_agreement":null},{"id":"W2106219452","doi":"10.1306/eg.04061111002","title":"A coupled geomechanical reservoir simulation analysis of carbon dioxide storage in a saline aquifer in the Ohio River Valley","year":2011,"lang":"en","type":"article","venue":"Environmental Geosciences","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":18,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Aquifer; Geology; Hydrology (agriculture); Carbon dioxide; Geochemistry; Geomorphology; Petroleum engineering; Geotechnical engineering; Environmental science; Groundwater","score_opus":0.015379866517110104,"score_gpt":0.2200953667316229,"score_spread":0.2047155002145128,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2106219452","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9982195,0.00022675125,0.0010517866,0.000022724198,0.00003804373,0.000098140896,0.000005907364,0.000016423379,0.0003207074],"genre_scores_gemma":[0.9996615,0.00007778355,0.00015833825,0.000018278488,0.000011868545,0.000011666904,0.000009865534,0.000007029298,0.000043666456],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.998723,0.00008914368,0.00031752064,0.00022576447,0.00041275236,0.00023183711],"domain_scores_gemma":[0.9994571,0.000101431615,0.000049004935,0.00034854704,0.0000021147737,0.000041797848],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00060923735,0.00012363405,0.0002556722,0.0003928393,0.000032534666,0.000008207288,0.00045455783,0.000066802946,0.000112204936],"category_scores_gemma":[0.000035720557,0.00008693807,0.00011078398,0.0009822338,0.00015577968,0.0001064821,0.00007420974,0.00015539027,0.0000039587426],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00001000356,0.00009855686,0.050308343,0.000003945182,0.000059840233,0.000012583176,0.0032446382,0.9446871,0.0015205746,0.0000020742834,0.000001083905,0.000051210285],"study_design_scores_gemma":[0.00011532799,0.000023067185,0.35598707,0.0000048000006,0.0000688896,2.509358e-7,0.00044550296,0.6428852,0.00032397354,0.000044354823,0.000025306124,0.000076241064],"about_ca_topic_score_codex":0.0023731943,"about_ca_topic_score_gemma":0.0017156142,"teacher_disagreement_score":0.30567873,"about_ca_system_score_codex":0.00007982038,"about_ca_system_score_gemma":0.000005080187,"threshold_uncertainty_score":0.3587576},"labels":[],"label_agreement":null},{"id":"W2106565121","doi":"","title":"Rejuvenation of the Billion-Barrel Weyburn Oil Pool","year":2006,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Geology; Lithology; Borehole; Anhydrite; Drilling; Coring; Fracture (geology); Dolostone; Geochemistry; Barrel (horology); Gypsum; Mineralogy; Mining engineering; Sedimentary rock; Geotechnical engineering; Archaeology; Carbonate rock; Paleontology","score_opus":0.0031044957072334286,"score_gpt":0.1715431816966808,"score_spread":0.1684386859894474,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2106565121","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7512503,0.00048345537,0.010913581,0.0017242432,0.00042652464,0.00004516305,0.0000035581174,0.00031285876,0.2348403],"genre_scores_gemma":[0.9923277,0.000017962357,0.00010629807,0.000020842957,0.00006159297,0.0000022862555,0.0000025657637,0.000009011526,0.0074517345],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99957573,0.0000109135635,0.00013729498,0.00005630775,0.00013257151,0.000087173496],"domain_scores_gemma":[0.9997368,0.000021180565,0.000018319952,0.0001871908,0.000022316575,0.000014216222],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000066246874,0.000055759876,0.00007550957,0.00005142561,0.000031853055,0.000008061029,0.000106543215,0.000042237392,0.000110879635],"category_scores_gemma":[0.000012448146,0.00003204202,0.00008317667,0.00020891029,0.000016191256,0.00003221181,0.000012177053,0.00006322902,0.000019569872],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[4.9942156e-7,0.000010180709,0.00076467457,0.00002346687,0.000020946432,2.538711e-7,0.000021468459,0.9875447,0.0032157097,0.000049364295,0.005885594,0.0024631247],"study_design_scores_gemma":[0.00044846477,0.000011245985,0.026684115,0.000076011995,0.00008215324,0.0000042706715,0.0000696788,0.575684,0.3412991,0.0006793901,0.054648552,0.00031301452],"about_ca_topic_score_codex":0.000561366,"about_ca_topic_score_gemma":0.00014949217,"teacher_disagreement_score":0.4118607,"about_ca_system_score_codex":0.000020682914,"about_ca_system_score_gemma":0.0000055800197,"threshold_uncertainty_score":0.13066356},"labels":[],"label_agreement":null},{"id":"W2106812488","doi":"10.1115/omae2013-11084","title":"Numerical Simulation of Complex Fracture Network Development by Hydraulic Fracturing in Naturally Fractured Ultratight Formations","year":2013,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"Helmholtz-Alberta Initiative; Government of Alberta","keywords":"Hydraulic fracturing; Fracture (geology); Geology; Petroleum engineering; Oil shale; Tight gas; Microseism; Fracture treatment; Tight oil; Unconventional oil; Complex fracture; Geotechnical engineering; Seismology","score_opus":0.007015042347265943,"score_gpt":0.21506303535382024,"score_spread":0.2080479930065543,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2106812488","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.3326939,0.0010274578,0.6522287,0.0010293842,0.00017357078,0.00076213945,0.000004757784,0.0005792658,0.011500815],"genre_scores_gemma":[0.99401027,0.000018323139,0.005139151,0.0004154868,0.00007230978,0.000035740442,0.00015771884,0.000031194537,0.00011980938],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9983327,0.000038736915,0.00068848854,0.00019672881,0.00032358666,0.0004197945],"domain_scores_gemma":[0.99924386,0.00020524529,0.00010149748,0.00025425572,0.00006895784,0.00012620886],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00011145297,0.00026815417,0.00038867595,0.00015767015,0.00010055554,0.000059147285,0.00023019484,0.00021922444,0.00116027],"category_scores_gemma":[0.0000331114,0.0002134471,0.00009931587,0.00042269743,0.000022411266,0.0004561961,0.00002057372,0.00042759412,0.00007661893],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000029313196,0.00003323587,0.0007512305,0.000046502708,0.00007571877,7.9224145e-7,0.0006665991,0.9867964,0.0004285247,0.0000012447636,0.008846319,0.0023505266],"study_design_scores_gemma":[0.00027703948,0.0000096026315,0.043657884,0.000041802847,0.000011442366,9.490967e-7,0.000041709718,0.9061092,0.0065805665,0.00008486967,0.042892925,0.00029196558],"about_ca_topic_score_codex":0.0002539442,"about_ca_topic_score_gemma":0.000060104165,"teacher_disagreement_score":0.6613164,"about_ca_system_score_codex":0.00010245293,"about_ca_system_score_gemma":0.000021887488,"threshold_uncertainty_score":0.9997528},"labels":[],"label_agreement":null},{"id":"W2107420972","doi":"10.1002/2013wr014943","title":"Numerical assessment of potential impacts of hydraulically fractured <scp>B</scp>owland <scp>S</scp>hale on overlying aquifers","year":2014,"lang":"en","type":"article","venue":"Water Resources Research","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":37,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"University of Waterloo","keywords":"Oil shale; Geology; Aquifer; Hydraulic fracturing; Fracture (geology); Hydraulic conductivity; Groundwater; Bedrock; Rock mass classification; Geotechnical engineering; Petrology; Geomorphology; Soil science","score_opus":0.015544395852333005,"score_gpt":0.29105645133207275,"score_spread":0.2755120554797397,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2107420972","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9713962,0.00022289508,0.0037907488,0.000121935744,0.00010842694,0.00026308373,0.0000143991065,0.00012617462,0.02395612],"genre_scores_gemma":[0.9981284,0.00008324886,0.00030683225,0.000035842146,0.00030787798,0.000026061947,0.000044186247,0.00009566235,0.00097186177],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9947567,0.00058814534,0.00071778666,0.0005334543,0.0021036474,0.0013002468],"domain_scores_gemma":[0.9970118,0.0013004615,0.00010654799,0.0008687791,0.00023205922,0.00048038358],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0019191157,0.0003792302,0.00078032236,0.000810497,0.00022198529,0.00015500208,0.0008243488,0.0003436272,0.0000770878],"category_scores_gemma":[0.0008406345,0.000264231,0.0003583097,0.00056688255,0.0002500887,0.00013953731,0.00023692261,0.001242039,0.000075869575],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00003197031,0.00035243528,0.007189517,0.0008328376,0.00072104216,0.0000670337,0.0074521466,0.8807422,0.09514196,0.00000914953,0.0058843177,0.0015754257],"study_design_scores_gemma":[0.0020422381,0.001157136,0.052046966,0.0004191832,0.0001274383,0.000019947756,0.0011233498,0.42542553,0.35702896,0.00022857384,0.16014135,0.00023932103],"about_ca_topic_score_codex":0.0005485119,"about_ca_topic_score_gemma":0.00001775153,"teacher_disagreement_score":0.45531663,"about_ca_system_score_codex":0.00013331666,"about_ca_system_score_gemma":0.000036161156,"threshold_uncertainty_score":0.999981},"labels":[],"label_agreement":null},{"id":"W2108165902","doi":"10.2118/102397-ms","title":"Design and Demonstration of Creating Underground Gas Storage in a Fractured Oil Depleted Carbonate Reservoir","year":2006,"lang":"en","type":"article","venue":"SPE Russian Oil and Gas Technical Conference and Exhibition","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":9,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Petro-Canada","funders":"","keywords":"Petroleum engineering; Carbonate; Completion (oil and gas wells); Natural gas; Environmental science; Enhanced oil recovery; Oil field; Fossil fuel; Natural gas field; Petroleum; Geology; Engineering; Waste management","score_opus":0.012080164466110516,"score_gpt":0.2199151027910932,"score_spread":0.20783493832498268,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2108165902","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9634897,0.0013466157,0.01430207,0.0009924411,0.000017542452,0.000047719102,0.000005310343,0.0001387511,0.019659838],"genre_scores_gemma":[0.99619055,0.0021366028,0.0014988753,0.000010399447,0.000032185744,0.000012229253,0.000026696294,0.000013888415,0.00007860102],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9990503,0.00006104384,0.0003094185,0.00023598451,0.00013893784,0.00020431644],"domain_scores_gemma":[0.9996454,0.00008865612,0.000058070542,0.0001221224,0.000022048696,0.00006369057],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00022313681,0.0001673942,0.00027093763,0.00015618559,0.00008143864,0.00007130429,0.00004841099,0.00019481838,0.000011656731],"category_scores_gemma":[0.000020877178,0.00014624545,0.00003062012,0.00017528246,0.00011811438,0.00016188306,0.00002476643,0.00024359529,4.3448188e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0007428896,0.0005689282,0.008271065,0.0038925942,0.00029718774,0.00028227852,0.0025013136,0.24663623,0.30596033,0.019485952,0.0004584132,0.41090283],"study_design_scores_gemma":[0.003490926,0.000549065,0.066370234,0.0022999225,0.0002993818,0.00011634422,0.0005546748,0.8097815,0.028247138,0.08622078,0.0005850783,0.0014849724],"about_ca_topic_score_codex":0.00066709466,"about_ca_topic_score_gemma":0.0009021446,"teacher_disagreement_score":0.5631453,"about_ca_system_score_codex":0.000031937765,"about_ca_system_score_gemma":0.000020668818,"threshold_uncertainty_score":0.59637165},"labels":[],"label_agreement":null},{"id":"W2108214567","doi":"10.2118/127719-pa","title":"Experimental and Numerical Modeling of Three-Phase Flow Under High-Pressure Air Injection","year":2010,"lang":"en","type":"article","venue":"SPE Reservoir Evaluation & Engineering","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":10,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Shell (Canada); University of Calgary","funders":"Natural Sciences and Engineering Research Council of Canada; Universidad Industrial de Santander; Shell Canada; University of Calgary","keywords":"Petroleum engineering; Imbibition; Relative permeability; Capillary pressure; Multiphase flow; Saturation (graph theory); Two-phase flow; Steam injection; Cabin pressurization; Pressure drop; Flue gas; Water injection (oil production); Mechanics; Materials science; Chemistry; Geology; Flow (mathematics); Composite material; Porous medium; Porosity","score_opus":0.01846912193615314,"score_gpt":0.2778096335329964,"score_spread":0.2593405115968433,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2108214567","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.64670223,0.0010777598,0.35125908,0.00007560749,0.00036964464,0.00016476275,0.000005994054,0.00019509354,0.00014982543],"genre_scores_gemma":[0.99417174,0.000014155536,0.005436559,0.000005138702,0.0002277311,0.000042387826,0.00003080383,0.00005624937,0.000015239903],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.998525,0.00002797837,0.00036296796,0.00026342203,0.00054668804,0.00027391082],"domain_scores_gemma":[0.9993131,0.000049090933,0.00004105624,0.00035970434,0.00010059586,0.00013641588],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005119914,0.0002328707,0.00029485644,0.00025453838,0.00007641743,0.00003371369,0.00015412732,0.00017502783,0.00021962603],"category_scores_gemma":[0.000095978045,0.00023055165,0.00009264623,0.00030043657,0.000023647652,0.00026459695,0.000057081896,0.00041772443,0.000008035145],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000112409,0.000030468682,0.00004128201,0.000064333486,0.00013176375,8.9734544e-7,0.00013823311,0.94333154,0.055370305,0.00007748252,0.000020385203,0.00078208285],"study_design_scores_gemma":[0.00076239696,0.000047892267,0.00035989896,0.00003570956,0.00011362376,0.000008260286,0.000045449127,0.9750985,0.023006713,0.00016916396,0.0001220713,0.00023031153],"about_ca_topic_score_codex":0.00016426876,"about_ca_topic_score_gemma":0.000025997351,"teacher_disagreement_score":0.3474695,"about_ca_system_score_codex":0.00005879248,"about_ca_system_score_gemma":0.00002861163,"threshold_uncertainty_score":0.94016236},"labels":[],"label_agreement":null},{"id":"W2109287788","doi":"10.1061/(asce)gt.1943-5606.0000590","title":"Measurement of Capillary Pressure Curve of DNAPL in a Water-Saturated Sandstone Fracture","year":2011,"lang":"en","type":"article","venue":"Journal of Geotechnical and Geoenvironmental Engineering","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":14,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Capillary pressure; Capillary action; Saturation (graph theory); Geotechnical engineering; Fracture (geology); Materials science; Geology; Porous medium; Mechanics; Mineralogy; Composite material; Porosity; Mathematics","score_opus":0.006481313700000661,"score_gpt":0.16277154427275817,"score_spread":0.1562902305727575,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2109287788","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9926674,0.0048372624,0.0022889099,0.00003170027,0.000058015372,0.00006288254,0.000002470975,0.000016365511,0.0000349929],"genre_scores_gemma":[0.9990655,0.0007068407,0.00016773642,0.000004524348,0.000026271939,0.0000015197909,0.0000012095892,0.000018005623,0.000008353022],"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99879235,0.000015827021,0.0005801073,0.000093090945,0.00032539005,0.0001932454],"domain_scores_gemma":[0.9996491,0.000013254815,0.00009359304,0.00013071635,0.000019282288,0.000094043215],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00034009066,0.00016153429,0.00042109977,0.00018056885,0.000011257561,0.0000035427838,0.00013960178,0.00014601326,0.000050320312],"category_scores_gemma":[0.000018772445,0.000113778646,0.0001243485,0.00008962125,0.000046893325,0.00010609318,0.000047027395,0.00040462796,6.299455e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000044022723,0.00010272774,0.000260889,0.00024061401,0.00023249128,0.00003630472,0.0003117882,0.93867725,0.059496574,0.0000010970485,0.000016427814,0.00057983893],"study_design_scores_gemma":[0.0014769668,0.00042793746,0.10140449,0.00071760034,0.0002981206,0.00018558487,0.00014948344,0.13162762,0.7598809,0.000031605865,0.003369195,0.00043049196],"about_ca_topic_score_codex":0.000052805543,"about_ca_topic_score_gemma":0.0000027350961,"teacher_disagreement_score":0.80704963,"about_ca_system_score_codex":0.000041784497,"about_ca_system_score_gemma":0.000004542061,"threshold_uncertainty_score":0.46397585},"labels":[],"label_agreement":null},{"id":"W2109819369","doi":"10.2118/2009-046","title":"Impact of Well Configuration on Performance of Steam-Based Gravity Drainage Processes","year":2009,"lang":"en","type":"article","venue":"Canadian International Petroleum Conference","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":8,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Calgary","funders":"Ministry of Education, Libya","keywords":"Steam-assisted gravity drainage; Drainage; Computer science; Environmental science; Petroleum engineering; Geology; Materials science","score_opus":0.008870388045689064,"score_gpt":0.22899040710902607,"score_spread":0.220120019063337,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2109819369","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.94369674,0.000022293952,0.0006545169,0.0001715775,0.00007890936,0.000040198025,0.00007270325,0.000025323225,0.055237737],"genre_scores_gemma":[0.9995707,0.000020332369,0.000023054648,0.000033907647,0.000033854074,0.0000033295858,0.00006796676,0.0000072685443,0.00023953177],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99927133,0.000011669024,0.00021969466,0.0001192257,0.00021310312,0.00016498366],"domain_scores_gemma":[0.999341,0.000033376138,0.00007096451,0.00015941233,0.00025940716,0.00013584214],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00006993093,0.00012221801,0.00017085177,0.00034395835,0.000028723103,0.000022246328,0.0002577292,0.000058021058,0.00033667422],"category_scores_gemma":[0.00005602078,0.00011158068,0.00008229108,0.00013858498,0.00003964871,0.00010143041,0.000002672747,0.00012239482,0.000015878635],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000029546014,0.00002947662,0.0038076953,0.00006635306,0.000074148345,0.0000038074947,0.0000613891,0.99293834,0.0015308976,0.00027253616,0.00023468932,0.00095109304],"study_design_scores_gemma":[0.00057083386,0.0005212352,0.2035775,0.00028392122,0.000029458586,0.0000026587586,0.0000312016,0.7590716,0.03399222,0.00016172245,0.0014597469,0.0002979158],"about_ca_topic_score_codex":0.006668065,"about_ca_topic_score_gemma":0.007253243,"teacher_disagreement_score":0.2338668,"about_ca_system_score_codex":0.00020766603,"about_ca_system_score_gemma":0.00041890933,"threshold_uncertainty_score":0.9999466},"labels":[],"label_agreement":null},{"id":"W2110060405","doi":"10.2516/ogst:2002036","title":"Analysis of Deformation Measurements for Reservoir Managemen","year":2002,"lang":"en","type":"article","venue":"Oil & Gas Science and Technology – Revue d’IFP Energies nouvelles","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":34,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Waterloo","funders":"","keywords":"Discontinuity (linguistics); Computer science; Minification; Inversion (geology); Deformation (meteorology); Geology; Finite element method; Displacement (psychology); Structural engineering; Engineering; Mathematics; Seismology","score_opus":0.01720825945189661,"score_gpt":0.21692191970613423,"score_spread":0.19971366025423762,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2110060405","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9899656,0.0014619431,0.0010685462,0.0011078141,0.000097711905,0.0000613624,0.000009284277,0.00026695844,0.005960736],"genre_scores_gemma":[0.9955385,0.0021083602,0.0017340394,0.000010986094,0.000016491293,0.000040154784,0.0000067065876,0.000011087076,0.000533722],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99876213,0.000009173366,0.00029928473,0.00027933365,0.00031010163,0.00033997156],"domain_scores_gemma":[0.9991503,0.00004195391,0.00008340091,0.0004285339,0.00024260924,0.000053240237],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00049101515,0.00014751511,0.0003278944,0.0018211191,0.00024503027,0.00004165151,0.0004974443,0.00014208406,0.000021536005],"category_scores_gemma":[0.00021375608,0.0001294564,0.000089350695,0.0034827508,0.00044145694,0.0002520872,0.00010654165,0.000098472236,0.0000037835812],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000068873387,0.000062008665,0.0035334844,0.0004323217,0.0010436707,0.0000034497111,0.0009742516,0.88949674,0.015249395,0.0006069308,0.0010180763,0.08757279],"study_design_scores_gemma":[0.0003749513,0.00006523048,0.00071961415,0.00010111896,0.0008344923,0.0000050506274,0.0017101486,0.9300371,0.055624355,0.0002669895,0.009885836,0.0003751524],"about_ca_topic_score_codex":0.000037470352,"about_ca_topic_score_gemma":0.00022900464,"teacher_disagreement_score":0.08719764,"about_ca_system_score_codex":0.00006312579,"about_ca_system_score_gemma":0.00001688151,"threshold_uncertainty_score":0.52790785},"labels":[],"label_agreement":null},{"id":"W2113452117","doi":"10.2118/168622-ms","title":"Limited Height Growth and Reduced Opening of Hydraulic Fractures due to Fracture Offsets: An XFEM Application","year":2014,"lang":"en","type":"article","venue":"SPE Hydraulic Fracturing Technology Conference","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":37,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Fracture (geology); Offset (computer science); Materials science; Hydraulic fracturing; Mechanics; Extended finite element method; Geology; Geotechnical engineering; Finite element method; Structural engineering; Engineering; Computer science; Physics","score_opus":0.006909067043115774,"score_gpt":0.22564606657230424,"score_spread":0.21873699952918846,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2113452117","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.78788614,0.0004434033,0.20009702,0.0057390896,0.00016367841,0.00053138944,0.000009637998,0.0014709944,0.0036586456],"genre_scores_gemma":[0.9916887,0.00014169088,0.006977033,0.0006996882,0.0001870963,0.00010564344,0.00005897646,0.0001071911,0.00003397926],"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9970043,0.00010254489,0.0007730272,0.0009485144,0.00042002337,0.0007516299],"domain_scores_gemma":[0.9976068,0.00018366448,0.00025860826,0.001393639,0.0001799654,0.00037729627],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0003540841,0.00064773526,0.0009886875,0.0011491798,0.00024619396,0.00011600054,0.0011243179,0.000855517,0.00009711682],"category_scores_gemma":[0.000381965,0.0006024196,0.00012517175,0.0009711106,0.00027526054,0.0004077231,0.00026622022,0.0011142893,0.000052064657],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00024728302,0.0005012058,0.0033263948,0.0011305322,0.0011050294,0.00010924474,0.0043952004,0.41200414,0.29853934,0.0034847418,0.0018249317,0.27333194],"study_design_scores_gemma":[0.0010850009,0.0003749491,0.024630059,0.00039543433,0.0002197107,0.00013753356,0.0003085476,0.1686692,0.7594673,0.010599237,0.032533374,0.0015796283],"about_ca_topic_score_codex":0.00039284845,"about_ca_topic_score_gemma":0.00011624071,"teacher_disagreement_score":0.460928,"about_ca_system_score_codex":0.000067837136,"about_ca_system_score_gemma":0.00004553272,"threshold_uncertainty_score":0.9996427},"labels":[],"label_agreement":null},{"id":"W2114374540","doi":"10.2118/168594-ms","title":"Calibration of Well Logs with Mini-Frac Data for Estimating the Minimum Horizontal Stress in the Tight Gas Monteith Formation of the Western Canada Sedimentary Basin: A Case Study","year":2014,"lang":"en","type":"article","venue":"SPE Hydraulic Fracturing Technology Conference","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":9,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Calgary","funders":"Alberta Innovates; University of Calgary; ConocoPhillips","keywords":"Biot number; Geology; Stress (linguistics); Calibration; Constant (computer programming); Work (physics); Hydraulic fracturing; Petroleum engineering; Mathematics; Mechanics; Engineering; Computer science; Statistics; Physics; Mechanical engineering","score_opus":0.012450864303884448,"score_gpt":0.22227199372912332,"score_spread":0.20982112942523887,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2114374540","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.94613934,0.000059756796,0.049073435,0.0035695657,0.00013085331,0.0007883584,0.000050929943,0.00006126726,0.000126498],"genre_scores_gemma":[0.99855053,0.000004454273,0.0011570724,0.00009841864,0.000052642354,0.000065642686,0.000039937622,0.000022000591,0.00000927379],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.998455,0.00012673298,0.00050870667,0.00028683202,0.00033281904,0.00028993795],"domain_scores_gemma":[0.99787563,0.00033315094,0.00027007196,0.0014308341,0.00006189178,0.00002840526],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00048209,0.00024160025,0.000353516,0.00013837457,0.00017124489,0.000035754387,0.0013254526,0.00012349387,0.0000052152614],"category_scores_gemma":[0.000105139436,0.00012742182,0.000042013402,0.000361273,0.000168672,0.00023397514,0.00020922131,0.0004470684,3.0628303e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00014163733,0.0005496242,0.043025393,0.0010004666,0.00063798693,0.000290552,0.00987573,0.9210485,0.0005867467,0.000053715732,0.0027918434,0.019997789],"study_design_scores_gemma":[0.0008240181,0.0002050879,0.0013706172,0.00023421306,0.0001797041,0.0002002413,0.0067069805,0.96889305,0.020174306,0.00010735891,0.0008788301,0.00022558942],"about_ca_topic_score_codex":0.11944066,"about_ca_topic_score_gemma":0.47315615,"teacher_disagreement_score":0.3537155,"about_ca_system_score_codex":0.00006423178,"about_ca_system_score_gemma":0.000112168214,"threshold_uncertainty_score":0.88642305},"labels":[],"label_agreement":null},{"id":"W2115211592","doi":"10.5539/jgg.v6n4p58","title":"Production Analysis of Multi-Stage Hydraulically Fractured Horizontal Wells in Tight Gas Reservoirs","year":2014,"lang":"en","type":"article","venue":"Journal of Geography and Geology","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"Science Foundation of China University of Petroleum, Beijing; China University of Petroleum, Beijing","keywords":"Tight gas; Petroleum engineering; Production (economics); Hydraulic fracturing; Stage (stratigraphy); Flow (mathematics); Natural gas field; Fracture (geology); Matrix (chemical analysis); Geology; Production rate; Unconventional oil; Mechanics; Environmental science; Geotechnical engineering; Natural gas; Engineering; Materials science; Physics; Economics","score_opus":0.007019944967260954,"score_gpt":0.2263974326131443,"score_spread":0.21937748764588333,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2115211592","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99120384,0.0015854355,0.005885856,0.0006548798,0.00022075491,0.000049318936,0.0000023353525,0.000016579332,0.0003809993],"genre_scores_gemma":[0.9980209,0.00094614126,0.00083430705,0.000036414527,0.00010628714,0.0000014855746,0.0000054478433,0.0000100742245,0.000038953953],"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","domain_scores_codex":[0.9986375,0.00013405616,0.00063125195,0.00016535733,0.00019300934,0.00023883171],"domain_scores_gemma":[0.9992245,0.00010498359,0.00023682075,0.00021336481,0.00010979758,0.00011054253],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007023248,0.00015486452,0.00065869145,0.001756186,0.00003925981,0.000011770884,0.00017403641,0.00018247892,0.00006649609],"category_scores_gemma":[0.0001202436,0.000121724486,0.0003763489,0.0009916967,0.0001292752,0.00012547967,0.000025817078,0.0004177235,0.0000010597199],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000858218,0.00011729984,0.23033316,0.000065980814,0.001801698,0.00002430599,0.0004059395,0.7628676,0.0015000255,0.000009405247,0.00014425896,0.0026444858],"study_design_scores_gemma":[0.0009848953,0.0003398298,0.8594991,0.0000459569,0.0009604946,0.000029800263,0.0001397804,0.12190345,0.0028371972,0.000203019,0.0128071895,0.0002493145],"about_ca_topic_score_codex":0.00022267358,"about_ca_topic_score_gemma":0.0006562404,"teacher_disagreement_score":0.64096415,"about_ca_system_score_codex":0.000012956697,"about_ca_system_score_gemma":0.000009166431,"threshold_uncertainty_score":0.49637806},"labels":[],"label_agreement":null},{"id":"W2115418221","doi":"10.2118/79025-ms","title":"Visualization of Sand Structures Surrounding a Horizontal Well Slot During Cold Production","year":2002,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":7,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Porosity; Permeability (electromagnetism); Geology; Thermal; Grain size; Materials science; Oil sands; Thin section; Oil production; Geotechnical engineering; Composite material; Mineralogy; Petroleum engineering","score_opus":0.008853504459785621,"score_gpt":0.21278211724816667,"score_spread":0.20392861278838106,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2115418221","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9824642,0.0003022688,0.0039129974,0.000022147195,0.00029382764,0.00008021047,8.983991e-7,0.00023369152,0.012689751],"genre_scores_gemma":[0.99820507,0.00012104933,0.00014403193,0.0000021850892,0.00016672572,0.0000034004177,0.0000038492703,0.000021746326,0.0013319275],"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9993292,0.000015653059,0.00019862805,0.00013645821,0.00016826135,0.00015177969],"domain_scores_gemma":[0.99973935,0.000010948137,0.000031826028,0.00014813771,0.000027929955,0.000041828393],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000060808336,0.00010587111,0.00014997766,0.0001516818,0.000065985034,0.000023518485,0.00006444292,0.00005782585,0.00046079318],"category_scores_gemma":[0.000022427284,0.000092774746,0.00005786546,0.0002537907,0.000018214218,0.0001407668,0.000012054194,0.000070551345,0.000014714382],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000008219044,0.000044442546,0.002750529,0.000420925,0.00018632147,0.000004725189,0.0006760644,0.63703966,0.35672295,0.00021251325,0.0014715428,0.0004620948],"study_design_scores_gemma":[0.00022983778,0.000023157287,0.0027839583,0.000033940505,0.000041491498,0.000009423587,0.00008528161,0.093997866,0.90174824,0.000022896365,0.0008381051,0.00018580243],"about_ca_topic_score_codex":0.000058913643,"about_ca_topic_score_gemma":0.000023431086,"teacher_disagreement_score":0.5450253,"about_ca_system_score_codex":0.000049666152,"about_ca_system_score_gemma":0.0000017099868,"threshold_uncertainty_score":0.5045362},"labels":[],"label_agreement":null},{"id":"W2116059515","doi":"10.2118/08-08-24","title":"Use of PITA for Estimating Key Reservoir Parameters","year":2008,"lang":"en","type":"article","venue":"Journal of Canadian Petroleum Technology","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Inflow; Permeability (electromagnetism); Petroleum engineering; Perforation; Wellbore; Hydrostatic test; Test data; Geology; Mechanics; Computer science; Engineering; Chemistry; Mechanical engineering","score_opus":0.02418028012549256,"score_gpt":0.2182416069919702,"score_spread":0.19406132686647765,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2116059515","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9751189,0.0005806061,0.021105157,0.0024658015,0.00032544762,0.000055370703,0.00002150406,0.00006051985,0.0002666904],"genre_scores_gemma":[0.9232522,0.0001381664,0.07635507,0.000034146673,0.00006215569,0.000004015954,0.0000016527881,0.000027619595,0.00012497757],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9988476,0.000014124355,0.0005261416,0.000091370865,0.00015608616,0.000364693],"domain_scores_gemma":[0.9990427,0.00011888972,0.00018637953,0.00026534923,0.00016645865,0.00022023589],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00017966724,0.00013052668,0.0004182933,0.0030841248,0.00008465329,0.000012676165,0.000345451,0.00021928432,0.000011784892],"category_scores_gemma":[0.0005161285,0.000119742865,0.00019376587,0.0006276533,0.00011752955,0.00014725048,0.000013659668,0.00037325887,0.0000022652926],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000011247719,0.000009811553,0.0018057636,0.00005018947,0.00025766576,0.00013689436,0.00008612879,0.9823999,0.0006801679,0.000035758712,0.013133432,0.001393031],"study_design_scores_gemma":[0.0014398164,0.0007741846,0.0018714035,0.0003230107,0.0002846936,0.0017787478,0.00030634645,0.7111273,0.020206815,0.0012101006,0.26004672,0.0006308523],"about_ca_topic_score_codex":0.0056261723,"about_ca_topic_score_gemma":0.016590735,"teacher_disagreement_score":0.2712726,"about_ca_system_score_codex":0.0001630974,"about_ca_system_score_gemma":0.00018314933,"threshold_uncertainty_score":0.92580193},"labels":[],"label_agreement":null},{"id":"W2117583309","doi":"10.7451/cbe.2012.54.1.1","title":"Extending riverbed filtration design velocity for horizontal wells from model to prototypes","year":2012,"lang":"en","type":"article","venue":"Canadian Biosystems Engineering","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"McGill University","funders":"Ministry of Education, India; Ministry of Environment; Ministry of Earth Sciences","keywords":"Filtration (mathematics); Geology; Geotechnical engineering; Mechanics; Hydrology (agriculture); Environmental science; Mathematics; Physics; Statistics","score_opus":0.01936620449368278,"score_gpt":0.20666863651168466,"score_spread":0.18730243201800187,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2117583309","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.11867492,0.0005825266,0.87798923,0.00006072082,0.00082532375,0.001091674,0.00017252301,0.00035293397,0.00025013904],"genre_scores_gemma":[0.9810792,0.0000062405156,0.017902568,0.000023088276,0.0005399785,0.0002756202,0.00004592756,0.00006873895,0.000058633905],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99880505,0.000012832877,0.00023379587,0.0001863883,0.00012024249,0.00064171705],"domain_scores_gemma":[0.9989547,0.000059505306,0.00001918873,0.00022478956,0.000031384086,0.0007104173],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002309088,0.00022498156,0.00024574524,0.00030390063,0.000098593286,0.00006319464,0.00016663187,0.00014883603,0.00001591137],"category_scores_gemma":[0.000055452187,0.00023917423,0.000091021684,0.00020541274,0.0000048098987,0.00020890689,0.000008465642,0.00012270159,0.00004376351],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000029315217,0.0000031422871,0.00007388321,0.000092184055,0.000086131,0.000001617584,0.00045215455,0.9807263,0.016981576,0.000034216915,0.0011109149,0.00043497005],"study_design_scores_gemma":[0.00012659721,0.000015366511,0.0003056394,0.00009093541,0.00003264169,0.0000022202564,0.000037941976,0.961474,0.026526647,0.00000577621,0.011043268,0.0003389405],"about_ca_topic_score_codex":0.009747582,"about_ca_topic_score_gemma":0.0047056074,"teacher_disagreement_score":0.8624043,"about_ca_system_score_codex":0.000530602,"about_ca_system_score_gemma":0.000054322412,"threshold_uncertainty_score":0.9968466},"labels":[],"label_agreement":null},{"id":"W2117664127","doi":"10.2118/2007-101","title":"After Closure Analysis in Tight Gas Reservoirs: A Case History of Pre-Fracture Injection Tests Performed in the Brassey Field","year":2007,"lang":"en","type":"article","venue":"Canadian International Petroleum Conference","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"ConocoPhillips (Canada)","funders":"","keywords":"Tight gas; Closure (psychology); Petroleum engineering; Fracture (geology); Geology; Field (mathematics); Geotechnical engineering; Hydraulic fracturing; Mathematics","score_opus":0.00844915127421921,"score_gpt":0.22597013178119893,"score_spread":0.2175209805069797,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2117664127","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9844687,0.00025968364,0.00094823923,0.00093523914,0.00023514198,0.00006504363,0.000018577279,0.000016574873,0.013052816],"genre_scores_gemma":[0.9987684,0.000033409036,0.000033912795,0.00025899135,0.00008387982,0.00002307644,0.00003305504,0.000010890324,0.00075437565],"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","domain_scores_codex":[0.99880874,0.000048718586,0.0003735636,0.00019929577,0.00027339288,0.0002963132],"domain_scores_gemma":[0.9992292,0.00019546183,0.000056999812,0.00028507304,0.000101212856,0.0001320333],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004904098,0.00014926055,0.00021408558,0.0014254447,0.000022348386,0.000033001532,0.00035779187,0.00015805251,0.0007882466],"category_scores_gemma":[0.00014873176,0.00012673525,0.0001248201,0.000535301,0.00003912712,0.00015709254,0.00001433782,0.0004902607,0.000006224954],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00008137365,0.000041394793,0.34976372,0.000052341147,0.00037605542,0.0019645863,0.004743926,0.6386345,0.00004293432,0.000042003743,0.0036963997,0.00056076783],"study_design_scores_gemma":[0.0004811107,0.000065138665,0.7114026,0.00011136574,0.00013963423,0.00019035993,0.00086045964,0.24870251,0.00018524179,0.00008468009,0.03742992,0.00034696783],"about_ca_topic_score_codex":0.18458112,"about_ca_topic_score_gemma":0.9330613,"teacher_disagreement_score":0.7484802,"about_ca_system_score_codex":0.0010584743,"about_ca_system_score_gemma":0.00024574375,"threshold_uncertainty_score":0.8630747},"labels":[],"label_agreement":null},{"id":"W2117890881","doi":"10.1007/s10040-014-1183-4","title":"Field evidence of hydraulic connections between bedrock aquifers and overlying granular aquifers: examples from the Grenville Province of the Canadian Shield","year":2014,"lang":"en","type":"article","venue":"Hydrogeology Journal","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":21,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Université du Québec à Chicoutimi","funders":"","keywords":"Bedrock; Aquifer; Geology; Hydrogeology; Shield; Casing; Groundwater; Geotechnical engineering; Mining engineering; Geochemistry; Geomorphology; Petrology; Petroleum engineering","score_opus":0.01720093798001387,"score_gpt":0.22308113867756532,"score_spread":0.20588020069755145,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2117890881","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9918459,0.0020337095,0.00230327,0.0030691833,0.00018504266,0.00008698957,0.00000764299,0.000014848538,0.00045340962],"genre_scores_gemma":[0.9992486,0.00022532383,0.00009260408,0.00020523397,0.00018596319,0.0000030310182,0.0000014474195,0.000013482399,0.000024291776],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.998802,0.0001881816,0.00037237044,0.00014582672,0.00019735363,0.00029424485],"domain_scores_gemma":[0.99821043,0.0010986803,0.00014276264,0.00035323645,0.00004121423,0.00015366524],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00046651566,0.00014614165,0.00030989957,0.000108286724,0.00042767095,0.000030700925,0.00043244517,0.00016663928,0.00009078236],"category_scores_gemma":[0.00044955043,0.0000920393,0.00014669543,0.00016923378,0.00022523278,0.000094066585,0.0000616964,0.00058626995,0.000002530842],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000020698508,0.00001459881,0.8755807,0.000087705324,0.00068458635,0.000012506744,0.0018129863,0.114543155,0.0017157322,0.00013603446,0.0013236341,0.0040676333],"study_design_scores_gemma":[0.0026340021,0.0010831472,0.7136214,0.0029274405,0.0026805648,0.00071739056,0.0027672632,0.14425567,0.07878766,0.012105533,0.0367309,0.0016890633],"about_ca_topic_score_codex":0.06826798,"about_ca_topic_score_gemma":0.17663512,"teacher_disagreement_score":0.16195937,"about_ca_system_score_codex":0.00004167484,"about_ca_system_score_gemma":0.00010395052,"threshold_uncertainty_score":0.9379365},"labels":[],"label_agreement":null},{"id":"W2117957389","doi":"10.1306/1060752h23158","title":"Fluid Flow, Pore Pressure, Wettability, and Leakage in Mudstone Cap Rocks","year":2005,"lang":"en","type":"book-chapter","venue":"American Association of Petroleum Geologists eBooks","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":36,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Geology; Wetting; Leakage (economics); Pore water pressure; Geotechnical engineering; Petroleum engineering; Petrology; Materials science; Composite material","score_opus":0.005103254660137563,"score_gpt":0.2022228512604544,"score_spread":0.19711959660031683,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2117957389","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.02186522,0.0031854843,0.0010986344,0.0006945013,0.00030779387,0.00039619254,0.00025429844,0.00053463626,0.97166324],"genre_scores_gemma":[0.72294754,0.00037158182,0.00017469202,0.00006090476,0.00016409816,0.000016777456,0.00007385495,0.000065924716,0.27612466],"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","domain_scores_codex":[0.9977317,0.000068134534,0.00077166274,0.00046936044,0.00050481927,0.0004543418],"domain_scores_gemma":[0.9984848,0.00022648473,0.000592446,0.00047149108,0.0001011907,0.00012359566],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00047300605,0.00047086822,0.0011525555,0.00041805525,0.00005352424,0.000025025804,0.0002727532,0.00048310796,0.00015325287],"category_scores_gemma":[0.00012741551,0.00048443224,0.0002585496,0.00004392219,0.00032698264,0.000048592152,0.00011717787,0.0007715655,0.000019460604],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00007996179,0.00010054928,0.0230099,0.0007715548,0.0031533234,0.000087539906,0.0013333778,0.90784067,0.00029598715,0.00054365525,0.0077529224,0.055030562],"study_design_scores_gemma":[0.0025086466,0.0005014593,0.03025379,0.00046569156,0.001514444,0.000022918424,0.00023280211,0.10411694,0.00065863505,0.0019977067,0.85477793,0.0029490134],"about_ca_topic_score_codex":0.0012128348,"about_ca_topic_score_gemma":0.002983245,"teacher_disagreement_score":0.84702504,"about_ca_system_score_codex":0.0004217835,"about_ca_system_score_gemma":0.000054988974,"threshold_uncertainty_score":0.99976075},"labels":[],"label_agreement":null},{"id":"W2117976637","doi":"10.2118/164807-ms","title":"Hydrocarbon Production and Microseismic Monitoring – Treatment Optimization in the Marcellus Shale","year":2013,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Microsemi (Canada)","funders":"","keywords":"Microseism; Geophone; Geology; Hydraulic fracturing; Oil shale; Seismology; Economic geology; Engineering geology; Fracture (geology); Geomechanics; Petroleum engineering; Geotechnical engineering; Volcanism","score_opus":0.00711541167535275,"score_gpt":0.194076358972324,"score_spread":0.18696094729697124,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2117976637","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9943825,0.00041331683,0.0017085471,0.0004303668,0.000095964235,0.0001721022,1.3422921e-7,0.00007878382,0.002718299],"genre_scores_gemma":[0.9980291,0.0004559288,0.0007014474,0.00000848739,0.00009148869,0.00004672551,0.000002397979,0.000009380991,0.00065504684],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9996237,0.000015957365,0.00009034664,0.00010216559,0.000057350404,0.00011045334],"domain_scores_gemma":[0.9998228,0.000012920374,0.000007838277,0.00012532758,0.0000063409248,0.000024793138],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000051000556,0.00007793601,0.00007032167,0.00006243435,0.00004012557,0.00004681989,0.00004398464,0.000031730204,0.000030943895],"category_scores_gemma":[0.0000070775354,0.000047987804,0.000019088664,0.0001085628,0.000010273798,0.00008765978,0.000005988185,0.000050414994,0.00001156609],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[5.181263e-7,0.000012939198,0.002460542,0.00001019487,0.000013612648,8.832309e-7,0.0005262463,0.99252075,0.001339399,2.5851733e-7,0.00006099618,0.0030536465],"study_design_scores_gemma":[0.00012588222,0.0000201967,0.0060173366,0.000018216593,0.000018199631,0.000007806071,0.00046690533,0.97851646,0.014401374,0.000018138151,0.000283575,0.00010589879],"about_ca_topic_score_codex":0.0008414557,"about_ca_topic_score_gemma":0.00002577253,"teacher_disagreement_score":0.014004293,"about_ca_system_score_codex":0.000050787545,"about_ca_system_score_gemma":0.0000024555347,"threshold_uncertainty_score":0.19568859},"labels":[],"label_agreement":null},{"id":"W2118113566","doi":"10.2118/143989-pa","title":"A New Analytical Method for Analyzing Linear Flow in Tight/Shale Gas Reservoirs: Constant-Flowing-Pressure Boundary Condition","year":2012,"lang":"en","type":"article","venue":"SPE Reservoir Evaluation & Engineering","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":146,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Encana (Canada); University of Calgary","funders":"ConocoPhillips","keywords":"Tight gas; Square root; Permeability (electromagnetism); Mechanics; Flow (mathematics); Fracture (geology); Root mean square; Constant (computer programming); Mathematics; Geology; Geotechnical engineering; Geometry; Chemistry; Physics; Hydraulic fracturing","score_opus":0.027116518163844996,"score_gpt":0.3219878346806138,"score_spread":0.29487131651676884,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2118113566","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"methods","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.08164914,0.008048714,0.9056873,0.0006703304,0.0008476788,0.0010458254,0.000068353314,0.00059097284,0.0013917091],"genre_scores_gemma":[0.8684052,0.00024376847,0.12875406,0.00002913699,0.0014540731,0.00020900593,0.00037284943,0.00017284586,0.00035903923],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99646115,0.00019124118,0.00085580663,0.0004884602,0.000914607,0.0010887522],"domain_scores_gemma":[0.99800897,0.00052944396,0.00006706352,0.0006724768,0.00023107935,0.00049097],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0034887644,0.00048256974,0.00070388353,0.00088369346,0.000150521,0.00013772568,0.0003930275,0.0003445031,0.00065849914],"category_scores_gemma":[0.0010578303,0.0004946583,0.00035613254,0.0011331004,0.0000293285,0.0008510337,0.000087128545,0.0006337136,0.000058365855],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00004034027,0.000036774163,0.0007757893,0.00027836947,0.0003851668,0.0000046310956,0.0004443945,0.9912269,0.002022484,0.00012926394,0.0023519797,0.0023039167],"study_design_scores_gemma":[0.0012928487,0.00004652614,0.0006556656,0.0002418331,0.00045130402,0.000011590912,0.000080540754,0.97133446,0.0027972602,0.00029314685,0.022257796,0.00053705444],"about_ca_topic_score_codex":0.0001423601,"about_ca_topic_score_gemma":0.00008807839,"teacher_disagreement_score":0.78675604,"about_ca_system_score_codex":0.00045605958,"about_ca_system_score_gemma":0.00017902884,"threshold_uncertainty_score":0.9997505},"labels":[],"label_agreement":null},{"id":"W2118430131","doi":"10.2118/167290-ms","title":"Use of a Variable Shape Distribution (VSD) Model to Populate Reservoir Properties in Tight Fractured Reservoirs for Numerical 3D Modeling","year":2013,"lang":"en","type":"article","venue":"SPE Kuwait Oil and Gas Show and Conference","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Calgary","funders":"Natural Sciences and Engineering Research Council of Canada; Alberta Innovates; University of Calgary","keywords":"Reservoir simulation; Tight gas; Permeability (electromagnetism); Reservoir modeling; Fracture (geology); Geology; Petroleum engineering; Variable (mathematics); Matching (statistics); Network model; Computer science; Unconventional oil; Reservoir engineering; Geotechnical engineering; Hydraulic fracturing; Mathematics; Data mining; Statistics; Petroleum","score_opus":0.040055113882059484,"score_gpt":0.2250959262871993,"score_spread":0.1850408124051398,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2118430131","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9037163,0.00037412276,0.094274886,0.001141542,0.0000326801,0.00013524905,0.000055861397,0.00005464009,0.00021468004],"genre_scores_gemma":[0.99432665,0.0004294649,0.0044484553,0.00004876855,0.000027031125,0.00008233558,0.000050122057,0.00001972002,0.0005674306],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9988739,0.000024516976,0.00031727063,0.00028851742,0.0001552423,0.0003405552],"domain_scores_gemma":[0.99942446,0.00003678629,0.000031542557,0.00020843468,0.0001384399,0.00016033626],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00012289673,0.00020235054,0.0003569811,0.00009218393,0.00008163282,0.0001246332,0.00012777383,0.00013409497,0.000036255118],"category_scores_gemma":[0.0000918027,0.00015653142,0.000045015284,0.00016795221,0.00003688899,0.00032015025,0.00007088955,0.00017968004,0.000002093707],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000054304746,0.000028962011,0.00033747172,0.00023980819,0.000035503206,9.603273e-7,0.00043385784,0.9863977,0.0019906997,0.000110637375,0.0001829576,0.010187129],"study_design_scores_gemma":[0.00023200709,0.000042602733,0.0002518601,0.00018338491,0.000027408694,0.0000014180703,0.00006415552,0.9960958,0.00058383436,0.0017066172,0.00059715257,0.00021376074],"about_ca_topic_score_codex":0.0020703417,"about_ca_topic_score_gemma":0.00018344326,"teacher_disagreement_score":0.09061033,"about_ca_system_score_codex":0.000026592164,"about_ca_system_score_gemma":0.000029044828,"threshold_uncertainty_score":0.63831663},"labels":[],"label_agreement":null},{"id":"W2118933861","doi":"10.1002/nag.809","title":"Prediction of uniaxial compression PFC3D model micro‐properties using artificial neural networks","year":2009,"lang":"en","type":"article","venue":"International Journal for Numerical and Analytical Methods in Geomechanics","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":61,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Queen's University","funders":"University of Alberta","keywords":"Artificial neural network; Materials science; Macro; RADIUS; Particle (ecology); Perceptron; Algorithm; Composite material; Structural engineering; Biological system; Computer science; Artificial intelligence; Engineering; Geology","score_opus":0.06979289080557302,"score_gpt":0.34973340827720145,"score_spread":0.2799405174716284,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2118933861","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"methods","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.04549622,0.0002258001,0.9533636,0.00025036547,0.00054227584,0.00006667863,0.000010757319,0.000024215247,0.000020058966],"genre_scores_gemma":[0.922222,0.000125188,0.07723007,0.000060238315,0.00033059297,0.0000019997613,0.0000048814827,0.000012807402,0.000012199481],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9987974,0.000069823436,0.000538358,0.00014492926,0.00023112455,0.00021833695],"domain_scores_gemma":[0.99950457,0.00009562498,0.00007952979,0.00007089491,0.00013365739,0.000115699026],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004545939,0.00013933005,0.00030065587,0.0002135995,0.0000674513,0.00006049569,0.00019215517,0.00012299948,0.000009408403],"category_scores_gemma":[0.00013272937,0.00010875613,0.00016534586,0.00015658433,0.000026220057,0.00012730583,0.00003513058,0.00037127917,1.2419618e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00009324737,0.000057364425,0.000016117356,0.000007734594,0.000069909795,0.000004671322,0.0000318535,0.942728,0.0125927245,0.00037812098,0.000013177396,0.044007108],"study_design_scores_gemma":[0.000261599,0.00007567885,0.00002771519,0.000074167256,0.000048504215,0.000042301926,0.000027843787,0.98437774,0.002714811,0.012149777,0.00009671154,0.00010317253],"about_ca_topic_score_codex":0.0000069852003,"about_ca_topic_score_gemma":4.69888e-7,"teacher_disagreement_score":0.8767258,"about_ca_system_score_codex":0.000072146446,"about_ca_system_score_gemma":0.000012409285,"threshold_uncertainty_score":0.44349465},"labels":[],"label_agreement":null},{"id":"W2119763848","doi":"10.2118/57007-pa","title":"Utilization of Mud Weights in Excess of the Least Principal Stress to Stabilize Wellbores: Theory and Practical Examples","year":2001,"lang":"en","type":"article","venue":"SPE Drilling & Completion","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":40,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Geomechanica (Canada)","funders":"","keywords":"Wellbore; Lost circulation; Drilling; Underbalanced drilling; Geology; Petroleum engineering; Pore water pressure; Stress (linguistics); Drilling fluid; Stress field; Geotechnical engineering; Engineering; Structural engineering; Mechanical engineering; Finite element method","score_opus":0.030165086212084805,"score_gpt":0.27407834772710366,"score_spread":0.24391326151501885,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2119763848","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9551218,0.00014242338,0.043861855,0.00011424597,0.000084659354,0.00014082601,0.000009119331,0.000029463828,0.0004956141],"genre_scores_gemma":[0.99907875,0.00020386127,0.00061024557,0.0000077171635,0.000046971574,0.0000044716285,0.000011652381,0.000014035815,0.000022272749],"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","domain_scores_codex":[0.99901646,0.0001603149,0.00030386314,0.00015152003,0.00021874077,0.00014909999],"domain_scores_gemma":[0.9992966,0.00030727105,0.00006436039,0.00023213106,0.000054964104,0.00004464197],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00044268975,0.00010531021,0.00020898195,0.00012713966,0.00005065981,0.00001412275,0.00009379679,0.000058566085,0.000050431358],"category_scores_gemma":[0.00022199575,0.00007785947,0.000048559228,0.00031491343,0.00006745838,0.0000707484,0.000042799813,0.00013928549,0.0000017654091],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000104067316,0.0001095868,0.040338587,0.0002966754,0.000057732366,0.0000040894197,0.0032339212,0.94511783,0.0065645906,0.0023346916,0.000014565153,0.0018236618],"study_design_scores_gemma":[0.0010310069,0.000114297065,0.46388882,0.0010861666,0.00014473494,0.000021463251,0.0023464921,0.443044,0.071618244,0.0042548357,0.011903459,0.0005464876],"about_ca_topic_score_codex":0.00019230857,"about_ca_topic_score_gemma":0.0006386491,"teacher_disagreement_score":0.5020738,"about_ca_system_score_codex":0.00003351848,"about_ca_system_score_gemma":0.000012271671,"threshold_uncertainty_score":0.3175017},"labels":[],"label_agreement":null},{"id":"W2121053240","doi":"10.1139/t07-103","title":"Discussion of “Forms and sand transport in shallow hydraulic fractures in residual soil”Appears in Canadian Geotechnical Journal, <b>43</b>: 1061–1073.","year":2007,"lang":"en","type":"article","venue":"Canadian Geotechnical Journal","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Geotechnical engineering; Hydraulic fracturing; Geology; Fracture (geology)","score_opus":0.006017648697661436,"score_gpt":0.22242474194743878,"score_spread":0.21640709324977733,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2121053240","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9922491,0.0016541139,0.0009653094,0.0039330684,0.0001685926,0.00020918045,0.000020465124,0.0000364685,0.00076372136],"genre_scores_gemma":[0.9984143,0.00093854725,0.00011406352,0.00025259927,0.00016501022,0.0000039896745,0.000010731797,0.00005944204,0.00004133597],"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","domain_scores_codex":[0.9960647,0.00008241977,0.0013861419,0.00033255955,0.0005042633,0.0016298967],"domain_scores_gemma":[0.99703985,0.00009147019,0.00012790468,0.0003227791,0.000052621337,0.0023653922],"candidate_categories":["metaepi_narrow","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.0027325272,0.00037682697,0.0007314415,0.0032202934,0.00017079218,0.00008775426,0.00057536847,0.0008137474,0.00017072905],"category_scores_gemma":[0.0002287368,0.00028516393,0.00020084309,0.0010457335,0.00018160594,0.0003194547,0.000025289928,0.0035408826,0.0000043425575],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00005776019,0.000050969174,0.04352743,0.000059189333,0.000056360997,0.005650719,0.0005178123,0.93595004,0.00036653486,0.000011399336,0.0005739247,0.0131778605],"study_design_scores_gemma":[0.0021804238,0.00016685335,0.92526716,0.00117721,0.00006267863,0.0015576627,0.00049811497,0.042605698,0.00065226963,0.0012725246,0.023608187,0.00095118926],"about_ca_topic_score_codex":0.5036186,"about_ca_topic_score_gemma":0.97459567,"teacher_disagreement_score":0.89334434,"about_ca_system_score_codex":0.0014857487,"about_ca_system_score_gemma":0.00103476,"threshold_uncertainty_score":0.99996006},"labels":[],"label_agreement":null},{"id":"W2125729883","doi":"10.2523/iptc-17126-ms","title":"Well Integrality Technical Practice of Ultra Deep Ultrahigh Pressure Well in Tarim Oilfield","year":2013,"lang":"en","type":"article","venue":"International Petroleum Technology Conference","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Petro-Canada","funders":"","keywords":"Overburden; Petroleum engineering; Lithology; Geology; Foreland basin; Tarim basin; Borehole; Natural gas; Completion (oil and gas wells); Natural gas field; Well logging; Petrology; Mining engineering; Structural basin; Geotechnical engineering; Geochemistry; Geomorphology; Engineering","score_opus":0.005581056534594383,"score_gpt":0.22855964590931924,"score_spread":0.22297858937472487,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2125729883","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.495206,0.0010237185,0.06234084,0.020912156,0.000943458,0.0003792012,0.00002776573,0.0013136099,0.41785324],"genre_scores_gemma":[0.99719024,0.00026041685,0.0017153771,0.00007221179,0.000036944133,0.000066077904,0.0000147924575,0.000017475793,0.00062647596],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99856937,0.00003683424,0.000510958,0.00030259578,0.00029749365,0.0002827467],"domain_scores_gemma":[0.9989166,0.00021857115,0.00011837432,0.0004242864,0.00026624947,0.000055916727],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00018756939,0.00020653356,0.00032495274,0.0005450072,0.000022999395,0.000039114384,0.0009104834,0.00043745007,0.0015433552],"category_scores_gemma":[0.00044321973,0.00018851741,0.0000931854,0.00030325394,0.00020228134,0.00030227692,0.000077288896,0.0009261971,0.00018777642],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0002492069,0.0017340318,0.06687932,0.00049557106,0.002559577,0.00020230893,0.0006284169,0.71509105,0.14931737,0.027454905,0.00949179,0.02589643],"study_design_scores_gemma":[0.0023164449,0.00031648602,0.024075443,0.0005029728,0.0002768344,0.00026422937,0.0019754316,0.49850768,0.23633839,0.013179759,0.22078489,0.0014614335],"about_ca_topic_score_codex":0.0008561552,"about_ca_topic_score_gemma":0.00027920355,"teacher_disagreement_score":0.50198424,"about_ca_system_score_codex":0.000065184504,"about_ca_system_score_gemma":0.000027808763,"threshold_uncertainty_score":0.9993694},"labels":[],"label_agreement":null},{"id":"W2125744367","doi":"10.2118/147683-ms","title":"Stimulating a Barefoot Completion with Multiple Sand Fracture Treatments Using an Inflatable Packer Straddle System","year":2011,"lang":"en","type":"article","venue":"SPE Annual Technical Conference and Exhibition","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Inflatable; Completion (oil and gas wells); Fracture (geology); Geotechnical engineering; Engineering; Fracture treatment; Geology; Petroleum engineering; Mechanical engineering; Surgery","score_opus":0.037321215678888464,"score_gpt":0.24364095326166368,"score_spread":0.20631973758277522,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2125744367","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.92825323,0.00004174071,0.06952037,0.000011368315,0.000020484646,0.00017503604,0.0000501404,0.0003806329,0.0015469858],"genre_scores_gemma":[0.9968512,0.000013111181,0.0029115046,0.000014253018,0.000055521854,0.000010868997,0.00011018568,0.000023387605,0.000009975884],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9990809,0.000032211876,0.00021575658,0.0002510667,0.00017130635,0.000248767],"domain_scores_gemma":[0.99951524,0.000019515106,0.00004398923,0.00020570951,0.000079755584,0.00013577702],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00009179849,0.00019923598,0.00025140285,0.00008325699,0.00015179542,0.00005750303,0.000070829876,0.00015564024,0.000057407848],"category_scores_gemma":[0.000008429989,0.00015013582,0.000039046517,0.00012763511,0.000057160967,0.00044395885,0.000021433456,0.00019474585,0.0000058639343],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00093954004,0.0013659145,0.12083204,0.0018925989,0.0011299102,0.00037208488,0.008847519,0.67398924,0.17750832,0.0012992511,0.0006994137,0.011124188],"study_design_scores_gemma":[0.0032161279,0.0014581645,0.1631771,0.0014066444,0.0005667769,0.00017712772,0.003936978,0.7916845,0.03191853,0.00075457647,0.00029337738,0.001410084],"about_ca_topic_score_codex":0.0007332711,"about_ca_topic_score_gemma":0.0001972987,"teacher_disagreement_score":0.1455898,"about_ca_system_score_codex":0.00006749148,"about_ca_system_score_gemma":0.000015654101,"threshold_uncertainty_score":0.6122361},"labels":[],"label_agreement":null},{"id":"W2126556227","doi":"10.2118/2009-124","title":"Impact of Ignoring CO2 Injection Volumes on Post-Frac PTA","year":2009,"lang":"en","type":"article","venue":"Canadian International Petroleum Conference","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":7,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Physics; Materials science; Chemistry","score_opus":0.008947305021307798,"score_gpt":0.23387228463774892,"score_spread":0.22492497961644112,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2126556227","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9624986,0.000036964833,0.0005704762,0.00042285334,0.00033204185,0.000029316097,0.00007791786,0.00006103333,0.035970792],"genre_scores_gemma":[0.9988623,0.000025441273,0.000027894424,0.00006848577,0.00013512831,0.0000030413757,0.00005269774,0.000011424313,0.00081357965],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9992029,0.000009564703,0.00019577818,0.00015199077,0.00020534158,0.00023439349],"domain_scores_gemma":[0.99934834,0.000024651594,0.000040411986,0.00018831252,0.0001725092,0.00022578667],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0000627954,0.000140087,0.0001578651,0.00049045734,0.00004688972,0.000059604245,0.00028950445,0.00007538643,0.00057594525],"category_scores_gemma":[0.00007164846,0.00013524578,0.00013908934,0.00011343265,0.00002265956,0.00012877464,0.0000069034,0.00019840557,0.000056756966],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000013785723,0.000017116985,0.006696395,0.000006266894,0.0001758776,0.000014729905,0.00012537994,0.98508865,0.0012882279,0.0003483268,0.0016232786,0.004601979],"study_design_scores_gemma":[0.00038529583,0.00041253582,0.44308886,0.00012986935,0.000029903318,0.000021508606,0.00009108824,0.54939467,0.0014607558,0.0003070162,0.0042970185,0.00038145797],"about_ca_topic_score_codex":0.049880195,"about_ca_topic_score_gemma":0.031377595,"teacher_disagreement_score":0.43639246,"about_ca_system_score_codex":0.0004885312,"about_ca_system_score_gemma":0.00018270827,"threshold_uncertainty_score":0.98629725},"labels":[],"label_agreement":null},{"id":"W2127998106","doi":"10.2118/78235-ms","title":"Assessment Of Several Sand Prediction Models With Particular Reference To HPHT Wells","year":2002,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":32,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Dalhousie University","funders":"","keywords":"Drawdown (hydrology); Petroleum engineering; Geology; Geotechnical engineering; Stress (linguistics); Shear (geology); Petrology","score_opus":0.016185189139644337,"score_gpt":0.22005870676243916,"score_spread":0.20387351762279482,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2127998106","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.40180048,0.00008997766,0.45942384,0.00013320128,0.00003351532,0.00010741558,0.0000059070308,0.00018464903,0.13822101],"genre_scores_gemma":[0.9939754,0.000074649244,0.004632107,0.000027533364,0.00001647964,0.000010351125,0.0000034001703,0.000010455419,0.0012496357],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9994014,0.000011000457,0.00014168884,0.00011317086,0.0001926226,0.00014015129],"domain_scores_gemma":[0.99967057,0.000010413172,0.000012159931,0.00019529214,0.00002845766,0.00008310782],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00005559147,0.00008474831,0.0001345498,0.00006034773,0.00002225077,0.000013576572,0.00006456265,0.000038947303,0.00040292123],"category_scores_gemma":[0.0000018107769,0.000059619695,0.00002945784,0.00014757882,0.000009600442,0.00009469462,0.000011356363,0.00007928685,0.000016471855],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00000123699,0.000019772962,0.00031729147,0.000020068766,0.00007142123,0.0000021097826,0.00011366971,0.99774724,0.00036977904,0.0000339284,0.0011122301,0.00019122465],"study_design_scores_gemma":[0.00013897034,0.00005305367,0.002918939,0.000024351852,0.000033666474,0.0000015569043,0.00002168228,0.99170274,0.003278683,0.000016476619,0.001726697,0.00008317714],"about_ca_topic_score_codex":0.000079787584,"about_ca_topic_score_gemma":0.000017533193,"teacher_disagreement_score":0.5921749,"about_ca_system_score_codex":0.000030226212,"about_ca_system_score_gemma":0.0000035400565,"threshold_uncertainty_score":0.44117048},"labels":[],"label_agreement":null},{"id":"W2128929598","doi":"10.1111/j.1468-8123.2011.00349.x","title":"The stress regime of the Western Canadian Sedimentary Basin","year":2011,"lang":"en","type":"article","venue":"Geofluids","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":55,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Geological Survey of Canada","funders":"","keywords":"Geology; Geothermal gradient; Structural basin; Sedimentary rock; Sedimentary basin; Stress (linguistics); Drilling; Hydraulic fracturing; Geomorphology; Petrology; Geotechnical engineering; Geochemistry; Geophysics","score_opus":0.008614484930297933,"score_gpt":0.17741949427496356,"score_spread":0.16880500934466564,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2128929598","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9452745,0.001957237,0.00017600287,0.002538582,0.0009332373,0.00017176951,0.0000522618,0.000110334906,0.04878613],"genre_scores_gemma":[0.99788696,0.00008481899,0.000018695115,0.00021567056,0.00005825063,0.000004687073,0.00000260924,0.000013991258,0.0017143056],"study_design_codex":"observational","study_design_gemma":"not_applicable","domain_scores_codex":[0.9994044,0.00002656489,0.00012948157,0.000073670104,0.00012014079,0.00024578362],"domain_scores_gemma":[0.9994318,0.000023343728,0.000013928585,0.00042731018,0.000017363942,0.000086256565],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000121202815,0.00008235609,0.00008926332,0.00003790675,0.00013631096,0.0000123302725,0.00035611476,0.00004676989,0.000082078535],"category_scores_gemma":[0.000008177995,0.00004516816,0.00008145769,0.00012357753,0.00006029209,0.00003344081,0.000033615277,0.00011995064,0.000026343],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000044399243,0.0001365991,0.44813436,0.0003759698,0.0027183478,0.00009894246,0.0176096,0.070022956,0.0016101344,0.00033852318,0.4299294,0.028980762],"study_design_scores_gemma":[0.0003342747,0.000034926852,0.2819838,0.0001197734,0.0001635464,0.000010348148,0.00057090074,0.0047943783,0.07691116,0.0001625141,0.6345463,0.0003681139],"about_ca_topic_score_codex":0.24503675,"about_ca_topic_score_gemma":0.061911657,"teacher_disagreement_score":0.20461689,"about_ca_system_score_codex":0.000041984105,"about_ca_system_score_gemma":0.000032576525,"threshold_uncertainty_score":0.95520604},"labels":[],"label_agreement":null},{"id":"W2129276338","doi":"10.1139/w00-081","title":"Methanogens and sulfate-reducing bacteria in oil sands fine tailings waste","year":2000,"lang":"en","type":"article","venue":"Canadian Journal of Microbiology","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":173,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"University of Alberta","funders":"Natural Sciences and Engineering Research Council of Canada; Syncrude","keywords":"Tailings; Methanogenesis; Settling; Oil sands; Sulfate; Environmental science; Methane; Land reclamation; Gypsum; Population; Environmental chemistry; Environmental engineering; Waste management; Pulp and paper industry; Geology; Chemistry; Ecology; Biology; Geography","score_opus":0.005115202471109974,"score_gpt":0.1823002653710605,"score_spread":0.17718506289995054,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2129276338","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9961439,0.0026802022,0.000015936368,0.0003835803,0.00019409154,0.000010840916,0.000014149774,0.000006012705,0.000551315],"genre_scores_gemma":[0.99868524,0.00037646195,0.00024211874,0.00004673723,0.00011855267,4.403279e-7,0.000007735165,0.000015205134,0.0005075081],"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","domain_scores_codex":[0.99920505,0.000044482906,0.00031814404,0.00009526075,0.000017471484,0.00031955822],"domain_scores_gemma":[0.9995463,0.000031658412,0.00003852312,0.00009291487,0.000028039563,0.00026256705],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00022862149,0.00011582487,0.00029182393,0.00036310876,0.000040520557,0.000020685475,0.00013088337,0.00012517965,0.00086109265],"category_scores_gemma":[0.000025356214,0.000102152386,0.00006608868,0.0001463051,0.00006365602,0.000054388933,0.000004263887,0.00026704994,0.000011664612],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000027055465,0.000008917287,0.0018129747,0.00007942113,0.00028252165,0.0005273139,0.0016768737,0.23636809,0.7042855,0.0000014044206,0.002924437,0.052005492],"study_design_scores_gemma":[0.005893669,0.00052631187,0.0072568813,0.0012206581,0.00045010782,0.009048265,0.0010488265,0.012787478,0.35391447,0.0001467184,0.6056133,0.0020933007],"about_ca_topic_score_codex":0.0032453898,"about_ca_topic_score_gemma":0.030771663,"teacher_disagreement_score":0.60268885,"about_ca_system_score_codex":0.00008908913,"about_ca_system_score_gemma":0.00011931912,"threshold_uncertainty_score":0.9869142},"labels":[],"label_agreement":null},{"id":"W2129666034","doi":"10.2118/84500-pa","title":"Comprehensive Transient Modeling of Sand Production in Horizontal Wellbores","year":2007,"lang":"en","type":"article","venue":"SPE Journal","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":35,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Dalhousie University","funders":"Natural Sciences and Engineering Research Council of Canada; Killam Trusts","keywords":"Petroleum engineering; Borehole; Consistency (knowledge bases); Geotechnical engineering; Deformation (meteorology); Flow (mathematics); Geology; Submarine pipeline; Shear (geology); Completion (oil and gas wells); Geomechanics; Mechanics; Engineering; Mathematics; Geometry","score_opus":0.01127352138413825,"score_gpt":0.2296486442231183,"score_spread":0.21837512283898003,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2129666034","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9619253,0.00096656877,0.03493147,0.00008947729,0.00035714984,0.000033549662,3.9044815e-7,0.000018695646,0.0016773412],"genre_scores_gemma":[0.99862725,0.00037475384,0.0007000988,0.0000026501436,0.00026787518,2.2644993e-7,5.9202836e-7,0.000010242133,0.00001633721],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9992947,0.000011574202,0.0002922454,0.00006605222,0.00016663235,0.00016879359],"domain_scores_gemma":[0.9997899,0.000010011222,0.00002830953,0.00007010851,0.000044304656,0.00005739129],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00024457744,0.00007302712,0.00015010955,0.00022087246,0.000035099292,0.0000107938495,0.00006000219,0.000042504147,0.000019346317],"category_scores_gemma":[0.000009257535,0.00006109703,0.000077390454,0.0001537706,0.000014266494,0.00007670099,0.000004245213,0.00027809318,0.0000021401875],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000018698276,0.000017913493,0.0003689093,0.00003142555,0.00003839198,0.000024145398,0.00052381627,0.98314154,0.012405031,7.339706e-7,0.00008531256,0.003344086],"study_design_scores_gemma":[0.00089587545,0.000102465325,0.009716652,0.00026461782,0.00006573237,0.0003084353,0.0014456966,0.8776576,0.10677169,0.00031378752,0.0021430713,0.00031438706],"about_ca_topic_score_codex":0.000045453176,"about_ca_topic_score_gemma":0.000042748987,"teacher_disagreement_score":0.10548395,"about_ca_system_score_codex":0.000055706125,"about_ca_system_score_gemma":0.000009248137,"threshold_uncertainty_score":0.24914646},"labels":[],"label_agreement":null},{"id":"W2131549855","doi":"10.2118/136757-pa","title":"Restimulation of Unconventional Reservoirs: When Are Refracs Beneficial?","year":2011,"lang":"en","type":"article","venue":"Journal of Canadian Petroleum Technology","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":71,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Fracture (geology); Petroleum engineering; Geology; Hydraulic fracturing; Geotechnical engineering; Embedment; Petrology","score_opus":0.017131971882922124,"score_gpt":0.20085207570412375,"score_spread":0.18372010382120163,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2131549855","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.98590666,0.0014075595,0.0025334726,0.0024624113,0.00042777933,0.000043934277,0.000023930674,0.00007675336,0.0071174926],"genre_scores_gemma":[0.99728566,0.00011786759,0.002288097,0.000021636022,0.00009556506,0.0000014998911,0.0000027566682,0.000021758853,0.00016515273],"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","domain_scores_codex":[0.9988355,0.00002212444,0.0005641309,0.000091306836,0.00022046336,0.00026648928],"domain_scores_gemma":[0.99901193,0.000022908456,0.00027900413,0.0002580069,0.00024254169,0.00018557951],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002692901,0.00012010661,0.00033986924,0.003590409,0.00005042032,0.0000083498835,0.00037661218,0.00027673235,0.00027513536],"category_scores_gemma":[0.00013621477,0.00011272645,0.00014705001,0.00060364965,0.000077009616,0.00012758534,0.000016857342,0.00042251195,0.000009872757],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000097202996,0.000101879006,0.06949778,0.0002121917,0.0010679079,0.00064613554,0.0005884304,0.9006148,0.0016686799,0.0018260255,0.018011136,0.0056678066],"study_design_scores_gemma":[0.004611745,0.0017257071,0.1918617,0.0016288339,0.0010483165,0.0012595262,0.003167667,0.10240486,0.04174221,0.06581844,0.5829283,0.0018026674],"about_ca_topic_score_codex":0.008354191,"about_ca_topic_score_gemma":0.08256946,"teacher_disagreement_score":0.79820997,"about_ca_system_score_codex":0.00018702837,"about_ca_system_score_gemma":0.00015643581,"threshold_uncertainty_score":0.9982493},"labels":[],"label_agreement":null},{"id":"W2132931900","doi":"10.2118/137454-pa","title":"Analyzing Production Data From Unconventional Gas Reservoirs With Linear Flow and Apparent Skin","year":2012,"lang":"en","type":"article","venue":"Journal of Canadian Petroleum Technology","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":56,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Flow (mathematics); Derivative (finance); Skin effect; Type (biology); Convergence (economics); Production (economics); Mathematics; Mechanics; Geology; Mathematical analysis; Geometry; Physics","score_opus":0.013603981555502154,"score_gpt":0.21697149730566426,"score_spread":0.2033675157501621,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2132931900","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.98057956,0.005423883,0.0064338488,0.0064809197,0.0005014433,0.000045430068,0.000056010085,0.00006940765,0.00040953176],"genre_scores_gemma":[0.9937421,0.0005434789,0.0049964646,0.000013845343,0.0005773555,0.0000018046032,0.0000340068,0.000023651504,0.00006729085],"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","domain_scores_codex":[0.99895483,0.000023793185,0.00031450274,0.00015156726,0.00019094054,0.00036436322],"domain_scores_gemma":[0.9990264,0.00002088361,0.00011207512,0.00043470474,0.00008195367,0.00032397325],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00034579463,0.00013899736,0.0002770564,0.0018931607,0.000085184096,0.000023904076,0.0003739789,0.00015276273,0.000063032894],"category_scores_gemma":[0.00009065963,0.000113317314,0.00004381739,0.00060520886,0.000081552294,0.000337544,0.00004441959,0.00050913653,0.000008729282],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00007578322,0.000091530936,0.105961114,0.00010410175,0.0022531534,0.00020992602,0.0002775731,0.83951825,0.0010910442,0.000047072423,0.03411146,0.016258996],"study_design_scores_gemma":[0.001849652,0.000320317,0.025038155,0.00051369256,0.0010098078,0.0017111682,0.0015398166,0.30493954,0.006892182,0.000632924,0.6545559,0.0009968004],"about_ca_topic_score_codex":0.0050689573,"about_ca_topic_score_gemma":0.08350631,"teacher_disagreement_score":0.6204445,"about_ca_system_score_codex":0.00016148963,"about_ca_system_score_gemma":0.00011156043,"threshold_uncertainty_score":0.9332173},"labels":[],"label_agreement":null},{"id":"W2132987133","doi":"10.2118/90623-ms","title":"Combined Effect of Non-Darcy Flow and Formation Damage on Gas Well Performance of Dual-Porosity and Dual-Permeability Reservoirs","year":2004,"lang":"en","type":"article","venue":"SPE Annual Technical Conference and Exhibition","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":12,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Quest University Canada","funders":"","keywords":"Permeability (electromagnetism); Darcy's law; Porosity; Drawdown (hydrology); Geology; Mechanics; Petroleum engineering; Volumetric flow rate; Porous medium; Flow (mathematics); Transient flow; Transient analysis; Geotechnical engineering; Materials science; Chemistry; Engineering; Transient response; Physics; Geomorphology","score_opus":0.006759013321304541,"score_gpt":0.22258291801788008,"score_spread":0.21582390469657553,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2132987133","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9973461,0.000035675614,0.001070402,0.0001580058,0.000018754934,0.00019967357,0.000031373944,0.00006313073,0.0010768765],"genre_scores_gemma":[0.9991842,0.0005278851,0.00019402306,0.000009742291,0.000016713118,0.000008733044,0.000039772563,0.000008850614,0.000010061346],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9991108,0.000039283415,0.00030310923,0.00019448549,0.00018584533,0.00016647646],"domain_scores_gemma":[0.99949795,0.0000733263,0.000059930873,0.000206691,0.00007682598,0.00008528618],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000391989,0.00016225969,0.00033317672,0.000104204184,0.00007626043,0.000024974288,0.000049179536,0.00014608724,0.000011097296],"category_scores_gemma":[0.000047749552,0.00013205722,0.00004627966,0.00013649272,0.00020772936,0.00041123683,0.00005652379,0.00022220037,0.0000020899533],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0045845476,0.0014469493,0.040907618,0.021897286,0.00043142604,0.00008176491,0.0073522693,0.25824308,0.61209714,0.0021064577,0.0016220838,0.049229372],"study_design_scores_gemma":[0.003745954,0.0050871987,0.20881893,0.0012691141,0.0001687125,0.0000306207,0.00032104566,0.11641465,0.6615114,0.00196763,0.00006814463,0.0005965989],"about_ca_topic_score_codex":0.00008433928,"about_ca_topic_score_gemma":0.000046858684,"teacher_disagreement_score":0.1679113,"about_ca_system_score_codex":0.000028497358,"about_ca_system_score_gemma":0.000010626097,"threshold_uncertainty_score":0.5385137},"labels":[],"label_agreement":null},{"id":"W2133135235","doi":"10.1155/2013/384246","title":"Numerical Solution of a Moving Boundary Problem of One-Dimensional Flow in Semi-Infinite Long Porous Media with Threshold Pressure Gradient","year":2013,"lang":"en","type":"article","venue":"Mathematical Problems in Engineering","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":28,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"Program for Changjiang Scholars and Innovative Research Team in University; China Scholarship Council; National Natural Science Foundation of China","keywords":"Porous medium; Discretization; Dimensionless quantity; Mathematics; Boundary value problem; Partial differential equation; Flow (mathematics); Mathematical analysis; Boundary (topology); Finite difference method; Pressure gradient; Boundary problem; Mechanics; Geometry; Physics; Materials science; Porosity","score_opus":0.007121036400073233,"score_gpt":0.18356615199506657,"score_spread":0.17644511559499335,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2133135235","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.6185305,0.0013981574,0.3773778,0.00009159918,0.00006612017,0.0009196114,0.0000073821025,0.00026991533,0.0013389052],"genre_scores_gemma":[0.97921956,0.000012972649,0.020566786,0.0000026603448,0.000021926975,0.00010353396,0.000007837072,0.000052291576,0.000012438167],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99812764,0.000018404025,0.00076079945,0.00022591304,0.00043134525,0.0004358937],"domain_scores_gemma":[0.99931407,0.00018616018,0.00007446653,0.0002676914,0.000051998195,0.00010563266],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003281089,0.0002531324,0.0005976634,0.0003425281,0.000017605875,0.000020422123,0.0001859288,0.00014851686,0.00008009815],"category_scores_gemma":[0.000060985247,0.00021218658,0.000077940604,0.0004921366,0.000057405457,0.00019565051,0.000056750196,0.0004422579,0.000008707483],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00000461196,0.0001530347,0.0012279887,0.0030683146,0.0000993872,0.00000795199,0.0010051783,0.991917,0.002143344,0.00007927482,0.000012187414,0.00028172406],"study_design_scores_gemma":[0.0004147494,0.00004158539,0.0020880448,0.0022119677,0.000033756445,0.000013585189,0.000020149699,0.99208903,0.0018415783,0.0010002112,0.000007700704,0.0002376495],"about_ca_topic_score_codex":0.00012601283,"about_ca_topic_score_gemma":0.000035023593,"teacher_disagreement_score":0.36068904,"about_ca_system_score_codex":0.000060924813,"about_ca_system_score_gemma":0.000021583872,"threshold_uncertainty_score":0.8652718},"labels":[],"label_agreement":null},{"id":"W2133288648","doi":"10.1190/tle31050526.1","title":"Introduction to this special section: Seismic inversion for reservoir properties","year":2012,"lang":"en","type":"article","venue":"The Leading Edge","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Calgary Laboratory Services; University of Calgary","funders":"","keywords":"Geology; Petroleum engineering; Hydraulic fracturing; Section (typography); Inversion (geology); Petrology; Reservoir modeling; Fluid pressure; Geotechnical engineering; Geomorphology; Engineering; Structural basin; Computer science","score_opus":0.021396629292063676,"score_gpt":0.2272398387061346,"score_spread":0.20584320941407092,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2133288648","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.92144233,0.00072044483,0.020222789,0.020033056,0.01768345,0.0006577907,0.0000059160075,0.00076419336,0.018470015],"genre_scores_gemma":[0.9281892,0.00002113978,0.0001503683,0.00014579577,0.055509757,0.00003537473,0.0000062907193,0.000028464505,0.015913596],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9993321,0.000029124674,0.00011937019,0.00011318749,0.0001178315,0.0002884154],"domain_scores_gemma":[0.99960065,0.00003423497,0.000015891786,0.00024707816,0.000028128627,0.00007400637],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00036489617,0.00010629907,0.00012375548,0.00009641782,0.00022427428,0.00003739943,0.00015027203,0.0000642344,0.00014393622],"category_scores_gemma":[0.00007652451,0.00007086601,0.00006863684,0.00020642861,0.000023320297,0.00017674043,0.000032924418,0.00017073767,0.00060073624],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000023399116,0.000009573003,0.00003786254,0.00005785236,0.00004663896,1.1215696e-7,0.0027723573,0.2251019,0.004924312,0.000011598253,0.7653248,0.001689619],"study_design_scores_gemma":[0.000085842265,0.000021175512,0.00005638224,0.00001777608,0.000036595295,0.000003993792,0.00015443313,0.025108026,0.029772477,0.000016740698,0.944606,0.00012055738],"about_ca_topic_score_codex":0.000028343591,"about_ca_topic_score_gemma":0.000015425734,"teacher_disagreement_score":0.19999388,"about_ca_system_score_codex":0.00014631887,"about_ca_system_score_gemma":0.0000060025454,"threshold_uncertainty_score":0.772145},"labels":[],"label_agreement":null},{"id":"W2133923595","doi":"10.2118/133497-pa","title":"Optimum Injection Rate of A New Chelate That Can Be Used To Stimulate Carbonate Reservoirs","year":2011,"lang":"en","type":"article","venue":"SPE Journal","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":57,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"AkzoNobel (Canada)","funders":"Suez University; AkzoNobel; Texas A and M University","keywords":"Carbonate; Ethylenediaminetetraacetic acid; Dissolution; Chemistry; Chelation; Hydrochloric acid; Materials science; Inorganic chemistry; Organic chemistry","score_opus":0.04204133773488625,"score_gpt":0.24747669720148963,"score_spread":0.20543535946660338,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2133923595","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9885728,0.00018000895,0.004677797,0.0006936751,0.00056956435,0.000087234366,0.0000047787807,0.00009654352,0.0051176157],"genre_scores_gemma":[0.9964601,0.00011868761,0.001422693,0.00005284043,0.00020427574,0.0000012669749,0.0000017853366,0.000041887262,0.0016964669],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9988854,0.000050873175,0.00033707902,0.00014041725,0.00023797032,0.00034827998],"domain_scores_gemma":[0.99919784,0.000021496631,0.000094911506,0.00025507348,0.000064219785,0.00036648012],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00035320403,0.00018195492,0.00029872239,0.00033638367,0.0000786111,0.000044287463,0.00024775398,0.00010663931,0.0003327505],"category_scores_gemma":[0.00004056179,0.00015299032,0.00017372175,0.00033594287,0.000020234624,0.00014011182,0.000041674706,0.00046408243,0.000020263107],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00005374819,0.000015310767,0.0009619397,0.000023109144,0.0002829734,0.00005339711,0.004165889,0.9883233,0.003760882,0.0000027152237,0.0017222778,0.00063450745],"study_design_scores_gemma":[0.006012254,0.0012422095,0.08249274,0.0009083911,0.0010599954,0.000640212,0.002225252,0.5933261,0.28209248,0.005113034,0.022549998,0.0023373554],"about_ca_topic_score_codex":0.0014080264,"about_ca_topic_score_gemma":0.00048199564,"teacher_disagreement_score":0.39499718,"about_ca_system_score_codex":0.000107074564,"about_ca_system_score_gemma":0.000059258095,"threshold_uncertainty_score":0.62387645},"labels":[],"label_agreement":null},{"id":"W2134181948","doi":"10.15530/urtec-2014-1922814","title":"Using Microseismicity to Understand Subsurface Fracture Systems and to Optimize Completions: Eagle Ford Shale, TX","year":2014,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Microsemi (Canada)","funders":"","keywords":"Oil shale; Eagle; Geology; Petroleum engineering; Shale gas; Mining engineering; Paleontology","score_opus":0.026075132237248,"score_gpt":0.24674661281493904,"score_spread":0.22067148057769104,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2134181948","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.35479614,0.00021220584,0.642446,0.00039060696,0.00010516437,0.00016896847,0.000008167703,0.00016089293,0.0017119012],"genre_scores_gemma":[0.98300564,0.000019634039,0.01562065,0.0005422284,0.00008431521,0.0000041662206,0.000005794612,0.000034579753,0.0006830101],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9990047,0.000036941827,0.00023043739,0.0002551834,0.00015779362,0.0003149092],"domain_scores_gemma":[0.9992725,0.00009263181,0.000020694131,0.0003003921,0.000044012806,0.00026974146],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00020345433,0.00019807371,0.00032198723,0.00013714228,0.00015769438,0.00015820177,0.00014153107,0.00010673749,0.00005822303],"category_scores_gemma":[0.000035214485,0.0001696879,0.00005959273,0.00023746457,0.00002074543,0.00008280048,0.00005352436,0.0001462509,0.000046625777],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000053461517,0.00000806694,0.00015995497,0.000075181844,0.00005835114,0.0000012126239,0.00030765915,0.99371743,0.0019486812,0.000019617122,0.0036357006,0.00006281687],"study_design_scores_gemma":[0.00025419693,0.00002910279,0.0005801949,0.00008705142,0.000046894853,0.000011723095,0.00060625706,0.955621,0.0015075218,0.000031325533,0.040888004,0.00033674168],"about_ca_topic_score_codex":0.0011798565,"about_ca_topic_score_gemma":0.00009350863,"teacher_disagreement_score":0.6282095,"about_ca_system_score_codex":0.00009770384,"about_ca_system_score_gemma":0.00000700991,"threshold_uncertainty_score":0.6919672},"labels":[],"label_agreement":null},{"id":"W2134277875","doi":"10.2174/1874834101508010440","title":"Numerical Simulation of Fracture Permeability Change in Production ofPressure-sensitive Reservoirs with In-situ Stress Field","year":2015,"lang":"en","type":"article","venue":"The Open Petroleum Engineering Journal","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"China Scholarship Council","keywords":"Permeability (electromagnetism); Mechanics; Anisotropy; Geotechnical engineering; Fracture (geology); Stress field; Pore water pressure; Geology; Finite element method; Fluid dynamics; Porous medium; Materials science; Reservoir simulation; Porosity; Structural engineering; Petroleum engineering; Engineering; Physics; Chemistry; Optics","score_opus":0.020009744226144332,"score_gpt":0.2587200232315122,"score_spread":0.2387102790053679,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2134277875","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9772092,0.00042020192,0.01976617,0.0012330398,0.00026106532,0.0002562272,0.0000022339623,0.000045062417,0.00080681243],"genre_scores_gemma":[0.99936754,0.000027300637,0.0002883458,0.00001953934,0.0002254032,0.000015450874,0.0000030502233,0.00002664146,0.000026728945],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9988338,0.0000899234,0.00032866796,0.00016150976,0.00032304204,0.00026308728],"domain_scores_gemma":[0.9993079,0.00012609946,0.00007614049,0.00029604422,0.00009153419,0.000102297585],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00083349535,0.00017144851,0.0003309301,0.00020533252,0.00004143835,0.00007058991,0.0003733416,0.000091536946,0.000011393728],"category_scores_gemma":[0.0002119618,0.00011562466,0.000051368625,0.00035965833,0.000019568657,0.00042004502,0.000054835535,0.00078195875,0.0000014709209],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00012019865,0.000040892304,0.004617203,0.0000464617,0.000053617758,0.000025329447,0.0023320129,0.9921499,0.0001602634,9.139045e-7,0.00003899555,0.0004142307],"study_design_scores_gemma":[0.00061165617,0.00009937777,0.04372793,0.00030202407,0.000028840117,0.000037065365,0.0004459038,0.94871294,0.005366512,0.000013275753,0.00046896137,0.00018552692],"about_ca_topic_score_codex":0.0005190275,"about_ca_topic_score_gemma":0.00037451676,"teacher_disagreement_score":0.043436956,"about_ca_system_score_codex":0.00015066963,"about_ca_system_score_gemma":0.000030657284,"threshold_uncertainty_score":0.47150367},"labels":[],"label_agreement":null},{"id":"W2134298659","doi":"10.2118/151860-ms","title":"Hydraulic Fracturing as Development Strategy in the Congo Onshore","year":2012,"lang":"en","type":"article","venue":"North Africa Technical Conference and Exhibition","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Hydraulic fracturing; Petroleum engineering; Permeability (electromagnetism); Geology; Infill; Tight gas; Engineering; Mining engineering; Geotechnical engineering; Civil engineering","score_opus":0.03164786506545095,"score_gpt":0.2385612315583933,"score_spread":0.20691336649294234,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2134298659","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.96814674,0.0005171775,0.0024967599,0.00019734153,0.000027855476,0.00014893014,0.0000017936819,0.00017865397,0.02828473],"genre_scores_gemma":[0.9994766,0.00012830766,0.00011754066,0.000081307044,0.00006612152,0.00005998718,0.000027098064,0.000011250607,0.0000317791],"study_design_codex":"design_other","study_design_gemma":"observational","domain_scores_codex":[0.99897,0.00003913841,0.00024786804,0.00015311595,0.00021586215,0.0003740289],"domain_scores_gemma":[0.99957937,0.00007176326,0.000026173091,0.00018655944,0.000021561387,0.000114558454],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00025411075,0.00016121658,0.00017179835,0.000103932,0.000107370215,0.00006412146,0.00015135678,0.00012719813,0.00007265952],"category_scores_gemma":[0.000029963752,0.00011347665,0.00004086245,0.00023172887,0.000050075563,0.00020010097,0.0000317341,0.00039650354,0.00004758727],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00021962571,0.0023079037,0.18817814,0.0015941643,0.00063307205,0.00038193224,0.05378857,0.16558987,0.0131341955,0.007455453,0.017335886,0.5493812],"study_design_scores_gemma":[0.00087658013,0.00020192872,0.87016135,0.00026899832,0.000120075456,0.00012502282,0.0024609724,0.011030126,0.005900826,0.0014594656,0.106049,0.0013456789],"about_ca_topic_score_codex":0.00004295658,"about_ca_topic_score_gemma":0.00026398216,"teacher_disagreement_score":0.6819832,"about_ca_system_score_codex":0.0000421741,"about_ca_system_score_gemma":0.000024390323,"threshold_uncertainty_score":0.46274436},"labels":[],"label_agreement":null},{"id":"W2134599574","doi":"10.1306/10171313056","title":"Comparing geology and well completions to production in the unconventional region of the Cardium Formation (Upper Cretaceous), northwest Pembina field, Alberta, Canada","year":2014,"lang":"en","type":"article","venue":"AAPG Bulletin","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Geology; Cretaceous; Paleontology; Geochemistry; Petrology","score_opus":0.005940329671650897,"score_gpt":0.17656546920528568,"score_spread":0.17062513953363478,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2134599574","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9762541,0.000047042482,0.00129598,0.019934779,0.00018319557,0.00013795076,5.21823e-7,0.0000104991805,0.002135919],"genre_scores_gemma":[0.9994744,0.000008655077,0.000033850825,0.00024965382,0.000052116073,0.000016615259,0.000009838937,0.000005292078,0.00014957583],"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","domain_scores_codex":[0.9993925,0.00008596461,0.00017530458,0.00010003793,0.00012346706,0.00012272577],"domain_scores_gemma":[0.99959105,0.00011131798,0.00003366092,0.00021019341,0.000029812565,0.000023960776],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00015999308,0.000074749085,0.00012444293,0.000045393004,0.00009430899,0.000011457513,0.0001260462,0.000034676246,0.000026509968],"category_scores_gemma":[0.000070443006,0.000051056726,0.000040912746,0.00010731558,0.000024259869,0.000018025195,0.00003654443,0.00014215166,0.0000057624857],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000009926188,0.00001988832,0.10704712,0.00009893262,0.000036006375,0.0000013906302,0.0011283056,0.8709923,0.000049713155,0.0001301768,0.020224689,0.00026156596],"study_design_scores_gemma":[0.00044647793,0.0000491045,0.63426626,0.00011583438,0.000073282325,0.000098765806,0.00077665807,0.078993164,0.0016129668,0.00017826026,0.2831123,0.0002769345],"about_ca_topic_score_codex":0.32762635,"about_ca_topic_score_gemma":0.73338664,"teacher_disagreement_score":0.7919991,"about_ca_system_score_codex":0.00003732877,"about_ca_system_score_gemma":0.000013116261,"threshold_uncertainty_score":0.67685103},"labels":[],"label_agreement":null},{"id":"W2135262457","doi":"10.1016/j.enggeo.2012.09.005","title":"Forensic numerical analysis of gas venting in Southwestern Ontario","year":2012,"lang":"en","type":"article","venue":"Engineering Geology","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Queen's University","funders":"Natural Sciences and Engineering Research Council of Canada; Canada Foundation for Innovation; Government of Ontario","keywords":"Geology; Mining engineering; Engineering; Petroleum engineering; Geotechnical engineering","score_opus":0.0062549346495748386,"score_gpt":0.19543989362683029,"score_spread":0.18918495897725546,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2135262457","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9731399,0.00035549997,0.025718665,0.00001306172,0.00026179198,0.00003081043,0.0000010307858,0.0001041395,0.00037511875],"genre_scores_gemma":[0.99887854,0.0000047964963,0.0009131255,0.0000057021375,0.00006283303,0.0000074467903,0.00001590428,0.000020222835,0.00009140149],"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","domain_scores_codex":[0.9990183,0.000014139428,0.00030732597,0.00011581152,0.000098736964,0.00044565645],"domain_scores_gemma":[0.99958307,0.00007248809,0.000030989635,0.00021641691,0.000012439581,0.000084582425],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00017692256,0.00014459866,0.00043943172,0.0006374046,0.000011461417,0.0000045111697,0.00011589061,0.00011107622,0.00020082583],"category_scores_gemma":[0.000031549418,0.00014646906,0.00018010876,0.0007114101,0.000016377891,0.00006933471,0.00003520108,0.0002482424,0.000017379747],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000013508394,0.000013558324,0.28391725,0.000019549127,0.0004313097,0.000003943217,0.00078125874,0.7143981,0.00016072758,0.000013175052,0.0000070077526,0.00025276275],"study_design_scores_gemma":[0.00015161581,0.0000104111905,0.5235217,0.000013627766,0.0003125332,0.0000063320053,0.000027768956,0.4740601,0.0007003173,0.0000044904255,0.0010104241,0.0001806922],"about_ca_topic_score_codex":0.004167538,"about_ca_topic_score_gemma":0.0047525233,"teacher_disagreement_score":0.24033803,"about_ca_system_score_codex":0.00009649763,"about_ca_system_score_gemma":0.000008009738,"threshold_uncertainty_score":0.6300099},"labels":[],"label_agreement":null},{"id":"W2138273374","doi":"10.1002/ente.201402039","title":"Water Loss Versus Soaking Time: Spontaneous Imbibition in Tight Rocks","year":2014,"lang":"en","type":"article","venue":"Energy Technology","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":93,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Imbibition; Petrophysics; Petroleum engineering; Geology; Oil shale; Hydraulic fracturing; Porosity; Tight gas; Geotechnical engineering; Tight oil; Petrology","score_opus":0.0023037369627755488,"score_gpt":0.17296953589064865,"score_spread":0.1706657989278731,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2138273374","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9451029,0.00022822099,0.029449057,0.0008852904,0.0004395543,0.00003422138,0.0000010604338,0.0014895038,0.022370227],"genre_scores_gemma":[0.9988287,0.000034984154,0.00013288415,0.000023274566,0.00008221245,0.0000140897855,0.000018594397,0.000028634002,0.0008365915],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9991874,0.000019678708,0.0001713743,0.00018798096,0.00008517725,0.00034838635],"domain_scores_gemma":[0.99962366,0.000029195631,0.000013865818,0.0002882654,0.000013017326,0.00003200713],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0000806989,0.0001374941,0.00019978335,0.000498532,0.000044580567,0.00001183476,0.0001876737,0.00030497683,0.00019624522],"category_scores_gemma":[0.000021214357,0.00011227718,0.000049038837,0.00024480242,0.000043118005,0.000039892766,0.00005216213,0.00021953927,0.00017067295],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00003207168,0.000030621974,0.00009056808,0.000019515379,0.00009078236,0.00056932087,0.00007467281,0.9628683,0.012446965,0.00060179003,0.00049582287,0.022679565],"study_design_scores_gemma":[0.001402778,0.00013471302,0.00005080136,0.000059431994,0.00004302662,0.00029259242,0.000032233605,0.36818823,0.35424867,0.0033575073,0.27158055,0.0006094289],"about_ca_topic_score_codex":0.00009545526,"about_ca_topic_score_gemma":0.00039177464,"teacher_disagreement_score":0.5946801,"about_ca_system_score_codex":0.00008251164,"about_ca_system_score_gemma":0.0000032505782,"threshold_uncertainty_score":0.45785305},"labels":[],"label_agreement":null},{"id":"W2138668769","doi":"10.2118/77679-ms","title":"Coiled-Tubing Fracturing Increases Deliverability, Recoverable Reserves, and NPV of Infill Development Wells in a Mature Shallow Gas Field","year":2002,"lang":"en","type":"article","venue":"SPE Annual Technical Conference and Exhibition","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":8,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Infill; Coiled tubing; Hydraulic fracturing; Petroleum engineering; Natural gas field; Well stimulation; Geology; Natural gas; Reservoir engineering; Engineering; Civil engineering; Petroleum; Waste management","score_opus":0.013967254920189484,"score_gpt":0.2169850089912239,"score_spread":0.2030177540710344,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2138668769","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9952867,0.00078929996,0.00053088326,0.00035964328,0.000017166542,0.00010975001,0.000011329417,0.000088568835,0.0028066628],"genre_scores_gemma":[0.99702764,0.002073075,0.0007296498,0.000054289012,0.000025051342,0.000010873829,0.000015221985,0.000010521388,0.00005367431],"study_design_codex":"design_other","study_design_gemma":"observational","domain_scores_codex":[0.99899423,0.000036075442,0.00034448106,0.00023880205,0.00016208283,0.00022431675],"domain_scores_gemma":[0.9995127,0.00013379377,0.000040685212,0.00016549336,0.000057618483,0.00008975701],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002273264,0.0001569687,0.00028355725,0.0001464981,0.000059512367,0.000043617707,0.000093867355,0.00020705767,0.0002527073],"category_scores_gemma":[0.0001209971,0.00014285852,0.000041076317,0.00016043152,0.000049836028,0.0002802593,0.00008558264,0.00034633162,0.0000049830887],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.001040763,0.0028417357,0.319054,0.01090538,0.0009848988,0.0006646631,0.019869216,0.11196535,0.08793023,0.0013538526,0.03476709,0.4086228],"study_design_scores_gemma":[0.0059754755,0.0016741351,0.4682988,0.00972079,0.00032325252,0.00024487617,0.0041884533,0.15322833,0.30344182,0.013185587,0.035329793,0.004388701],"about_ca_topic_score_codex":0.0005762018,"about_ca_topic_score_gemma":0.0008989491,"teacher_disagreement_score":0.4042341,"about_ca_system_score_codex":0.000039696213,"about_ca_system_score_gemma":0.000011258782,"threshold_uncertainty_score":0.5825602},"labels":[],"label_agreement":null},{"id":"W2138982525","doi":"","title":"Multicomponent seismic reservoir characterization of a steam-assisted gravity drainage (SAGD) heavy oil project, Athabasca oil sands, Alberta","year":2013,"lang":"en","type":"article","venue":"Digital Collections of Colorado (Colorado State University)","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Oil sands; Steam-assisted gravity drainage; Petroleum engineering; Geology; Unconventional oil; Steam injection; Reservoir modeling; Asphalt; Petroleum reservoir; Geochemistry; Environmental science; Oil shale; Archaeology; Paleontology","score_opus":0.007860629206232067,"score_gpt":0.1818057107337605,"score_spread":0.17394508152752844,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2138982525","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9682767,0.00002936249,0.0015474968,0.00017710103,0.00016588664,0.0003025358,0.0003451094,0.00023483681,0.028921012],"genre_scores_gemma":[0.9592377,0.00018056956,0.00011602881,0.000008611188,0.000019566249,0.000016658816,0.00022898529,0.00004969176,0.040142212],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9981308,0.00010896556,0.0005533778,0.0003940699,0.0003519435,0.0004608482],"domain_scores_gemma":[0.9984539,0.00018090752,0.00026963602,0.000501285,0.00040347982,0.00019077114],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00009854054,0.00036233178,0.00064679154,0.0014592839,0.0003503976,0.00015638575,0.00045497747,0.00017773325,0.00006733611],"category_scores_gemma":[0.00007334448,0.0003893281,0.00032059354,0.0032837614,0.00021925177,0.0011207678,0.00016572361,0.00029223686,0.000024851364],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.004462782,0.0098825125,0.006772086,0.0075191455,0.009078129,0.00036453264,0.015019653,0.7574332,0.123763755,0.00041520837,0.01659459,0.04869442],"study_design_scores_gemma":[0.012623852,0.0024725867,0.03870696,0.001359109,0.0012325378,0.00008632735,0.007981755,0.6400666,0.046139754,0.00035478524,0.244714,0.0042616706],"about_ca_topic_score_codex":0.0039792266,"about_ca_topic_score_gemma":0.0014064698,"teacher_disagreement_score":0.22811942,"about_ca_system_score_codex":0.00040917133,"about_ca_system_score_gemma":0.00017018497,"threshold_uncertainty_score":0.9998559},"labels":[],"label_agreement":null},{"id":"W2139311429","doi":"10.2118/166266-ms","title":"The Role of Autonomous Flow Control in SAGD Well Design","year":2013,"lang":"en","type":"article","venue":"SPE Annual Technical Conference and Exhibition","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":22,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Steam-assisted gravity drainage; Inflow; Steam injection; Petroleum engineering; Oil field; Asphalt; Process (computing); Control (management); Flow (mathematics); Field (mathematics); Environmental science; Engineering; Process engineering; Oil sands; Computer science; Geology","score_opus":0.006530109185258448,"score_gpt":0.20027010719430755,"score_spread":0.1937399980090491,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2139311429","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.5087311,0.00477284,0.4221234,0.0041782917,0.00021554604,0.0019613404,0.000065054235,0.000998162,0.05695422],"genre_scores_gemma":[0.99912834,0.00032960967,0.0003933392,0.000027511975,0.000025275425,0.000035336234,0.0000039066763,0.000007713382,0.000048951333],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99934864,0.000037246737,0.00021924794,0.00011310381,0.00009689591,0.00018486589],"domain_scores_gemma":[0.9996243,0.000102165955,0.000023908564,0.00014396179,0.000053388016,0.000052280397],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00018471091,0.0000945806,0.00016287397,0.00005438132,0.000046074958,0.000037786143,0.000101691236,0.00010285708,0.00008714234],"category_scores_gemma":[0.000027960214,0.00006540235,0.00004224505,0.00010057432,0.00008111251,0.00013000272,0.00001793683,0.00017758821,0.000041145377],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0001671052,0.0002894621,0.0025288714,0.00019243394,0.00022075619,0.000022224074,0.001369133,0.38689005,0.16635606,0.00392493,0.013434326,0.42460465],"study_design_scores_gemma":[0.00074530503,0.00020292253,0.009063217,0.00012127486,0.00004057204,0.0000087875105,0.0008616764,0.9299363,0.025040017,0.026872123,0.0067606806,0.0003471406],"about_ca_topic_score_codex":0.00020989352,"about_ca_topic_score_gemma":0.00009259228,"teacher_disagreement_score":0.54304624,"about_ca_system_score_codex":0.000021248821,"about_ca_system_score_gemma":0.000015088693,"threshold_uncertainty_score":0.26670304},"labels":[],"label_agreement":null},{"id":"W2140766602","doi":"10.1190/tle31111330.1","title":"Quality assessment of microseismic event locations and traveltime picks using a multiplet analysis","year":2012,"lang":"en","type":"article","venue":"The Leading Edge","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":16,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Microseism; Hydraulic fracturing; Geology; Seismology; Multiplet; Petroleum engineering; Geotechnical engineering; Physics","score_opus":0.03526422319076334,"score_gpt":0.3290292112976982,"score_spread":0.29376498810693485,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2140766602","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.80651987,0.0005259383,0.19201374,0.00008548118,0.00007136834,0.00006336842,0.000008551884,0.00004625409,0.0006654216],"genre_scores_gemma":[0.99802065,0.000031533822,0.0015656045,0.000024629751,0.000079039164,0.0000047009685,0.000008337876,0.00001369918,0.00025180285],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9992305,0.00006547495,0.00026196352,0.00009578233,0.00012286905,0.00022338399],"domain_scores_gemma":[0.9994049,0.00014601619,0.0000605798,0.00029869447,0.000022538152,0.00006725055],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00060677796,0.00010924617,0.0002748226,0.00015340607,0.000102408376,0.000018733726,0.000120468976,0.000049998034,0.000021599568],"category_scores_gemma":[0.000019539002,0.0000800652,0.00014290445,0.00037845958,0.00005955024,0.000072440016,0.000029388451,0.0001460068,0.0000061290925],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000017360228,0.000058115675,0.038268764,0.000094231735,0.0013026159,2.6690816e-7,0.002821493,0.9271991,0.028514842,0.00007319959,0.00012060946,0.0015450005],"study_design_scores_gemma":[0.00016717387,0.000005305226,0.18577683,0.000023444212,0.0008545028,0.000003065828,0.00026361077,0.80571234,0.0059748846,0.00003585171,0.0010023597,0.00018065902],"about_ca_topic_score_codex":0.00035774568,"about_ca_topic_score_gemma":0.0000305867,"teacher_disagreement_score":0.19150078,"about_ca_system_score_codex":0.00008071548,"about_ca_system_score_gemma":0.000010020726,"threshold_uncertainty_score":0.3264964},"labels":[],"label_agreement":null},{"id":"W2141401377","doi":"10.2118/79010-ms","title":"Dynamic Fracture Modelling Approach for Cold Lake Cyclic Steam Stimulation","year":2002,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":9,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Imperial Oil (Canada)","funders":"","keywords":"Hydraulic fracturing; Permeability (electromagnetism); Petroleum engineering; Well stimulation; Weighting; Complex fracture; Asphalt; Fracture (geology); Geology; Geotechnical engineering; Computer simulation; Mechanics; Materials science; Reservoir engineering; Composite material; Petroleum","score_opus":0.014258555726696995,"score_gpt":0.21053170993860906,"score_spread":0.19627315421191208,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2141401377","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"methods","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.016335646,0.0004004061,0.97340775,0.000067855544,0.000052683183,0.00019641797,0.0000074446066,0.00040328648,0.009128529],"genre_scores_gemma":[0.97534907,0.00007775711,0.02035283,0.000061563376,0.00006378943,0.000033571934,0.00006126659,0.000038833794,0.003961326],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99926245,0.000008401738,0.00018199482,0.00017749312,0.00013469135,0.00023494921],"domain_scores_gemma":[0.99961853,0.00004851748,0.00002020632,0.00021864937,0.000024768296,0.0000693519],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00007083813,0.00014692795,0.00017816892,0.00009838063,0.00008303435,0.000037432972,0.00010792386,0.00013598768,0.00020432436],"category_scores_gemma":[0.0000058358287,0.00012378868,0.00012177744,0.00013607576,0.0000093865765,0.00010718631,0.000007937295,0.0001493918,0.00002595038],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000012810925,0.000026200387,0.000016501892,0.00006280124,0.000062767824,3.6949555e-7,0.00009065281,0.9977353,0.00012552107,0.0000066620696,0.0013702996,0.00050161465],"study_design_scores_gemma":[0.00024382163,0.000009773996,0.000021085143,0.000006192864,0.000042468826,7.333619e-7,0.00002435441,0.9818875,0.0003668654,0.000032748092,0.017197017,0.00016741556],"about_ca_topic_score_codex":0.000011666794,"about_ca_topic_score_gemma":0.000024434796,"teacher_disagreement_score":0.9590134,"about_ca_system_score_codex":0.000038684397,"about_ca_system_score_gemma":0.0000016878924,"threshold_uncertainty_score":0.50479555},"labels":[],"label_agreement":null},{"id":"W2141882942","doi":"10.1016/j.ijrmms.2010.03.008","title":"Analysis of the classical pseudo-3D model for hydraulic fracture with equilibrium height growth across stress barriers","year":2010,"lang":"en","type":"article","venue":"International Journal of Rock Mechanics and Mining Sciences","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":140,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of British Columbia","funders":"Natural Sciences and Engineering Research Council of Canada; National Science Foundation","keywords":"Fracture (geology); Mechanics; Dimensionless quantity; Plane stress; Jump; Mathematics; Stress (linguistics); Plane (geometry); Scaling; Mathematical analysis; Geometry; Geology; Physics; Geotechnical engineering; Structural engineering; Engineering; Finite element method","score_opus":0.008265603796642366,"score_gpt":0.2515536744463045,"score_spread":0.24328807064966212,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2141882942","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.81755894,0.00007404919,0.18068606,0.0011328337,0.00041434425,0.000033096905,0.00003497783,0.000007958095,0.00005773986],"genre_scores_gemma":[0.9972718,0.000029628762,0.0024178927,0.00011399519,0.00010275256,0.0000017367639,0.0000014439971,0.0000078392795,0.000052912164],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.998843,0.000011719195,0.00029281562,0.00013028563,0.0005543166,0.00016782731],"domain_scores_gemma":[0.9991749,0.00011910277,0.00021992989,0.00009297962,0.00029080742,0.00010228594],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003980776,0.00011027147,0.00023740348,0.00020535161,0.00012722547,0.00009864783,0.00063406286,0.00007226618,0.000010535199],"category_scores_gemma":[0.00013148118,0.00006176038,0.00018388008,0.0003316032,0.000043629512,0.00020324024,0.00005860151,0.00022487668,6.198904e-8],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000016492113,0.000010842449,0.0010148436,0.000007842095,0.0006534352,0.0000018685099,0.0008894827,0.9959921,0.0009388644,0.00015089943,0.00009120448,0.00023209381],"study_design_scores_gemma":[0.0002019286,0.000050272225,0.00020493791,0.000040249746,0.00024661265,0.000018032084,0.00039626466,0.9961515,0.0019653307,0.00032241942,0.00031897737,0.000083488325],"about_ca_topic_score_codex":0.000010345593,"about_ca_topic_score_gemma":0.0000972439,"teacher_disagreement_score":0.17971285,"about_ca_system_score_codex":0.000015332887,"about_ca_system_score_gemma":0.00007712994,"threshold_uncertainty_score":0.25185153},"labels":[],"label_agreement":null},{"id":"W2143777384","doi":"10.2118/84119-ms","title":"Field Application of Unconventional Foam Technology: Extension of Liquid CO2 Technology","year":2003,"lang":"en","type":"article","venue":"SPE Annual Technical Conference and Exhibition","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":34,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Viscosity; Fracturing fluid; Volume (thermodynamics); Petroleum engineering; Liquid phase; Liquid water; Materials science; Chemical engineering; Chemistry; Thermodynamics; Geology; Composite material; Physics; Engineering","score_opus":0.00848443067885792,"score_gpt":0.23956105882158218,"score_spread":0.23107662814272426,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2143777384","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7953194,0.0006703331,0.1976152,0.0013329921,0.000054406162,0.00022102572,0.000023402148,0.000373218,0.0043900656],"genre_scores_gemma":[0.99817544,0.00027469193,0.0014583276,0.000014797015,0.000011256435,0.000020320618,0.000014629999,0.000008266864,0.000022246528],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99924445,0.000013311804,0.0002991676,0.0001809103,0.00012401595,0.00013815376],"domain_scores_gemma":[0.99946,0.000029441946,0.00006660791,0.00023525793,0.00017370308,0.000035015353],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00013528546,0.00010586316,0.00023340013,0.00029935018,0.00003419837,0.000004026656,0.000095366086,0.00032023946,0.000049037186],"category_scores_gemma":[0.00010610368,0.000097555334,0.000056964436,0.00043809472,0.00019436413,0.00007627231,0.000030978576,0.00020695143,0.0000057214156],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00015073571,0.00033574778,0.002175269,0.0005290443,0.00013684008,0.000009338548,0.00010250319,0.0036386084,0.80404335,0.15408342,0.0016596168,0.033135537],"study_design_scores_gemma":[0.00044772215,0.0008083486,0.00060105085,0.00022409025,0.00007173003,0.000037260907,0.00045416862,0.003313079,0.93325907,0.056082774,0.0044186027,0.00028208207],"about_ca_topic_score_codex":0.000013965397,"about_ca_topic_score_gemma":0.000017643664,"teacher_disagreement_score":0.20285611,"about_ca_system_score_codex":0.000013684575,"about_ca_system_score_gemma":0.00001801994,"threshold_uncertainty_score":0.3978191},"labels":[],"label_agreement":null},{"id":"W2144356240","doi":"10.2118/04-12-02","title":"Visualization of Sand Structures Surrounding A Horizontal Well Slot During Cold Production","year":2004,"lang":"en","type":"article","venue":"Journal of Canadian Petroleum Technology","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":8,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Encana (Canada); Saskatchewan Research Council (Canada)","funders":"","keywords":"Porosity; Thin section; Geology; Oil sands; Oil production; Permeability (electromagnetism); Thermal; Grain size; Materials science; Geotechnical engineering; Mineralogy; Composite material; Petroleum engineering","score_opus":0.00425971304215324,"score_gpt":0.19869232484846372,"score_spread":0.19443261180631047,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2144356240","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9957017,0.0007089007,0.001550067,0.000671656,0.0004803779,0.000038675298,0.0000028995437,0.000058442623,0.0007872934],"genre_scores_gemma":[0.99920535,0.00021638197,0.00031636306,0.00000547607,0.00018095555,0.0000013088284,0.0000014168635,0.000025120045,0.000047617912],"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9990047,0.00001273846,0.00041706435,0.00010260763,0.00019019138,0.00027266526],"domain_scores_gemma":[0.9994075,0.0000067390156,0.00017453,0.00015890058,0.00010865874,0.000143721],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00014250273,0.00012683608,0.0003006795,0.003392452,0.00008012251,0.000018769177,0.00019508344,0.0001946409,0.000023316565],"category_scores_gemma":[0.00007845789,0.00012050885,0.000094303046,0.00088560715,0.00006227717,0.0001472631,0.000009932277,0.00031376578,0.0000022304828],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000019279945,0.000018357143,0.0029851752,0.000126225,0.00027813466,0.00012522833,0.00014620792,0.82066905,0.17419963,0.0009057807,0.00022702143,0.00029993782],"study_design_scores_gemma":[0.0012491007,0.00028630887,0.0051143714,0.00022983502,0.0001554053,0.0009612661,0.00041847318,0.001094004,0.97898424,0.0011298229,0.010048427,0.00032872113],"about_ca_topic_score_codex":0.0036642354,"about_ca_topic_score_gemma":0.023218827,"teacher_disagreement_score":0.819575,"about_ca_system_score_codex":0.00049336744,"about_ca_system_score_gemma":0.00015206599,"threshold_uncertainty_score":0.9946049},"labels":[],"label_agreement":null},{"id":"W2144487948","doi":"10.1139/t02-050","title":"Quantification of sand production induced improvement in productivity index","year":2002,"lang":"en","type":"article","venue":"Canadian Geotechnical Journal","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Centrifuge; Geotechnical engineering; Flow (mathematics); Geology; Productivity; Environmental science; Petroleum engineering; Mechanics","score_opus":0.01670284746130907,"score_gpt":0.21354413583128562,"score_spread":0.19684128836997655,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2144487948","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9935846,0.00026733655,0.0032628144,0.0019299322,0.00034244257,0.0001543655,0.0000024098263,0.00004332042,0.0004128072],"genre_scores_gemma":[0.99961716,0.000088271074,0.000037688413,0.000012780898,0.00015749574,0.00000628548,0.0000012831448,0.000013036231,0.00006599706],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99907243,0.000027160882,0.00032630365,0.00014365367,0.000169587,0.00026084358],"domain_scores_gemma":[0.9994254,0.000009054147,0.0000554267,0.00023246107,0.000055927707,0.00022169632],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00038667445,0.000094040595,0.00016362741,0.0004434878,0.00005912088,0.000024055096,0.00014264326,0.000121814686,0.0000963818],"category_scores_gemma":[0.00014981999,0.000088222194,0.00005815667,0.0004148967,0.000029785077,0.00012287368,0.000007001712,0.000543985,0.000008049535],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000003692886,0.000052380063,0.001023854,0.000042006028,0.000043566037,0.000019467541,0.00012429638,0.88939494,0.046519592,0.000003702208,0.001540503,0.06123199],"study_design_scores_gemma":[0.0009103036,0.00021383665,0.079496436,0.00028836416,0.000078077646,0.00026939932,0.00014247616,0.7128657,0.19141433,0.0005871058,0.012910254,0.0008237347],"about_ca_topic_score_codex":0.005616625,"about_ca_topic_score_gemma":0.007819418,"teacher_disagreement_score":0.17652926,"about_ca_system_score_codex":0.00031541288,"about_ca_system_score_gemma":0.000049319253,"threshold_uncertainty_score":0.8490694},"labels":[],"label_agreement":null},{"id":"W2146079479","doi":"10.2118/139056-ms","title":"A Systematic Approach to Modeling Condensate Liquid Dropout in Britannia Reservoir","year":2010,"lang":"en","type":"article","venue":"SPE Latin American and Caribbean Petroleum Engineering Conference","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"ConocoPhillips (Canada)","funders":"ConocoPhillips","keywords":"Wellhead; Separator (oil production); Permeability (electromagnetism); Petroleum engineering; Dew point; Reservoir simulation; Relative permeability; Saturation (graph theory); Natural gas field; Environmental science; Mechanics; Geology; Geotechnical engineering; Engineering; Porosity; Natural gas; Mathematics; Chemistry; Thermodynamics","score_opus":0.0074429678652639785,"score_gpt":0.20319379745037258,"score_spread":0.19575082958510862,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2146079479","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.91028684,0.00012202203,0.08449083,0.00013258895,0.00016217004,0.00021109993,0.000012370191,0.00038515418,0.004196912],"genre_scores_gemma":[0.99395984,0.000041888885,0.0055814385,0.00003410306,0.00008435105,0.00007130768,0.000009862007,0.0000683948,0.00014880778],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9981716,0.000034999437,0.0005059331,0.00042317648,0.000289458,0.0005748102],"domain_scores_gemma":[0.9989804,0.00007502353,0.000051249528,0.0005090366,0.000057468686,0.00032682304],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00032596636,0.00036775216,0.00072469393,0.00040833102,0.000052950283,0.00014310713,0.00034321065,0.00010407148,0.000013857259],"category_scores_gemma":[0.00014789328,0.00035616593,0.00009397599,0.00048191816,0.00006887997,0.00009918106,0.00008646872,0.0007626716,0.000018264293],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000008826683,0.000019433384,0.0002366871,0.0014542403,0.000072591865,0.000012586986,0.0007903035,0.989563,0.007513026,0.0002260068,0.000014806575,0.00008848789],"study_design_scores_gemma":[0.00020252696,0.000054223336,0.0004631476,0.00049066555,0.0000370401,0.000013196071,0.00061911135,0.99730337,0.00028486206,0.000012187905,0.000071701594,0.00044798173],"about_ca_topic_score_codex":0.0005771063,"about_ca_topic_score_gemma":0.00028071017,"teacher_disagreement_score":0.083672985,"about_ca_system_score_codex":0.00006395213,"about_ca_system_score_gemma":0.00003214677,"threshold_uncertainty_score":0.999889},"labels":[],"label_agreement":null},{"id":"W2146736762","doi":"10.1016/j.engfracmech.2015.05.043","title":"An enhanced pseudo-3D model for hydraulic fracturing accounting for viscous height growth, non-local elasticity, and lateral toughness","year":2015,"lang":"en","type":"article","venue":"Engineering Fracture Mechanics","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":113,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Hydraulic fracturing; Fracture toughness; Elasticity (physics); Toughness; Materials science; Geology; Mechanics; Geotechnical engineering; Structural engineering; Composite material; Engineering; Physics","score_opus":0.007080581828170724,"score_gpt":0.21683931546841356,"score_spread":0.20975873364024283,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2146736762","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.08303474,0.00024372552,0.9147646,0.000114824674,0.00065558136,0.000487195,0.000032527372,0.00062579464,0.000041038238],"genre_scores_gemma":[0.9618987,0.000035109064,0.03659997,0.00019328581,0.0007228714,0.00020388265,0.00008131469,0.00022259579,0.000042268675],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9977515,0.000012739703,0.00048285205,0.00056660076,0.00033627535,0.00085007265],"domain_scores_gemma":[0.9986645,0.00018751579,0.000087152606,0.00043360217,0.00019390708,0.0004333366],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00041809425,0.00060153654,0.00064217305,0.00026364898,0.00017050152,0.0002012466,0.00039374758,0.0004512316,0.0000049142086],"category_scores_gemma":[0.00016145223,0.0005744444,0.00018435853,0.00019977789,0.000017293185,0.0005869055,0.00006673336,0.0005151852,0.000003930104],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000037477388,0.00003249313,0.0000035260132,0.00040398006,0.00014429838,0.000004649675,0.00094059744,0.9923461,0.004523669,0.000060532842,0.0002256828,0.0012770004],"study_design_scores_gemma":[0.0009651368,0.00010265858,0.000015552732,0.00009619195,0.00015072201,0.000013240349,0.000063797364,0.9614135,0.03405321,0.00085296406,0.0015722167,0.0007008354],"about_ca_topic_score_codex":0.000032282536,"about_ca_topic_score_gemma":0.00001846522,"teacher_disagreement_score":0.878864,"about_ca_system_score_codex":0.00018362093,"about_ca_system_score_gemma":0.0000475523,"threshold_uncertainty_score":0.9996707},"labels":[],"label_agreement":null},{"id":"W2146838385","doi":"10.2118/136863-pa","title":"When Unconventional Becomes Conventional","year":2011,"lang":"en","type":"article","venue":"Journal of Canadian Petroleum Technology","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":9,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Unconventional oil; Natural gas; French horn; Shale gas; Oil shale; Geology; Submarine pipeline; Structural basin; Fossil fuel; Sedimentary rock; Tight gas; Sedimentary basin; Natural gas field; Petroleum engineering; Hydrology (agriculture); Hydraulic fracturing; Geochemistry; Paleontology; Oceanography; Engineering","score_opus":0.01140541101086461,"score_gpt":0.18743564504741902,"score_spread":0.1760302340365544,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2146838385","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8250793,0.007245041,0.02023324,0.01778711,0.0039889263,0.00013524634,0.00007125677,0.00049379084,0.12496607],"genre_scores_gemma":[0.99684125,0.00010714071,0.0021569869,0.00006285852,0.00010888269,0.0000021707754,0.0000025916897,0.000017837468,0.0007002531],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99908185,0.000012985445,0.00037440727,0.00007655586,0.00016747568,0.00028672852],"domain_scores_gemma":[0.9993795,0.000012593332,0.00009738986,0.00014961837,0.00011159173,0.00024930452],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001765054,0.00011244294,0.00024343321,0.0033355458,0.000051866376,0.000012108126,0.0003466096,0.00018532683,0.0017919285],"category_scores_gemma":[0.000033215943,0.00010357226,0.00018670227,0.00037517803,0.000085860185,0.000109022454,0.000012292788,0.0003985126,0.00006200265],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00014504214,0.0004546808,0.18100138,0.000386727,0.009905689,0.005866589,0.0015376222,0.12877332,0.0024920371,0.045974612,0.58813214,0.035330154],"study_design_scores_gemma":[0.0011879678,0.00024063587,0.014945584,0.000093955336,0.00018706874,0.0013715017,0.00037177687,0.003957599,0.0038888282,0.026545025,0.946777,0.0004330522],"about_ca_topic_score_codex":0.0031160493,"about_ca_topic_score_gemma":0.031269573,"teacher_disagreement_score":0.35864484,"about_ca_system_score_codex":0.00017369074,"about_ca_system_score_gemma":0.0001846426,"threshold_uncertainty_score":0.9991206},"labels":[],"label_agreement":null},{"id":"W2147801723","doi":"10.2118/149005-ms","title":"Production Analysis of Western Canadian Unconventional Light Oil Plays","year":2011,"lang":"en","type":"article","venue":"Canadian Unconventional Resources Conference","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":122,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Calgary","funders":"Texas A and M University","keywords":"Tight oil; Petroleum engineering; Unconventional oil; Oil in place; Source rock; Light crude oil; Oil shale; Petrophysics; Geology; Permeability (electromagnetism); Shale oil; Fossil fuel; Petrology; Environmental science; Petroleum; Chemistry; Structural basin; Paleontology; Porosity; Geotechnical engineering","score_opus":0.022116668797122024,"score_gpt":0.1988589069624692,"score_spread":0.17674223816534718,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2147801723","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8923244,0.00047550592,0.0005125567,0.0006585221,0.0006150683,0.0001057529,0.00032787755,0.00011387371,0.10486643],"genre_scores_gemma":[0.9937027,0.00004794073,0.00010598876,0.000076388525,0.000106097876,0.000023143595,0.0002391878,0.000026922236,0.0056716143],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99817437,0.000055604327,0.00047912134,0.00037615193,0.00037280444,0.0005419352],"domain_scores_gemma":[0.99826896,0.000026226018,0.000096722746,0.000409357,0.0002747664,0.000923975],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002647966,0.00025073002,0.00040892072,0.0019470694,0.00017507216,0.00004982371,0.00041673725,0.00018081904,0.004348914],"category_scores_gemma":[0.00006244019,0.00026270322,0.00034526282,0.0011847565,0.00012508962,0.00016182086,0.000017772205,0.00024248046,0.00011653933],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00011109952,0.00029585886,0.50794417,0.0010718888,0.026279232,0.0006129393,0.015397767,0.4032335,0.0016575089,0.010227237,0.014616425,0.018552387],"study_design_scores_gemma":[0.00084911234,0.000115585426,0.5718835,0.0004952342,0.0038194405,0.00005634602,0.0013072203,0.05854043,0.0048185643,0.0013849745,0.35469028,0.002039287],"about_ca_topic_score_codex":0.6026936,"about_ca_topic_score_gemma":0.9695339,"teacher_disagreement_score":0.36684033,"about_ca_system_score_codex":0.00040180644,"about_ca_system_score_gemma":0.00065798394,"threshold_uncertainty_score":0.99998254},"labels":[],"label_agreement":null},{"id":"W2148067011","doi":"10.2118/90630-ms","title":"Numerical Simulation of Thick, Tight Fluvial Sands","year":2004,"lang":"en","type":"article","venue":"SPE Annual Technical Conference and Exhibition","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":11,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Encana (Canada)","funders":"","keywords":"Fluvial; Geology; Geomorphology; Mining engineering; Geotechnical engineering","score_opus":0.012416604374863647,"score_gpt":0.24969161899651213,"score_spread":0.2372750146216485,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2148067011","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.54807514,0.00019696778,0.43969965,0.0005641244,0.00009380632,0.00015227326,0.00002848279,0.00045395474,0.010735627],"genre_scores_gemma":[0.9991681,0.00010433894,0.00056917476,0.000028031474,0.000077702556,0.0000039820507,0.000025361864,0.000009431914,0.000013856947],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99933213,0.000010996846,0.00021230284,0.00014036744,0.00015973988,0.00014448007],"domain_scores_gemma":[0.999682,0.000031377516,0.000026277798,0.0001238267,0.00006566883,0.0000708388],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00008839705,0.00010536467,0.00018149534,0.0000739522,0.000045908324,0.000017834564,0.00006486665,0.00014548375,0.00007548356],"category_scores_gemma":[0.00002915102,0.0000896778,0.000062147796,0.00015217105,0.00006977376,0.00015612747,0.00001866668,0.00018766744,0.000016624555],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000029220497,0.000059744307,0.00008966369,0.0000801608,0.000027685985,0.000006893084,0.00029199998,0.98097295,0.01008391,0.0013048023,0.00024181989,0.0068111503],"study_design_scores_gemma":[0.004235969,0.0013839325,0.021858325,0.0009636278,0.00032281975,0.00005932479,0.0006838595,0.6696859,0.18754548,0.10337073,0.007999372,0.0018906238],"about_ca_topic_score_codex":0.000047057347,"about_ca_topic_score_gemma":0.00001479125,"teacher_disagreement_score":0.451093,"about_ca_system_score_codex":0.000024796365,"about_ca_system_score_gemma":0.000016406386,"threshold_uncertainty_score":0.36569545},"labels":[],"label_agreement":null},{"id":"W2148090405","doi":"10.1080/10916460802455970","title":"Effects of Memory on the Complex Rock-Fluid Properties of a Reservoir Stress-Strain Model","year":2009,"lang":"en","type":"article","venue":"Petroleum Science and Technology","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":15,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Dalhousie University","funders":"Natural Sciences and Engineering Research Council of Canada; Atlantic Canada Opportunities Agency","keywords":"Stress (linguistics); Rheology; Shear stress; Herschel–Bulkley fluid; Mechanics; Strain rate; Materials science; Geology; Physics; Composite material","score_opus":0.011449446569916083,"score_gpt":0.20960551045574996,"score_spread":0.19815606388583387,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2148090405","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99504125,0.00048535623,0.000763941,0.0019090628,0.00001630847,0.00007236956,0.0000060907614,0.000107263404,0.0015983448],"genre_scores_gemma":[0.99973994,0.000069066955,0.00008542613,0.000035863024,0.0000068212944,0.0000081358685,3.7926807e-7,0.0000049062814,0.00004946442],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99913716,0.000011070443,0.00016531344,0.00016710504,0.00028366502,0.00023569893],"domain_scores_gemma":[0.99950784,0.000032740958,0.000038399132,0.00031263588,0.00007498519,0.000033378477],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00025236784,0.000102958125,0.00020830244,0.00039850664,0.00010730178,0.000011781575,0.00048126388,0.00007402423,0.0000026936143],"category_scores_gemma":[0.00017260233,0.00006200603,0.000031843472,0.00062824896,0.00046079428,0.00006430089,0.000054211418,0.0001648543,0.0000014579208],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000055485257,0.000035603993,0.000040891227,0.00007890043,0.000014278984,0.0000016993457,0.00013623881,0.38154787,0.61571294,0.0006993621,0.000045915815,0.001680753],"study_design_scores_gemma":[0.000098190176,0.00009708618,0.0005422749,0.00005930546,0.0000105102945,0.0000017711463,0.00011696631,0.5214533,0.4769902,0.00054702954,0.000025273592,0.000058057085],"about_ca_topic_score_codex":0.000014227053,"about_ca_topic_score_gemma":0.000006929907,"teacher_disagreement_score":0.13990545,"about_ca_system_score_codex":0.000023855284,"about_ca_system_score_gemma":0.00003285355,"threshold_uncertainty_score":0.25285327},"labels":[],"label_agreement":null},{"id":"W2148092137","doi":"10.2118/158041-ms","title":"Impact of Material Balance Equation Selection on Rate-Transient Analysis of Shale Gas","year":2012,"lang":"en","type":"article","venue":"SPE Annual Technical Conference and Exhibition","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":29,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Material balance; Petroleum engineering; Oil shale; Permeability (electromagnetism); Shale gas; Balance equation; Coalbed methane; Hydraulic fracturing; Compressibility; Mechanics; Geology; Transient (computer programming); Environmental science; Computer science; Coal; Engineering; Process engineering; Chemistry; Coal mining; Physics; Waste management","score_opus":0.016181751603861285,"score_gpt":0.26640107970009796,"score_spread":0.2502193280962367,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2148092137","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9819988,0.000026169897,0.016810495,0.000022356242,0.000035211135,0.00006589738,0.00008467884,0.00006465882,0.00089175627],"genre_scores_gemma":[0.9995916,0.00012349631,0.000091985734,0.000004445748,0.000051365092,0.000005764844,0.00011489137,0.0000071082072,0.000009363499],"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","domain_scores_codex":[0.9992889,0.000036146954,0.000252309,0.00011365542,0.00013872665,0.00017022801],"domain_scores_gemma":[0.9996462,0.00003180626,0.000057955884,0.00011138675,0.000086705986,0.00006594932],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00020686237,0.00010844536,0.00027444915,0.00023801466,0.000025576626,0.000011326759,0.00004672195,0.000109770925,0.00020916515],"category_scores_gemma":[0.000023572267,0.00008824067,0.00014420765,0.00045262842,0.000042395714,0.00017787665,0.000009308559,0.00009630066,0.000003645752],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00035973065,0.00047196122,0.0312174,0.0002303416,0.001303912,0.0000013627325,0.0009858627,0.29038143,0.66717553,0.0009640112,0.00089328754,0.0060151573],"study_design_scores_gemma":[0.000441937,0.0007204623,0.66689324,0.00013867268,0.00096697937,0.0000034833827,0.00012767705,0.15419054,0.17568621,0.00039091645,0.000065861066,0.00037399706],"about_ca_topic_score_codex":0.0001774814,"about_ca_topic_score_gemma":0.0000274964,"teacher_disagreement_score":0.63567585,"about_ca_system_score_codex":0.000041526702,"about_ca_system_score_gemma":0.0000108758895,"threshold_uncertainty_score":0.359835},"labels":[],"label_agreement":null},{"id":"W2148506726","doi":"10.1306/10181110152","title":"Fracture evolution in oil-producing sills of the Rio Grande Valley, northern Neuquén Basin, Argentina","year":2012,"lang":"en","type":"article","venue":"AAPG Bulletin","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":71,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Golder Associates (Canada)","funders":"","keywords":"Sill; Geology; Structural basin; Fracture (geology); Paleontology; Geomorphology; Geochemistry","score_opus":0.004600085535931538,"score_gpt":0.183346960999297,"score_spread":0.17874687546336548,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2148506726","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9911581,0.0017364444,0.00087273197,0.002148138,0.00040876737,0.00007610406,0.0000038471894,0.0000906876,0.003505137],"genre_scores_gemma":[0.99812967,0.00009473198,0.00010720529,0.000097303,0.00023727208,0.00000823232,0.00000570636,0.000032278014,0.0012876017],"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","domain_scores_codex":[0.9988459,0.0000833862,0.00029030826,0.00016591091,0.0002364481,0.00037808935],"domain_scores_gemma":[0.99931055,0.000060565835,0.00006755798,0.00045439674,0.000035661786,0.000071251845],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004145466,0.00016794729,0.0002387282,0.0000945472,0.000073940704,0.000012558315,0.00023434451,0.00012558415,0.00032685735],"category_scores_gemma":[0.00012892325,0.00011908241,0.00017136023,0.00026754086,0.0000367618,0.00004430977,0.000048767433,0.0003509043,0.000119342934],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000016367001,0.0001560679,0.17833808,0.00021707131,0.00014923418,0.0000038089945,0.0029058915,0.8018233,0.0021633266,0.000010861359,0.01179535,0.0024205947],"study_design_scores_gemma":[0.00072853843,0.000016681232,0.68398994,0.00028002507,0.00013291782,0.0000125058,0.00022085535,0.004258107,0.00999884,0.000073309406,0.2997827,0.0005055681],"about_ca_topic_score_codex":0.0016875594,"about_ca_topic_score_gemma":0.0003806483,"teacher_disagreement_score":0.7975652,"about_ca_system_score_codex":0.000090498004,"about_ca_system_score_gemma":0.000012944004,"threshold_uncertainty_score":0.485604},"labels":[],"label_agreement":null},{"id":"W2149502437","doi":"10.1007/s11242-014-0339-y","title":"A Condensation Heating Model for Evaluating Early-Period SAGD Performance","year":2014,"lang":"en","type":"article","venue":"Transport in Porous Media","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Regina","funders":"Natural Sciences and Engineering Research Council of Canada; Petroleum Technology Research Centre","keywords":"Condensation; Steam injection; Thermal; Wellbore; Geothermal gradient; Petroleum engineering; Mechanics; Geology; Thermodynamics; Physics","score_opus":0.020343778394997108,"score_gpt":0.24631056691185496,"score_spread":0.22596678851685786,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2149502437","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9349227,0.000077510216,0.063760825,0.000033295746,0.00013104781,0.00016421691,0.000006647045,0.00016693732,0.00073680753],"genre_scores_gemma":[0.9942223,0.000024434255,0.005358797,0.000029230296,0.00009801712,0.00007415195,0.000058999158,0.000040858708,0.0000932228],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99887496,0.000013958637,0.00037230575,0.00018579583,0.00023605177,0.00031691874],"domain_scores_gemma":[0.9995992,0.000068825946,0.00003582542,0.00018691388,0.000037621692,0.00007160331],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00059311034,0.00015460416,0.0002585895,0.000111877984,0.00006357116,0.0000117132295,0.00011872519,0.000103155544,0.000020991272],"category_scores_gemma":[0.000050232906,0.0001501944,0.00007350624,0.00013244552,0.000020503188,0.00012282662,0.0000029158514,0.0001798207,0.000007230617],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000128302745,0.000010635973,0.0060639447,0.0001587015,0.000018444598,0.0000012508932,0.006113632,0.9794084,0.0009550701,0.000007270712,0.000004969599,0.0072448542],"study_design_scores_gemma":[0.0005603159,0.00003154002,0.020300342,0.00007875411,0.000037620164,0.000001717964,0.000063845466,0.97759175,0.0009918319,0.00014451132,0.000017444865,0.00018030163],"about_ca_topic_score_codex":0.00008455183,"about_ca_topic_score_gemma":0.00031216818,"teacher_disagreement_score":0.059299573,"about_ca_system_score_codex":0.00005387587,"about_ca_system_score_gemma":0.000023819714,"threshold_uncertainty_score":0.612475},"labels":[],"label_agreement":null},{"id":"W2150132837","doi":"10.2118/152019-pa","title":"A Method To Perform Multiple Diagnostic Fracture Injection Tests Simultaneously in a Single Wellbore","year":2013,"lang":"en","type":"article","venue":"SPE Production & Operations","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":9,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"ConocoPhillips (Canada)","funders":"ConocoPhillips","keywords":"Microseism; Petroleum engineering; Hydraulic fracturing; Geology; Fracture (geology); Wellbore; Permeability (electromagnetism); Geotechnical engineering; Seismology","score_opus":0.008127995490477052,"score_gpt":0.23814553043430467,"score_spread":0.23001753494382762,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2150132837","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.69540876,0.00018979942,0.29078934,0.009841505,0.0006539609,0.0013429036,0.000008809916,0.00058859325,0.0011763248],"genre_scores_gemma":[0.9430948,0.00001926003,0.055069134,0.00012697345,0.00043732222,0.00022857275,0.000038686954,0.000034149507,0.00095109467],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9989364,0.00005076378,0.00027833282,0.00032342636,0.000159504,0.0002515303],"domain_scores_gemma":[0.99930733,0.00012090947,0.000015347203,0.00030398875,0.00014320671,0.00010921535],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00014921853,0.00017632071,0.00017468042,0.0003005358,0.00017228091,0.00012698768,0.000099887264,0.00010100178,0.00048617047],"category_scores_gemma":[0.0006933879,0.00016002322,0.0000534568,0.00075650687,0.000014583815,0.0003572508,0.000020901445,0.000294832,0.00035557122],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000019512975,0.00007905743,0.0010612324,0.00001995565,0.000021246822,0.000001995373,0.0014945038,0.9732911,0.008429783,6.36073e-7,0.002208781,0.013389736],"study_design_scores_gemma":[0.00022467582,0.0000994211,0.008578639,0.000058482172,0.000036516976,0.000035548917,0.0006941318,0.9420932,0.02316671,0.000036044574,0.02458624,0.00039040679],"about_ca_topic_score_codex":0.0013701072,"about_ca_topic_score_gemma":0.003995605,"teacher_disagreement_score":0.24768604,"about_ca_system_score_codex":0.00018020008,"about_ca_system_score_gemma":0.000020856092,"threshold_uncertainty_score":0.65255576},"labels":[],"label_agreement":null},{"id":"W2151858719","doi":"10.1520/stp37753s","title":"Chapter 35: Alkali-Carbonate Rock Reaction","year":2006,"lang":"en","type":"book-chapter","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Carbonate; Alkali metal; Geology; Geochemistry; Mineralogy; Chemistry; Organic chemistry","score_opus":0.00796215451582175,"score_gpt":0.18399246086951992,"score_spread":0.17603030635369818,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2151858719","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00004332774,0.000830366,0.0024732067,0.000093352086,0.00039642048,0.00009060918,0.000011382131,0.0007439866,0.99531734],"genre_scores_gemma":[0.2060845,0.0005958401,0.00006153817,0.000052661002,0.0005189017,0.0000051010697,0.000109118475,0.00013557033,0.7924368],"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","domain_scores_codex":[0.9987189,0.0000034610941,0.00036162965,0.000322999,0.00032213953,0.00027085573],"domain_scores_gemma":[0.99931103,0.000022051834,0.00006638714,0.00046162537,0.00003808992,0.00010083805],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00006783603,0.0004302594,0.00043976126,0.000295967,0.000055453103,0.00003895581,0.00016606484,0.000491391,0.0014875641],"category_scores_gemma":[0.000002621932,0.0003812286,0.0003352805,0.000025777235,0.000016123964,0.00007797791,0.000035430898,0.0005273368,0.0010753357],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00001334892,0.000020979414,0.000004984498,0.0003150504,0.0015639398,0.00017765045,0.000057855777,0.9010315,0.00086480635,0.009918229,0.07365062,0.012381012],"study_design_scores_gemma":[0.00012414064,0.000011936444,0.000021445343,0.000095516574,0.00018061168,0.000012404597,0.0000019325573,0.043936852,0.0003445597,0.001639121,0.95305693,0.0005745594],"about_ca_topic_score_codex":0.00025704037,"about_ca_topic_score_gemma":0.00015441253,"teacher_disagreement_score":0.8794063,"about_ca_system_score_codex":0.00010563282,"about_ca_system_score_gemma":0.0000071605314,"threshold_uncertainty_score":0.999864},"labels":[],"label_agreement":null},{"id":"W2152492076","doi":"10.3997/2214-4609.20130187","title":"Application of Two-phase Pseudo-pressure in Gas-condensate Well-testing With and Without Positive Coupling and Inertia","year":2013,"lang":"en","type":"article","venue":"Proceedings","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Inertia; Dew point; Relative permeability; Mechanics; Condensation; Permeability (electromagnetism); Coupling (piping); Transient (computer programming); Thermodynamics; Materials science; Chemistry; Geology; Porosity; Geotechnical engineering; Physics; Computer science; Classical mechanics","score_opus":0.00561227981340533,"score_gpt":0.22299087206301318,"score_spread":0.21737859224960784,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2152492076","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99711746,0.00028668696,0.0013899687,0.00007294045,0.0000053711633,0.00019132167,0.0000010457994,0.0000730434,0.00086219015],"genre_scores_gemma":[0.99803823,0.000022746202,0.001819458,0.000012108334,0.000025848829,0.000036555848,0.0000017918658,0.000021931264,0.000021338972],"study_design_codex":"observational","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9993912,0.0000014944285,0.0001682066,0.0001817752,0.00009631491,0.00016103162],"domain_scores_gemma":[0.9996991,0.000024394389,0.000054578075,0.0000519212,0.00010563237,0.000064350745],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00010310443,0.0001256653,0.00019579353,0.00011199011,0.000037102847,0.000045290733,0.000054782522,0.000048497295,0.0000040504847],"category_scores_gemma":[0.000023280627,0.00010123796,0.000010748366,0.00021282498,0.000051627012,0.0002015873,0.000026436459,0.00014382621,0.0000021565652],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00004393736,0.000062648636,0.5462694,0.0010672054,0.00021469209,0.0000020690359,0.002709975,0.11969997,0.3236609,0.00006356137,0.00004159289,0.0061640358],"study_design_scores_gemma":[0.00079099234,0.00004078515,0.0139075145,0.0001526642,0.000064597545,0.000015391643,0.00018777436,0.9639778,0.020614475,0.0000940616,0.000014379759,0.00013952375],"about_ca_topic_score_codex":0.0004645634,"about_ca_topic_score_gemma":0.000016018621,"teacher_disagreement_score":0.84427786,"about_ca_system_score_codex":0.000010035919,"about_ca_system_score_gemma":0.000004111653,"threshold_uncertainty_score":0.4128364},"labels":[],"label_agreement":null},{"id":"W2153418403","doi":"10.1190/urtec2013-083","title":"Spacing Pilots Performance Study Using Public Data in the Barnett Shale","year":2013,"lang":"en","type":"article","venue":"Unconventional Resources Technology Conference, Denver, Colorado, 12-14 August 2013","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"ConocoPhillips (Canada)","funders":"ConocoPhillips","keywords":"Oil shale; Geology; Computer science","score_opus":0.0419664493114495,"score_gpt":0.24619855917062075,"score_spread":0.20423210985917126,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2153418403","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9926201,0.0005724903,0.00059933076,0.00097111915,0.0002620985,0.00083363854,0.00001900648,0.00042272866,0.003699502],"genre_scores_gemma":[0.9979573,0.00016721361,0.00031370495,0.00007373853,0.00012325081,0.00019316512,0.00009491217,0.000050766015,0.0010259767],"study_design_codex":"observational","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99683344,0.00018199379,0.0007148754,0.00071713136,0.00072918274,0.0008233867],"domain_scores_gemma":[0.99774164,0.00016808913,0.00017587414,0.0015846174,0.00019504785,0.00013473263],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0008869367,0.00044844145,0.00054478657,0.0011706611,0.00036431514,0.0003438875,0.0025805498,0.00040970623,0.0013682717],"category_scores_gemma":[0.00015761625,0.0003550284,0.000105094296,0.0012737183,0.00037653345,0.00082917494,0.00064346084,0.001101903,0.00044556634],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000065736866,0.0022039725,0.8521182,0.0005279888,0.0018140813,0.00030487357,0.0031502596,0.07361741,0.0008797355,0.0011438965,0.03672523,0.027448643],"study_design_scores_gemma":[0.0023005086,0.00039935388,0.116186395,0.00024974401,0.00024385832,0.00017191264,0.01104871,0.8129186,0.0001294227,0.0011518309,0.053997666,0.0012019918],"about_ca_topic_score_codex":0.0012027805,"about_ca_topic_score_gemma":0.0020005011,"teacher_disagreement_score":0.7393012,"about_ca_system_score_codex":0.00016190976,"about_ca_system_score_gemma":0.00010719541,"threshold_uncertainty_score":0.99989015},"labels":[],"label_agreement":null},{"id":"W2154123232","doi":"10.2118/90390-ms","title":"Modeling Conformance as Dispersion","year":2004,"lang":"en","type":"article","venue":"SPE Annual Technical Conference and Exhibition","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":8,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"ConocoPhillips (Canada)","funders":"","keywords":"Dispersion (optics); TRACER; Porous medium; Diffusion; Mechanics; Mixing (physics); Aquifer; Materials science; Environmental science; Geotechnical engineering; Soil science; Groundwater; Porosity; Geology; Thermodynamics; Physics; Optics","score_opus":0.011397145843967902,"score_gpt":0.2356131644057483,"score_spread":0.22421601856178042,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2154123232","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.84296197,0.0002583214,0.14067744,0.00072127685,0.00006197187,0.000099275494,0.000011422733,0.00051696267,0.014691391],"genre_scores_gemma":[0.99853534,0.00087652676,0.0003563076,0.00008179376,0.000056850018,0.0000064090304,0.000024496814,0.000010302256,0.00005199478],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9993637,0.000005086433,0.00015775848,0.00015039032,0.00013597931,0.00018704112],"domain_scores_gemma":[0.99971414,0.000006374735,0.00001059472,0.00012814374,0.000046987807,0.000093774834],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00007309303,0.00011506272,0.0001354263,0.00006682945,0.00007907245,0.000041431824,0.000075063355,0.00011669728,0.000056389257],"category_scores_gemma":[0.000015239968,0.0000987643,0.000048756487,0.000105901694,0.000047423076,0.0002685053,0.00003030132,0.0001963802,0.000083934436],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000029293593,0.00004864152,0.00002950457,0.00011053895,0.000032044747,0.000025355743,0.00052387896,0.96904355,0.013169413,0.0061996803,0.00043888052,0.010349209],"study_design_scores_gemma":[0.0018541138,0.0004619787,0.0006205247,0.00079439994,0.00011612238,0.00013674458,0.0017330291,0.8997278,0.038030185,0.04948385,0.0057506426,0.0012906046],"about_ca_topic_score_codex":0.00012461442,"about_ca_topic_score_gemma":0.000055129487,"teacher_disagreement_score":0.15557337,"about_ca_system_score_codex":0.000035192625,"about_ca_system_score_gemma":0.000015396845,"threshold_uncertainty_score":0.40274912},"labels":[],"label_agreement":null},{"id":"W2155055857","doi":"10.1139/t00-096","title":"Laboratory studies on fracturing of low-permeability soils","year":2001,"lang":"en","type":"article","venue":"Canadian Geotechnical Journal","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":67,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Hydraulic fracturing; Geotechnical engineering; Permeability (electromagnetism); Geology; Pore water pressure; Fracture (geology); Soil water; Overburden pressure; Soil science","score_opus":0.011705663247728365,"score_gpt":0.23783360589676514,"score_spread":0.22612794264903677,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2155055857","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9953472,0.0014953706,0.00078213203,0.00082279555,0.0004174078,0.000060678925,0.000014028606,0.000101068326,0.0009592925],"genre_scores_gemma":[0.9988404,0.00056639884,0.00006206701,0.00019636347,0.0002681983,0.0000029583862,0.0000010404895,0.000022804243,0.00003977668],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9987409,0.00004644575,0.000422022,0.0001414297,0.0002378587,0.00041130805],"domain_scores_gemma":[0.998827,0.000095872565,0.00005846299,0.00030907616,0.0001308714,0.00057872443],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00048700263,0.00016188201,0.00032045404,0.0003155091,0.00014468379,0.000028275324,0.0002649589,0.00016416043,0.00014699608],"category_scores_gemma":[0.0003507946,0.0001358536,0.0001567932,0.0003482473,0.00010397316,0.00008721485,0.000015153019,0.00078567176,0.000029098592],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000056222057,0.000015381745,0.0002908508,0.00004715419,0.0001549906,0.00021194015,0.000114554125,0.9942381,0.00032031265,0.000007246805,0.002025393,0.0025684594],"study_design_scores_gemma":[0.003999194,0.0010307734,0.08930309,0.0040398077,0.00059236365,0.0015171964,0.004634582,0.47143874,0.0935688,0.005602462,0.31961626,0.00465672],"about_ca_topic_score_codex":0.00082984543,"about_ca_topic_score_gemma":0.0032881594,"teacher_disagreement_score":0.5227994,"about_ca_system_score_codex":0.0004425366,"about_ca_system_score_gemma":0.00019101743,"threshold_uncertainty_score":0.5539949},"labels":[],"label_agreement":null},{"id":"W2155985578","doi":"10.2118/93996-ms","title":"Analysis of Completion and Stimulation Techniques in a South Texas Field Utilizing Comprehensive Reservoir Evaluation","year":2005,"lang":"en","type":"article","venue":"SPE Production Operations Symposium","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"ConocoPhillips (Canada)","funders":"","keywords":"Fracture (geology); Petroleum engineering; Permeability (electromagnetism); Well stimulation; Complex fracture; Completion (oil and gas wells); Stage (stratigraphy); Geology; Hydraulic fracturing; Well logging; Geotechnical engineering; Reservoir engineering","score_opus":0.024542696852933907,"score_gpt":0.28612947720720167,"score_spread":0.26158678035426774,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2155985578","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.98077476,0.00027694152,0.014805102,0.0023218868,0.00009536541,0.0004484791,0.000006143632,0.00013421373,0.0011370935],"genre_scores_gemma":[0.9958261,0.00011720008,0.0036473698,0.000021385647,0.00012411828,0.000034208762,0.00010128647,0.000011955767,0.000116353425],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9988945,0.00009535324,0.0003952116,0.0002464171,0.00024774592,0.00012076282],"domain_scores_gemma":[0.99936676,0.00002877676,0.000042952546,0.00026898185,0.00026061173,0.00003192051],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003796527,0.00012034317,0.00024567105,0.00085544144,0.00008776045,0.000041144296,0.00006115278,0.00008098799,0.00009169041],"category_scores_gemma":[0.00007069818,0.00012108313,0.00006394276,0.0010066937,0.000030961273,0.00029777494,0.000020553578,0.0001368535,0.0000041585117],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000007874417,0.000028432329,0.008039738,0.00002939549,0.00014417352,1.02246474e-7,0.0013542654,0.975305,0.013830645,0.000014147922,0.00006394093,0.0011822851],"study_design_scores_gemma":[0.00013443451,0.000025732721,0.015707217,0.00002981377,0.00036289063,0.0000010882939,0.00028728697,0.9492189,0.03364839,0.00001116469,0.00044776045,0.00012530408],"about_ca_topic_score_codex":0.000117906144,"about_ca_topic_score_gemma":0.0006706695,"teacher_disagreement_score":0.026086085,"about_ca_system_score_codex":0.00011321528,"about_ca_system_score_gemma":0.000018138906,"threshold_uncertainty_score":0.4937627},"labels":[],"label_agreement":null},{"id":"W2156332696","doi":"10.2118/80139-ms","title":"Modeling Sand Production and Erosion Growth under Combined Axial and Radial Flow","year":2002,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Body orifice; Porosity; Erosion; Geotechnical engineering; Cylinder; Mechanics; Flow (mathematics); Geology; Porous medium; Oil production; Materials science; Petroleum engineering; Engineering; Physics; Mechanical engineering; Geomorphology","score_opus":0.01142355436850026,"score_gpt":0.18613719365976686,"score_spread":0.1747136392912666,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2156332696","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9547716,0.00055112405,0.042462647,0.0005546009,0.00019294924,0.00006730298,6.300137e-7,0.00019462062,0.0012045556],"genre_scores_gemma":[0.99817157,0.00066260627,0.0006372001,0.00002013866,0.00016231964,0.0000026452922,0.0000024768387,0.000014081061,0.00032696102],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99952257,0.00001073672,0.00010377376,0.0001498512,0.00008674386,0.00012635323],"domain_scores_gemma":[0.9998181,0.000009092315,0.000005425715,0.00008477273,0.00001477239,0.00006782788],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000060176182,0.00009454502,0.000113029935,0.00006841082,0.00008642585,0.000041905543,0.000026591262,0.00005943965,0.000063669235],"category_scores_gemma":[0.000017537279,0.00007703632,0.000021978818,0.000075096985,0.00001966286,0.00011412842,0.000015001076,0.00009482503,0.0000060175303],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000005610473,0.000011592994,0.00013166915,0.000036195324,0.000031455897,8.7427213e-7,0.00019744712,0.99575037,0.0019279127,0.000010306769,0.00068143854,0.0012151422],"study_design_scores_gemma":[0.00025292192,0.000016019065,0.00017119657,0.0000131732395,0.00002491547,0.0000060989064,0.000025638454,0.9973771,0.0018380221,0.00013880644,0.000027901287,0.00010823248],"about_ca_topic_score_codex":0.00008269817,"about_ca_topic_score_gemma":0.0000366709,"teacher_disagreement_score":0.0434,"about_ca_system_score_codex":0.000014507215,"about_ca_system_score_gemma":0.000001080443,"threshold_uncertainty_score":0.314145},"labels":[],"label_agreement":null},{"id":"W2157265527","doi":"10.1016/j.juogr.2013.11.005","title":"Displacement of water by gas in propped fractures: Combined effects of gravity, surface tension, and wettability","year":2013,"lang":"en","type":"article","venue":"Journal of Unconventional Oil and Gas Resources","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":60,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Displacement (psychology); Wetting; Surface tension; Dimensionless quantity; Hydraulic fracturing; Fracture (geology); Geology; Geotechnical engineering; Materials science; Vertical displacement; Mechanics; Petroleum engineering; Composite material; Thermodynamics","score_opus":0.0025464642697513758,"score_gpt":0.1925156879973677,"score_spread":0.18996922372761632,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2157265527","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99702835,0.0018003313,0.000042997064,0.00092960376,0.00007756024,0.000042750064,0.0000024946808,0.000004593834,0.00007131633],"genre_scores_gemma":[0.9990466,0.00052961713,0.00008651086,0.000012814465,0.000022392418,0.0000017728418,0.0000039177285,0.000008089394,0.0002882531],"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","domain_scores_codex":[0.9988698,0.00007626484,0.0005153893,0.00009405491,0.0003056241,0.00013891142],"domain_scores_gemma":[0.9994113,0.00014084269,0.00014669028,0.00008375589,0.00012289503,0.00009452398],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00035005834,0.00012581251,0.00038510148,0.00010605465,0.000029204832,0.000019271876,0.00008137466,0.000070067574,0.000048513386],"category_scores_gemma":[0.000049101705,0.000073329255,0.00010949313,0.00006941206,0.000100325946,0.00010771048,0.000036457535,0.00019111209,7.7770034e-7],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00086016615,0.0018743002,0.2911258,0.010031467,0.0019996352,0.0000704809,0.0055630393,0.13313568,0.51806587,0.000017485087,0.011755714,0.025500357],"study_design_scores_gemma":[0.0124540925,0.0022244414,0.46345365,0.0033304512,0.0006682271,0.00012972596,0.0010692271,0.03453093,0.45557347,0.009388205,0.01617977,0.0009978187],"about_ca_topic_score_codex":0.00020603486,"about_ca_topic_score_gemma":0.000023948123,"teacher_disagreement_score":0.17232785,"about_ca_system_score_codex":0.000018897266,"about_ca_system_score_gemma":0.000007831608,"threshold_uncertainty_score":0.29902804},"labels":[],"label_agreement":null},{"id":"W2158816045","doi":"10.2118/75715-ms","title":"General Correlation for the Effect of Non-Darcy Flow on Productivity of Fractured Wells","year":2002,"lang":"en","type":"article","venue":"SPE Gas Technology Symposium","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":22,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Dimensionless quantity; Permeability (electromagnetism); Turbulence; Geology; Mechanics; Fracture (geology); Flow (mathematics); Geotechnical engineering; Petroleum engineering; Physics; Chemistry","score_opus":0.0034509372596187513,"score_gpt":0.20054777618060313,"score_spread":0.19709683892098437,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2158816045","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.94636196,0.0007128863,0.044329435,0.005196162,0.0006439197,0.00079809973,0.000017798622,0.00029394907,0.0016457805],"genre_scores_gemma":[0.99849886,0.000101656355,0.0006553168,0.0000070018295,0.00010920523,0.000046445148,0.0000054714105,0.000024643708,0.0005513845],"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9992462,0.000022117676,0.00021711804,0.00018508719,0.00012641013,0.00020307334],"domain_scores_gemma":[0.9991849,0.00015681006,0.00007878951,0.000524033,0.000035856738,0.000019599118],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00018904517,0.00015771725,0.00030941996,0.00023875771,0.00005784459,0.000005850751,0.00023449278,0.0002463751,0.000025395684],"category_scores_gemma":[0.00006270273,0.000104058854,0.00014177339,0.00032712784,0.00013745324,0.00004928571,0.000024500794,0.00026424864,0.000012357088],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000027356344,0.000037179692,0.0013073831,0.00012259808,0.00020099505,0.0000010698687,0.00007241929,0.94595206,0.043949507,0.00002362173,0.0018821192,0.0064237164],"study_design_scores_gemma":[0.0003260794,0.00030451218,0.00032628266,0.000023744587,0.0001040192,0.0000027656179,0.0000051648653,0.4753135,0.520595,0.000076603574,0.002836027,0.00008625016],"about_ca_topic_score_codex":0.000016515603,"about_ca_topic_score_gemma":0.00000612672,"teacher_disagreement_score":0.47664553,"about_ca_system_score_codex":0.00003160411,"about_ca_system_score_gemma":0.0000031295942,"threshold_uncertainty_score":0.42433968},"labels":[],"label_agreement":null},{"id":"W2160277987","doi":"10.2118/90070-ms","title":"Determining In-Situ Stress Profiles From Logs","year":2004,"lang":"en","type":"article","venue":"SPE Annual Technical Conference and Exhibition","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Geomembrane Technologies (Canada)","funders":"","keywords":"Fuzzy logic; Stress (linguistics); Tectonics; Artificial neural network; Geology; In situ; Rank (graph theory); Computer science; Well logging; Data mining; Artificial intelligence; Petroleum engineering; Seismology; Mathematics; Chemistry","score_opus":0.012599989735710452,"score_gpt":0.23552882314024495,"score_spread":0.2229288334045345,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2160277987","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.98404384,0.00013656428,0.010115865,0.00025854306,0.00004005959,0.00007945993,0.00003618193,0.00023780121,0.0050516813],"genre_scores_gemma":[0.99887264,0.0002245074,0.00070003804,0.000035064593,0.000070942195,0.00001356886,0.000058404876,0.000011039507,0.000013797365],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9992933,0.0000117780155,0.00018881624,0.00019637588,0.00011332286,0.0001963799],"domain_scores_gemma":[0.9997271,0.000024445762,0.000018338342,0.00013390431,0.000025939207,0.00007027712],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000061095016,0.00012342303,0.00017648975,0.00009038493,0.000037669117,0.000042564156,0.000086326174,0.00014250464,0.00003791121],"category_scores_gemma":[0.000021196707,0.00011063171,0.00003839874,0.00011692201,0.000056830224,0.00019397814,0.000036137717,0.00023656564,0.000022601802],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0001524131,0.0007569734,0.018284451,0.0007698396,0.000275723,0.0013563472,0.007877202,0.24762923,0.5256884,0.0051925513,0.0019500601,0.19006681],"study_design_scores_gemma":[0.004223143,0.00058111973,0.22874263,0.0031807725,0.00018416191,0.000073834664,0.004501318,0.014220443,0.6657634,0.07393321,0.0021505437,0.00244542],"about_ca_topic_score_codex":0.000185035,"about_ca_topic_score_gemma":0.00092528976,"teacher_disagreement_score":0.23340878,"about_ca_system_score_codex":0.000037422767,"about_ca_system_score_gemma":0.000014968711,"threshold_uncertainty_score":0.451143},"labels":[],"label_agreement":null},{"id":"W2161513209","doi":"10.1061/9780784413654.032","title":"Interpretation Challenges for In Situ Stress from Mini-Frac Tests in Soft Rocks/Hard Soils","year":2014,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Alberta","funders":"Helmholtz-Alberta Initiative","keywords":"Caprock; Hydraulic fracturing; Geomechanics; Geology; Oil shale; Geotechnical engineering; Petroleum engineering; Permeability (electromagnetism); Stress (linguistics); Stress field; Pore water pressure; Engineering; Finite element method","score_opus":0.011306200329184475,"score_gpt":0.23210086897821827,"score_spread":0.2207946686490338,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2161513209","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.84532225,0.0015444204,0.14549309,0.00066852017,0.00016636887,0.00016308036,0.0000086558675,0.00021087333,0.0064227222],"genre_scores_gemma":[0.99844587,0.00017967953,0.0010327649,0.00003392004,0.00009064119,0.00003063532,0.00003215775,0.000022016997,0.0001323353],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99925804,0.000026334257,0.00021325727,0.00020077245,0.0000922346,0.00020938538],"domain_scores_gemma":[0.9994267,0.00029464054,0.000020659925,0.00019301486,0.000016514545,0.00004847079],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00015479857,0.0001253755,0.00022738718,0.00013848169,0.000015636208,0.000023809538,0.00013766685,0.00010963917,0.000050942406],"category_scores_gemma":[0.00011584736,0.00011508866,0.00006348764,0.00006977099,0.000008538927,0.00010237281,0.000018930265,0.00012446912,0.000035758392],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000147110795,0.000045803146,0.002987431,0.00013536317,0.000049715065,0.000002260078,0.0029833338,0.9104737,0.0010421389,0.0000031477707,0.00028435024,0.081978016],"study_design_scores_gemma":[0.00058619754,0.000026847678,0.038205832,0.00018533821,0.000017391456,2.1032328e-7,0.0005700394,0.95241195,0.0057205306,0.00075647497,0.0012867241,0.00023245756],"about_ca_topic_score_codex":0.00054770155,"about_ca_topic_score_gemma":0.031738885,"teacher_disagreement_score":0.15312357,"about_ca_system_score_codex":0.000036807916,"about_ca_system_score_gemma":0.000005023649,"threshold_uncertainty_score":0.98592937},"labels":[],"label_agreement":null},{"id":"W2166025375","doi":"10.1306/07220909031","title":"Comparison of deterministic with stochastic fracture models in water-flooding numerical simulations","year":2009,"lang":"en","type":"article","venue":"AAPG Bulletin","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":60,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Golder Associates (Canada)","funders":"Engineering and Physical Sciences Research Council","keywords":"Geology; Flooding (psychology); Water flooding; Fracture (geology); Geotechnical engineering; Petroleum engineering","score_opus":0.012504810068075136,"score_gpt":0.2535453723601142,"score_spread":0.24104056229203907,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2166025375","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.6219837,0.0001501716,0.37605336,0.00065309816,0.000029648427,0.00011106355,0.0000029147827,0.0001179956,0.0008980239],"genre_scores_gemma":[0.9990297,0.0000018194597,0.0008174815,0.000048842307,0.00003092873,0.0000032956693,0.000014660231,0.000017223841,0.000036079848],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99914193,0.000020860587,0.0002879467,0.00014329779,0.00016326009,0.00024268361],"domain_scores_gemma":[0.99961364,0.000084138774,0.000028938648,0.0001894802,0.000022194192,0.00006160354],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000056163848,0.00014257467,0.0003223756,0.00012614435,0.000039996543,0.000016267602,0.00011667898,0.00007903198,0.00013844042],"category_scores_gemma":[0.00001669053,0.00010136932,0.000048204955,0.00012845916,0.000020231097,0.000029987965,0.000009965112,0.00022792285,0.000021934937],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00001248137,0.000058167992,0.00013389833,0.000018200244,0.000020790081,0.0000073671777,0.0006798168,0.9983068,0.00027236744,0.0000043181567,0.00012534697,0.00036043255],"study_design_scores_gemma":[0.00027423695,0.00007311969,0.0006162875,0.00006767901,0.0000383171,0.0000026688576,0.000056853714,0.99610215,0.0018638978,0.00013074027,0.0006179075,0.00015613512],"about_ca_topic_score_codex":0.000045046752,"about_ca_topic_score_gemma":0.000011682459,"teacher_disagreement_score":0.37704593,"about_ca_system_score_codex":0.000030421683,"about_ca_system_score_gemma":0.000006038918,"threshold_uncertainty_score":0.4133721},"labels":[],"label_agreement":null},{"id":"W2166759050","doi":"10.2516/ogst/2010016","title":"Reservoir Characterization for CO<sub>2</sub>Sequestration: Assessing the Potential of the Devonian Carbonate Nisku Formation of Central Alberta","year":2011,"lang":"en","type":"article","venue":"Oil & Gas Science and Technology – Revue d’IFP Energies nouvelles","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":11,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Calgary","funders":"Natural Sciences and Engineering Research Council of Canada; University of Calgary; Statoil; University of Pennsylvania; ConocoPhillips","keywords":"Devonian; Geology; Porosity; Permeability (electromagnetism); Carbonate; Reservoir modeling; Dolomitization; Aquifer; Petrology; Cementation (geology); Well logging; Facies; Sedimentary rock; Diagenesis; Mineralogy; Structural basin; Geomorphology; Geotechnical engineering; Petroleum engineering; Geochemistry; Groundwater; Materials science; Cement","score_opus":0.008056884735636491,"score_gpt":0.2040481069671652,"score_spread":0.1959912222315287,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2166759050","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9966563,0.0001089014,0.0013102633,0.00090279564,0.00016428139,0.00007739903,0.000008384377,0.000052591884,0.0007190735],"genre_scores_gemma":[0.9989308,0.0006003265,0.00034338565,0.000008896518,0.000032649554,0.000023089215,0.000010491773,0.000010536405,0.00003979537],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9990341,0.000022514296,0.00030065206,0.00017510033,0.00020058852,0.00026701106],"domain_scores_gemma":[0.99923366,0.00004155758,0.000169114,0.00033109743,0.00019477156,0.000029793633],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00030028963,0.00012333915,0.00017743841,0.00021375522,0.00034249964,0.00004160861,0.0004689566,0.00014398003,0.000001962882],"category_scores_gemma":[0.00014714852,0.00008103595,0.000057781843,0.0006983763,0.0007668901,0.00036938995,0.00007678106,0.00012954157,3.0016565e-7],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000078636285,0.00002574797,0.0009851233,0.00021688009,0.000035451172,0.0000010788859,0.0016297442,0.03040976,0.9542465,0.00096554746,0.000022631464,0.011453656],"study_design_scores_gemma":[0.00012386915,0.000030583593,0.0037889727,0.00010945517,0.00004388793,0.000014941076,0.00096327614,0.09046267,0.9037476,0.00029979422,0.00030517174,0.000109758636],"about_ca_topic_score_codex":0.000088333996,"about_ca_topic_score_gemma":0.0002497824,"teacher_disagreement_score":0.060052905,"about_ca_system_score_codex":0.000035646575,"about_ca_system_score_gemma":0.000119197575,"threshold_uncertainty_score":0.33045503},"labels":[],"label_agreement":null},{"id":"W2168242362","doi":"10.2118/162813-ms","title":"Case Study - Evaluation of Horizontal Well Multi-stage Fracturing in the Viking Oil Formation","year":2012,"lang":"en","type":"article","venue":"SPE Canadian Unconventional Resources Conference","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":7,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Workflow; Petroleum engineering; Stage (stratigraphy); Tonnage; Drilling; Geology; Permeability (electromagnetism); Production (economics); Completion (oil and gas wells); Directional drilling; Wellbore; Variety (cybernetics); Petroleum; Enhanced oil recovery; Computer science; Engineering; Paleontology; Oceanography; Artificial intelligence; Mechanical engineering","score_opus":0.0733400763401139,"score_gpt":0.2899452942879296,"score_spread":0.21660521794781568,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2168242362","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.990661,0.00028167156,0.00061620254,0.000042257445,0.00013104576,0.00016493486,0.000016318607,0.000018879538,0.008067681],"genre_scores_gemma":[0.9996539,0.000008938173,0.000059967566,0.000017757442,0.000086624845,0.000033647942,0.000028807262,0.000012097325,0.00009830658],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9985296,0.00019273949,0.00032029796,0.00012243018,0.0005147636,0.00032018113],"domain_scores_gemma":[0.99933684,0.00008586632,0.000071473485,0.00022008255,0.00012893426,0.00015677534],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001483183,0.00013619995,0.00014963641,0.00033121483,0.00011920015,0.00005531707,0.00019860183,0.00006618212,0.00047078816],"category_scores_gemma":[0.000108908906,0.00011360115,0.00006788533,0.00028728705,0.000032691347,0.00028953556,0.000015075603,0.00022976485,0.000023706201],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00002501737,0.0005816959,0.090557195,0.00045162727,0.00047976986,0.0011273362,0.08849911,0.75759727,0.00045768823,0.00034556017,0.00025653956,0.05962118],"study_design_scores_gemma":[0.0022064813,0.000081915365,0.057301648,0.00024120434,0.00031143465,0.0005191376,0.071133114,0.855358,0.00089547795,0.00007173379,0.011244803,0.0006350575],"about_ca_topic_score_codex":0.07669464,"about_ca_topic_score_gemma":0.43574202,"teacher_disagreement_score":0.35904738,"about_ca_system_score_codex":0.00029896965,"about_ca_system_score_gemma":0.00011318781,"threshold_uncertainty_score":0.92945373},"labels":[],"label_agreement":null},{"id":"W2168675226","doi":"10.2118/89866-ms","title":"A Comparative Study of Laboratory Techniques for Measuring Capillary Pressures in Tight Gas Sands","year":2004,"lang":"en","type":"article","venue":"SPE Annual Technical Conference and Exhibition","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":53,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Apache (Canada)","funders":"","keywords":"Capillary pressure; Capillary action; Centrifuge; Saturation (graph theory); Mercury (programming language); Porosity; Desorption; Vapor pressure; Pressure measurement; Materials science; Porous medium; Analytical Chemistry (journal); Mechanics; Petroleum engineering; Chemistry; Composite material; Geology; Chromatography; Thermodynamics","score_opus":0.02298290514641596,"score_gpt":0.26988151721166054,"score_spread":0.24689861206524458,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2168675226","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9922153,0.00035855116,0.005703565,0.000078691555,0.000017623865,0.0004189159,0.000030425517,0.00018983845,0.000987116],"genre_scores_gemma":[0.9991944,0.00016103555,0.00050080393,0.000009298198,0.000032434295,0.000076666314,0.000010942111,0.000009664294,0.00000478383],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99924344,0.000025782658,0.00025856646,0.00017725704,0.0001399097,0.00015505751],"domain_scores_gemma":[0.999631,0.00003430768,0.000035037905,0.00013547785,0.00011645519,0.000047762755],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00018542365,0.00012738173,0.00030576639,0.00014958835,0.0000414929,0.00001819641,0.00008410268,0.0001066823,0.0000066645025],"category_scores_gemma":[0.00002187197,0.00011131705,0.00003720528,0.00018324038,0.000056576482,0.00015408083,0.00002710514,0.00016705699,7.3990725e-7],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0011346673,0.005560245,0.0095528215,0.003244063,0.0010679398,0.0001815269,0.051981706,0.24710405,0.6532637,0.004154749,0.006143998,0.01661053],"study_design_scores_gemma":[0.0038102465,0.002479044,0.018033149,0.0011913556,0.00022559815,0.000011357946,0.009947232,0.00480309,0.94621766,0.010162452,0.002049613,0.0010692296],"about_ca_topic_score_codex":0.00014173953,"about_ca_topic_score_gemma":0.000690392,"teacher_disagreement_score":0.29295394,"about_ca_system_score_codex":0.000032898744,"about_ca_system_score_gemma":0.000022839977,"threshold_uncertainty_score":0.45393774},"labels":[],"label_agreement":null},{"id":"W2169344343","doi":"10.1306/1060768h23171","title":"Formation Fluids in Faulted Aquifers","year":2005,"lang":"en","type":"book-chapter","venue":"American Association of Petroleum Geologists eBooks","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":13,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"ARC Resources (Canada)","funders":"","keywords":"Aquifer; Petroleum engineering; Geology; Petrology; Geotechnical engineering; Groundwater","score_opus":0.0060114597195969266,"score_gpt":0.20614047232664137,"score_spread":0.20012901260704444,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2169344343","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0093896985,0.00027196723,0.0015166559,0.0003478269,0.00020394663,0.00017493132,0.00006602805,0.00038976988,0.9876392],"genre_scores_gemma":[0.7529502,0.00028258614,0.00016320066,0.00006997462,0.00014250954,0.000009716235,0.00011486359,0.00005509549,0.24621186],"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","domain_scores_codex":[0.99807477,0.000044682056,0.00077340327,0.00024722453,0.00048194153,0.0003779745],"domain_scores_gemma":[0.99869627,0.0001439868,0.00066418864,0.00031883438,0.00009997497,0.00007677428],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00034515033,0.00035675272,0.0008132451,0.00058745383,0.0000364847,0.000019281862,0.00025114778,0.00037625816,0.00010864423],"category_scores_gemma":[0.00007862617,0.00037202227,0.0002850839,0.000054583397,0.0001473748,0.00006812346,0.00004253966,0.0005729922,0.00007323028],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000710719,0.00006114784,0.0042215255,0.0003687788,0.0018566662,0.00004302663,0.0014317249,0.91164225,0.00064835924,0.0020150975,0.017439034,0.06020129],"study_design_scores_gemma":[0.0028301498,0.0005147626,0.007602108,0.00060256245,0.0008184585,0.000012462256,0.0004667836,0.15783608,0.001976584,0.0019655062,0.8223575,0.0030170854],"about_ca_topic_score_codex":0.00027206918,"about_ca_topic_score_gemma":0.0008602524,"teacher_disagreement_score":0.8049184,"about_ca_system_score_codex":0.0011020238,"about_ca_system_score_gemma":0.00004142851,"threshold_uncertainty_score":0.99987316},"labels":[],"label_agreement":null},{"id":"W2170514321","doi":"10.1306/eg.04231414004","title":"Seepage pathway assessment for natural gas to shallow groundwater during well stimulation, in production, and after abandonment","year":2014,"lang":"en","type":"article","venue":"Environmental Geosciences","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":156,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Waterloo","funders":"","keywords":"Casing; Petroleum engineering; Hydraulic fracturing; Geology; Borehole; Aquifer; Groundwater; Natural gas; Natural gas field; Formation water; Geotechnical engineering; Mining engineering; Waste management; Engineering","score_opus":0.002864829166231688,"score_gpt":0.18992925815603062,"score_spread":0.18706442898979894,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2170514321","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99624985,0.00010391927,0.0028769656,0.00017334586,0.000234021,0.00024271685,0.0000028105546,0.000032722717,0.000083637424],"genre_scores_gemma":[0.99736345,0.0000306882,0.001510696,0.000038058108,0.00008654772,0.00010102011,0.0000067506903,0.000011660589,0.00085110863],"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","domain_scores_codex":[0.99902856,0.000020113337,0.00017226716,0.00031056022,0.00021506447,0.00025340286],"domain_scores_gemma":[0.99975246,0.000020086392,0.000017081611,0.00013174629,0.0000018593553,0.000076751014],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002338206,0.00013219661,0.00012490975,0.00010418193,0.00010822286,0.000053524847,0.00009123959,0.000029743094,0.000062656894],"category_scores_gemma":[0.000009507636,0.000106963715,0.00003566924,0.0000816314,0.000056150137,0.0001999207,0.00004732221,0.00007702445,0.000013280789],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000025353575,0.00010755615,0.35364544,0.00007789519,0.00002427452,0.000004096493,0.0017408445,0.6194844,0.02193475,0.0000022103213,0.00003583433,0.002917291],"study_design_scores_gemma":[0.00023294844,0.00005161758,0.91492254,0.000024014167,0.000008335716,0.0000033471974,0.00012629805,0.07440488,0.0077589597,0.000040205137,0.0022238458,0.00020300578],"about_ca_topic_score_codex":0.000027455828,"about_ca_topic_score_gemma":0.00023207057,"teacher_disagreement_score":0.5612771,"about_ca_system_score_codex":0.00011129815,"about_ca_system_score_gemma":0.000002266833,"threshold_uncertainty_score":0.43618536},"labels":[],"label_agreement":null},{"id":"W2171835073","doi":"10.1007/s11242-012-0039-4","title":"One-Dimensional Matrix-Fracture Transfer in Dual Porosity Systems with Variable Block Size Distribution","year":2012,"lang":"en","type":"article","venue":"Transport in Porous Media","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":30,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"CMG Reservoir Simulation Foundation; University of Calgary","keywords":"Compressibility; Matrix (chemical analysis); Block size; Fracture (geology); Porous medium; Mechanics; Compressible flow; Flow (mathematics); Mathematics; Materials science; Porosity; Geology; Geotechnical engineering; Physics; Computer science; Composite material","score_opus":0.005959658693988868,"score_gpt":0.19271724567271736,"score_spread":0.1867575869787285,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2171835073","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9941636,0.0012568156,0.003282395,0.000080816215,0.00034284667,0.00023315795,0.00013855436,0.00018160364,0.00032023888],"genre_scores_gemma":[0.99891764,0.00006502448,0.0001892313,0.000024342124,0.0002037768,0.000033137894,0.00044678844,0.000045091234,0.00007497412],"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","domain_scores_codex":[0.9981358,0.00004042573,0.00047514524,0.0002361265,0.0004667447,0.00064572436],"domain_scores_gemma":[0.99933547,0.00013267857,0.000024723075,0.00025751177,0.000030982817,0.00021862467],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00045335543,0.00027355857,0.00048583653,0.00008221685,0.000041185194,0.000012811499,0.00010330354,0.0002828829,0.00011516164],"category_scores_gemma":[0.000013424338,0.00023890103,0.0000669893,0.0004545715,0.000041151387,0.0002340478,0.0000038384615,0.0005520032,0.000015905262],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000093884606,0.00030502156,0.06632234,0.0002473601,0.00010532519,0.000150999,0.001568865,0.93047625,0.0005433056,0.000035679393,0.00011675665,0.000034207696],"study_design_scores_gemma":[0.003231228,0.00007011739,0.97593164,0.0005580701,0.0003610773,0.00016232587,0.00029609774,0.010847981,0.0032907275,0.000034666227,0.0040795375,0.0011365404],"about_ca_topic_score_codex":0.0015454788,"about_ca_topic_score_gemma":0.00092755625,"teacher_disagreement_score":0.91962826,"about_ca_system_score_codex":0.00017440441,"about_ca_system_score_gemma":0.00004691848,"threshold_uncertainty_score":0.97421014},"labels":[],"label_agreement":null},{"id":"W2173820716","doi":"10.2118/137454-ms","title":"Analyzing Production Data from Unconventional Gas Reservoirs with Linear Flow and Apparent Skin","year":2010,"lang":"en","type":"article","venue":"Canadian Unconventional Resources and International Petroleum Conference","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":15,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Flow (mathematics); Skin effect; Derivative (finance); Type (biology); Production (economics); Convergence (economics); Reservoir engineering; Geology; Mathematics; Mathematical analysis; Petroleum engineering; Mechanics; Geometry; Physics","score_opus":0.01824952247679543,"score_gpt":0.22893425387428548,"score_spread":0.21068473139749005,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2173820716","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9895957,0.00037920102,0.0022067232,0.0026002822,0.00061984395,0.000076929355,0.00052714796,0.000060273123,0.0039338605],"genre_scores_gemma":[0.99523205,0.00024738334,0.0011814458,0.000042354513,0.00063367287,0.000013850738,0.0011691898,0.00002411918,0.0014559223],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99855816,0.000026481972,0.00027725214,0.00052165927,0.0003421378,0.00027429961],"domain_scores_gemma":[0.99891376,0.0000594247,0.00006627645,0.00037485236,0.00017607119,0.00040962797],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00024186693,0.00021704492,0.00019780906,0.00032643357,0.00019621798,0.00022334304,0.00045523862,0.00010543829,0.0010084523],"category_scores_gemma":[0.0000918202,0.00019587265,0.00004997418,0.00012017582,0.00018310899,0.00035326715,0.00010119082,0.0004331735,0.000022274466],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00049584435,0.00029463114,0.2346791,0.0004367235,0.0059085316,0.00029409822,0.0016578394,0.6655183,0.0046636416,0.0048191925,0.033186823,0.048045255],"study_design_scores_gemma":[0.000512591,0.000030402003,0.031086894,0.00013233723,0.000079021534,0.00005363716,0.0002227241,0.8018151,0.000119695585,0.0009658407,0.16461606,0.00036573102],"about_ca_topic_score_codex":0.014654985,"about_ca_topic_score_gemma":0.22242029,"teacher_disagreement_score":0.20776531,"about_ca_system_score_codex":0.00007148196,"about_ca_system_score_gemma":0.00014086188,"threshold_uncertainty_score":0.99990475},"labels":[],"label_agreement":null},{"id":"W2174038295","doi":"10.2118/137507-ms","title":"Reservoir Characterization and Flow Simulation of a Low-Permeability Gas Reservoir: An Integrated Approach for Modeling Tommy Lakes Gas Field","year":2010,"lang":"en","type":"article","venue":"Canadian Unconventional Resources and International Petroleum Conference","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Calgary","funders":"Natural Sciences and Engineering Research Council of Canada; National Science Foundation","keywords":"Petrophysics; Facies; Geology; Reservoir modeling; Permeability (electromagnetism); Well logging; Petrology; Reservoir simulation; Relative permeability; Outcrop; Petroleum engineering; Geomorphology; Porosity; Structural basin; Geotechnical engineering","score_opus":0.017293302366614256,"score_gpt":0.23507397729388918,"score_spread":0.21778067492727493,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2174038295","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9126963,0.000034912322,0.08541799,0.00044376252,0.00014592847,0.00011765301,0.00028363877,0.000034854256,0.0008249718],"genre_scores_gemma":[0.99731237,0.000043939133,0.001063434,0.000044066233,0.00015700975,0.00003204105,0.001017805,0.000018030196,0.00031128107],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9989121,0.000032416872,0.0003387266,0.00029623945,0.00020764295,0.0002128591],"domain_scores_gemma":[0.9990103,0.00010208826,0.00006410369,0.00018443576,0.00037432453,0.00026471558],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00030106065,0.00016646998,0.00020483832,0.00028550942,0.00012782562,0.00013996584,0.00022642894,0.00015464447,0.00015770647],"category_scores_gemma":[0.00023671059,0.00016074665,0.00007726008,0.00009058423,0.00007741219,0.0003037602,0.000026496848,0.00025505282,6.9210006e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00006743318,0.000028728107,0.0022683202,0.00012953863,0.00008702478,9.722389e-7,0.00030312082,0.9902941,0.0021951646,0.00033375982,0.00002564803,0.004266219],"study_design_scores_gemma":[0.00031886273,0.000049517326,0.0014203455,0.00005445432,0.000018630006,0.0000038876983,0.00017876191,0.99156517,0.00018432301,0.00047752974,0.0055683535,0.00016015243],"about_ca_topic_score_codex":0.0036243843,"about_ca_topic_score_gemma":0.024367386,"teacher_disagreement_score":0.08461611,"about_ca_system_score_codex":0.000054417804,"about_ca_system_score_gemma":0.00009499283,"threshold_uncertainty_score":0.9934354},"labels":[],"label_agreement":null},{"id":"W2175280903","doi":"10.3968/5139","title":"Fold Catastrophe Model of Fracture Propagation of Hydraulic Fracturing","year":2014,"lang":"en","type":"article","venue":"Advances in petroleum exploration and development","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Hydraulic fracturing; Ellipse; Fracture (geology); Fracture mechanics; Geology; Geotechnical engineering; Wellbore; Petroleum engineering; Mechanics; Engineering; Structural engineering; Mathematics; Geometry; Physics","score_opus":0.0091668072202056,"score_gpt":0.21621432680296176,"score_spread":0.20704751958275616,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2175280903","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.08793784,0.00085320615,0.9100795,0.00007851992,0.000055205524,0.00006550306,0.0000014757017,0.00004389071,0.0008848646],"genre_scores_gemma":[0.9892391,0.00072407216,0.00990108,0.000027940809,0.000017891682,0.000025728878,0.00002657578,0.000012610671,0.000025002586],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.999129,0.000019051591,0.00038996807,0.00013995377,0.00019321842,0.0001287949],"domain_scores_gemma":[0.9996734,0.000030234814,0.000095251846,0.00012978159,0.000030277835,0.00004104616],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00015913461,0.0001238903,0.00022459321,0.00017689314,0.0000315884,0.000008550618,0.000075393626,0.000054560085,0.0000065391655],"category_scores_gemma":[0.000022635819,0.00010803523,0.000023371496,0.000102976584,0.000026623404,0.0004563174,0.000018521665,0.00010423934,0.0000018835392],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00000835885,0.000017943017,0.00045445503,0.00014099614,0.000012302812,1.9393045e-7,0.0008675234,0.98147213,0.00069857616,0.000032308333,0.000010917063,0.01628427],"study_design_scores_gemma":[0.00032099045,0.0000206674,0.0005725941,0.00008190683,0.0000067736387,4.0978236e-7,0.00016213366,0.90770835,0.08427099,0.00042659004,0.0062916772,0.000136901],"about_ca_topic_score_codex":0.000006265887,"about_ca_topic_score_gemma":0.000046646022,"teacher_disagreement_score":0.90130126,"about_ca_system_score_codex":0.00003419103,"about_ca_system_score_gemma":0.000020856387,"threshold_uncertainty_score":0.4405549},"labels":[],"label_agreement":null},{"id":"W2175728474","doi":"10.2118/01-01-01","title":"Targeted Steam Injection Using Horizontal Wells With Limited Entry Perforations","year":2001,"lang":"en","type":"article","venue":"Journal of Canadian Petroleum Technology","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":16,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Imperial Oil (Canada)","funders":"","keywords":"Steam injection; Casing; Petroleum engineering; Completion (oil and gas wells); Vapor quality; Injection well; Geology; Perforation; Oil field; Water injection (oil production); Geotechnical engineering; Engineering; Heat exchanger; Mechanical engineering","score_opus":0.0056345704526703086,"score_gpt":0.1846974825372648,"score_spread":0.17906291208459452,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2175728474","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9902494,0.00068917056,0.004954228,0.0012530377,0.00025724614,0.000034951485,0.000004687198,0.00009505234,0.0024622288],"genre_scores_gemma":[0.99843407,0.0002739423,0.00088404975,0.000033327873,0.00017460414,0.0000014684023,0.000003403054,0.000028298478,0.00016686134],"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","domain_scores_codex":[0.99906087,0.000014465676,0.00031298163,0.00009599494,0.00016536735,0.00035031702],"domain_scores_gemma":[0.9993417,0.000010266404,0.000109143024,0.00017664193,0.00012502441,0.0002372101],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00010439383,0.00014320094,0.00025950707,0.003764026,0.0001319914,0.000031984357,0.00019209484,0.00023383564,0.000087962435],"category_scores_gemma":[0.000024697489,0.00012320642,0.00008158902,0.0014041131,0.00005551101,0.00017683243,0.0000075758885,0.00059035345,0.000008691266],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000023505241,0.000020585854,0.012540909,0.000010908499,0.0003358648,0.0004305783,0.00005861926,0.9796363,0.003223345,0.000018907562,0.0017490268,0.0019514142],"study_design_scores_gemma":[0.0032208331,0.0023476474,0.008513276,0.0003463799,0.00079812435,0.016664047,0.003827012,0.43072498,0.017714133,0.0002566715,0.5143335,0.0012534118],"about_ca_topic_score_codex":0.0064444,"about_ca_topic_score_gemma":0.0913058,"teacher_disagreement_score":0.5489114,"about_ca_system_score_codex":0.00048006303,"about_ca_system_score_gemma":0.00023199558,"threshold_uncertainty_score":0.97420484},"labels":[],"label_agreement":null},{"id":"W2175779304","doi":"10.2118/175910-ms","title":"Guidelines for the Handling of Natural Fractures and Faults in Hydraulically Stimulated Resource Plays","year":2015,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":14,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Shell (Canada)","funders":"","keywords":"Natural (archaeology); Computer science; Geology; Scale (ratio); Resource (disambiguation); Natural resource; Property (philosophy); Fracture (geology); Set (abstract data type); Geotechnical engineering; Geography; Paleontology; Cartography; Ecology","score_opus":0.03515056377073126,"score_gpt":0.301525947407643,"score_spread":0.2663753836369117,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2175779304","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9466538,0.008358335,0.0390246,0.003034897,0.00016255437,0.00035492136,0.0000074822747,0.00020396765,0.0021994638],"genre_scores_gemma":[0.9976757,0.00004453584,0.0017620551,0.00017127903,0.0000824073,0.0000075122803,0.0000073651463,0.000015703878,0.00023341094],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9992567,0.000014140842,0.00030092485,0.0001189799,0.00014433722,0.00016495744],"domain_scores_gemma":[0.999297,0.00032955784,0.000028145267,0.00016765142,0.0001164361,0.0000612099],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00033164548,0.00011449949,0.00020165644,0.00008520669,0.000032818014,0.000017393968,0.00013996422,0.00007983412,0.0000062572926],"category_scores_gemma":[0.0005452247,0.00006503947,0.000055576966,0.00013948335,0.000032218133,0.000048287926,0.000030265719,0.0001465855,0.0000012247018],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000031774973,0.000005969066,0.00018723185,0.000025094387,0.00005823679,0.0000012613101,0.00037306428,0.99219084,0.00033502528,0.0000033560023,0.0028697369,0.0039184247],"study_design_scores_gemma":[0.00060492614,0.000019399184,0.0010827397,0.000035185607,0.000027822773,0.000002247753,0.00029540944,0.9816692,0.004782249,0.00006735248,0.011311878,0.00010162723],"about_ca_topic_score_codex":0.00025242794,"about_ca_topic_score_gemma":0.00035310644,"teacher_disagreement_score":0.051021952,"about_ca_system_score_codex":0.00001563244,"about_ca_system_score_gemma":0.0000108093855,"threshold_uncertainty_score":0.26522326},"labels":[],"label_agreement":null},{"id":"W2175949572","doi":"10.2118/84500-ms","title":"Comprehensive Transient Modeling of Sand Production in Horizontal Wellbores","year":2003,"lang":"en","type":"article","venue":"SPE Annual Technical Conference and Exhibition","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":20,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Dalhousie University","funders":"","keywords":"Transient (computer programming); Borehole; Wellbore; Process (computing); Flow (mathematics); Deformation (meteorology); Geotechnical engineering; Petroleum engineering; Shear (geology); Computer science; Block (permutation group theory); Computer simulation; Geology; Simulation; Mechanics; Mathematics","score_opus":0.016712338803486267,"score_gpt":0.23496642760723346,"score_spread":0.2182540888037472,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2175949572","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.98016965,0.00045603767,0.014896205,0.00011645193,0.00005593159,0.0001159159,0.000006344082,0.00007961621,0.0041038566],"genre_scores_gemma":[0.9990558,0.0005771694,0.0003093352,0.000005271411,0.000021604365,0.0000071372533,0.000007727236,0.0000075705234,0.000008363689],"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99934095,0.000025293137,0.00022382234,0.00015940884,0.000112377325,0.00013815821],"domain_scores_gemma":[0.99976945,0.00001151342,0.00001655368,0.00009917743,0.00006156472,0.000041746862],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000095885924,0.00009776405,0.00018532663,0.00011053849,0.000029232498,0.000010337608,0.000037038903,0.00009052906,0.000017893643],"category_scores_gemma":[0.000020835212,0.000088136105,0.00004232084,0.00015164906,0.000049981783,0.00012630854,0.0000069233383,0.0001636259,0.0000017093956],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00007245883,0.00018586972,0.0005723276,0.00046349913,0.000053584445,0.000017495224,0.0014279657,0.82715505,0.16048674,0.001121335,0.0005941223,0.007849523],"study_design_scores_gemma":[0.0025617771,0.00087995135,0.009489598,0.0013724694,0.00019170351,0.000121135345,0.0060708676,0.4370744,0.5178777,0.018069899,0.0046269353,0.0016635892],"about_ca_topic_score_codex":0.00006894153,"about_ca_topic_score_gemma":0.000058243182,"teacher_disagreement_score":0.3900807,"about_ca_system_score_codex":0.000019402616,"about_ca_system_score_gemma":0.0000105490935,"threshold_uncertainty_score":0.3594086},"labels":[],"label_agreement":null},{"id":"W2177555577","doi":"10.2118/136757-ms","title":"Restimulation of Unconventional Reservoirs: When are Refracs Beneficial?","year":2010,"lang":"en","type":"article","venue":"Canadian Unconventional Resources and International Petroleum Conference","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":36,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Fracture (geology); Geology; Petroleum engineering; Hydraulic fracturing; Geotechnical engineering; Embedment; Petrology","score_opus":0.01406334820526844,"score_gpt":0.22378032653702276,"score_spread":0.20971697833175432,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2177555577","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9785225,0.00019666213,0.00069231546,0.0017749268,0.0006991056,0.000060707687,0.00022268713,0.00005058503,0.017780514],"genre_scores_gemma":[0.99587965,0.000064021944,0.00035722458,0.00006547967,0.00030081143,0.000012053477,0.0001851868,0.00002072125,0.0031148563],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9986615,0.000024605373,0.00040153388,0.000260489,0.00039882932,0.00025303336],"domain_scores_gemma":[0.9989348,0.000081810336,0.00012308873,0.00020765208,0.00033201315,0.00032061446],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00024652696,0.0001795551,0.00021654836,0.00046198687,0.00012753517,0.00011164167,0.00034877987,0.00015788115,0.0022910484],"category_scores_gemma":[0.00014281702,0.00018275375,0.0001288465,0.000105577055,0.00014580079,0.00020841596,0.000040997777,0.00036188567,0.000025477144],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0001882548,0.00019080259,0.21823503,0.0004978125,0.0015544407,0.00010950409,0.0011110085,0.6852088,0.0074889744,0.05773931,0.01691155,0.010764539],"study_design_scores_gemma":[0.0008593837,0.00005421282,0.17916891,0.00023616038,0.000064450534,0.000038979906,0.0003035806,0.4209508,0.00037432084,0.012803234,0.38463962,0.000506354],"about_ca_topic_score_codex":0.009483678,"about_ca_topic_score_gemma":0.09775897,"teacher_disagreement_score":0.36772808,"about_ca_system_score_codex":0.000087792396,"about_ca_system_score_gemma":0.00013282988,"threshold_uncertainty_score":0.998621},"labels":[{"model":"gpt","categories":[],"domain":null,"study_design":"design_other","genre":"review","about_ca_system":false,"about_ca_topic":true,"confidence":"high"},{"model":"opus","categories":[],"domain":null,"study_design":"design_other","genre":"review","about_ca_system":false,"about_ca_topic":false,"confidence":"medium"}],"label_agreement":"agree"},{"id":"W2178719384","doi":"10.2118/79009-ms","title":"Steam Conformance Along Horizontal Wells at Cold Lake","year":2002,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Imperial Oil (Canada)","funders":"","keywords":"Steam injection; Petroleum engineering; Workover; Geotechnical engineering; Geology; Engineering","score_opus":0.007004684701766625,"score_gpt":0.17468123174714179,"score_spread":0.16767654704537516,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2178719384","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.6097791,0.0008680871,0.0012466692,0.00018482185,0.00034544765,0.000097135366,0.000010579237,0.00070134184,0.3867668],"genre_scores_gemma":[0.96836895,0.00026878002,0.00009112408,0.00008473751,0.00010283547,0.000005536965,0.0000059767303,0.000019277795,0.031052802],"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","domain_scores_codex":[0.999318,0.0000057082398,0.00016375956,0.00011054222,0.0001507442,0.00025125802],"domain_scores_gemma":[0.99963653,0.000021849253,0.000013664276,0.00021606505,0.000012083595,0.000099790486],"candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00004820373,0.00012195871,0.00015031308,0.00005907708,0.00006798788,0.000024496967,0.00012412756,0.000070578,0.003771836],"category_scores_gemma":[0.0000041437665,0.00010103561,0.00008346339,0.000121894605,0.000020536358,0.00010622061,0.000029718996,0.00011371073,0.0020184836],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000068569443,0.00008333763,0.0045151054,0.00018314384,0.00047358315,0.0001036748,0.0006483324,0.5872888,0.0037931511,0.000114050796,0.39549384,0.00729613],"study_design_scores_gemma":[0.00028301348,0.00002441741,0.00070867874,0.000013518303,0.0000227843,0.0000101506275,0.00003518029,0.24668288,0.023317138,0.000001743771,0.72865367,0.00024681244],"about_ca_topic_score_codex":0.000050235507,"about_ca_topic_score_gemma":0.0009637191,"teacher_disagreement_score":0.3585898,"about_ca_system_score_codex":0.00004715468,"about_ca_system_score_gemma":0.0000015199988,"threshold_uncertainty_score":0.99875855},"labels":[],"label_agreement":null},{"id":"W2179390666","doi":"10.1190/tle34080904.1","title":"Microseismic geomechanics of hydraulic-fracture networks: Insights into mechanisms of microseismic sources","year":2015,"lang":"en","type":"article","venue":"The Leading Edge","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":40,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Geomechanica (Canada)","funders":"","keywords":"Microseism; Geomechanics; Hydraulic fracturing; Geology; Fracture (geology); Seismology; Geotechnical engineering; Petroleum engineering","score_opus":0.009767773851103084,"score_gpt":0.21346992723430874,"score_spread":0.20370215338320566,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2179390666","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.47296822,0.0071464456,0.5171321,0.00049558474,0.0007980095,0.0002200531,0.00000417077,0.00027000142,0.00096540025],"genre_scores_gemma":[0.9982863,0.0002102684,0.00041079105,0.00030607684,0.0002094482,0.000007392936,0.000013798805,0.000064301996,0.00049159466],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9986212,0.000076309814,0.0004621208,0.00021728802,0.0002676152,0.00035541767],"domain_scores_gemma":[0.9988603,0.00013068342,0.00016721354,0.0006158694,0.00009585819,0.00013009137],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00042036313,0.00027721297,0.00052328355,0.00019486411,0.000092332295,0.000029036175,0.0006624561,0.00022426313,0.00001242324],"category_scores_gemma":[0.000050461113,0.00019491291,0.00020648606,0.00044700687,0.00008753869,0.0001061052,0.000108355416,0.00041553387,0.000054506243],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000014079838,0.000025643629,0.000010585215,0.000102804406,0.00018343031,0.0000034082452,0.0045643556,0.9613029,0.028482404,0.00009671019,0.004499965,0.0007137275],"study_design_scores_gemma":[0.0005639173,0.000091172464,0.000029382923,0.00019159482,0.00020567757,0.000015129747,0.0007680507,0.5299467,0.40349725,0.01057954,0.053682856,0.0004287117],"about_ca_topic_score_codex":0.00029238168,"about_ca_topic_score_gemma":0.000033827004,"teacher_disagreement_score":0.52531815,"about_ca_system_score_codex":0.00008563023,"about_ca_system_score_gemma":0.00003563082,"threshold_uncertainty_score":0.79483175},"labels":[],"label_agreement":null},{"id":"W2179773008","doi":"10.2118/136863-ms","title":"When Unconventional Becomes Conventional","year":2010,"lang":"en","type":"article","venue":"Canadian Unconventional Resources and International Petroleum Conference","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Unconventional oil; Natural gas; French horn; Geology; Structural basin; Oil shale; Fossil fuel; Shale gas; Tight gas; Submarine pipeline; Natural gas field; Sedimentary rock; Hydrology (agriculture); Petroleum engineering; Hydraulic fracturing; Paleontology; Oceanography; Engineering","score_opus":0.010467768207983149,"score_gpt":0.2140806462958173,"score_spread":0.20361287808783415,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2179773008","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.89786863,0.0003652574,0.0016590757,0.005680512,0.0025492029,0.000101464095,0.00033866637,0.0001653282,0.09127186],"genre_scores_gemma":[0.985188,0.00007803364,0.00039328204,0.00023018534,0.00048461667,0.000027471593,0.0002977288,0.000025978448,0.013274683],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9985161,0.00002223499,0.0003529316,0.0003298944,0.00040870343,0.00037013937],"domain_scores_gemma":[0.99891156,0.00006990373,0.000060306636,0.00018624062,0.0002113955,0.0005605781],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000227178,0.0002373081,0.0002068829,0.00046466768,0.00020000596,0.00026381778,0.00042135242,0.00015795999,0.012159904],"category_scores_gemma":[0.000062383595,0.00024102135,0.00018822533,0.00008513705,0.0002076196,0.00025560387,0.000048124875,0.00048741957,0.00017567839],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00018985313,0.0004268731,0.22015491,0.0005157998,0.0056805164,0.00045362124,0.001570224,0.08096341,0.00833366,0.44739908,0.1992312,0.035080854],"study_design_scores_gemma":[0.0006578792,0.000023574636,0.03876828,0.000049710172,0.000036423535,0.00010202719,0.00011395879,0.089379326,0.0000930278,0.011996635,0.85836923,0.00040992448],"about_ca_topic_score_codex":0.005068683,"about_ca_topic_score_gemma":0.060580615,"teacher_disagreement_score":0.659138,"about_ca_system_score_codex":0.000110325265,"about_ca_system_score_gemma":0.00018587001,"threshold_uncertainty_score":0.9887431},"labels":[],"label_agreement":null},{"id":"W2179964565","doi":"10.2118/170767-ms","title":"A Semi-Analytical Forecasting Method for Unconventional Gas and Light Oil Wells: A Hybrid Approach for Addressing the Limitations of Existing Empirical and Analytical Methods","year":2014,"lang":"en","type":"article","venue":"SPE Annual Technical Conference and Exhibition","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":22,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"Alberta Innovates - Technology Futures","keywords":"Flow (mathematics); Range (aeronautics); Fossil fuel; Material balance; Boundary (topology); Petroleum engineering; Computer science; Mathematical optimization; Econometrics; Mathematics; Geology; Process engineering; Engineering; Mathematical analysis; Geometry","score_opus":0.20287914925658057,"score_gpt":0.3844503314867355,"score_spread":0.18157118223015495,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2179964565","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"methods","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0119381035,0.00019957524,0.98305273,0.0013665085,0.000019784497,0.00016108614,0.00004027795,0.00006962147,0.003152311],"genre_scores_gemma":[0.7900492,0.00009832543,0.2094659,0.00006185079,0.00011968557,0.00006464447,0.000050346935,0.000017821116,0.00007222004],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9987117,0.00013255604,0.00041473043,0.000328505,0.00015053971,0.0002619912],"domain_scores_gemma":[0.99756676,0.001912565,0.00007593838,0.00014357448,0.00017552369,0.00012565068],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0014795918,0.00017719739,0.00038869146,0.00011013941,0.00022182585,0.00008705382,0.00008558175,0.00013411992,0.000004084232],"category_scores_gemma":[0.0012981141,0.00012889852,0.00013844325,0.00014758487,0.00018957649,0.00012804342,0.00006277723,0.00023419502,1.6944793e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00033510383,0.0003203585,0.00044169824,0.0027610674,0.0007896113,0.000004433092,0.0017824625,0.032260075,0.008204212,0.047305692,0.005926277,0.899869],"study_design_scores_gemma":[0.0003692093,0.00012091513,0.00011711191,0.00010804297,0.00029059305,0.00003927895,0.00038303263,0.9850336,0.0011522293,0.007935278,0.004281355,0.00016936404],"about_ca_topic_score_codex":0.000010806836,"about_ca_topic_score_gemma":0.000008601158,"teacher_disagreement_score":0.9527735,"about_ca_system_score_codex":0.000017849783,"about_ca_system_score_gemma":0.000021670337,"threshold_uncertainty_score":0.5256329},"labels":[],"label_agreement":null},{"id":"W2180624086","doi":"10.2118/175909-ms","title":"What Actually Controls SRV? Three Concepts to Debate a Stimulation or Stimulate a Debate!","year":2015,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":8,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Shell (Canada)","funders":"","keywords":"Anisotropy; Overburden; Layering; Bedding; Bed; Geology; Fracture (geology); Natural (archaeology); Stress (linguistics); Lithology; Overburden pressure; Scale (ratio); Geotechnical engineering; Geophysics; Petrology; Physics; Paleontology; Optics","score_opus":0.0299288136666748,"score_gpt":0.2884172659699079,"score_spread":0.2584884523032331,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2180624086","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.74075925,0.00047326615,0.25196308,0.00070922857,0.00077436725,0.00053946004,0.000005303739,0.000997625,0.0037784455],"genre_scores_gemma":[0.9947402,0.00004100521,0.0016042495,0.000430007,0.00016423519,0.000032760883,0.000014053525,0.000050752846,0.002922752],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99854666,0.000034636687,0.00035009035,0.00027500486,0.00035700187,0.00043660577],"domain_scores_gemma":[0.998857,0.00018537897,0.00003301157,0.00039348323,0.00014449253,0.00038658452],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00025648822,0.0002677528,0.0003897063,0.00016749567,0.000060681155,0.00027129054,0.00023986919,0.00013734614,0.0004484968],"category_scores_gemma":[0.00022250651,0.00018866183,0.00010828107,0.0003297071,0.000023602406,0.0005706393,0.000054908174,0.00015714447,0.0006056669],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00010048329,0.00001865174,0.000115510404,0.000016427326,0.0001717109,0.00005223042,0.0011427255,0.98766285,0.0005112453,0.0000094207035,0.0025396287,0.0076591284],"study_design_scores_gemma":[0.0014854633,0.00014796878,0.0006235614,0.00008910291,0.000088957226,0.000010189069,0.00040864278,0.98578954,0.0011792163,0.00021732826,0.009552903,0.00040712324],"about_ca_topic_score_codex":0.00015649608,"about_ca_topic_score_gemma":0.00096240744,"teacher_disagreement_score":0.25398096,"about_ca_system_score_codex":0.00013106593,"about_ca_system_score_gemma":0.00005156152,"threshold_uncertainty_score":0.7784825},"labels":[],"label_agreement":null},{"id":"W2182714088","doi":"","title":"Microseismic Case Study: A deeper look into the microseismic events. What events are really related to stimulated reservoir.","year":2013,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Microseism; Geology; Seismology; Fracture (geology); Amplitude; Volume (thermodynamics); Seismic survey; Reflection (computer programming); Geotechnical engineering; Computer science","score_opus":0.007357940574667812,"score_gpt":0.24014143885910402,"score_spread":0.2327834982844362,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2182714088","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9936697,0.0008988438,0.000609198,0.0021626696,0.00039076057,0.0013982243,0.000003439609,0.00057748274,0.00028971976],"genre_scores_gemma":[0.99064046,0.00017914234,0.00034400434,0.00073344173,0.000052825635,0.0001779666,0.000019055155,0.00012879747,0.0077242856],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9971658,0.0002251083,0.0007829989,0.0006244742,0.0004389125,0.0007627182],"domain_scores_gemma":[0.997853,0.00014945098,0.00009394502,0.0013148196,0.00021182976,0.00037700063],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0004972646,0.0005193965,0.0005323163,0.00032724295,0.00042958392,0.0003139757,0.0007662996,0.00025777222,0.00060225365],"category_scores_gemma":[0.000073231924,0.00035584532,0.0002540523,0.00092757307,0.000046521927,0.00065622706,0.00029919308,0.0006644168,0.0019150516],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00002427428,0.0003026606,0.0047305916,0.00007201704,0.0010980713,0.0009085033,0.014409228,0.9627411,0.0028200303,6.176887e-7,0.009094468,0.0037984385],"study_design_scores_gemma":[0.010536807,0.0010334066,0.049443174,0.0015978081,0.001719325,0.0031885675,0.1949437,0.68947345,0.011245358,0.0025995525,0.028165624,0.006053235],"about_ca_topic_score_codex":0.015600529,"about_ca_topic_score_gemma":0.0027376933,"teacher_disagreement_score":0.27326766,"about_ca_system_score_codex":0.0002667578,"about_ca_system_score_gemma":0.000035755227,"threshold_uncertainty_score":0.9998894},"labels":[],"label_agreement":null},{"id":"W2183129634","doi":"","title":"Review of hybrid continuum/discontinuum methods for geomechanical modelling of hydraulic fracture growth","year":2015,"lang":"en","type":"preprint","venue":"HAL (Le Centre pour la Communication Scientifique Directe)","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Hydraulic fracturing; Geotechnical engineering; Geology; Petroleum engineering; Computer science","score_opus":0.023616010391812572,"score_gpt":0.27100093972160794,"score_spread":0.24738492932979536,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2183129634","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"methods","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0023348844,0.053918503,0.93484396,0.0022481326,0.00019113802,0.0005860649,0.00010284076,0.00017224389,0.005602207],"genre_scores_gemma":[0.5485619,0.043490734,0.40454715,0.00022746061,0.00007762873,0.00020220697,0.0010941706,0.00017272397,0.0016260495],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9953018,0.002288472,0.0011474084,0.0005618415,0.00034124413,0.00035927686],"domain_scores_gemma":[0.99270093,0.0014944572,0.0006862984,0.0018458936,0.00306659,0.0002058175],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0091261035,0.0004158675,0.0012407664,0.00022971937,0.00007464345,0.000061013438,0.0012259722,0.0002834661,0.00006363336],"category_scores_gemma":[0.0021099625,0.0003985644,0.0006942714,0.00029647173,0.00012798638,0.00009112625,0.0005399606,0.00073501363,0.00000342092],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00008869389,0.0016169822,0.00010517156,0.12477573,0.0039830925,0.000010628106,0.00926086,0.6758132,0.0073505854,0.0047323704,0.0743175,0.09794521],"study_design_scores_gemma":[0.00044626114,8.232659e-7,0.000007580859,0.024315644,0.0004388074,0.0000056009176,0.000027367907,0.6926174,0.23815674,0.007999767,0.035467125,0.000516858],"about_ca_topic_score_codex":0.00061519095,"about_ca_topic_score_gemma":0.00008064994,"teacher_disagreement_score":0.546227,"about_ca_system_score_codex":0.000083418396,"about_ca_system_score_gemma":0.0001619755,"threshold_uncertainty_score":0.99984664},"labels":[],"label_agreement":null},{"id":"W2183814925","doi":"","title":"Alberta Carbonates - the Third Trillion","year":2008,"lang":"en","type":"article","venue":"19th World Petroleum Congress","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Alberta Energy","funders":"","keywords":"Exploit; Petroleum industry; Carbonate; General partnership; Resource (disambiguation); Enhanced oil recovery; Government (linguistics); Geology; Petroleum engineering; Business; Natural resource economics; Computer science; Finance; Economics; Paleontology; Computer security; Metallurgy","score_opus":0.008564556406099032,"score_gpt":0.2034053486762035,"score_spread":0.19484079227010445,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2183814925","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.6709259,0.0053595225,0.00030259063,0.003421183,0.0025232157,0.0002621555,0.000013045607,0.00075935264,0.31643298],"genre_scores_gemma":[0.92714566,0.00030216546,0.000021825545,0.00011745256,0.0002769869,0.000042151154,0.000011980025,0.000037295526,0.07204446],"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","domain_scores_codex":[0.9988048,0.000049807004,0.0002575004,0.00021105746,0.00028453823,0.00039229434],"domain_scores_gemma":[0.999053,0.0002582524,0.000041561583,0.0005032046,0.000031753225,0.000112219495],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00013207391,0.00022785817,0.0002792039,0.0002019246,0.00025931682,0.000048039245,0.0003925913,0.00006430795,0.00025813427],"category_scores_gemma":[0.00003172764,0.0001492471,0.00018243985,0.00040822866,0.000118568205,0.00009624063,0.00004709824,0.0003649951,0.00020475464],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00003104945,0.000047423833,0.015747514,0.000069632726,0.00057286106,0.000094705334,0.0008410083,0.88122344,0.0002641719,0.000118308904,0.09936155,0.0016283571],"study_design_scores_gemma":[0.00046316182,0.000014473448,0.0055935816,0.000042315434,0.00007860168,0.00003985199,0.000045865425,0.17536952,0.0027291828,0.000035202836,0.8152303,0.0003579064],"about_ca_topic_score_codex":0.0011950724,"about_ca_topic_score_gemma":0.003013702,"teacher_disagreement_score":0.7158688,"about_ca_system_score_codex":0.000047254285,"about_ca_system_score_gemma":0.000017045078,"threshold_uncertainty_score":0.60861206},"labels":[],"label_agreement":null},{"id":"W2184545853","doi":"","title":"Multidisciplinary Integration and Tools to Better Address the Utica Shale Stratigraphy, Rock Properties and Fraccability*","year":2015,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Geology; Borehole; Stratigraphy; Wireline; Fracture (geology); Geotechnical engineering; Oil shale; Tight gas; Petrology; Drilling; Directional drilling; Deformation (meteorology); Hydraulic fracturing; Petroleum engineering; Seismology; Tectonics; Paleontology","score_opus":0.0461706050395723,"score_gpt":0.24442601843111367,"score_spread":0.19825541339154137,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2184545853","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9771851,0.0004191079,0.007985436,0.0014840921,0.000032829375,0.00019728609,0.0000020024738,0.00013132961,0.012562866],"genre_scores_gemma":[0.9985528,0.000013277145,0.0006067865,0.000059802445,0.000042465803,0.000027497885,0.0000016353093,0.000013282245,0.0006824816],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9995136,0.000023350742,0.0001141964,0.00013219286,0.00009940747,0.000117242605],"domain_scores_gemma":[0.99965227,0.0000321016,0.0000074079435,0.00017612231,0.000024843273,0.000107253974],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00011975874,0.00010013935,0.000104577004,0.000049534672,0.00005821853,0.00013133141,0.000072130264,0.000044452925,0.000035933666],"category_scores_gemma":[0.0000446587,0.000053065727,0.000022578324,0.00008820667,0.000029937384,0.00016346024,0.000050053422,0.00009704912,0.000011070521],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00017645373,0.00029757142,0.058380015,0.00068760524,0.00095633324,0.00002643831,0.04497935,0.6204143,0.0271346,0.000487382,0.0322234,0.21423651],"study_design_scores_gemma":[0.0005863855,0.0002060472,0.09378927,0.00013865546,0.00011043458,0.000015509553,0.009195442,0.8607296,0.027713804,0.00073042035,0.0061469036,0.00063752616],"about_ca_topic_score_codex":0.000088651395,"about_ca_topic_score_gemma":0.00030237966,"teacher_disagreement_score":0.24031526,"about_ca_system_score_codex":0.0000086280015,"about_ca_system_score_gemma":0.0000050542444,"threshold_uncertainty_score":0.21639575},"labels":[],"label_agreement":null},{"id":"W2185127763","doi":"","title":"Analysis of Counter-Current Interaction Between Matrix and Fracture for Gas-Water Systems","year":2005,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Imbibition; Wetting; Saturation (graph theory); Matrix (chemical analysis); Brine; Composite material; Surface tension; Viscosity; Materials science; Fracture (geology); Petroleum engineering; Mineralogy; Mechanics; Geology; Geotechnical engineering; Chemistry; Thermodynamics; Physics","score_opus":0.009626303831849765,"score_gpt":0.266244995247832,"score_spread":0.25661869141598226,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2185127763","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7870356,0.0016882726,0.21018736,0.00023341531,0.00016715295,0.00015755472,0.000040407405,0.00012753553,0.00036273504],"genre_scores_gemma":[0.99914324,0.00011161394,0.00013693511,0.0000069460225,0.00020446758,0.000013025511,0.00009437067,0.000013763382,0.00027561828],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9992917,0.0000123787,0.00028819553,0.00013230431,0.00011541079,0.00015999099],"domain_scores_gemma":[0.99963444,0.00006866421,0.00003397979,0.00015907308,0.000046626013,0.00005721271],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001370796,0.00011863848,0.00034895967,0.00032917838,0.000030859203,0.000040078252,0.00006882839,0.00007022022,0.00008812342],"category_scores_gemma":[0.000005572296,0.00007811167,0.00016275485,0.00015338273,0.000011704547,0.000117923344,0.000013133309,0.00009949178,0.0000074426875],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000005002814,0.000011703086,0.0029296787,0.00018365726,0.0015860217,1.3931765e-7,0.0002639399,0.990105,0.0002641399,0.000002713628,0.0008524646,0.003795545],"study_design_scores_gemma":[0.00018078146,0.000015546435,0.0015369672,0.0000290617,0.0016318877,6.887894e-7,0.00010974114,0.864725,0.005373068,0.0000037871937,0.12624845,0.00014504611],"about_ca_topic_score_codex":0.00010459773,"about_ca_topic_score_gemma":0.0000626789,"teacher_disagreement_score":0.21210769,"about_ca_system_score_codex":0.000045289915,"about_ca_system_score_gemma":0.0000021554713,"threshold_uncertainty_score":0.31853014},"labels":[],"label_agreement":null},{"id":"W2185301376","doi":"","title":"Microseismic Monitoring Reveals Natural Fracture Networks","year":2011,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Microseism; Geology; Seismology; Hydraulic fracturing; Fracture (geology); Oil shale; Natural (archaeology); Event (particle physics); Drilling; Petroleum engineering; Geotechnical engineering; Paleontology; Engineering","score_opus":0.009418993153496482,"score_gpt":0.20180589274990543,"score_spread":0.19238689959640895,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2185301376","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.78638774,0.009435142,0.13691202,0.00014545718,0.0031136593,0.00020843343,0.000001920297,0.002351895,0.06144371],"genre_scores_gemma":[0.99589974,0.00016479183,0.0015176514,0.000118252145,0.00036365414,0.0000052328282,0.0000034495358,0.00003211268,0.0018951168],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9992717,0.000012483191,0.00017023174,0.00014413311,0.000095145864,0.00030630562],"domain_scores_gemma":[0.99956316,0.000020914564,0.000017572569,0.00025960783,0.000021041391,0.000117717056],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00007591724,0.00015826849,0.00017126814,0.000070246104,0.00006908324,0.000027604614,0.0001913515,0.00012156637,0.00033915244],"category_scores_gemma":[0.000010174454,0.00012302211,0.000110486,0.0001445807,0.000016957869,0.000107008935,0.000024071938,0.00035362228,0.000075879565],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000007097296,0.000020228304,0.007991405,0.000043258264,0.00025966842,0.000035299996,0.0007212254,0.97442126,0.001910671,0.000005046615,0.011038864,0.0035459562],"study_design_scores_gemma":[0.0008134742,0.00004719716,0.13040596,0.00022376521,0.00023647562,0.000056643094,0.0005582528,0.6813247,0.14244422,0.0004331277,0.041612852,0.001843334],"about_ca_topic_score_codex":0.00012430885,"about_ca_topic_score_gemma":0.0000050770523,"teacher_disagreement_score":0.29309657,"about_ca_system_score_codex":0.000032528882,"about_ca_system_score_gemma":0.0000036257454,"threshold_uncertainty_score":0.5016696},"labels":[],"label_agreement":null},{"id":"W2185642491","doi":"","title":"Seismic Porosity Prediction in the Montney: A Quantitative Interpretation Case Study","year":2014,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Geology; Interpretation (philosophy); Seismology; Petroleum engineering; Computer science","score_opus":0.010214594386454902,"score_gpt":0.2455126224624505,"score_spread":0.23529802807599562,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2185642491","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.86180055,0.000017015136,0.13484764,0.00006469802,0.00005656925,0.00012669264,7.876329e-7,0.000098718425,0.0029873182],"genre_scores_gemma":[0.99970496,0.0000020871403,0.00010403311,0.000041447023,0.000020944963,0.00002305015,0.0000031433317,0.0000069796874,0.00009333721],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99943626,0.00012560497,0.00014466727,0.000097414195,0.00010470888,0.00009131705],"domain_scores_gemma":[0.9996921,0.00009981634,0.00001345817,0.00016068535,0.000014558789,0.000019384594],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00041341648,0.0000728389,0.00009464143,0.000083839244,0.00004824622,0.00003050635,0.0000754631,0.00002856298,0.000015961463],"category_scores_gemma":[0.000037698046,0.000046325044,0.00003500516,0.00016949595,0.000009771425,0.00009550341,0.0000091091915,0.00013455469,0.000021267782],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000044675703,0.00006383857,0.007033989,0.000008475573,0.00004116996,0.000058527025,0.014585684,0.97675014,0.000018101759,0.0000069603257,0.0002519985,0.0011766795],"study_design_scores_gemma":[0.00017502387,0.000079225225,0.011870705,0.000005565409,0.000028542046,0.00005044455,0.012492638,0.97507113,0.000040553645,0.00003943086,0.00009425583,0.00005245419],"about_ca_topic_score_codex":0.0022509936,"about_ca_topic_score_gemma":0.0039025967,"teacher_disagreement_score":0.13790442,"about_ca_system_score_codex":0.0000291585,"about_ca_system_score_gemma":0.0000023930202,"threshold_uncertainty_score":0.3402844},"labels":[],"label_agreement":null},{"id":"W2187937442","doi":"","title":"The Integrated Use of new Wireline Technologies to Reduce Full Bore Core Requirements and Cost in the Canadian Oil Sands","year":2011,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Wireline; Geology; Sedimentary depositional environment; Petroleum engineering; Core (optical fiber); Well logging; Mineral resource classification; Oil sands; Formation evaluation; Resource (disambiguation); Petrology; Mining engineering; Asphalt; Geochemistry; Engineering; Computer science; Paleontology; Telecommunications; Archaeology","score_opus":0.06566487049194997,"score_gpt":0.25799848287647154,"score_spread":0.19233361238452157,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2187937442","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9883596,0.00050290674,0.00031689738,0.0034507387,0.00009143834,0.00015824317,0.000011914196,0.00017599581,0.006932292],"genre_scores_gemma":[0.9981447,0.00030488247,0.00053485506,0.00006848942,0.000009491954,0.000010200186,0.0000056332474,0.000009157211,0.00091257493],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9994101,0.00001197482,0.00017624754,0.00009723281,0.00009775609,0.0002067116],"domain_scores_gemma":[0.9995334,0.000040099312,0.00001661383,0.00030900864,0.000031929096,0.00006891217],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00017361941,0.00009743935,0.00011426111,0.00013568517,0.000076971766,0.000038384205,0.0002641603,0.000079440295,0.000019738256],"category_scores_gemma":[0.00014928023,0.00004862991,0.000023102066,0.00039681673,0.00005829722,0.000053242064,0.000027489437,0.00016764831,0.0000036821878],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0001891094,0.00009305686,0.020428393,0.00012656127,0.0006506406,0.000107974505,0.016130561,0.05424537,0.0065061892,0.00069238147,0.2321996,0.6686302],"study_design_scores_gemma":[0.0020301417,0.00047738574,0.05739477,0.0006937812,0.0002609563,0.000049053262,0.025401577,0.17300121,0.05752875,0.00095102465,0.68075985,0.0014514853],"about_ca_topic_score_codex":0.28184244,"about_ca_topic_score_gemma":0.77679527,"teacher_disagreement_score":0.6671787,"about_ca_system_score_codex":0.000054529977,"about_ca_system_score_gemma":0.000047565307,"threshold_uncertainty_score":0.72293985},"labels":[],"label_agreement":null},{"id":"W2188129846","doi":"","title":"Petrophysical applications of LWD measurements in Duvernay Shale, Western Canada","year":2013,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Wireline; Petrophysics; Logging while drilling; Drilling; Geology; Petroleum engineering; Directional drilling; Well logging; Oil shale; Logging; Petrology; Mining engineering; Porosity; Engineering; Geotechnical engineering; Paleontology; Telecommunications","score_opus":0.007039893160400568,"score_gpt":0.18698938441987373,"score_spread":0.17994949125947315,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2188129846","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9699791,0.00007572658,0.012486074,0.00015417367,0.000043606517,0.00016226053,0.000002927701,0.000057164132,0.017038982],"genre_scores_gemma":[0.9988147,0.000006001748,0.00012326844,0.000022994009,0.00002596496,0.000050031384,0.0000031302761,0.000009165092,0.0009447597],"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","domain_scores_codex":[0.9994386,0.000007954053,0.00015487878,0.00007904748,0.00019180433,0.0001277094],"domain_scores_gemma":[0.9997186,0.0000129019,0.000013531724,0.0001719472,0.000028728471,0.000054312397],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000027590711,0.00006751141,0.00012417599,0.000046588713,0.000011629741,0.000007707631,0.0001206496,0.000023930621,0.00018843595],"category_scores_gemma":[0.0000039954793,0.000056435354,0.000029743873,0.00015181227,0.000009300094,0.0000459595,0.000013566683,0.000072505165,0.000040813793],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000018593378,0.00013880862,0.17852414,0.00022288245,0.0002548064,0.0000036670158,0.00014288517,0.79015553,0.008866054,0.000016837292,0.009376057,0.012296501],"study_design_scores_gemma":[0.000997743,0.000028912093,0.6918313,0.00008423222,0.00007318296,0.0000029640125,0.00026235858,0.24544011,0.045623723,0.00013398923,0.014743308,0.00077821745],"about_ca_topic_score_codex":0.542512,"about_ca_topic_score_gemma":0.51627356,"teacher_disagreement_score":0.5447154,"about_ca_system_score_codex":0.000087984685,"about_ca_system_score_gemma":0.00002710616,"threshold_uncertainty_score":0.49255317},"labels":[],"label_agreement":null},{"id":"W2188484097","doi":"","title":"X-RAY IMAGING TECHNIQUE SIMPLIFIES AND IMPROVES RESERVOIR-CONDITION UNSTEADY- STATE RELATIVE PERMEABILITY MEASUREMENTS","year":2003,"lang":"en","type":"article","venue":"Petrophysics – The SPWLA Journal of Formation Evaluation and Reservoir Description","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":12,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"ConocoPhillips (Canada)","funders":"","keywords":"Relative permeability; Permeability (electromagnetism); Saturation (graph theory); Core (optical fiber); Petroleum engineering; Mechanics; Geology; Geotechnical engineering; Mathematics; Physics; Chemistry; Optics; Porosity","score_opus":0.026534042615082482,"score_gpt":0.26536338776779483,"score_spread":0.23882934515271234,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2188484097","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8539168,0.0011818033,0.14280874,0.00043088722,0.00024121576,0.00046017778,0.000006746285,0.000044413107,0.00090918463],"genre_scores_gemma":[0.99834514,0.0005430862,0.000880045,0.000029616811,0.000070749506,0.000032505755,0.000019301504,0.00002159828,0.00005798022],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9974146,0.00062745303,0.0007056912,0.00015662026,0.0008682367,0.00022739756],"domain_scores_gemma":[0.9982792,0.000096676165,0.0004046391,0.00024370616,0.0008701448,0.00010563573],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0038179571,0.00021807925,0.00026959195,0.00027429973,0.00040757697,0.00021324588,0.00014125316,0.000071284456,0.000021127738],"category_scores_gemma":[0.00043432877,0.00015275608,0.00012147439,0.0003090474,0.00011857352,0.0022989172,0.000026199792,0.00044788257,0.0000038280928],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00015463684,0.0001407948,0.0019813115,0.0005477267,0.00047379904,0.0000036840265,0.006350428,0.77239984,0.20273243,0.00043551027,0.0008268658,0.013952995],"study_design_scores_gemma":[0.0028359927,0.000326793,0.03775335,0.0004622655,0.00077363517,0.000183535,0.004206244,0.8514906,0.04327405,0.05562025,0.0023490496,0.00072419335],"about_ca_topic_score_codex":0.000018979632,"about_ca_topic_score_gemma":0.000013818992,"teacher_disagreement_score":0.15945837,"about_ca_system_score_codex":0.00030673435,"about_ca_system_score_gemma":0.000060559854,"threshold_uncertainty_score":0.6229212},"labels":[],"label_agreement":null},{"id":"W2188878479","doi":"","title":"Hydraulic fracturing scenarios for low temperature EGS heat generation from the precambrian basement in Northern Alberta","year":2012,"lang":"en","type":"article","venue":"Publication Database GFZ (GFZ German Research Centre for Geosciences)","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Hydraulic fracturing; Fracture (geology); Geology; Petroleum engineering; Precambrian; Comminution; Geotechnical engineering; Extraction (chemistry); Geothermal gradient; Hydraulics; Environmental science; Mining engineering; Geochemistry; Engineering; Geophysics","score_opus":0.02536648616626846,"score_gpt":0.29380297153498347,"score_spread":0.268436485368715,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2188878479","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9640757,0.0008997938,0.0062276237,0.023269145,0.00064260926,0.0027092837,0.0017933735,0.00014252665,0.0002399585],"genre_scores_gemma":[0.9877505,0.00010799098,0.00073366344,0.0003430635,0.0011278508,0.00072647515,0.008430973,0.000045379682,0.00073416124],"study_design_codex":"not_applicable","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99644434,0.000220534,0.00050107326,0.00060955697,0.0009388358,0.0012856664],"domain_scores_gemma":[0.99720854,0.0009099029,0.00006701885,0.0010292846,0.00038283406,0.00040241834],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0029792397,0.00026999673,0.00024233792,0.00036936536,0.00077111926,0.0005316724,0.0009497554,0.00014007569,0.00015314265],"category_scores_gemma":[0.0011865103,0.00019958388,0.00013740888,0.0010297773,0.00012698151,0.001432114,0.00016787674,0.00048477954,0.000060618226],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0001963606,0.001745508,0.067261234,0.0007500991,0.00046070194,0.000005072862,0.013103818,0.25080022,0.03843723,0.0008745918,0.5993792,0.026985994],"study_design_scores_gemma":[0.00084700296,0.000026449692,0.018140463,0.00009722372,0.00003293227,0.000002066037,0.00042132603,0.5393508,0.011951389,0.000041782318,0.42866626,0.0004222785],"about_ca_topic_score_codex":0.008710103,"about_ca_topic_score_gemma":0.05543752,"teacher_disagreement_score":0.2885506,"about_ca_system_score_codex":0.00035146016,"about_ca_system_score_gemma":0.00014936904,"threshold_uncertainty_score":0.997891},"labels":[],"label_agreement":null},{"id":"W2188984548","doi":"","title":"Am I Really Predicting Natural Fractures in the Tight Nordegg Gas Sandstone of West Central Alberta? Part II: Observations and Conclusions","year":2010,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Tight gas; Geology; Microseism; Drilling; Fracture (geology); Natural (archaeology); Curvature; Petroleum engineering; Mining engineering; Seismology; Geotechnical engineering; Engineering; Paleontology; Geometry; Mathematics; Hydraulic fracturing","score_opus":0.005711816517218931,"score_gpt":0.21663171525724895,"score_spread":0.21091989874003,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2188984548","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9899036,0.00016691154,0.000076027754,0.0019070776,0.00023963244,0.00010342591,0.000009420356,0.000056501554,0.007537368],"genre_scores_gemma":[0.99880135,0.00010288518,0.00032348424,0.00013313787,0.00014049691,0.000009137439,0.000033015393,0.000013039704,0.00044343038],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99910575,0.000025611107,0.000271167,0.00013503777,0.00021018789,0.00025224913],"domain_scores_gemma":[0.99929416,0.00030241616,0.000038748713,0.00025563285,0.000041490035,0.00006754743],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001920607,0.00013202062,0.00018606086,0.00007547704,0.00019548985,0.000028609966,0.00019285646,0.00010087509,0.00021463673],"category_scores_gemma":[0.00020236571,0.000081988466,0.00006207028,0.000213229,0.000070810966,0.00011394741,0.00005982545,0.00051033177,0.0000012592317],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000045053977,0.0004512826,0.4486828,0.0002986339,0.0006504489,0.00003543148,0.040506627,0.4356077,0.03994967,0.0017566863,0.026518183,0.005497478],"study_design_scores_gemma":[0.00067114504,0.000046255074,0.7553642,0.00008905252,0.00011513365,0.000022769065,0.0009637586,0.19705597,0.0043527023,0.00013584757,0.040838066,0.00034510568],"about_ca_topic_score_codex":0.0028679965,"about_ca_topic_score_gemma":0.03332686,"teacher_disagreement_score":0.3066814,"about_ca_system_score_codex":0.000013393967,"about_ca_system_score_gemma":0.000023311122,"threshold_uncertainty_score":0.9843124},"labels":[],"label_agreement":null},{"id":"W2189339756","doi":"","title":"Re-Fracturing and Water Flooding Western Canada Tight Oil Reservoir Horizontal Wells","year":2014,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Tight oil; Geology; Petroleum engineering; Water flooding; Sedimentary depositional environment; Oil in place; Oil production; Flooding (psychology); Hydraulic fracturing; Structural basin; Petrology; Petroleum; Geomorphology; Paleontology; Oil shale","score_opus":0.0044394379749962305,"score_gpt":0.17712219730708137,"score_spread":0.17268275933208513,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2189339756","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9606242,0.00015394491,0.000983746,0.0010147141,0.0003092485,0.000025950805,0.00000215651,0.00023105572,0.03665495],"genre_scores_gemma":[0.99375165,0.00007042578,0.00016882927,0.00015746188,0.0002805786,0.000005089333,0.000011475329,0.00004289666,0.0055115726],"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","domain_scores_codex":[0.998754,0.000034904504,0.00024127752,0.00025217852,0.00025493198,0.00046266444],"domain_scores_gemma":[0.99935764,0.000066413966,0.000015414917,0.00033458273,0.000019966055,0.00020595547],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00021388209,0.00022163037,0.00026549763,0.00008746387,0.00013998293,0.00009354309,0.00018902753,0.00009314073,0.00021758988],"category_scores_gemma":[0.00001771593,0.00015137788,0.000054033375,0.00006623881,0.000021231408,0.00015182323,0.000087522414,0.00024713884,0.00004294407],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000031271342,0.000043081378,0.015698249,0.0010959958,0.0008121968,0.00018762163,0.0017785238,0.9165355,0.012274013,0.000021523996,0.033089995,0.018432047],"study_design_scores_gemma":[0.0008539865,0.00004905657,0.0033269783,0.0001535818,0.00011453195,0.000024993102,0.00037412604,0.16534288,0.26928228,0.000052785577,0.55931026,0.0011145266],"about_ca_topic_score_codex":0.16848332,"about_ca_topic_score_gemma":0.5801053,"teacher_disagreement_score":0.7511926,"about_ca_system_score_codex":0.0000973578,"about_ca_system_score_gemma":0.000016584398,"threshold_uncertainty_score":0.83705384},"labels":[],"label_agreement":null},{"id":"W2189715845","doi":"10.1007/s00603-015-0871-2","title":"Shale Symposium at the International Congress of the ISRM Montreal, Canada May 10–13, 2015","year":2015,"lang":"en","type":"article","venue":"Rock Mechanics and Rock Engineering","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Oil shale; Shale gas; Geology; Environmental science; Paleontology","score_opus":0.005458163892771313,"score_gpt":0.18067528591427776,"score_spread":0.17521712202150644,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2189715845","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.41009444,0.024118548,0.5078223,0.013316644,0.029598137,0.0014956684,0.0005849287,0.0010016708,0.011967658],"genre_scores_gemma":[0.9919198,0.00016882403,0.000010685657,0.00002974783,0.00011482705,0.000009219376,0.000008484538,0.000028885854,0.007709487],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9991027,0.000009707417,0.00020497707,0.00013760992,0.0003341908,0.0002107949],"domain_scores_gemma":[0.99945176,0.000037366226,0.000041903735,0.00028065438,0.000069949645,0.00011838536],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00011592107,0.00016451612,0.00017629612,0.000041790092,0.000095152325,0.000026149202,0.00034372119,0.00006902394,0.000044392935],"category_scores_gemma":[0.0000367644,0.00010266141,0.00006591512,0.00012044852,9.0120403e-7,0.000048040984,0.00023087082,0.00016103522,0.0000042918396],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000027113645,0.0000042087686,0.000035117402,0.00002794996,0.00011764849,0.0000035858375,0.000098625285,0.961831,0.00082344475,0.000036349782,0.036998574,0.00002081785],"study_design_scores_gemma":[0.00018645584,0.00000633711,0.00003753041,0.000035110606,0.000037453854,0.000014479252,0.000088092966,0.9345874,0.0050465222,0.000010363897,0.059822798,0.0001274595],"about_ca_topic_score_codex":0.026313094,"about_ca_topic_score_gemma":0.089155294,"teacher_disagreement_score":0.5818254,"about_ca_system_score_codex":0.00016431813,"about_ca_system_score_gemma":0.000054582688,"threshold_uncertainty_score":0.9801708},"labels":[],"label_agreement":null},{"id":"W2190367165","doi":"10.1115/omae2015-41141","title":"Two-Phase Flow Modeling in Oil and Gas Applications","year":2015,"lang":"en","type":"article","venue":"Volume 10: Petroleum Technology","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Two-phase flow; Mechanics; Flow (mathematics); Porous medium; Pressure gradient; Calibration; Volumetric flow rate; Phase (matter); Materials science; Mathematics; Porosity; Thermodynamics; Geology; Physics; Geotechnical engineering","score_opus":0.011676672628622249,"score_gpt":0.2372561965459958,"score_spread":0.22557952391737357,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2190367165","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.80009246,0.004419521,0.18086138,0.003512839,0.00010892601,0.00006510032,0.000014311236,0.0017811094,0.009144361],"genre_scores_gemma":[0.994943,0.00027846097,0.0032819808,0.000014092186,0.00006168041,0.00013461994,0.000014259431,0.000032009506,0.001239891],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9990528,0.000013043146,0.00024254475,0.00025284282,0.00010986552,0.00032889144],"domain_scores_gemma":[0.9994211,0.000010314732,0.000021138498,0.00039994053,0.000038307026,0.00010918024],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00015426092,0.0001562408,0.0002572305,0.0006600262,0.000045896624,0.000022937451,0.00022175237,0.00020629626,0.00003439351],"category_scores_gemma":[0.000037119462,0.00016001271,0.000038414706,0.0005026219,0.000068829635,0.00007238419,0.000074194155,0.00033555264,0.00013990355],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000051038087,0.00003936564,0.00024892596,0.000022025299,0.000028881774,0.000011987618,0.000049646165,0.92721796,0.00030288158,0.000027586984,0.00031304304,0.071732566],"study_design_scores_gemma":[0.0009588914,0.00002894675,0.0000024020276,0.000011985362,0.000020343241,0.000019488612,0.00020220186,0.9697458,0.00015155571,0.00097415305,0.027722077,0.00016215559],"about_ca_topic_score_codex":0.00011013495,"about_ca_topic_score_gemma":0.00019018595,"teacher_disagreement_score":0.19485055,"about_ca_system_score_codex":0.0000936191,"about_ca_system_score_gemma":0.000021290702,"threshold_uncertainty_score":0.6525129},"labels":[],"label_agreement":null},{"id":"W2192878243","doi":"10.2118/176873-ms","title":"Proppant Transport Simulation in Hydraulic Fractures and Fracture Productivity Optimization","year":2015,"lang":"en","type":"article","venue":"SPE Asia Pacific Unconventional Resources Conference and Exhibition","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Hydraulic fracturing; Permeability (electromagnetism); Petroleum engineering; Geology; Fracture (geology); Geotechnical engineering; Slippage; Well stimulation; Fluid dynamics; Fracturing fluid; Materials science; Mechanics; Reservoir engineering; Composite material","score_opus":0.016820366732868835,"score_gpt":0.2337542806245272,"score_spread":0.21693391389165836,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2192878243","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.91730404,0.00072562986,0.07371561,0.0011571079,0.000097616496,0.00031942283,0.000012831099,0.00015499581,0.00651276],"genre_scores_gemma":[0.9989899,0.00012926705,0.0003695791,0.000021448835,0.0001191684,0.000018507308,0.0001627184,0.000017536644,0.00017189072],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99885476,0.000056911522,0.00026924053,0.00031721208,0.0003016491,0.00020020605],"domain_scores_gemma":[0.9995451,0.00003488749,0.00005848156,0.0001336,0.00008803187,0.00013992598],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000285756,0.00019274533,0.00022334128,0.0002158444,0.00007361317,0.00007181134,0.000051626837,0.00015096982,0.00007430595],"category_scores_gemma":[0.000040410403,0.00017134103,0.00004575096,0.00019930293,0.000087046654,0.00036364046,0.00001193143,0.00023411753,0.0000052403775],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000043809185,0.00003819595,0.0037309674,0.00006982728,0.000025845653,0.000010380515,0.0013240979,0.9919581,0.00011248383,0.000028487584,0.00006723652,0.0025906065],"study_design_scores_gemma":[0.00094442494,0.00008365792,0.033915564,0.00018426767,0.000057907702,0.000022787433,0.0016041312,0.94832844,0.0009002349,0.0029276987,0.010623835,0.00040708043],"about_ca_topic_score_codex":0.00009334521,"about_ca_topic_score_gemma":0.00010377251,"teacher_disagreement_score":0.081685856,"about_ca_system_score_codex":0.00005210161,"about_ca_system_score_gemma":0.000031679403,"threshold_uncertainty_score":0.6987084},"labels":[],"label_agreement":null},{"id":"W2197957932","doi":"10.1306/13381695st653572","title":"Natural Fractures in Folded Sandstones of the Tensleep Formation, Wyoming","year":2013,"lang":"en","type":"book-chapter","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Fractal Systems (Canada)","funders":"Core Research for Evolutional Science and Technology","keywords":"Geology; Tectonics; Petroleum exploration; Petroleum; Petroleum engineering; Natural (archaeology); Mining engineering; Earth science; Seismology; Paleontology","score_opus":0.005100754883726756,"score_gpt":0.18931296714756193,"score_spread":0.1842122122638352,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2197957932","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.009531403,0.0040283995,0.0007718415,0.00032954814,0.00059436244,0.00033372676,0.000007984636,0.00017802241,0.98422474],"genre_scores_gemma":[0.8500793,0.00015485813,0.00011632282,0.000054257023,0.00007978062,0.000005465076,0.000012332811,0.000035349887,0.14946231],"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","domain_scores_codex":[0.9990917,0.000007475945,0.0003931793,0.000118889,0.0002255113,0.00016323767],"domain_scores_gemma":[0.99941707,0.000058984857,0.00009277845,0.00035224287,0.00004859521,0.00003032635],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00006759065,0.00023673264,0.00035617079,0.0002708254,0.00003692174,0.000021273954,0.00026722136,0.00025151853,0.0008136483],"category_scores_gemma":[0.000018834886,0.0001377049,0.0002351297,0.000059919,0.000038286333,0.00011284906,0.000051882562,0.00046224243,0.000046524798],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000020438945,0.00003280764,0.00018116993,0.0017099369,0.0015076878,0.000019098252,0.002836455,0.8790741,0.0020562497,0.0051486576,0.07082858,0.03658479],"study_design_scores_gemma":[0.0017850877,0.00004091381,0.0073893107,0.0027721233,0.00069289724,0.00005019371,0.00033213408,0.4031552,0.052039307,0.013833438,0.5150994,0.0028100063],"about_ca_topic_score_codex":0.000089042565,"about_ca_topic_score_gemma":0.00031711644,"teacher_disagreement_score":0.8405479,"about_ca_system_score_codex":0.000054537093,"about_ca_system_score_gemma":0.000009430872,"threshold_uncertainty_score":0.8908878},"labels":[],"label_agreement":null},{"id":"W2198422793","doi":"10.1007/s10409-015-0526-2","title":"Effect of quadratic pressure gradient term on a one-dimensional moving boundary problem based on modified Darcy’s law","year":2015,"lang":"en","type":"article","venue":"Acta Mechanica Sinica","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":21,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"National Science and Technology Major Project; China Scholarship Council; China Postdoctoral Science Foundation; National Natural Science Foundation of China","keywords":"Pressure gradient; Darcy's law; Mathematics; Quadratic equation; Mathematical analysis; Boundary value problem; Laplace transform; Adverse pressure gradient; Flow (mathematics); Applied mathematics; Boundary (topology); Mechanics; Porous medium; Boundary layer; Physics; Geometry; Flow separation; Materials science","score_opus":0.014151413624015102,"score_gpt":0.23802500599517806,"score_spread":0.22387359237116297,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2198422793","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9436544,0.0006286724,0.00455933,0.001850224,0.0012426494,0.0019774607,0.00009987898,0.0012834778,0.044703912],"genre_scores_gemma":[0.99886465,0.000004906662,0.0005838118,0.00016556647,0.00007605899,0.00005546458,0.000033498625,0.00006616936,0.00014989049],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9977499,0.00026865385,0.00047312846,0.00040722662,0.0007034278,0.00039765393],"domain_scores_gemma":[0.9980971,0.0005928185,0.000116629126,0.00085862755,0.00005995723,0.0002748508],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00090935506,0.0003319079,0.0005932592,0.00016318474,0.00010687814,0.00006729862,0.00038295318,0.00019980219,0.00004590768],"category_scores_gemma":[0.00019213164,0.00026589812,0.00024295365,0.00020595286,0.000055405468,0.00013591241,0.00007174042,0.00044422186,0.000025611851],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00067315885,0.0004347813,0.000008696243,0.0006766172,0.00057162484,0.000027455822,0.00021633135,0.97887766,0.014445381,0.00083115883,0.0019240797,0.0013130772],"study_design_scores_gemma":[0.0027597225,0.00325963,0.000045815046,0.0008978163,0.00052404153,0.0000049797654,0.0000109657185,0.8874369,0.099179156,0.000560013,0.004732221,0.00058870227],"about_ca_topic_score_codex":0.00009072698,"about_ca_topic_score_gemma":0.000030165787,"teacher_disagreement_score":0.0914407,"about_ca_system_score_codex":0.000094957875,"about_ca_system_score_gemma":0.00007803247,"threshold_uncertainty_score":0.9999793},"labels":[],"label_agreement":null},{"id":"W2199767872","doi":"10.2118/160169-ms","title":"Reappraisal of the G Time Concept in Mini-Frac Analysis","year":2012,"lang":"en","type":"article","venue":"SPE Annual Technical Conference and Exhibition","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":40,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Closure (psychology); Norm (philosophy); Mathematics; Flow (mathematics); Derivative (finance); Calculus (dental); Function (biology); Applied mathematics; Algorithm; Geometry","score_opus":0.009344619790338909,"score_gpt":0.24267108383058292,"score_spread":0.233326464040244,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2199767872","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9794045,0.00049953314,0.0050297105,0.00058106467,0.00007227861,0.00013706816,0.000059242157,0.0001383654,0.014078236],"genre_scores_gemma":[0.999605,0.000064699205,0.000116641204,0.0000272626,0.000048493603,0.0000055739474,0.000019133116,0.0000063526772,0.000106871805],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9992798,0.000038974405,0.00022765857,0.0001094176,0.00014538068,0.00019877643],"domain_scores_gemma":[0.999613,0.0000534335,0.000034631445,0.000200291,0.000035705278,0.000062954736],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001894426,0.00009873921,0.00023551959,0.00012139444,0.000028421517,0.000011190452,0.00010981882,0.00012238862,0.00016757043],"category_scores_gemma":[0.000048519898,0.00006945826,0.00011055464,0.0005342414,0.00011032278,0.00016224869,0.00004496442,0.0001849228,0.0000122075935],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00031275328,0.0022728743,0.28393945,0.0009637094,0.003942309,0.000042509422,0.024209961,0.27933365,0.24186261,0.01995083,0.05880878,0.08436056],"study_design_scores_gemma":[0.0012803691,0.00020241283,0.8268392,0.00036977604,0.0014825562,0.000023697961,0.0018202661,0.07692549,0.07299683,0.0016838189,0.015144693,0.0012308926],"about_ca_topic_score_codex":0.000094597715,"about_ca_topic_score_gemma":0.000062973966,"teacher_disagreement_score":0.5428997,"about_ca_system_score_codex":0.0000115461635,"about_ca_system_score_gemma":0.000008382481,"threshold_uncertainty_score":0.28324258},"labels":[],"label_agreement":null},{"id":"W2200966874","doi":"","title":"SOUTHWEST FLORIDA WATER MANAGEMENT DISTRICT WELL CONSTRUCTION PERMIT LOCATIONS - OCTOBER 2011","year":2011,"lang":"en","type":"article","venue":"downloadable data","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Centroid; Geography; Latitude; Quarter (Canadian coin); Longitude; Matching (statistics); Geographic coordinate system; Cartography; Statistics; Computer science; Geodesy; Archaeology; Mathematics","score_opus":0.02188017289816545,"score_gpt":0.20546534993561266,"score_spread":0.1835851770374472,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2200966874","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.14862071,0.0021079085,0.1804521,0.0006042589,0.005207881,0.0012788144,0.0047649476,0.0030852829,0.6538781],"genre_scores_gemma":[0.98848134,0.00035275138,0.0029196416,0.000039052404,0.00015886615,0.000029157438,0.005409996,0.000036226054,0.0025729686],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9988583,0.000018157401,0.00024815634,0.00034284938,0.00018097753,0.00035160157],"domain_scores_gemma":[0.9983848,0.000009230888,0.000021802052,0.0014496396,0.000025477353,0.000109091656],"candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00014106582,0.00018692757,0.00017001363,0.00013689692,0.00014281603,0.000056421042,0.00064274104,0.000075544616,0.0044909585],"category_scores_gemma":[0.0000033114468,0.00014048538,0.000051801584,0.00012710219,0.000056304183,0.00036721458,0.00025305906,0.00015946198,0.0047331117],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00008710297,0.00053766556,0.013714744,0.0013825315,0.004397158,0.00036093226,0.002978403,0.12979755,0.0009928088,0.00056354154,0.79775107,0.047436483],"study_design_scores_gemma":[0.00088714255,0.000029090796,0.008628723,0.00006474566,0.0008759953,0.000057296013,0.0014198998,0.057576105,0.01795092,0.00026998165,0.91107315,0.0011669758],"about_ca_topic_score_codex":0.00096781837,"about_ca_topic_score_gemma":0.00014229464,"teacher_disagreement_score":0.8398606,"about_ca_system_score_codex":0.00004182423,"about_ca_system_score_gemma":0.0000064253554,"threshold_uncertainty_score":0.9964191},"labels":[],"label_agreement":null},{"id":"W2201651704","doi":"10.1017/jfm.2015.451","title":"A non-singular integral equation formulation to analyse multiscale behaviour in semi-infinite hydraulic fractures","year":2015,"lang":"en","type":"article","venue":"Journal of Fluid Mechanics","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":95,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Ordinary differential equation; Limit (mathematics); Buoyancy; Dissipation; Integral equation; Partial differential equation; Separable space; Mathematical analysis; Differential equation; Mathematics; Applied mathematics; Physics; Mechanics","score_opus":0.01705426630982224,"score_gpt":0.2635216141681889,"score_spread":0.2464673478583667,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2201651704","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.66374236,0.00024239544,0.33537555,0.00013938188,0.0003081303,0.00008059225,0.0000015368407,0.000026721082,0.00008331268],"genre_scores_gemma":[0.99518144,0.00004109805,0.0044076936,0.00008513106,0.00021172926,0.0000034452007,0.000009133253,0.00003210942,0.000028206072],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9984093,0.000039685565,0.0006817317,0.00012412583,0.00048587416,0.0002593357],"domain_scores_gemma":[0.9990856,0.000039711467,0.00015130418,0.00020835274,0.00022744054,0.0002875904],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007978267,0.00018882718,0.0003871911,0.0007459824,0.000032369364,0.000059206817,0.00021530301,0.00016603398,0.000016684378],"category_scores_gemma":[0.00022405006,0.0001590193,0.00019554449,0.00055238756,0.0000036790004,0.0003280938,0.000030687417,0.00042276317,0.00001803037],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000039424656,0.00004750222,0.00085173856,0.000014654664,0.0000689775,0.000049335347,0.0015580413,0.98324895,0.010954429,0.0000068784457,0.00061930454,0.0025407607],"study_design_scores_gemma":[0.00077119353,0.0001526361,0.0018375026,0.00012935055,0.00011602733,0.00003069797,0.00040420855,0.96266687,0.032634176,0.00042840414,0.0006304625,0.00019850243],"about_ca_topic_score_codex":0.00012304581,"about_ca_topic_score_gemma":0.00017633353,"teacher_disagreement_score":0.33143908,"about_ca_system_score_codex":0.0003183115,"about_ca_system_score_gemma":0.000059491194,"threshold_uncertainty_score":0.6484619},"labels":[],"label_agreement":null},{"id":"W2201996295","doi":"10.2118/138107-ms","title":"Natural Fracture Characterization From Microseismic Source Mechanisms: A Comparison With FMI Data","year":2010,"lang":"en","type":"article","venue":"Canadian Unconventional Resources and International Petroleum Conference","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":12,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Microsemi (Canada)","funders":"","keywords":"Microseism; Fracture (geology); Geology; Seismology; Induced seismicity; Hydraulic fracturing; Petrology; Geotechnical engineering","score_opus":0.010482056402958217,"score_gpt":0.2136899047671572,"score_spread":0.203207848364199,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2201996295","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9603373,0.0001594191,0.033863254,0.0025146762,0.0006261193,0.00006514122,0.00066541554,0.00008587314,0.0016828118],"genre_scores_gemma":[0.9930346,0.00003043714,0.00038154353,0.00046320917,0.00029705008,0.000007756478,0.003670976,0.00002620413,0.0020882478],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99883676,0.000017650465,0.00023740665,0.00036902045,0.0002875491,0.00025163448],"domain_scores_gemma":[0.99913824,0.000045766024,0.00007639536,0.00033056966,0.000115159586,0.00029385032],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000099366145,0.00020765033,0.00019924993,0.00022001866,0.00014778867,0.00031484925,0.00061509066,0.00012666942,0.0011459339],"category_scores_gemma":[0.000029606656,0.00018241364,0.000044527093,0.00007798869,0.000089004425,0.00029615185,0.00006458458,0.000538935,0.000027477576],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000821377,0.00053779804,0.1252519,0.0004608468,0.009384518,0.00043595128,0.0069762077,0.33710307,0.36348963,0.010924852,0.047422115,0.09719174],"study_design_scores_gemma":[0.00034048755,0.000014836794,0.03101947,0.00005102611,0.00003857879,0.000017656264,0.00012468925,0.52900314,0.00030289628,0.0002603216,0.43856993,0.00025696863],"about_ca_topic_score_codex":0.0131328665,"about_ca_topic_score_gemma":0.06867628,"teacher_disagreement_score":0.39114782,"about_ca_system_score_codex":0.0000623919,"about_ca_system_score_gemma":0.00010666931,"threshold_uncertainty_score":0.9997671},"labels":[],"label_agreement":null},{"id":"W2206363546","doi":"10.1190/geo2014-0374.1","title":"Bayesian inversion of pressure diffusivity from microseismicity","year":2015,"lang":"en","type":"article","venue":"Geophysics","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":7,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Memorial University of Newfoundland","funders":"Division of Mathematical Sciences; National Science Foundation","keywords":"Microseism; Geology; Hydraulic fracturing; Inversion (geology); Probabilistic logic; Fluid dynamics; Fluid pressure; Uncertainty quantification; Seismology; Petroleum engineering; Computer science; Mechanics; Machine learning; Tectonics","score_opus":0.008070054617823876,"score_gpt":0.1927835577497867,"score_spread":0.18471350313196283,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2206363546","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9810406,0.00027355689,0.016685028,0.00005017972,0.00018328396,0.000039712875,0.000047329202,0.000108864144,0.0015714689],"genre_scores_gemma":[0.9992785,0.000016467533,0.00032286247,0.000026858266,0.00012838803,0.0000012093409,0.000028463792,0.000013964937,0.0001833051],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9994714,0.000018834831,0.000114042574,0.00010813137,0.00015559272,0.00013198944],"domain_scores_gemma":[0.99954623,0.000022761731,0.000028918053,0.00026836037,0.00003899605,0.00009475091],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000044490283,0.00009868586,0.00018566054,0.00002771704,0.000021502989,0.000010152177,0.00013687563,0.00006958462,0.000015944379],"category_scores_gemma":[0.000012938201,0.00009018091,0.000079462516,0.00012120704,0.000029176412,0.00007518333,0.00004535112,0.0001210988,0.000035282686],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000021536436,0.00013283602,0.0044354587,0.00015409388,0.00041983544,0.000007552262,0.0020045824,0.9426888,0.029574834,0.000014399337,0.013910012,0.0066360133],"study_design_scores_gemma":[0.000758256,0.00003467214,0.009180651,0.000052627045,0.0002309171,4.4355141e-7,0.00014252767,0.85056466,0.111683786,0.0045275795,0.022442034,0.00038187447],"about_ca_topic_score_codex":0.001400227,"about_ca_topic_score_gemma":0.000021118263,"teacher_disagreement_score":0.092124216,"about_ca_system_score_codex":0.00001754502,"about_ca_system_score_gemma":0.0000131685165,"threshold_uncertainty_score":0.36774707},"labels":[],"label_agreement":null},{"id":"W2206831235","doi":"10.3968/7687","title":"Foundation of the Reaction Mechanism of Deep Penetration and Low-Damage Acidizing Fluid","year":2015,"lang":"en","type":"article","venue":"Advances in petroleum exploration and development","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Penetration (warfare); Petroleum engineering; Penetration depth; Materials science; Geotechnical engineering; Geology; Chemistry; Engineering","score_opus":0.013610622134242484,"score_gpt":0.22970969508558303,"score_spread":0.21609907295134054,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2206831235","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.68267936,0.0010502132,0.3145455,0.00012641943,0.00027868085,0.00011012171,5.293897e-7,0.000036595735,0.0011725641],"genre_scores_gemma":[0.9971838,0.0009373128,0.0018132407,0.000008079328,0.000011985203,0.000013895703,0.000010923601,0.0000058253668,0.000014920665],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99941266,0.000025719934,0.00024886508,0.000088986955,0.00015681385,0.000066982546],"domain_scores_gemma":[0.9997646,0.000017048,0.000068563044,0.00007881236,0.000042651416,0.000028298235],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00021112364,0.0000708056,0.000107957334,0.0000984691,0.00003581209,0.000011597887,0.000038744547,0.000033611213,0.000001931783],"category_scores_gemma":[0.000031175332,0.00005619502,0.000010895131,0.00011727487,0.000021877424,0.0005411212,0.0000183403,0.000051871775,9.5279074e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000031785552,0.000039588234,0.0014316726,0.00023358979,0.00003212749,6.6097135e-7,0.006760499,0.8901145,0.040962014,0.0009207233,0.000007304147,0.05946555],"study_design_scores_gemma":[0.0009669893,0.000053625048,0.005649957,0.0001584137,0.000018355511,0.000002987715,0.004185551,0.6344268,0.3478796,0.0031348772,0.0032798166,0.00024307099],"about_ca_topic_score_codex":0.000007027304,"about_ca_topic_score_gemma":0.00022977435,"teacher_disagreement_score":0.31450447,"about_ca_system_score_codex":0.000050188413,"about_ca_system_score_gemma":0.000022006412,"threshold_uncertainty_score":0.22915664},"labels":[],"label_agreement":null},{"id":"W2209357024","doi":"10.2118/165149-pa","title":"Interactions of Fe(III) and Viscoelastic-Surfactant-Based Acids","year":2015,"lang":"en","type":"article","venue":"SPE Production & Operations","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":17,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"AkzoNobel (Canada)","funders":"AkzoNobel","keywords":"Chemistry; Pulmonary surfactant; Chelation; Titration; Viscoelasticity; Rheology; Amine gas treating; Viscosity; Amino acid; Hydrochloric acid; Inorganic chemistry; Organic chemistry; Materials science","score_opus":0.01735677390895386,"score_gpt":0.2476451783213186,"score_spread":0.23028840441236476,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2209357024","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.6563331,0.00036773572,0.33059287,0.0043543237,0.0017208254,0.0002690967,0.000018401352,0.00035826873,0.005985364],"genre_scores_gemma":[0.985493,0.000027894355,0.013145419,0.000012241765,0.00017235895,0.0000147095625,0.000022724165,0.000014759884,0.001096913],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99939173,0.000023510858,0.00020423562,0.0001522935,0.00012413177,0.00010410845],"domain_scores_gemma":[0.99952424,0.000011870135,0.000016526303,0.00021554773,0.00014439491,0.00008739603],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00011764385,0.0000962394,0.00013073238,0.00013579828,0.00009213248,0.00004086617,0.000051933195,0.000033983102,0.00010194172],"category_scores_gemma":[0.00008461014,0.000087063025,0.00003657572,0.00023768451,0.000049117967,0.00022137728,0.000012400988,0.00012938083,0.000027667516],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000049518303,0.000030287294,0.00020090655,0.000016196713,0.00004101445,4.3791263e-7,0.0004902575,0.98915124,0.008268546,0.000017470216,0.0012694326,0.00050927023],"study_design_scores_gemma":[0.00043928233,0.00005717575,0.00048992236,0.000044149303,0.00011812775,0.000022461065,0.0009310333,0.89938885,0.076560326,0.000041059167,0.021657215,0.00025042245],"about_ca_topic_score_codex":0.00006854468,"about_ca_topic_score_gemma":0.00026270095,"teacher_disagreement_score":0.3291599,"about_ca_system_score_codex":0.00004298853,"about_ca_system_score_gemma":0.000043240383,"threshold_uncertainty_score":0.3550327},"labels":[],"label_agreement":null},{"id":"W2209504942","doi":"10.2118/168598-pa","title":"Fracture Characterization Using Flowback Salt-Concentration Transient","year":2015,"lang":"en","type":"article","venue":"SPE Journal","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":93,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Nexen (Canada); University of Alberta","funders":"","keywords":"Salinity; Shale gas; Plateau (mathematics); Geology; Fracture (geology); Environmental science; Hydrology (agriculture); Oil shale; Petroleum engineering; Soil science; Geotechnical engineering; Mathematics","score_opus":0.015381795520600613,"score_gpt":0.23016263594425737,"score_spread":0.21478084042365675,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2209504942","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.64933056,0.00022283208,0.34815836,0.00059540063,0.0007659014,0.00004300792,0.0000024679414,0.00007497039,0.00080651283],"genre_scores_gemma":[0.99786973,0.00013340119,0.0008217026,0.00012248712,0.00093375024,4.4737254e-7,0.000021439602,0.000021527281,0.000075538635],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9992273,0.000030341558,0.00022280053,0.00007606385,0.00024824348,0.0001952899],"domain_scores_gemma":[0.9995764,0.0000050843923,0.00004807903,0.000097327196,0.00007208192,0.00020104481],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00018228202,0.0001077675,0.00013260363,0.00006394628,0.00007612208,0.000110021676,0.00008589879,0.00008144686,0.00012466047],"category_scores_gemma":[0.000015707614,0.00008884314,0.000076723096,0.0001358946,0.000010817354,0.00027379976,0.0000041971234,0.00028868325,0.00003507908],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000007591498,0.000013156546,0.00021908525,0.000010893342,0.00005556779,0.000019421173,0.000850239,0.9743777,0.021062171,9.908431e-7,0.0010999164,0.0022832865],"study_design_scores_gemma":[0.000610106,0.000033487762,0.0027709487,0.000063853215,0.000087040906,0.00020894216,0.00011683792,0.9204177,0.013846351,0.00009904018,0.06149407,0.00025159825],"about_ca_topic_score_codex":0.000007257903,"about_ca_topic_score_gemma":0.0000037697978,"teacher_disagreement_score":0.34853917,"about_ca_system_score_codex":0.00014484722,"about_ca_system_score_gemma":0.000046047833,"threshold_uncertainty_score":0.3622918},"labels":[],"label_agreement":null},{"id":"W2212650033","doi":"10.1017/jfm.2015.555","title":"Filling box flows in porous media","year":2015,"lang":"en","type":"article","venue":"Journal of Fluid Mechanics","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":22,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Plume; Gravity current; Laminar flow; Outflow; Mechanics; Geology; Similarity solution; Flow (mathematics); Porous medium; Front (military); Reynolds number; Volume (thermodynamics); Physics; Boundary layer; Geometry; Thermodynamics; Porosity; Geotechnical engineering; Meteorology; Turbulence; Mathematics","score_opus":0.015973832448225506,"score_gpt":0.2196298686187653,"score_spread":0.2036560361705398,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2212650033","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8745725,0.005969141,0.11538392,0.0003507021,0.0025227382,0.000057378507,0.000003437348,0.00007849373,0.0010616549],"genre_scores_gemma":[0.995964,0.0005085366,0.0030795138,0.0000351866,0.0003603268,6.056226e-7,0.0000012254079,0.000022799148,0.000027804757],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99893236,0.000027305256,0.0004393455,0.00006223763,0.00034119026,0.00019757637],"domain_scores_gemma":[0.999452,0.000047119756,0.00006757823,0.00013424637,0.00010361216,0.00019544271],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007034912,0.00010781296,0.00028178663,0.0002558018,0.000013622778,0.00002184148,0.00019903363,0.00009764231,0.000028936494],"category_scores_gemma":[0.00021864744,0.0000881735,0.00010521958,0.0002264993,0.000002978001,0.00013837888,0.000018714383,0.000339207,0.000018634437],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000012491199,0.000021237702,0.000016131962,0.000017226275,0.000057172125,0.00020613045,0.0007126304,0.99080825,0.003738749,0.000023886709,0.0024021342,0.0019839718],"study_design_scores_gemma":[0.000815208,0.00007431628,0.000021078453,0.00011523419,0.000058132373,0.00016806734,0.0005055087,0.97403836,0.013466848,0.0014765855,0.0090715485,0.00018912765],"about_ca_topic_score_codex":0.000013368585,"about_ca_topic_score_gemma":0.000046488803,"teacher_disagreement_score":0.121391475,"about_ca_system_score_codex":0.0001331768,"about_ca_system_score_gemma":0.000052890864,"threshold_uncertainty_score":0.35956112},"labels":[],"label_agreement":null},{"id":"W2215812025","doi":"10.1190/segam2015-5830237.1","title":"Integration of Distributed Temperature and Distributed Acoustic Survey Results with Hydraulic Fracture Modeling: A Case Study in the Woodford Shale","year":2015,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":23,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Oil shale; Geology; Hydraulic fracturing; Seismology; Microseism; Petroleum engineering","score_opus":0.02877456571516255,"score_gpt":0.25485804471761847,"score_spread":0.22608347900245593,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2215812025","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.94793254,0.00011592346,0.051086098,0.0001479243,0.000021489155,0.0003094393,0.00023503452,0.00007359923,0.000077971476],"genre_scores_gemma":[0.99913526,0.0000102866625,0.000066409666,0.00002617482,0.000024085297,0.000020154377,0.0006849781,0.00001723659,0.000015406664],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99873716,0.00017973395,0.0003613742,0.00023055513,0.00028637136,0.00020480741],"domain_scores_gemma":[0.9991413,0.0001606297,0.000046110614,0.0003863585,0.00016576788,0.000099854566],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00081842084,0.00021663653,0.0003062069,0.000105734514,0.000056387496,0.0000814682,0.00015764277,0.0001271953,0.0000021445865],"category_scores_gemma":[0.000274582,0.0001158442,0.000031417254,0.0006959742,0.00003120045,0.00014294224,0.000024398298,0.00041944766,6.4480764e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00010237927,0.00012971585,0.0032097653,0.000018040982,0.0000774232,0.00032288086,0.0033262626,0.9921248,0.000049216243,2.0341034e-7,0.0005855938,0.00005373493],"study_design_scores_gemma":[0.0015262562,0.00020839398,0.010298891,0.00003246577,0.00009002587,0.0002076469,0.018892905,0.9683643,0.00013557034,0.000010113106,0.000031601376,0.00020180488],"about_ca_topic_score_codex":0.008003808,"about_ca_topic_score_gemma":0.021289911,"teacher_disagreement_score":0.051202748,"about_ca_system_score_codex":0.000051198844,"about_ca_system_score_gemma":0.000032180924,"threshold_uncertainty_score":0.998602},"labels":[],"label_agreement":null},{"id":"W2216250758","doi":"10.1306/13371603st643550","title":"Joslyn Creek Steam-assisted Gravity Drainage","year":2013,"lang":"en","type":"book-chapter","venue":"American Association of Petroleum Geologists eBooks","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Canada Energy Regulator","funders":"","keywords":"Oil sands; Caprock; Steam-assisted gravity drainage; Asphalt; Drainage; Geology; Steam injection; Mining engineering; Hydraulic fracturing; Petroleum engineering; Environmental science; Hydrology (agriculture); Geotechnical engineering; Archaeology; Geography","score_opus":0.006995269488680919,"score_gpt":0.20160734601308314,"score_spread":0.1946120765244022,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2216250758","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.005275013,0.00022086911,0.0008709888,0.00020032865,0.00031611515,0.0002034698,0.00011948977,0.0005648446,0.99222887],"genre_scores_gemma":[0.4901517,0.000084316925,0.0001845466,0.000068852954,0.00014364386,0.00002332496,0.000087668486,0.00008297776,0.509173],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9972694,0.000090949645,0.00084953976,0.00047187004,0.0007397117,0.0005785392],"domain_scores_gemma":[0.99726623,0.00030828116,0.0012882227,0.0006973632,0.00025256362,0.0001873437],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00042089657,0.0005573557,0.0013518176,0.00036091227,0.00011473224,0.00006758735,0.0004817483,0.00054097874,0.0005850867],"category_scores_gemma":[0.00014218851,0.00059362757,0.0006360678,0.000054982185,0.0004107869,0.000053478438,0.00011123573,0.0008849501,0.0003281046],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00018638617,0.0004889534,0.013885124,0.0027642455,0.034471955,0.00048059513,0.0022775189,0.1733445,0.003513463,0.019265763,0.3431924,0.40612912],"study_design_scores_gemma":[0.0016226991,0.0006676993,0.02860944,0.00037618555,0.0017996703,0.000016718122,0.00023962792,0.0075965845,0.0003336287,0.009505665,0.94604117,0.003190922],"about_ca_topic_score_codex":0.0023957794,"about_ca_topic_score_gemma":0.001438283,"teacher_disagreement_score":0.60284877,"about_ca_system_score_codex":0.00078240165,"about_ca_system_score_gemma":0.00007150217,"threshold_uncertainty_score":0.9996515},"labels":[],"label_agreement":null},{"id":"W2217436459","doi":"10.1306/13231307m933417","title":"Geodynamic Modeling of Sedimentation-induced Overpressure, Gravitational Spreading, and Deformation of Passive Margin Mobile Shale Basins","year":2011,"lang":"en","type":"book-chapter","venue":"American Association of Petroleum Geologists eBooks","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":13,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Dalhousie University","funders":"","keywords":"Geology; Oil shale; Paleontology; Tectonics; Submarine pipeline; Structural basin; Oceanography","score_opus":0.0074446810160462475,"score_gpt":0.20842278106953868,"score_spread":0.20097810005349243,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2217436459","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.65134925,0.00045608918,0.0159266,0.000047308647,0.00038562308,0.0006962147,0.0012928509,0.00021262078,0.32963347],"genre_scores_gemma":[0.9858049,0.00013015805,0.00038975975,0.000010621873,0.00003543302,0.000025340758,0.0002000341,0.000041558385,0.013362186],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99825144,0.000032532276,0.00080773863,0.00022600824,0.00047281836,0.0002094471],"domain_scores_gemma":[0.9977973,0.00015180135,0.0014653851,0.00022847952,0.00029482748,0.00006221114],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0002399724,0.00028702113,0.0007688665,0.00040937992,0.00004321216,0.000008686324,0.00016043641,0.00025317975,0.000059848448],"category_scores_gemma":[0.00004264015,0.00029819307,0.00022327814,0.000038728467,0.00015986346,0.000080578386,0.000048651225,0.00026888287,0.0000036047902],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00007961382,0.000069972986,0.0077063367,0.0008244071,0.0032572912,0.0000038116555,0.003077916,0.9695375,0.0023211932,0.004758741,0.00023825228,0.008124997],"study_design_scores_gemma":[0.0020825586,0.0010102289,0.013050499,0.00081982726,0.002193319,0.000007876261,0.0011065954,0.9583051,0.0055992464,0.012392093,0.0017583476,0.0016742633],"about_ca_topic_score_codex":0.0011228338,"about_ca_topic_score_gemma":0.00027966133,"teacher_disagreement_score":0.33445567,"about_ca_system_score_codex":0.00022623978,"about_ca_system_score_gemma":0.000061134386,"threshold_uncertainty_score":0.999947},"labels":[],"label_agreement":null},{"id":"W2220444182","doi":"10.3968/7946","title":"Research of Seepage Flow Law of Tight Oil Reservoir in North Songliao Basin","year":2015,"lang":"en","type":"article","venue":"Advances in petroleum exploration and development","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Tight oil; Petroleum engineering; Geology; Structural basin; Oil production; Petroleum reservoir; Flow (mathematics); Foundation (evidence); Geotechnical engineering; Law; Geomorphology; Paleontology; Mechanics","score_opus":0.039722585636907906,"score_gpt":0.29157006206996233,"score_spread":0.25184747643305444,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2220444182","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9516026,0.00767255,0.014109315,0.00044865572,0.0002801824,0.00012377431,0.000008803135,0.00008121973,0.025672898],"genre_scores_gemma":[0.99248856,0.0021156587,0.005099579,0.000011288446,0.000017699906,0.000037971644,0.000025098756,0.000012148214,0.00019201204],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9986648,0.00008664946,0.00045317286,0.00016676093,0.00040924843,0.00021934645],"domain_scores_gemma":[0.99953365,0.00006941222,0.00004228748,0.0001656701,0.00010813103,0.00008083019],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00075399975,0.00010762982,0.00025726485,0.0003916469,0.000030935847,0.000012386268,0.00012350513,0.000055037777,0.00000860148],"category_scores_gemma":[0.000053949432,0.000097306016,0.000018157089,0.00050593744,0.000074225136,0.0005044081,0.0000497808,0.00019028642,0.000006820836],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00003746948,0.00005297756,0.00518786,0.0001773071,0.000013173557,0.000008670935,0.003702055,0.9807774,0.000032954522,0.000076286284,0.0001023012,0.009831574],"study_design_scores_gemma":[0.0038549558,0.0002006638,0.008267502,0.00064970367,0.000011066335,0.0000032493726,0.009328007,0.5302507,0.040657815,0.0013977474,0.40461424,0.00076430314],"about_ca_topic_score_codex":0.00011304306,"about_ca_topic_score_gemma":0.011091329,"teacher_disagreement_score":0.45052662,"about_ca_system_score_codex":0.00011221669,"about_ca_system_score_gemma":0.00007149335,"threshold_uncertainty_score":0.61892223},"labels":[],"label_agreement":null},{"id":"W2221273095","doi":"10.2118/129686-ms","title":"Reservoir Simulation of Steam Fracturing in Early Cycle Cyclic Steam Stimulation","year":2010,"lang":"en","type":"article","venue":"SPE Improved Oil Recovery Symposium","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Steam injection; Petroleum engineering; Geomechanics; Oil sands; Geology; Reservoir simulation; Asphalt; Enhanced oil recovery; Geotechnical engineering; Materials science","score_opus":0.005110323737708736,"score_gpt":0.2227604455467963,"score_spread":0.21765012180908758,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2221273095","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99043566,0.00010106904,0.001355817,0.000109255576,0.0008505751,0.00014422598,0.000015905327,0.00021509526,0.006772372],"genre_scores_gemma":[0.9983376,0.00013320587,0.0003489185,0.00001640339,0.00027580664,0.000017182261,0.000029440007,0.00007613829,0.00076527166],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9980825,0.000055090622,0.0007020981,0.00036762748,0.00033201784,0.00046065522],"domain_scores_gemma":[0.99869096,0.0002833632,0.00016015713,0.00064270507,0.00008695984,0.00013586185],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00039165837,0.0002981571,0.00043670274,0.00047260465,0.00006778392,0.00006505108,0.00030130893,0.0003448453,0.00006884708],"category_scores_gemma":[0.00014323363,0.0002985341,0.00020196137,0.00044981868,0.000044203975,0.00063832436,0.0000640729,0.0007198372,0.000038028207],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000051232808,0.00005236112,0.0015866684,0.00013240617,0.000053905347,0.0000031903694,0.0002284389,0.81718725,0.17226394,0.0000010026645,0.000012955556,0.008426636],"study_design_scores_gemma":[0.000837547,0.000097153556,0.017050294,0.00008977423,0.000046436762,0.0000016511136,0.000039572395,0.91709423,0.06297481,0.00020230805,0.0011771251,0.00038907063],"about_ca_topic_score_codex":0.0008552846,"about_ca_topic_score_gemma":0.0007341097,"teacher_disagreement_score":0.10928912,"about_ca_system_score_codex":0.00012749319,"about_ca_system_score_gemma":0.00003941615,"threshold_uncertainty_score":0.99994665},"labels":[],"label_agreement":null},{"id":"W2226905637","doi":"10.2118/174453-ms","title":"Experimental Study on Geomechanical Dilation during Injection","year":2015,"lang":"en","type":"article","venue":"SPE Canada Heavy Oil Technical Conference","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Alberta Innovates; University of Alberta","funders":"Alberta Innovates - Technology Futures; CMG Reservoir Simulation Foundation","keywords":"Oil sands; Geotechnical engineering; Porosity; Asphalt; Petroleum engineering; Geology; Permeability (electromagnetism); Compaction; Materials science; Composite material","score_opus":0.024202206420909856,"score_gpt":0.24712247515026484,"score_spread":0.22292026872935497,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2226905637","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9899202,0.00006186007,0.0014088027,0.0002168376,0.00034289737,0.0000960504,0.000005016887,0.0003910093,0.0075573027],"genre_scores_gemma":[0.9994779,0.0000039997285,0.000061315084,0.000034720964,0.00010100377,0.000033309494,0.0000072994917,0.000023360231,0.00025704323],"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9986351,0.000042132317,0.00026174058,0.00027011475,0.0005113879,0.00027950644],"domain_scores_gemma":[0.9992862,0.000028547518,0.00002729326,0.00032864555,0.000056878922,0.00027247457],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001412684,0.00018356899,0.00022463154,0.00008144569,0.00008376204,0.000041472693,0.0001971259,0.00009693061,0.000060780898],"category_scores_gemma":[0.000070944196,0.00017060038,0.00004246254,0.000216164,0.000022372988,0.0000747177,0.00005004569,0.0003588235,0.000016713002],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00056926196,0.001830744,0.002646274,0.00019058908,0.0004121518,0.00065528764,0.001244513,0.8985543,0.066707544,0.00065276,0.014513205,0.012023336],"study_design_scores_gemma":[0.008553528,0.005433401,0.048834752,0.0005424244,0.00029375852,0.00024689338,0.010676521,0.21380304,0.68868196,0.00074197,0.017425846,0.0047659283],"about_ca_topic_score_codex":0.068044394,"about_ca_topic_score_gemma":0.18729478,"teacher_disagreement_score":0.6847513,"about_ca_system_score_codex":0.0007104498,"about_ca_system_score_gemma":0.00019284344,"threshold_uncertainty_score":0.93816155},"labels":[],"label_agreement":null},{"id":"W2228315996","doi":"","title":"Metal ferrite nanoparticles as tracers in hydraulically fractured wells","year":2015,"lang":"en","type":"dissertation","venue":"Rice Digital Scholarship Archive (Rice University)","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"Alberta Innovates","keywords":"Nanoparticle; Materials science; Metal; Ferrite (magnet); Petroleum engineering; Metallurgy; Mining engineering; Geology; Nanotechnology; Composite material","score_opus":0.008655590291664255,"score_gpt":0.2158630762565519,"score_spread":0.20720748596488764,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2228315996","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.78699285,0.0005699145,0.00008092778,0.00005728892,0.0002219735,0.00023808282,0.00010964868,0.0003039092,0.21142538],"genre_scores_gemma":[0.98887485,0.00020943528,0.000108530156,0.000043038643,0.00008061382,0.0000026425596,0.0011738286,0.00009412689,0.009412938],"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","domain_scores_codex":[0.99748987,0.00013387506,0.0003943607,0.00062841806,0.0006673459,0.0006861312],"domain_scores_gemma":[0.99853206,0.00022666315,0.00014090187,0.00044225156,0.00012004355,0.00053805555],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0002161887,0.0005837523,0.0006526781,0.0012524772,0.000137278,0.00033705155,0.00084783195,0.00043307053,0.00005689862],"category_scores_gemma":[0.00026266478,0.00062621554,0.00039603692,0.001281863,0.000064915555,0.0015097798,0.00008065744,0.001553473,0.00050327316],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.004568686,0.0027908897,0.005686522,0.0041964133,0.008252241,0.014412002,0.03382318,0.77072215,0.09104579,0.0010340854,0.006674774,0.056793258],"study_design_scores_gemma":[0.010917065,0.0010065886,0.2286502,0.0027424616,0.0037935222,0.00013843447,0.025408778,0.013994991,0.03879353,0.018990455,0.64360964,0.011954351],"about_ca_topic_score_codex":0.00023487407,"about_ca_topic_score_gemma":0.0009207889,"teacher_disagreement_score":0.75672716,"about_ca_system_score_codex":0.0004523448,"about_ca_system_score_gemma":0.00018267854,"threshold_uncertainty_score":0.9996189},"labels":[],"label_agreement":null},{"id":"W2229217538","doi":"10.2118/01-11-04","title":"Field Data Demonstrate Thermal Effects Important in Gas Well Pressure Buildup Tests","year":2001,"lang":"en","type":"article","venue":"Journal of Canadian Petroleum Technology","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":9,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Transient (computer programming); Joule–Thomson effect; Thermal; Mechanics; Petroleum engineering; Cabin pressurization; Wellbore; Thermodynamics; Geology; Engineering; Mechanical engineering; Physics","score_opus":0.005586763397967598,"score_gpt":0.2066293690089703,"score_spread":0.2010426056110027,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2229217538","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9821379,0.0051992107,0.00026360055,0.0065952507,0.00031634644,0.000057597612,0.000009604018,0.0000770305,0.0053434474],"genre_scores_gemma":[0.99800783,0.0013280418,0.0002843041,0.00010778703,0.00012613725,0.0000020259192,0.0000031251595,0.000024486191,0.00011625],"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","domain_scores_codex":[0.9986771,0.000027041624,0.00048322268,0.00015821442,0.00015858343,0.0004958446],"domain_scores_gemma":[0.998943,0.000075139054,0.00012026179,0.00056576286,0.000037921596,0.00025796168],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00030191074,0.0001689402,0.00037629573,0.0026961358,0.00004117682,0.000028220738,0.0008839127,0.00033185538,0.00009683506],"category_scores_gemma":[0.00016685152,0.00014745389,0.00007145185,0.0008710673,0.000043858014,0.00016267019,0.000044287026,0.0008862734,0.000011877463],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00012078333,0.00015101861,0.3845028,0.00031611827,0.0017717964,0.026688991,0.00014649675,0.41848928,0.009198952,0.000077472585,0.044145074,0.114391215],"study_design_scores_gemma":[0.0018856154,0.0005982757,0.026056314,0.00041628987,0.00038526685,0.0030247453,0.00015713557,0.13529871,0.009954837,0.00049289496,0.8209792,0.00075074425],"about_ca_topic_score_codex":0.013436809,"about_ca_topic_score_gemma":0.25120735,"teacher_disagreement_score":0.7768341,"about_ca_system_score_codex":0.00008543946,"about_ca_system_score_gemma":0.0001795616,"threshold_uncertainty_score":0.9931328},"labels":[],"label_agreement":null},{"id":"W2231033713","doi":"10.2118/174470-ms","title":"Non-Linearity and Stress-Dependency In Unconsolidated Formations and the Associated Impacts on Thermal Recovery: An Analytical Assessment","year":2015,"lang":"en","type":"article","venue":"SPE Canada Heavy Oil Technical Conference","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"ConocoPhillips (Canada)","funders":"","keywords":"Compressibility; Geotechnical engineering; Consolidation (business); Geology; Elasticity (physics); Modulus; Mechanics; Young's modulus; Stress (linguistics); Pore water pressure; Materials science; Composite material","score_opus":0.022326706879820357,"score_gpt":0.27001392471741786,"score_spread":0.2476872178375975,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2231033713","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.98652816,0.00007670841,0.00044065315,0.0021509111,0.00007938888,0.00011662219,0.00009438096,0.00009751184,0.010415694],"genre_scores_gemma":[0.9995198,0.00010712252,0.00010280533,0.00013015677,0.000019466492,0.000012311625,0.000045380057,0.000011868009,0.000051073923],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99876857,0.00009761628,0.00029633605,0.00019513261,0.00033959592,0.00030274244],"domain_scores_gemma":[0.9991153,0.00017107622,0.000042147247,0.000276503,0.000082958875,0.00031200564],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005395633,0.00016996327,0.0003146589,0.00007388426,0.00008059743,0.00010342156,0.0001844198,0.00013572352,0.00002080791],"category_scores_gemma":[0.00027693578,0.00011863424,0.000027954706,0.00023035686,0.000118354525,0.0001464525,0.000054945074,0.0005862979,8.6810724e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0010931086,0.0009817008,0.065003596,0.0005483402,0.0011939143,0.00053903984,0.0014810798,0.8546683,0.00096979685,0.0069326786,0.011363681,0.055224724],"study_design_scores_gemma":[0.0016802195,0.00014614424,0.074606165,0.00014653448,0.000070472306,0.000009017233,0.0002745943,0.92145693,0.00030855363,0.00064993626,0.0002919052,0.00035950565],"about_ca_topic_score_codex":0.14813931,"about_ca_topic_score_gemma":0.7077837,"teacher_disagreement_score":0.55964434,"about_ca_system_score_codex":0.00032619058,"about_ca_system_score_gemma":0.00058374146,"threshold_uncertainty_score":0.85753334},"labels":[],"label_agreement":null},{"id":"W2237618301","doi":"10.1016/j.petrol.2015.11.016","title":"Capturing the effects of secondary fractures on production data using flow regime equations and specialised plots: An uncertainty analysis approach","year":2015,"lang":"en","type":"article","venue":"Journal of Petroleum Science and Engineering","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"Alberta Innovates","keywords":"Dimensionless quantity; Flow (mathematics); Laplace transform; Fracture (geology); Mechanics; Tight gas; Geology; Porosity; Reservoir engineering; Matrix (chemical analysis); Parameter space; Fluid dynamics; Hydraulic fracturing; Petroleum engineering; Mathematics; Geotechnical engineering; Geometry; Physics; Mathematical analysis; Chemistry; Petroleum","score_opus":0.02353455961859796,"score_gpt":0.25268951043248605,"score_spread":0.2291549508138881,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2237618301","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.95296615,0.0009483696,0.045517243,0.00008893639,0.00032680048,0.000047164634,0.000003875039,0.000023883522,0.000077557066],"genre_scores_gemma":[0.99695444,0.00007666014,0.002599217,0.000009222899,0.00034000506,8.5502154e-7,0.0000033652598,0.000011226397,0.0000049871464],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.998731,0.000029014665,0.00029162108,0.00019693753,0.0005538291,0.00019758871],"domain_scores_gemma":[0.9990779,0.00010162592,0.000118195974,0.000385832,0.00013781726,0.00017864103],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0015124073,0.00013594913,0.00029325322,0.0006382186,0.0001270407,0.00011488945,0.00038135718,0.00004329954,0.0000011155364],"category_scores_gemma":[0.0006942607,0.000090611335,0.00005161261,0.00078904943,0.00011458302,0.00075287867,0.00006327889,0.00030550087,9.5532855e-8],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000007397999,0.000015551866,0.00008058175,0.00006849977,0.00017791038,0.0000033588683,0.0008241334,0.9908779,0.006910514,0.0000045633687,0.000029688732,0.000999849],"study_design_scores_gemma":[0.00019456621,0.000054928707,0.0023433142,0.000060243598,0.00034726778,0.00002377465,0.00045127026,0.99424034,0.0020330697,0.000011594826,0.00013351065,0.000106105894],"about_ca_topic_score_codex":0.00006321066,"about_ca_topic_score_gemma":0.000013596488,"teacher_disagreement_score":0.04398829,"about_ca_system_score_codex":0.000095636184,"about_ca_system_score_gemma":0.00008772508,"threshold_uncertainty_score":0.3695023},"labels":[],"label_agreement":null},{"id":"W2239845404","doi":"10.2118/177277-ms","title":"Microseismic 101: Monitoring and Evaluating Hydraulic Fracturing to Improve the Efficiency of Oil and Gas Recovery from Unconventional Reservoirs","year":2015,"lang":"en","type":"article","venue":"SPE Latin American and Caribbean Petroleum Engineering Conference","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":13,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Microseism; Hydraulic fracturing; Geomechanics; Unconventional oil; Petroleum engineering; Geology; Reservoir modeling; Induced seismicity; Petrophysics; Tight gas; Fracture (geology); Fracturing fluid; Tight oil; Seismology; Geotechnical engineering","score_opus":0.01296208054340257,"score_gpt":0.23356629956378247,"score_spread":0.2206042190203799,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2239845404","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99016964,0.0011722049,0.0072592646,0.0004212944,0.00023376715,0.000051252122,0.000032128504,0.00010803067,0.00055243657],"genre_scores_gemma":[0.9960079,0.0004029163,0.0032130373,0.000022669417,0.00016311246,0.000017290062,0.000006937895,0.000038882583,0.0001272247],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99852747,0.000043678392,0.00036207214,0.00037580324,0.00032817503,0.00036277613],"domain_scores_gemma":[0.9989977,0.0002386288,0.00009877959,0.00031378897,0.00007590391,0.00027518452],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00036557016,0.00028956714,0.00042240773,0.00016474295,0.00008920283,0.00012867463,0.00020437987,0.000062691564,0.00000757906],"category_scores_gemma":[0.00019281574,0.0002458217,0.00006183566,0.00024126227,0.0001509725,0.000111205176,0.00015713793,0.00035481696,0.0000025428567],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000038052392,0.000018514947,0.0043475768,0.00016668068,0.00022883192,0.0000073820934,0.0021438536,0.8745765,0.04552852,0.000017527189,0.000042942505,0.072883636],"study_design_scores_gemma":[0.00080970745,0.0003254816,0.02128383,0.0003732778,0.00015473913,0.000010816028,0.0025259783,0.95565623,0.016939117,0.00014742147,0.001110571,0.0006628501],"about_ca_topic_score_codex":0.0016892186,"about_ca_topic_score_gemma":0.000033749915,"teacher_disagreement_score":0.08107973,"about_ca_system_score_codex":0.000067034016,"about_ca_system_score_gemma":0.000044459095,"threshold_uncertainty_score":0.9999994},"labels":[],"label_agreement":null},{"id":"W2241285989","doi":"10.2118/176025-pa","title":"An Analytical Model for Analyzing and Forecasting Production From Multifractured Horizontal Wells With Complex Branched-Fracture Geometry","year":2015,"lang":"en","type":"article","venue":"SPE Reservoir Evaluation & Engineering","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":45,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"Alberta Innovates; ConocoPhillips","keywords":"Fracture (geology); Complex fracture; Flow (mathematics); Hydraulic fracturing; Transient (computer programming); Geology; Field (mathematics); Work (physics); Homogeneous; Process (computing); Geometry; Geotechnical engineering; Petroleum engineering; Computer science; Mechanics; Mathematics; Engineering; Mechanical engineering; Physics","score_opus":0.06574529557785498,"score_gpt":0.2943699295783523,"score_spread":0.22862463400049732,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2241285989","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.5916468,0.00051623216,0.406709,0.00023549041,0.00011698495,0.0004264702,0.000023533405,0.00027665173,0.000048856557],"genre_scores_gemma":[0.96342766,0.000029755722,0.03533367,0.000021508953,0.00057321426,0.00007562981,0.00040542017,0.00010438773,0.000028775956],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99768454,0.00005408848,0.00046635777,0.0005667733,0.0007422477,0.00048596953],"domain_scores_gemma":[0.9984947,0.00014257694,0.00009498648,0.0005009225,0.00038151423,0.00038530907],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0011767665,0.00039310273,0.0004912114,0.00040432718,0.0001260842,0.00016898329,0.00021275406,0.00020415173,0.000027942013],"category_scores_gemma":[0.0005709151,0.00034676396,0.00010674896,0.0004903361,0.00003451739,0.00064308004,0.000033002878,0.0003773749,0.00000377019],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000069845395,0.000027496746,0.00075376837,0.000083132516,0.00024357265,0.0000021200028,0.00059218233,0.99217534,0.0031658076,0.0000043011482,0.00027905492,0.0026033553],"study_design_scores_gemma":[0.001123797,0.00007532603,0.0023757883,0.00008128689,0.00029674367,0.000007809606,0.00017242286,0.99255973,0.00208295,0.000118631644,0.0006457609,0.00045972405],"about_ca_topic_score_codex":0.00012728095,"about_ca_topic_score_gemma":0.00014726078,"teacher_disagreement_score":0.37178084,"about_ca_system_score_codex":0.00030639407,"about_ca_system_score_gemma":0.000074277246,"threshold_uncertainty_score":0.99989843},"labels":[],"label_agreement":null},{"id":"W2242723400","doi":"","title":"Reservoir Depletion Effect On In-Situ Stresses And Mud Weight Selection","year":2010,"lang":"en","type":"article","venue":"44th U.S. Rock Mechanics Symposium and 5th U.S.-Canada Rock Mechanics Symposium","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":10,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"ConocoPhillips (Canada)","funders":"","keywords":"In situ; Selection (genetic algorithm); Geology; Chemistry; Computer science","score_opus":0.0038629384296557413,"score_gpt":0.1926992152733379,"score_spread":0.18883627684368215,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2242723400","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.84950805,0.0029793237,0.11357969,0.006408476,0.011343947,0.0033807575,0.00024837613,0.0019514137,0.01059998],"genre_scores_gemma":[0.9961139,0.002108883,0.00008725935,0.000255264,0.0004667162,0.00014143715,0.00009118167,0.00020375487,0.0005316358],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99535906,0.00021729506,0.000883266,0.0012242659,0.0010390496,0.0012770651],"domain_scores_gemma":[0.9977446,0.00034143214,0.00020986257,0.00081455766,0.00018023278,0.0007092941],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0006937839,0.0010247146,0.0010089617,0.0006730508,0.00069117674,0.0002370227,0.00054534833,0.00076102675,0.00007655522],"category_scores_gemma":[0.00010076864,0.00097546243,0.00017515136,0.00084661855,0.00000793134,0.0004016479,0.00027195748,0.0015221974,0.000019491526],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0002442092,0.00016778577,0.00040117218,0.0009597607,0.00037217044,0.000107929554,0.0002906829,0.5767491,0.41264817,0.0026544367,0.005050159,0.00035446542],"study_design_scores_gemma":[0.0020246885,0.00078267383,0.00008502835,0.0003054684,0.0003268564,0.00015447625,0.000107466934,0.75087726,0.22275709,0.001159486,0.019837912,0.0015816041],"about_ca_topic_score_codex":0.016700625,"about_ca_topic_score_gemma":0.3924388,"teacher_disagreement_score":0.37573817,"about_ca_system_score_codex":0.000456563,"about_ca_system_score_gemma":0.00029131924,"threshold_uncertainty_score":0.9992696},"labels":[],"label_agreement":null},{"id":"W2242774440","doi":"10.2523/iptc-17765-ms","title":"First Successful Proppant Fracture for Unconventional Carbonate Source Rock in Saudi Arabia","year":2014,"lang":"en","type":"article","venue":"International Petroleum Technology Conference","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":20,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Hydraulic fracturing; Petroleum engineering; Geology; Carbonate; Unconventional oil; Shale gas; Oil shale; Fossil fuel; Natural gas; Mining engineering; Geomechanics; Geotechnical engineering; Engineering; Waste management; Paleontology","score_opus":0.006554926126339077,"score_gpt":0.21710440618398547,"score_spread":0.2105494800576464,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2242774440","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.43197984,0.00023404219,0.54084074,0.015946386,0.0008255849,0.00023619614,0.00003462708,0.00086622423,0.009036353],"genre_scores_gemma":[0.99798447,0.000046569836,0.00050876074,0.00009046955,0.00012844519,0.00014630049,0.00004642642,0.000027005979,0.001021534],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99876267,0.0000143311445,0.00033931114,0.00032589346,0.0002398436,0.0003179428],"domain_scores_gemma":[0.9993745,0.000097361124,0.00007836623,0.000253874,0.00014467917,0.000051206393],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00016324416,0.00020957884,0.00027074167,0.000585631,0.00006518167,0.0000507235,0.00064465776,0.0002854781,0.00016011592],"category_scores_gemma":[0.00017334116,0.00019737851,0.00010900445,0.00018549831,0.00006376229,0.000107695436,0.00007114748,0.00043502255,0.00004149198],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000021234518,0.000049864753,0.017028198,0.0000615538,0.000151713,0.0000057892908,0.0000434506,0.9779705,0.00035013055,0.0023260918,0.0005676582,0.0014238062],"study_design_scores_gemma":[0.00066761527,0.00003717404,0.0040490907,0.00009751405,0.000017471233,0.000012118082,0.000048292608,0.8499427,0.0015320602,0.006131641,0.13722713,0.0002371918],"about_ca_topic_score_codex":0.000103024824,"about_ca_topic_score_gemma":0.00070641836,"teacher_disagreement_score":0.56600463,"about_ca_system_score_codex":0.00013191864,"about_ca_system_score_gemma":0.000030856743,"threshold_uncertainty_score":0.8048862},"labels":[],"label_agreement":null},{"id":"W2244234097","doi":"","title":"Sand Production and Instability Analysis in a Wellbore using a Fully Coupled Reservoir-Geomechanics Model","year":2004,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":13,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Geomechanics; Wellbore; Petroleum engineering; Geology; Geotechnical engineering; Instability; Production (economics); Mechanics","score_opus":0.014453327838948303,"score_gpt":0.2309913175321689,"score_spread":0.21653798969322058,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2244234097","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.80442446,0.00018130781,0.19473638,0.0001776634,0.000030387864,0.00010878942,0.0000024226708,0.00012494985,0.00021365768],"genre_scores_gemma":[0.9957205,0.00012254743,0.0040354105,0.0000136072795,0.000025901834,0.000008037322,0.000008010298,0.000018435661,0.00004752718],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9988868,0.000020267797,0.0003014806,0.00033048168,0.00019620116,0.00026476558],"domain_scores_gemma":[0.9994579,0.000012697684,0.000026980139,0.00036298743,0.00004761832,0.000091827336],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00037142367,0.0001678182,0.00032837255,0.00047020923,0.00007219055,0.000042168896,0.00009314436,0.00011416907,0.000025787129],"category_scores_gemma":[0.000077821634,0.00014842345,0.00010152623,0.0013878037,0.00002518166,0.00019698478,0.000041093233,0.00020805285,0.0000018240356],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000011152494,0.0000358788,0.0011081714,0.00006189615,0.00019157871,0.0000038070973,0.00034864462,0.9958426,0.0023175112,0.000017661216,0.0000043918003,0.00005671911],"study_design_scores_gemma":[0.00025403305,0.000008547682,0.0006864602,0.000020683494,0.0002139982,0.0000025911304,0.00012898994,0.99561274,0.0018856528,0.0009978036,0.000009158878,0.0001793356],"about_ca_topic_score_codex":0.0013102394,"about_ca_topic_score_gemma":0.0055699185,"teacher_disagreement_score":0.19129609,"about_ca_system_score_codex":0.00021459405,"about_ca_system_score_gemma":0.000036858455,"threshold_uncertainty_score":0.6052533},"labels":[],"label_agreement":null},{"id":"W2246874931","doi":"10.2118/174463-ms","title":"Steam Injection Schemes for Bitumen Recovery from the Grosmont Carbonate Deposits","year":2015,"lang":"en","type":"article","venue":"SPE Canada Heavy Oil Technical Conference","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Petroleum engineering; Steam injection; Carbonate; Injector; Petrophysics; Steam-assisted gravity drainage; Geology; Oil in place; Enhanced oil recovery; Asphalt; Porosity; Environmental science; Petroleum; Oil sands; Geotechnical engineering; Engineering; Materials science; Mechanical engineering","score_opus":0.020142966760292827,"score_gpt":0.21846909788398833,"score_spread":0.19832613112369551,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2246874931","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8604087,0.008378696,0.060934152,0.013220892,0.0038299162,0.0008660023,0.00046414812,0.0019810444,0.04991641],"genre_scores_gemma":[0.9982888,0.00011438204,0.00071838096,0.00020127352,0.00016063037,0.00005763927,0.00003873261,0.00002549831,0.00039466177],"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","domain_scores_codex":[0.99885464,0.00002685901,0.0002532925,0.00024063546,0.0003178561,0.00030674876],"domain_scores_gemma":[0.99911773,0.00014857757,0.00003842531,0.000379108,0.00011544453,0.00020072564],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00017419105,0.00017843027,0.00024022949,0.000032344244,0.00009616383,0.00006239444,0.00033864545,0.00012708349,0.000012819723],"category_scores_gemma":[0.00016460387,0.00013233814,0.00007414273,0.00016977203,0.0000431016,0.00007613085,0.000050322153,0.00031837722,0.000003074933],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00037970272,0.00011260108,0.0022411852,0.00031504605,0.0010587492,0.000098202356,0.00033123948,0.48397037,0.0074724164,0.00069984153,0.29182467,0.21149598],"study_design_scores_gemma":[0.0022285024,0.00046894868,0.006835516,0.00050930056,0.00048095864,0.00004763627,0.0006915704,0.20975439,0.04940127,0.007822892,0.7196573,0.002101683],"about_ca_topic_score_codex":0.39467815,"about_ca_topic_score_gemma":0.8223482,"teacher_disagreement_score":0.42783266,"about_ca_system_score_codex":0.00040242696,"about_ca_system_score_gemma":0.00050737313,"threshold_uncertainty_score":0.6093527},"labels":[],"label_agreement":null},{"id":"W2249338412","doi":"10.2118/174434-ms","title":"Thermal Conductivity Measurements of Bitumen Bearing Reservoir Rocks","year":2015,"lang":"en","type":"article","venue":"SPE Canada Heavy Oil Technical Conference","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Thermal conductivity; Heat flux; Thermal; Temperature gradient; Sample (material); Mechanics; Materials science; Thermal conduction; Asphalt; Geology; Heat transfer; Petroleum engineering; Thermodynamics; Physics; Composite material; Meteorology","score_opus":0.05926252671770592,"score_gpt":0.25127570514259395,"score_spread":0.19201317842488802,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2249338412","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.91475374,0.0005305397,0.0030652743,0.0009216442,0.0003809712,0.00010448991,0.000025573761,0.000352087,0.07986571],"genre_scores_gemma":[0.9989989,0.000015320597,0.0004883907,0.00003595671,0.000054366657,0.000011591397,0.000007355324,0.00002453578,0.00036360495],"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9982479,0.000057423964,0.00034910938,0.00024517204,0.000716067,0.00038428998],"domain_scores_gemma":[0.9988458,0.00004817463,0.000056678455,0.0004953942,0.00021915467,0.00033480287],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004005105,0.0002007105,0.00037870198,0.00007432987,0.000053182943,0.00002551172,0.00044868153,0.00013009459,0.00007737974],"category_scores_gemma":[0.00021877878,0.0001813006,0.0000665777,0.0002590125,0.00008423629,0.000111144895,0.00010267714,0.00040246375,0.000005139351],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00010388347,0.00013166943,0.0079901535,0.0005048423,0.00042783463,0.00009001603,0.0002293418,0.8683067,0.085772336,0.000083451094,0.019727582,0.016632196],"study_design_scores_gemma":[0.0029403507,0.0003459983,0.011172419,0.00082009396,0.00031757422,0.000036577367,0.00054871483,0.0804863,0.85321414,0.0009254621,0.046620347,0.002572038],"about_ca_topic_score_codex":0.2843035,"about_ca_topic_score_gemma":0.48139557,"teacher_disagreement_score":0.7878204,"about_ca_system_score_codex":0.00035838576,"about_ca_system_score_gemma":0.00074308936,"threshold_uncertainty_score":0.73932236},"labels":[],"label_agreement":null},{"id":"W2252463851","doi":"10.2118/164778-ms","title":"A New Strategy to Explore Tight Oil/Gas Reservoirs \"Fit for Purpose Acid Fracturing\"","year":2013,"lang":"en","type":"article","venue":"North Africa Technical Conference and Exhibition","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Schlumberger (Canada)","funders":"","keywords":"Petroleum engineering; Completion (oil and gas wells); Unconventional oil; Fossil fuel; Hydraulic fracturing; Lead (geology); Directional drilling; Perforation; Production (economics); Tight oil; Resource (disambiguation); Tight gas; Petroleum industry; Drilling; Geology; Computer science; Engineering; Waste management","score_opus":0.051755846603214056,"score_gpt":0.25160486332259113,"score_spread":0.19984901671937708,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2252463851","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.80155027,0.0005530126,0.18246736,0.0026011765,0.000117787444,0.0007722465,0.000031823383,0.0011575045,0.010748836],"genre_scores_gemma":[0.9947338,0.00022404791,0.0038121955,0.0000734095,0.00016879628,0.00035929796,0.000053400585,0.000034467586,0.0005406033],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.99853945,0.000018578956,0.00033890203,0.00038511757,0.00023771214,0.0004802365],"domain_scores_gemma":[0.998949,0.00006212707,0.00003996486,0.00035929418,0.00012453282,0.00046508768],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00009209999,0.00026532603,0.0003248023,0.0001815023,0.00013806792,0.00019086355,0.00023682172,0.00021466876,0.0003354381],"category_scores_gemma":[0.0000722462,0.00022556123,0.00011934532,0.00029858318,0.000036401452,0.0003286436,0.00006694882,0.00030878963,0.00012597254],"study_design_candidate":"design_other","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00017891843,0.0002136105,0.00064614206,0.0008263043,0.00024493324,0.000037090176,0.0025140247,0.072374456,0.04572361,0.00038994956,0.15673296,0.720118],"study_design_scores_gemma":[0.006695305,0.004935461,0.036234826,0.0018943805,0.00092774106,0.00010798981,0.003029364,0.22410268,0.1281834,0.039418742,0.54681134,0.00765876],"about_ca_topic_score_codex":0.00013908003,"about_ca_topic_score_gemma":0.00029193363,"teacher_disagreement_score":0.71245927,"about_ca_system_score_codex":0.00004884433,"about_ca_system_score_gemma":0.000040010193,"threshold_uncertainty_score":0.919812},"labels":[],"label_agreement":null},{"id":"W2252513858","doi":"10.2118/115625-ms","title":"Sand on Demand: An Approach to Improving Productivity in Horizontal Wells Under Heavy Oil Primary Production","year":2008,"lang":"en","type":"article","venue":"SPE Annual Technical Conference and Exhibition","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":7,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Oil sands; Pressure gradient; Sorting; Overburden pressure; Grain size; Geology; Production (economics); Petroleum engineering; Permeability (electromagnetism); Geotechnical engineering; Productivity; Flow (mathematics); Environmental science; Materials science; Mechanics","score_opus":0.01709139622470986,"score_gpt":0.225988593055123,"score_spread":0.20889719683041313,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2252513858","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9839883,0.000070783324,0.008210517,0.00044637918,0.000078672674,0.00016827186,0.000008534137,0.00026839558,0.006760169],"genre_scores_gemma":[0.9985655,0.00016093627,0.00074350485,0.00006875116,0.00022498603,0.000037889306,0.000045222234,0.000019683239,0.00013355787],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9987419,0.000050079037,0.00022654535,0.0004789042,0.00022224622,0.0002802861],"domain_scores_gemma":[0.999508,0.000013961807,0.000024954821,0.00026711178,0.00005028222,0.00013565904],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00027725927,0.00018985393,0.00025513285,0.00019104517,0.000117537544,0.000033865093,0.00009087529,0.00015201612,0.000006545602],"category_scores_gemma":[0.00003899979,0.00016915088,0.00004311068,0.00027452118,0.00007839366,0.00040722344,0.00003852222,0.00036498983,0.000011460945],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0010622939,0.0032504364,0.0023827497,0.0013746263,0.00012713758,0.0000977188,0.005144715,0.38443157,0.42262384,0.0010414261,0.006021053,0.17244242],"study_design_scores_gemma":[0.004604094,0.0050677448,0.410225,0.0014733255,0.00027962783,0.0010425936,0.0037902668,0.057862516,0.4986261,0.0058402135,0.0050429134,0.0061455923],"about_ca_topic_score_codex":0.00015840937,"about_ca_topic_score_gemma":0.00008228665,"teacher_disagreement_score":0.40784228,"about_ca_system_score_codex":0.00010442542,"about_ca_system_score_gemma":0.000029889972,"threshold_uncertainty_score":0.68977726},"labels":[],"label_agreement":null},{"id":"W2253990129","doi":"","title":"Estimating In Situ Stress Magnitudes And Orientations In an Albertan Field In Western Canada","year":2010,"lang":"en","type":"article","venue":"44th U.S. Rock Mechanics Symposium and 5th U.S.-Canada Rock Mechanics Symposium","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Field (mathematics); In situ; Geology; Stress (linguistics); Geography; Mathematics; Meteorology","score_opus":0.004624504470699411,"score_gpt":0.2088707007311014,"score_spread":0.204246196260402,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2253990129","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9630318,0.0005605807,0.028882824,0.002359264,0.0029488055,0.00094809756,0.0001359514,0.00017509739,0.00095758005],"genre_scores_gemma":[0.9984565,0.0002923935,0.00029998433,0.00034238695,0.00014285286,0.00009749728,0.00008833262,0.000108495806,0.00017157651],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99621725,0.00012214518,0.0010078681,0.0008900007,0.0006722382,0.0010905216],"domain_scores_gemma":[0.9982412,0.00028711595,0.00015390007,0.00064294436,0.000104191684,0.00057068816],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00038601924,0.00068253384,0.00079818245,0.0005101941,0.00027767496,0.00017942108,0.00053443515,0.00041023045,0.000039495328],"category_scores_gemma":[0.00008397644,0.00073721906,0.00005836079,0.0007104847,0.0000046348646,0.00047340748,0.00024010407,0.0012632486,0.0000016635815],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000037123024,0.00012874621,0.0074774753,0.00047068985,0.00006910244,0.00024862975,0.0012210391,0.9563442,0.03314976,0.00043325475,0.00023037459,0.00018959407],"study_design_scores_gemma":[0.001266503,0.00010848928,0.00036827635,0.00027749973,0.00007613846,0.00005014773,0.00087483495,0.9818836,0.012959137,0.00048226613,0.0006165572,0.001036584],"about_ca_topic_score_codex":0.8636129,"about_ca_topic_score_gemma":0.999513,"teacher_disagreement_score":0.1359001,"about_ca_system_score_codex":0.00052452774,"about_ca_system_score_gemma":0.00084308663,"threshold_uncertainty_score":0.9995079},"labels":[],"label_agreement":null},{"id":"W2254160762","doi":"10.2118/179133-ms","title":"Improving Understanding of Complex Fracture Geometry of the Canadian Horn River Shale Gas Using Unconventional Fracture Propagation Model in Multi-Staged Horizontal Wells","year":2016,"lang":"en","type":"article","venue":"SPE Hydraulic Fracturing Technology Conference","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Schlumberger (Canada); Nexen (Canada)","funders":"","keywords":"Hydraulic fracturing; Fracture (geology); Geology; Petroleum engineering; Unconventional oil; Tight gas; Oil shale; Mining engineering; Geotechnical engineering","score_opus":0.03822952244281719,"score_gpt":0.23937674445899315,"score_spread":0.20114722201617596,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2254160762","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.63637584,0.00013414743,0.3606929,0.0017704783,0.00014890854,0.00035757895,0.000046158886,0.00016016772,0.00031385774],"genre_scores_gemma":[0.99555564,0.00003346948,0.004178782,0.000074934556,0.000031964013,0.000010855305,0.000011964185,0.000051288516,0.00005108305],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9977815,0.00005886193,0.00066421035,0.00045336896,0.00041372108,0.0006283396],"domain_scores_gemma":[0.99861926,0.00008553363,0.00034310954,0.00068994716,0.00013242966,0.000129719],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00029529136,0.00038499787,0.00055908493,0.001153357,0.0002267871,0.00003076299,0.0007569287,0.0006890388,0.00013428937],"category_scores_gemma":[0.00017116699,0.0002729454,0.00019402751,0.000780761,0.0005788276,0.000278512,0.00014551544,0.0008691125,0.0000057733228],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000025070114,0.00008504006,0.016045915,0.0002573212,0.00022312434,0.000023330413,0.0005660894,0.899644,0.080014855,0.00045414956,0.00009909132,0.002561978],"study_design_scores_gemma":[0.001288275,0.00003880833,0.010992419,0.0006969731,0.00009812768,0.000022038028,0.00033860237,0.8096297,0.16857041,0.007473018,0.00027047412,0.00058116793],"about_ca_topic_score_codex":0.020264788,"about_ca_topic_score_gemma":0.035074394,"teacher_disagreement_score":0.35917985,"about_ca_system_score_codex":0.0010463787,"about_ca_system_score_gemma":0.00037662603,"threshold_uncertainty_score":0.9999723},"labels":[],"label_agreement":null},{"id":"W2256147199","doi":"10.15530/urtec-2015-2139640","title":"Optimizing Completions Within the Montney Resource Play","year":2015,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Discovery Centre","funders":"","keywords":"Geology; Resource (disambiguation); Computer science","score_opus":0.022296199631999684,"score_gpt":0.22480740400249913,"score_spread":0.20251120437049944,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2256147199","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.09576985,0.0011077644,0.19602688,0.004159942,0.00037139846,0.00018647978,0.000006095919,0.0015138203,0.70085776],"genre_scores_gemma":[0.99407744,0.0000041274575,0.002610474,0.00014412357,0.00009335984,0.0000070932247,0.000006156395,0.000016450105,0.0030407568],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99947196,0.00002570813,0.00012903946,0.00008138435,0.00015248377,0.00013939392],"domain_scores_gemma":[0.99955165,0.00004594123,0.000012620961,0.00026566646,0.000019497766,0.00010460332],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00022349716,0.000082563194,0.00009619255,0.00004245775,0.000093309485,0.0000472591,0.0001805448,0.000037195405,0.00005252546],"category_scores_gemma":[0.000033035514,0.000048720376,0.000052153442,0.0001488146,0.000029270856,0.00004323589,0.000030125813,0.00016362191,0.00011462773],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000001085469,0.000003825807,0.000025361214,0.0000024754988,0.000039056213,0.0000021267413,0.0010730689,0.9759932,0.00003407481,0.000098899276,0.022652715,0.00007410631],"study_design_scores_gemma":[0.00015735964,0.000008226505,0.00010222834,0.000009261064,0.000026731705,0.000007602334,0.001454701,0.84791124,0.00081462273,0.00009362176,0.1492891,0.0001253341],"about_ca_topic_score_codex":0.00017881481,"about_ca_topic_score_gemma":0.00015114494,"teacher_disagreement_score":0.8983076,"about_ca_system_score_codex":0.000031522588,"about_ca_system_score_gemma":0.000009393579,"threshold_uncertainty_score":0.19867593},"labels":[],"label_agreement":null},{"id":"W2257951329","doi":"10.15530/urtec-2015-2153989","title":"Microseismic-Derived Ultimate Expected Fracture Half-Length in Unconventional Stimulated Reservoir Volume in a Multi-Fractured Horizontal 8 Well Full Pad—Canadian Horn River Basin Case Study","year":2015,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Microseism; Geology; French horn; Volume (thermodynamics); Fracture (geology); Structural basin; Hydraulic fracturing; Seismology; Unconventional oil; Petrology; Petroleum engineering; Geotechnical engineering; Geomorphology; Paleontology; Oil shale; Acoustics","score_opus":0.018640405627022773,"score_gpt":0.2484769308102364,"score_spread":0.22983652518321362,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2257951329","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99447995,0.00030539726,0.0028781984,0.00041564726,0.000307146,0.000835307,0.000047069698,0.00036701112,0.000364271],"genre_scores_gemma":[0.99701566,0.000012973949,0.001700806,0.00013554719,0.000085857384,0.00006799748,0.00020442669,0.000114809336,0.0006619279],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9965584,0.00030846562,0.00087535946,0.00075072655,0.00046959674,0.0010374197],"domain_scores_gemma":[0.9981292,0.00009270239,0.000094131705,0.0006754605,0.00018806,0.0008204374],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.000567349,0.00065632496,0.0008102624,0.0012341662,0.00014048422,0.00014485074,0.00043908486,0.00049725897,0.0006540857],"category_scores_gemma":[0.0001449689,0.0005945322,0.00021715098,0.00106605,0.00008708206,0.00041755065,0.00009039104,0.0011113896,0.0002623962],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00014101272,0.00070364703,0.038483996,0.000040237428,0.0003021264,0.013014476,0.009242417,0.93403465,0.0008757033,2.3306231e-7,0.002933893,0.00022759328],"study_design_scores_gemma":[0.009033429,0.00023693572,0.055689164,0.0000820006,0.000104821425,0.00031872958,0.009887743,0.91642535,0.0010041865,0.00001869285,0.0060715843,0.0011273427],"about_ca_topic_score_codex":0.45112097,"about_ca_topic_score_gemma":0.6580538,"teacher_disagreement_score":0.20693287,"about_ca_system_score_codex":0.0011054471,"about_ca_system_score_gemma":0.0002492417,"threshold_uncertainty_score":0.9996506},"labels":[],"label_agreement":null},{"id":"W2257988147","doi":"10.2118/175983-ms","title":"Case Studies in Quantitative Flowback Analysis","year":2015,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":14,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Calgary","funders":"Natural Sciences and Engineering Research Council of Canada; Alberta Innovates - Technology Futures","keywords":"Petroleum engineering; Computer science; Completion (oil and gas wells); Fracture (geology); Production (economics); Well test (oil and gas); Enhanced oil recovery; Geology; Geotechnical engineering","score_opus":0.0869731172019394,"score_gpt":0.3400077012387348,"score_spread":0.2530345840367954,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2257988147","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.97462064,0.0015066487,0.010693705,0.000063849344,0.00010853577,0.00003771259,0.0000019492547,0.00016691894,0.012800024],"genre_scores_gemma":[0.99711376,0.0000770673,0.0020543984,0.000015664551,0.000017995671,0.0000061723945,0.0000027225055,0.000008046861,0.00070416817],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99943894,0.000029928011,0.00016822199,0.00011205074,0.00010331525,0.00014751477],"domain_scores_gemma":[0.999631,0.00006928189,0.0000094535535,0.00015963249,0.00005173569,0.000078935074],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00022615463,0.00009275394,0.0002648502,0.0003568068,0.00001742263,0.00001236106,0.000056348446,0.000034644356,0.00004169965],"category_scores_gemma":[0.00008788655,0.00006997213,0.00009193513,0.0010654917,0.000028694018,0.00007539583,0.000020369316,0.00008649845,0.00008242906],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000019644997,0.000009435513,0.001195347,0.000014200478,0.0012360372,0.0013869337,0.0027566922,0.9919258,0.000004830896,0.00001985152,0.0013355279,0.000113414266],"study_design_scores_gemma":[0.0002763448,0.000021095046,0.00017948855,0.000007085519,0.00040446315,0.000090213805,0.010751678,0.9868678,0.00037314164,0.00015508657,0.000670397,0.00020322486],"about_ca_topic_score_codex":0.00037565376,"about_ca_topic_score_gemma":0.0038361414,"teacher_disagreement_score":0.022493107,"about_ca_system_score_codex":0.00007161754,"about_ca_system_score_gemma":0.0000058723217,"threshold_uncertainty_score":0.28533807},"labels":[],"label_agreement":null},{"id":"W2258210620","doi":"10.2118/179158-ms","title":"Optimal Perforation Location and Limited Entry Design for Promoting Simultaneous Growth of Multiple Hydraulic Fractures","year":2016,"lang":"en","type":"article","venue":"SPE Hydraulic Fracturing Technology Conference","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":28,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Perforation; Hydraulic fracturing; Fracture (geology); Coupling (piping); Stress (linguistics); Computation; Computer science; Mechanics; Geology; Structural engineering; Geotechnical engineering; Engineering; Mechanical engineering; Physics; Algorithm","score_opus":0.010832687042459547,"score_gpt":0.2214562341979274,"score_spread":0.21062354715546786,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2258210620","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.42136002,0.0003723967,0.57545465,0.0015093341,0.000091805785,0.0004757802,0.000008497151,0.00062722294,0.00010029514],"genre_scores_gemma":[0.98268884,0.0003660407,0.016561259,0.000038649545,0.00009484808,0.000110422145,0.000016215341,0.00006557595,0.00005815182],"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99806035,0.000049772843,0.00057135505,0.0005404823,0.00023102522,0.00054700044],"domain_scores_gemma":[0.9979973,0.0008391015,0.00022644906,0.0005051074,0.0003147643,0.00011728727],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0002879119,0.00040328305,0.0005138391,0.00057775754,0.00017606742,0.000050968058,0.0004225786,0.0005398519,0.00003301885],"category_scores_gemma":[0.0016123374,0.00031252753,0.00009065243,0.00042038737,0.00027899866,0.00028321584,0.00009635092,0.00034467352,0.000012636013],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00021328969,0.0001602757,0.0016664907,0.0008533005,0.00048531772,0.000028342187,0.0011524574,0.7371857,0.14301774,0.00022415922,0.00025788945,0.11475505],"study_design_scores_gemma":[0.0007839756,0.00014981374,0.0005195172,0.00029047142,0.00007331239,0.000019999543,0.00006594493,0.49159905,0.50432545,0.0012776378,0.0005490338,0.00034580685],"about_ca_topic_score_codex":0.000036413054,"about_ca_topic_score_gemma":0.0000229849,"teacher_disagreement_score":0.5613288,"about_ca_system_score_codex":0.00009646206,"about_ca_system_score_gemma":0.00006225226,"threshold_uncertainty_score":0.9999327},"labels":[],"label_agreement":null},{"id":"W2260187158","doi":"10.2118/177189-ms","title":"Estimates of Stress Dependent Properties in Tight Reservoirs: Their Use with Drill Cuttings Data","year":2015,"lang":"en","type":"article","venue":"SPE Latin American and Caribbean Petroleum Engineering Conference","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":7,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"China National Offshore Oil Corporation","keywords":"Drill cuttings; Permeability (electromagnetism); Petrophysics; Geology; Porosity; Stress (linguistics); Geotechnical engineering; Compressibility; Petroleum engineering; Drill; Overburden pressure; Modulus; Materials science; Mechanics; Engineering; Mechanical engineering; Drilling; Composite material","score_opus":0.029759712570508575,"score_gpt":0.21323227374251058,"score_spread":0.183472561172002,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2260187158","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9859466,0.0004050121,0.012618121,0.0001194248,0.000047573678,0.000088912646,0.00008261038,0.00020268954,0.00048907625],"genre_scores_gemma":[0.9958062,0.0001363037,0.003845168,0.000008581304,0.000034287492,0.00000992075,0.000049377984,0.000044792494,0.0000653798],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9986994,0.0000237877,0.0003101995,0.00033688982,0.00027139264,0.00035833224],"domain_scores_gemma":[0.9989474,0.00007960637,0.00007571448,0.0006401913,0.00007586985,0.0001812137],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00017098062,0.00028904263,0.0004884403,0.00020391168,0.000022836946,0.0001003379,0.0004209067,0.00005008185,0.0000070485985],"category_scores_gemma":[0.000099271536,0.0002158696,0.000027709577,0.00028100918,0.00015617385,0.00027757918,0.00015951501,0.0002910976,0.0000014799195],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000026845208,0.000034964072,0.03930238,0.00019945718,0.0001375362,0.000020296951,0.0015306721,0.95570815,0.0012670247,0.00002022246,0.000054335516,0.0016981114],"study_design_scores_gemma":[0.00039302057,0.0001075543,0.0102036,0.00035852887,0.00004109675,0.00000727514,0.0018184424,0.9811866,0.004888691,0.0000072906296,0.00062870234,0.00035917957],"about_ca_topic_score_codex":0.00240121,"about_ca_topic_score_gemma":0.00092261843,"teacher_disagreement_score":0.029098779,"about_ca_system_score_codex":0.000048237252,"about_ca_system_score_gemma":0.000051548228,"threshold_uncertainty_score":0.8802907},"labels":[],"label_agreement":null},{"id":"W2261380353","doi":"","title":"ABSTRACT: A Comparison of McMurray Formation and Saskatchewan Steam-Assisted Gravity Drainage (SAGD) Reservoirs","year":2006,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Steam-assisted gravity drainage; Geology; Petroleum engineering; Oil sands; Drainage; Asphalt; Geography; Archaeology","score_opus":0.01013553969748423,"score_gpt":0.23327853720756014,"score_spread":0.2231429975100759,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2261380353","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.95839244,0.0004700793,0.009596242,0.00011444506,0.00005244464,0.00010831128,0.000009431597,0.00023213639,0.03102445],"genre_scores_gemma":[0.9985428,0.000009495134,0.0007415536,0.000006630288,0.000038807095,0.0000058362743,0.000041841537,0.000017879196,0.0005951699],"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","domain_scores_codex":[0.9989557,0.000020396375,0.00043976243,0.00013828963,0.00022389156,0.00022196058],"domain_scores_gemma":[0.9994966,0.000059489535,0.00007791523,0.00025215765,0.00004509913,0.000068751324],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00020091668,0.00015525607,0.000312512,0.00015237261,0.00007770164,0.000037556994,0.00011670062,0.00011391771,0.000060590468],"category_scores_gemma":[0.000012511911,0.00013269972,0.00008828163,0.00021668084,0.00005006242,0.00021198046,0.000027711096,0.00017619933,0.0000097812135],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00006039263,0.00052725116,0.01529643,0.002458564,0.00033736703,0.000019919451,0.005293442,0.8553177,0.07108191,0.00020732218,0.016979223,0.03242048],"study_design_scores_gemma":[0.0015902189,0.00009389549,0.5213639,0.00021222724,0.0001976092,0.000013107212,0.0080459695,0.29402414,0.16354607,0.0015729668,0.008426469,0.0009134023],"about_ca_topic_score_codex":0.0017927878,"about_ca_topic_score_gemma":0.0045739827,"teacher_disagreement_score":0.5612936,"about_ca_system_score_codex":0.00004315207,"about_ca_system_score_gemma":0.000008808231,"threshold_uncertainty_score":0.5411337},"labels":[],"label_agreement":null},{"id":"W2261741637","doi":"10.1007/s11242-016-0642-x","title":"Stabilization of Forced Heat Convection: Applications to Enhanced Geothermal Systems (EGS)","year":2016,"lang":"en","type":"article","venue":"Transport in Porous Media","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":9,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"Centre National de la Recherche Scientifique","keywords":"Geothermal gradient; Poromechanics; Geology; Hydraulic fracturing; Mechanics; Geomechanics; Permeability (electromagnetism); Hydrogeology; Advection; Porous medium; Pressure gradient; Geotechnical engineering; Petroleum engineering; Geophysics; Porosity; Thermodynamics","score_opus":0.007653816823842934,"score_gpt":0.21092649637710345,"score_spread":0.2032726795532605,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2261741637","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.6451798,0.00016902194,0.35265836,0.00006481864,0.00019810704,0.00030478113,0.0000309532,0.00014395769,0.0012501731],"genre_scores_gemma":[0.99929446,0.00011829532,0.00008112724,0.000009133928,0.00008605093,0.00016200516,0.000022824615,0.00002577559,0.00020032642],"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9991221,0.000012332262,0.00035962023,0.00015219247,0.00016965691,0.00018409539],"domain_scores_gemma":[0.9995548,0.00005741278,0.000021939091,0.00023574624,0.000043384945,0.00008669739],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000121521414,0.00010993309,0.0002331894,0.00014213363,0.000017262104,0.0000030320844,0.000107193315,0.00008117715,0.000120089164],"category_scores_gemma":[0.0000076080355,0.00008358206,0.000048268852,0.00029280817,0.000026051672,0.00006677846,0.0000024491228,0.000053815827,0.000022586402],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000025255684,0.00004549277,0.004007599,0.0002830313,0.000058469195,0.0000038934545,0.002029922,0.9163517,0.07319847,0.000082376224,0.000034602603,0.0038792086],"study_design_scores_gemma":[0.0062952475,0.00028311042,0.12451559,0.0015544128,0.00035517607,0.000024883673,0.0019833047,0.037918277,0.7922079,0.0003126483,0.032231446,0.002318025],"about_ca_topic_score_codex":0.00023106518,"about_ca_topic_score_gemma":0.0005147185,"teacher_disagreement_score":0.8784334,"about_ca_system_score_codex":0.000065169275,"about_ca_system_score_gemma":0.000016753615,"threshold_uncertainty_score":0.34083775},"labels":[],"label_agreement":null},{"id":"W2265035572","doi":"","title":"Numerical Study of SAGD: Geomechanical-Flow Coupling For Athabasca Oil Sands Reservoirs","year":2011,"lang":"en","type":"article","venue":"45th U.S. Rock Mechanics / Geomechanics Symposium","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":20,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Oil sands; Geology; Petroleum engineering; Geomechanics; Geotechnical engineering; Unconventional oil; Flow (mathematics); Asphalt; Mechanics; Oil shale; Geography","score_opus":0.01819415692079099,"score_gpt":0.22599736274853463,"score_spread":0.20780320582774364,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2265035572","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.03373762,0.00062022253,0.9594125,0.00011774476,0.0023910599,0.0010939847,0.00015573982,0.0011387084,0.0013323909],"genre_scores_gemma":[0.9959078,0.00052483735,0.0018844453,0.000058268317,0.00031173282,0.00043798328,0.00009576491,0.00034467623,0.00043447939],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.994412,0.000093165974,0.0016594708,0.0011932211,0.0011111697,0.0015309918],"domain_scores_gemma":[0.9964319,0.00026039133,0.00040590725,0.001802631,0.00049087865,0.00060833426],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0012562588,0.00097054103,0.0015361272,0.0007004603,0.00045580938,0.0000842029,0.0015367364,0.000684309,0.0002996607],"category_scores_gemma":[0.00016932869,0.0009611672,0.0007382831,0.0012356836,0.000009476779,0.00034198092,0.00042930074,0.0008615181,0.000073027055],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000258342,0.001191457,0.000019733478,0.0006595732,0.0009970003,0.00003514445,0.0021387942,0.985003,0.0077053704,0.00075642567,0.00063562253,0.00059951865],"study_design_scores_gemma":[0.0022175328,0.0014156551,0.0000036855213,0.00014614002,0.00054755725,0.000019704838,0.0011037329,0.9598148,0.030210858,0.0021809926,0.0012927147,0.0010466435],"about_ca_topic_score_codex":0.00031724607,"about_ca_topic_score_gemma":0.000117999436,"teacher_disagreement_score":0.9621702,"about_ca_system_score_codex":0.0002687782,"about_ca_system_score_gemma":0.00010237779,"threshold_uncertainty_score":0.9992839},"labels":[],"label_agreement":null},{"id":"W2265924266","doi":"10.2118/178439-pa","title":"Numerical Modelling of Hydraulic Fracturing in Cohesionless Sand: Validation Against Laboratory Experiments","year":2015,"lang":"en","type":"article","venue":"Journal of Canadian Petroleum Technology","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Hydraulic fracturing; Geotechnical engineering; Geology; Shear (geology); Permeability (electromagnetism); Mechanics; Ultimate tensile strength; Materials science; Composite material; Petrology","score_opus":0.018755816602775862,"score_gpt":0.22334368473947708,"score_spread":0.2045878681367012,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2265924266","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9845667,0.0016877578,0.011432211,0.000602018,0.00022149207,0.000033487326,0.0000040411733,0.000040401945,0.0014118748],"genre_scores_gemma":[0.99861175,0.00017952305,0.0010624222,0.00004016305,0.0000648045,0.000002785126,0.0000022105069,0.000025566496,0.000010789032],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9987119,0.0000382651,0.0005764944,0.000106031024,0.00025750828,0.00030982558],"domain_scores_gemma":[0.9991536,0.000023197117,0.00017620626,0.00020360829,0.00014041663,0.0003029574],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00033956917,0.00014200032,0.00041691258,0.003497651,0.000026125059,0.000014767703,0.00030116105,0.0002508488,0.000011131007],"category_scores_gemma":[0.00007059063,0.00013636232,0.00007633879,0.0009409993,0.00004172866,0.00016205608,0.000013414076,0.0005009946,0.0000052371256],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000008578108,0.000017936376,0.002310764,0.000016270946,0.000058478323,0.00011010562,0.00017713995,0.99544203,0.0009222052,0.000005585884,0.0003303686,0.0006005343],"study_design_scores_gemma":[0.002191054,0.00022951323,0.0006723677,0.000364072,0.000073349926,0.000085788866,0.0013473287,0.6800058,0.2812824,0.00047780777,0.032714777,0.0005557793],"about_ca_topic_score_codex":0.003533765,"about_ca_topic_score_gemma":0.0012828154,"teacher_disagreement_score":0.31543627,"about_ca_system_score_codex":0.0004247462,"about_ca_system_score_gemma":0.00027915862,"threshold_uncertainty_score":0.5560694},"labels":[],"label_agreement":null},{"id":"W2266924377","doi":"10.2118/179128-ms","title":"Performance of Plugless Toe Stages and Non-Isolated Wellbore in Multi-Stage Hydraulic Fractured 10 Well Half Pad in the Canadian Shale Gas Horn River Basin","year":2016,"lang":"en","type":"article","venue":"SPE Hydraulic Fracturing Technology Conference","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Nexen (Canada)","funders":"","keywords":"Casing; Petroleum engineering; Geology; Hydraulic fracturing; Completion (oil and gas wells); Oil shale; Engineering; Mining engineering","score_opus":0.01330469804718195,"score_gpt":0.2225861824669605,"score_spread":0.20928148441977854,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2266924377","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.989698,0.0004334416,0.0019986464,0.0047362335,0.00010601038,0.00043822848,0.000024229965,0.00023840224,0.002326827],"genre_scores_gemma":[0.9978862,0.0008675742,0.0005123189,0.00014307343,0.000031570595,0.000058125945,0.00001472057,0.00006169727,0.00042472756],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9972404,0.000093568684,0.0006870831,0.0006631203,0.00032335075,0.000992471],"domain_scores_gemma":[0.99834025,0.00018268674,0.00017288147,0.00103227,0.00008853126,0.00018340949],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00046686112,0.0005485747,0.00074490265,0.0014478982,0.0001728847,0.00006538837,0.0011016662,0.00079425453,0.00030606138],"category_scores_gemma":[0.00013040735,0.00038313106,0.00009879951,0.0009283125,0.0006308492,0.0003327102,0.00015038573,0.0011187058,0.0000840927],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00047263506,0.0008719765,0.5596855,0.0018893807,0.0009930287,0.0021938456,0.017155698,0.25680086,0.020705933,0.00034287016,0.0015915901,0.13729668],"study_design_scores_gemma":[0.00496417,0.00036119536,0.45797083,0.001605059,0.00012821183,0.00007800152,0.0009301897,0.38349342,0.0974905,0.00075961684,0.05005883,0.0021599792],"about_ca_topic_score_codex":0.035887845,"about_ca_topic_score_gemma":0.14650461,"teacher_disagreement_score":0.1351367,"about_ca_system_score_codex":0.0002808642,"about_ca_system_score_gemma":0.00016460726,"threshold_uncertainty_score":0.9998621},"labels":[],"label_agreement":null},{"id":"W2268357764","doi":"10.2118/178509-pa","title":"Is That Interference? A Work Flow for Identifying and Analyzing Communication Through Hydraulic Fractures in a Multiwell Pad","year":2016,"lang":"en","type":"article","venue":"SPE Journal","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":78,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Nexen (Canada)","funders":"China National Offshore Oil Corporation","keywords":"Interference (communication); Offset (computer science); Work flow; Computer science; Work (physics); Petroleum engineering; Geology; Engineering; Telecommunications; Mechanical engineering; Channel (broadcasting); Industrial engineering","score_opus":0.034030760633335363,"score_gpt":0.29191353311278156,"score_spread":0.2578827724794462,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2268357764","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.62057704,0.00877077,0.36662292,0.0031291018,0.00023886538,0.00014881749,0.000005990738,0.00007869637,0.0004278212],"genre_scores_gemma":[0.98633045,0.0047737695,0.008562155,0.00008356753,0.00011448195,0.0000073686483,0.000001757724,0.000023270313,0.00010320944],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9991427,0.000050677634,0.00028316665,0.00013528182,0.00012476096,0.00026337855],"domain_scores_gemma":[0.9993926,0.00018375479,0.00008201568,0.00023204251,0.000032389005,0.00007714812],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003321192,0.00014780638,0.00023084233,0.00018020511,0.00013377905,0.00015102535,0.00022399401,0.00009402058,0.00014774021],"category_scores_gemma":[0.00006409315,0.00009710124,0.00012095787,0.0001609923,0.00003743824,0.00037314222,0.000047227753,0.00032673517,0.000013421312],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00035802388,0.00020813166,0.12874714,0.00056321855,0.0020484484,0.00010204345,0.046714604,0.24878725,0.011371678,0.000031672018,0.01902553,0.54204226],"study_design_scores_gemma":[0.012084996,0.0002488083,0.21008253,0.012183611,0.00077510823,0.0004175839,0.0047010565,0.5814025,0.07096345,0.044238962,0.059798144,0.0031032476],"about_ca_topic_score_codex":0.000039209765,"about_ca_topic_score_gemma":0.00014204592,"teacher_disagreement_score":0.538939,"about_ca_system_score_codex":0.000090659676,"about_ca_system_score_gemma":0.00001001519,"threshold_uncertainty_score":0.39596736},"labels":[],"label_agreement":null},{"id":"W2268430978","doi":"10.2118/177261-ms","title":"Determination of Principal In-Situ Stress Magnitude from Well Logs in Unconventional Reservoirs: A Practical Application in Willesden Green Field, Canada","year":2015,"lang":"en","type":"article","venue":"SPE Latin American and Caribbean Petroleum Engineering Conference","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Geology; Geotechnical engineering; Stress (linguistics); Stress field; Geomechanics; Breakout; Rock mechanics; Rock mass classification; Borehole; Drilling; Magnitude (astronomy); Finite element method; Engineering","score_opus":0.009394658847619189,"score_gpt":0.22616877904256444,"score_spread":0.21677412019494524,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2268430978","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.98035306,0.00007662964,0.017627126,0.00037014045,0.00005709528,0.000093965165,0.000021902235,0.00003217022,0.0013679034],"genre_scores_gemma":[0.9976579,0.0000380089,0.0021334926,0.000015185143,0.00003641691,0.000024488612,0.00004549966,0.000016122129,0.000032897082],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9988416,0.000039864906,0.00037106028,0.00023629022,0.0002659556,0.00024525958],"domain_scores_gemma":[0.9994241,0.00015124904,0.00007208934,0.00019430547,0.000042786716,0.00011545627],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00015675268,0.00016739655,0.00032889476,0.00022793333,0.00000819684,0.000019659306,0.00014330575,0.00006761577,0.000011594181],"category_scores_gemma":[0.000093333554,0.00018084874,0.000027361855,0.0003088917,0.000040185136,0.0000966308,0.000051038878,0.0003409106,0.0000012420319],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00004774964,0.000073977164,0.22627379,0.00015972553,0.000031937627,0.0000995681,0.0008848086,0.7647208,0.00095720915,0.00012537804,0.000032586122,0.006592441],"study_design_scores_gemma":[0.0006398169,0.000047920577,0.17199746,0.00013109072,0.000013774633,0.0000023826296,0.0009014535,0.8245831,0.00091058714,0.000063365595,0.0004680739,0.00024095365],"about_ca_topic_score_codex":0.3960449,"about_ca_topic_score_gemma":0.733887,"teacher_disagreement_score":0.33784208,"about_ca_system_score_codex":0.00021462228,"about_ca_system_score_gemma":0.00015731517,"threshold_uncertainty_score":0.7374798},"labels":[],"label_agreement":null},{"id":"W2268801817","doi":"10.2118/174954-ms","title":"Microseismic-Derived Expected Ultimate Fracture Half-Height Above/Below Wellbore in Unconventional Stimulated Reservoir Volume in a Multi-F ractured Horizontal 10 Well Pad - Canadian Horn River Basin Case Study","year":2015,"lang":"en","type":"article","venue":"SPE Annual Technical Conference and Exhibition","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Nexen (Canada)","funders":"","keywords":"Microseism; Geology; Fracture (geology); Monte Carlo method; Range (aeronautics); Seismology; Geotechnical engineering; Soil science; Petroleum engineering; Statistics; Engineering; Mathematics","score_opus":0.02020032740660967,"score_gpt":0.2566899133137909,"score_spread":0.2364895859071812,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2268801817","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9959067,0.00020193774,0.0017846561,0.0006848471,0.000093924566,0.0006133555,0.00014291336,0.00023051696,0.00034111968],"genre_scores_gemma":[0.9985922,0.000047010628,0.00050592,0.00009304232,0.00006224507,0.00005193134,0.00038742844,0.00004495297,0.00021524729],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99768084,0.00017752474,0.0006003464,0.0005938377,0.00031930103,0.0006281565],"domain_scores_gemma":[0.99879754,0.000051831146,0.00007633405,0.00034737197,0.00023782425,0.00048912794],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00039457146,0.00044237863,0.0005780306,0.00058486505,0.00012890545,0.000121027835,0.00021336132,0.00049906597,0.00035602142],"category_scores_gemma":[0.000109671964,0.00039460036,0.00011042224,0.00060518057,0.00014330754,0.00046638856,0.00007091486,0.0008721802,0.000070917355],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0028537628,0.006929234,0.1394864,0.0007203946,0.0011308608,0.07563078,0.060046755,0.6025197,0.035352454,0.000056567023,0.06769567,0.007577445],"study_design_scores_gemma":[0.023542132,0.0018670774,0.27825308,0.0010251801,0.000387933,0.0014884378,0.0354629,0.61871046,0.007837373,0.0010325292,0.026157856,0.0042350204],"about_ca_topic_score_codex":0.16788237,"about_ca_topic_score_gemma":0.3657609,"teacher_disagreement_score":0.19787854,"about_ca_system_score_codex":0.00042776996,"about_ca_system_score_gemma":0.00019723142,"threshold_uncertainty_score":0.9998506},"labels":[],"label_agreement":null},{"id":"W2269029645","doi":"10.2118/175889-ms","title":"A Comprehensive Study of <i>b</i>-Values for Proven Reserve Estimation Using Hyperbolic Decline for Vertical Commingled Gas Producers in Deep Basin Area of WCSB","year":2015,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"ConocoPhillips (Canada)","funders":"","keywords":"Structural basin; Permeability (electromagnetism); Geology; Tight gas; Petroleum engineering; Drainage; Petrology; Hydrology (agriculture); Hydraulic fracturing; Geotechnical engineering; Geomorphology","score_opus":0.06296193903460409,"score_gpt":0.30727212099801265,"score_spread":0.24431018196340856,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2269029645","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9450076,0.0001071548,0.053488296,0.00009851173,0.000056564506,0.0011163945,0.000005541383,0.000047466965,0.000072462346],"genre_scores_gemma":[0.9787139,0.0000024090461,0.021102142,0.00001167239,0.000030973813,0.000079007164,0.00001811128,0.000028637127,0.000013120103],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9987968,0.000052813342,0.0005227355,0.00019016763,0.00022007081,0.00021740985],"domain_scores_gemma":[0.9990182,0.0002677992,0.000053583884,0.00028544266,0.0002995104,0.00007545738],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00033184228,0.000146917,0.0004950862,0.0001978588,0.00002750932,0.000012302106,0.0001542793,0.000067189794,0.000002338185],"category_scores_gemma":[0.00052858674,0.00012445712,0.0000926999,0.00026529227,0.00003681314,0.00009740994,0.00004757175,0.00007838037,2.904402e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0002179822,0.0003979064,0.0022677875,0.00040049021,0.00015566064,9.414892e-7,0.0020491267,0.9900312,0.0034631607,0.0000046530868,0.00012647801,0.00088461465],"study_design_scores_gemma":[0.0024025221,0.00040349507,0.00083518453,0.00006932848,0.00013194964,0.0000011565298,0.0020182375,0.97096986,0.022694157,0.0002640745,0.000080868704,0.0001291667],"about_ca_topic_score_codex":0.00079233915,"about_ca_topic_score_gemma":0.0006414086,"teacher_disagreement_score":0.03370632,"about_ca_system_score_codex":0.00008287423,"about_ca_system_score_gemma":0.000038202495,"threshold_uncertainty_score":0.5075214},"labels":[],"label_agreement":null},{"id":"W2269697669","doi":"","title":"Abstract: Hydraulic fracturing in Nova Scotia","year":2013,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Nova scotia; Hydraulic fracturing; Nova (rocket); Geology; Petroleum engineering; Engineering; Oceanography; Aeronautics","score_opus":0.007919419048506232,"score_gpt":0.2083904080052428,"score_spread":0.20047098895673657,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2269697669","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.85868615,0.00019956108,0.0011381883,0.0003230101,0.00016609675,0.00010357427,3.8542723e-7,0.00032982428,0.13905321],"genre_scores_gemma":[0.99882185,0.00002210188,0.0003910377,0.00013402326,0.000088449684,0.00000689827,0.0000039387874,0.000030323918,0.00050138164],"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","domain_scores_codex":[0.9990642,0.0000060186844,0.00026330334,0.00016674992,0.0001480852,0.00035164834],"domain_scores_gemma":[0.99954915,0.000043558604,0.00001582745,0.00026873837,0.000016032056,0.00010670478],"candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00008503536,0.0001606481,0.00019124482,0.00021405824,0.000019410238,0.00006955431,0.00018042602,0.000104300016,0.005935126],"category_scores_gemma":[0.000016768889,0.00013428862,0.000076491866,0.00023254503,0.000017387383,0.00027477875,0.000025523252,0.00028933422,0.0039146845],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[8.9567715e-7,0.000037525857,0.00679261,0.00009023118,0.00005829651,0.000022540253,0.00020118328,0.9705553,0.0031327205,0.000006604908,0.008914843,0.010187221],"study_design_scores_gemma":[0.00064980553,0.000012986467,0.73079854,0.00012502905,0.000020044254,0.0000097715265,0.00022902306,0.21576393,0.04038565,0.0004344271,0.010718045,0.0008527572],"about_ca_topic_score_codex":0.0064524333,"about_ca_topic_score_gemma":0.001584844,"teacher_disagreement_score":0.7547914,"about_ca_system_score_codex":0.000054435557,"about_ca_system_score_gemma":0.0000062712766,"threshold_uncertainty_score":0.99686086},"labels":[],"label_agreement":null},{"id":"W2269824217","doi":"10.2118/174299-pa","title":"Approximate Analytical-Pressure Studies on Dual-Porosity Reservoirs With Stress-Sensitive Permeability","year":2015,"lang":"en","type":"article","venue":"SPE Reservoir Evaluation & Engineering","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":25,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Permeability (electromagnetism); Dimensionless quantity; Mechanics; Laplace transform; Pore water pressure; Porosity; Materials science; Geotechnical engineering; Geology; Mathematics; Chemistry; Mathematical analysis; Physics","score_opus":0.0547347859950692,"score_gpt":0.30414103337873105,"score_spread":0.24940624738366185,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2269824217","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9855399,0.00220063,0.0053163385,0.0006927738,0.0004991116,0.0008722214,0.00006776458,0.000996875,0.0038143843],"genre_scores_gemma":[0.9976281,0.00015128068,0.001330898,0.000020588972,0.0002982528,0.00011812221,0.000080892394,0.00010153917,0.00027030698],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9959942,0.00021477575,0.000625598,0.00066918985,0.001808087,0.00068813993],"domain_scores_gemma":[0.9970949,0.00027818163,0.000103060775,0.0011059308,0.00097046647,0.00044745154],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0025729518,0.0005520526,0.0007258474,0.00039782817,0.00014782892,0.00012536268,0.00031805964,0.00020646615,0.000054325857],"category_scores_gemma":[0.0017194905,0.00044910397,0.00017665155,0.00087690394,0.00011690855,0.0003894034,0.0001318817,0.0006560463,0.00006881254],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000076154814,0.000064895255,0.0006245486,0.00032924558,0.00081472914,0.000032872213,0.0012907658,0.9955547,0.00020872052,0.00009130729,0.0007816916,0.00013037285],"study_design_scores_gemma":[0.0009244525,0.0001556685,0.0020952015,0.00032844715,0.00044209964,0.000011316053,0.0012716389,0.9850262,0.008123355,0.00015596763,0.0008984015,0.0005672805],"about_ca_topic_score_codex":0.000053879423,"about_ca_topic_score_gemma":0.00010277731,"teacher_disagreement_score":0.012088219,"about_ca_system_score_codex":0.0006078592,"about_ca_system_score_gemma":0.00012164246,"threshold_uncertainty_score":0.9997961},"labels":[],"label_agreement":null},{"id":"W2269916714","doi":"10.2118/178618-pa","title":"Numerical Investigation of Coupling Multiphase Flow and Geomechanical Effects on Water Loss During Hydraulic-Fracturing Flowback Operation","year":2016,"lang":"en","type":"article","venue":"SPE Reservoir Evaluation & Engineering","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":26,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"University of Alberta","keywords":"Imbibition; Petroleum engineering; Hydraulic fracturing; Fracture (geology); Geology; Geotechnical engineering; Multiphase flow; Water injection (oil production); Capillary pressure; Permeability (electromagnetism); Porous medium; Mechanics; Porosity; Chemistry","score_opus":0.010288347987984574,"score_gpt":0.23351307483659445,"score_spread":0.22322472684860986,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2269916714","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.93420243,0.00024959884,0.064151,0.0004153158,0.00026531328,0.00039575694,0.0000043273517,0.0002792794,0.0000369948],"genre_scores_gemma":[0.9973059,0.00017534515,0.0019784684,0.000014069954,0.00030529103,0.00008119101,0.00003126992,0.00008381943,0.000024608093],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.997688,0.000068335,0.00057263917,0.0004341199,0.000754424,0.00048247355],"domain_scores_gemma":[0.9988611,0.0002805468,0.000058456564,0.00043427772,0.00013297476,0.0002326654],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0008785405,0.00035975757,0.00042045323,0.00037034208,0.00011690382,0.000059365808,0.00018390114,0.00020196913,0.00010326919],"category_scores_gemma":[0.00036040292,0.00025246618,0.00012311454,0.00021780291,0.00003107827,0.00042829334,0.000065469976,0.0002715143,0.000054840275],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000024175195,0.000010588401,0.00020511943,0.00026498656,0.00008346296,0.000006650114,0.00020177083,0.76067424,0.23689844,0.0000042721485,0.000007780808,0.0016185192],"study_design_scores_gemma":[0.0008600223,0.000036054844,0.0013409154,0.00028703222,0.000046890043,0.0000052666105,0.0000049795203,0.55896896,0.43815818,0.000031354382,0.000054598782,0.00020576236],"about_ca_topic_score_codex":0.00002049448,"about_ca_topic_score_gemma":0.00000450468,"teacher_disagreement_score":0.20170529,"about_ca_system_score_codex":0.0002855371,"about_ca_system_score_gemma":0.000022645574,"threshold_uncertainty_score":0.9999927},"labels":[],"label_agreement":null},{"id":"W2270055382","doi":"10.15530/urtec-2015-2131921","title":"Stimulated Rock Volume and Estimated Ultimate Recovery","year":2015,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":9,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Microsemi (Canada)","funders":"","keywords":"Volume (thermodynamics); Geology; Computer science; Thermodynamics; Physics","score_opus":0.018184472464531903,"score_gpt":0.2319095163613088,"score_spread":0.2137250438967769,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2270055382","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.88466334,0.0009946534,0.078717865,0.00021532364,0.00029052643,0.00010973924,0.000007246275,0.0017997017,0.033201583],"genre_scores_gemma":[0.99485254,0.00005316414,0.0017029188,0.000028486338,0.00002752663,0.0000024905344,0.0000147491555,0.000022115493,0.0032959995],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9994412,0.000010790038,0.00013680599,0.00012058002,0.00010428489,0.00018634478],"domain_scores_gemma":[0.99960625,0.000017727112,0.000010758078,0.00015329597,0.000036907793,0.00017504419],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000090657246,0.00011474847,0.00015599832,0.000079754805,0.000029213772,0.000048093145,0.000064893415,0.000073861185,0.00015285738],"category_scores_gemma":[0.000046031306,0.00009384832,0.000031319258,0.00014465292,0.000008829434,0.00011864918,0.00002471374,0.00009291981,0.000303381],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000005151383,0.000005841093,0.0006677312,0.000016829821,0.00006374864,0.000008682284,0.000059715057,0.9883715,0.0001600564,8.284917e-7,0.009212499,0.0014274042],"study_design_scores_gemma":[0.0002686165,0.000019262267,0.0013925172,0.00001303852,0.000026874031,0.0000081659955,0.000023954452,0.99384147,0.00088677014,0.00006444117,0.0033127263,0.00014216074],"about_ca_topic_score_codex":0.00014397429,"about_ca_topic_score_gemma":0.000013174026,"teacher_disagreement_score":0.11018919,"about_ca_system_score_codex":0.00003319018,"about_ca_system_score_gemma":0.000008426836,"threshold_uncertainty_score":0.38994503},"labels":[],"label_agreement":null},{"id":"W2270806727","doi":"10.2118/179725-pa","title":"The Fracture-Compliance Method for Picking Closure Pressure From Diagnostic Fracture-Injection Tests","year":2016,"lang":"en","type":"article","venue":"SPE Journal","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":134,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"ConocoPhillips (Canada)","funders":"","keywords":"Mechanics; Fracture (geology); Closure (psychology); Materials science; Structural engineering; Geology; Geotechnical engineering; Engineering; Physics","score_opus":0.012741097766052012,"score_gpt":0.2744175750556525,"score_spread":0.2616764772896005,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2270806727","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.006236387,0.0070371646,0.9802935,0.00449126,0.0012633422,0.00017191342,0.00002364626,0.0001481976,0.0003345772],"genre_scores_gemma":[0.9875997,0.0009990787,0.007499185,0.00023191776,0.0027902396,0.000019328765,0.000003993233,0.00005684214,0.00079972995],"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","domain_scores_codex":[0.99865085,0.00009081216,0.00034310165,0.00020046801,0.00029790017,0.0004168955],"domain_scores_gemma":[0.99659705,0.0026775135,0.00014320428,0.00032363288,0.000109447945,0.00014912788],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00051076256,0.00022362816,0.0002578189,0.00006826698,0.0004924821,0.00020588169,0.00035103524,0.00017089328,0.00016034817],"category_scores_gemma":[0.0008556563,0.00011299789,0.00025495084,0.00012186878,0.000030289742,0.00020375209,0.000020400104,0.0005286473,0.000036705944],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00003763796,0.000023669203,0.0046868813,0.000039943832,0.0008776782,0.000019138735,0.000298336,0.89336854,0.0019063546,0.0000073202064,0.04279979,0.055934705],"study_design_scores_gemma":[0.0010883302,0.00009525876,0.05186782,0.0004689037,0.00045549433,0.00012804488,0.00007081014,0.043358278,0.00872309,0.0080478545,0.88522047,0.00047566785],"about_ca_topic_score_codex":0.00007348108,"about_ca_topic_score_gemma":0.000103656515,"teacher_disagreement_score":0.9813633,"about_ca_system_score_codex":0.00008092649,"about_ca_system_score_gemma":0.000028778762,"threshold_uncertainty_score":0.46079203},"labels":[],"label_agreement":null},{"id":"W2272033796","doi":"10.2118/174467-ms","title":"History Match and Strategy Evaluation for CSI Pilot","year":2015,"lang":"en","type":"article","venue":"SPE Canada Heavy Oil Technical Conference","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":9,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Alberta Innovates","funders":"Petroleum Technology Research Centre; Alberta Innovates - Technology Futures","keywords":"Petroleum engineering; Environmental science; Petroleum; Oil production; Permeability (electromagnetism); Geology; Chemistry","score_opus":0.07102463890746875,"score_gpt":0.26079596419852075,"score_spread":0.189771325291052,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2272033796","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.50187504,0.0277122,0.08790008,0.012000799,0.0038033142,0.0017651266,0.00022833793,0.0025628905,0.36215222],"genre_scores_gemma":[0.99831563,0.000073399504,0.00062598765,0.000085420834,0.000061778555,0.00005611376,0.000020084599,0.000017550223,0.0007440457],"study_design_codex":"not_applicable","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9990135,0.000025743397,0.00019415768,0.00019318404,0.00034334123,0.00023011096],"domain_scores_gemma":[0.9992701,0.000054865934,0.000024819916,0.00022254544,0.00018341791,0.0002442652],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00033934478,0.00013093691,0.00019379565,0.000042597923,0.000032876298,0.0000219787,0.00014462639,0.000073165524,0.00008056286],"category_scores_gemma":[0.00014230337,0.0001232093,0.000024226754,0.00006572712,0.000049735023,0.00005838245,0.000019947702,0.000168901,0.0000023061111],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0001890924,0.00010222743,0.00018892773,0.000863573,0.0002284342,0.000042955584,0.00020471538,0.19899271,0.005879904,0.002809657,0.5657602,0.22473758],"study_design_scores_gemma":[0.0015784497,0.00039170464,0.0014620296,0.00012038777,0.00021002219,0.000025832871,0.00020132528,0.5782338,0.0022964939,0.0037687405,0.4108248,0.00088647084],"about_ca_topic_score_codex":0.097077176,"about_ca_topic_score_gemma":0.4784915,"teacher_disagreement_score":0.4964406,"about_ca_system_score_codex":0.00084327126,"about_ca_system_score_gemma":0.0011395705,"threshold_uncertainty_score":0.9089355},"labels":[],"label_agreement":null},{"id":"W2272648838","doi":"10.2118/174982-ms","title":"Overcoming a Cementing Failure: Sequenced Fracturing Technique for Remedial Application","year":2015,"lang":"en","type":"article","venue":"SPE Annual Technical Conference and Exhibition","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":13,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Apache (Canada)","funders":"","keywords":"Casing; Hydraulic fracturing; Annulus (botany); Geology; Spark plug; Petroleum engineering; Wellbore; Perforation; Well stimulation; Geotechnical engineering; Engineering; Materials science; Petroleum; Reservoir engineering; Composite material","score_opus":0.021393813444285856,"score_gpt":0.26122083878727703,"score_spread":0.23982702534299116,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2272648838","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.047576938,0.000063733154,0.94883275,0.00056764396,0.000051445677,0.0005484598,0.000019826934,0.00049959135,0.001839624],"genre_scores_gemma":[0.990138,0.00004295407,0.009178222,0.00004711512,0.00020606008,0.0002520167,0.00009050398,0.00002104069,0.000024083078],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.999015,0.000017395085,0.00026448056,0.00025614302,0.00018161064,0.00026538875],"domain_scores_gemma":[0.9994508,0.000045486933,0.000049014267,0.00018252875,0.00013085526,0.00014132613],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00037894526,0.00015919509,0.00020199819,0.00010740475,0.00009367759,0.000063067615,0.00011274645,0.00019287897,0.000009953696],"category_scores_gemma":[0.00010909059,0.00015028768,0.00006447135,0.00014618313,0.00005437543,0.00029596253,0.000045740355,0.00023040223,0.0000076252686],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000118985474,0.0000947381,0.00047391347,0.00041304284,0.00010114567,0.000013266943,0.0010874391,0.019232547,0.93982005,0.0027662169,0.010582897,0.025295757],"study_design_scores_gemma":[0.0025082594,0.00053807197,0.000790291,0.0005575471,0.00024285025,0.00009152179,0.0020941196,0.1213587,0.7491646,0.050683282,0.07019456,0.0017762182],"about_ca_topic_score_codex":0.000047583195,"about_ca_topic_score_gemma":0.000102767066,"teacher_disagreement_score":0.9425611,"about_ca_system_score_codex":0.00007868686,"about_ca_system_score_gemma":0.00002691026,"threshold_uncertainty_score":0.6128554},"labels":[],"label_agreement":null},{"id":"W2272690315","doi":"10.15530/urtec-2015-2172344","title":"Pseudo-Pressure and Pseudo-Time Analysis for Unconventional Oil Reservoirs With New Expressions for Average Reservoir Pressure during Transient Radial and Linear Flow","year":2015,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":7,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"ConocoPhillips (Canada)","funders":"","keywords":"Transient analysis; Petroleum engineering; Transient (computer programming); Flow (mathematics); Geology; Unconventional oil; Mechanics; Transient response; Computer science; Engineering; Physics; Electrical engineering","score_opus":0.013519270562880893,"score_gpt":0.227429400345793,"score_spread":0.21391012978291213,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2272690315","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7610135,0.0056723035,0.225912,0.0024765492,0.00027717004,0.0010787,0.0008434679,0.0007810489,0.0019452175],"genre_scores_gemma":[0.9369094,0.00015313039,0.02823999,0.00003113803,0.0005035384,0.0001793216,0.00020977571,0.00010114784,0.033672582],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9979132,0.00005259813,0.0004369153,0.0006211738,0.00043635018,0.00053978607],"domain_scores_gemma":[0.99833095,0.00021138821,0.00006885418,0.00050241174,0.00018537801,0.0007009966],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0003977944,0.00040350188,0.00067970384,0.0003981323,0.0002975744,0.00013812553,0.00026362765,0.00024597908,0.00014475196],"category_scores_gemma":[0.000112481626,0.0003134348,0.00030598784,0.0004775866,0.00008475362,0.0003464551,0.000060266757,0.0002454626,0.0000032828855],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0004458801,0.000042013624,0.0005243526,0.0005005871,0.0033414294,0.0000044583194,0.000665461,0.9886236,0.001250242,0.000012701935,0.0044450685,0.00014419557],"study_design_scores_gemma":[0.004006101,0.0001612866,0.001006439,0.00009860502,0.0026839047,0.000014283843,0.00014340391,0.9567669,0.0023080711,0.00010894371,0.03217862,0.00052343326],"about_ca_topic_score_codex":0.00021544384,"about_ca_topic_score_gemma":0.00037450762,"teacher_disagreement_score":0.19767202,"about_ca_system_score_codex":0.000028795628,"about_ca_system_score_gemma":0.00008215314,"threshold_uncertainty_score":0.99993175},"labels":[],"label_agreement":null},{"id":"W2273236223","doi":"10.15530/urtec-2015-2149183","title":"A Modified Approach For Modeling 2-Phase Flowback From Multi-Fractured Horizontal Shale Gas Wells","year":2015,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":13,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"Seven Generations Energy; Alberta Innovates - Technology Futures","keywords":"Petroleum engineering; Shale gas; Geology; Oil shale; Tight gas; Hydraulic fracturing","score_opus":0.04880758588212674,"score_gpt":0.2718318742228517,"score_spread":0.22302428834072496,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2273236223","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.18725738,0.00044267892,0.8077206,0.000045763198,0.00017197308,0.00024949404,0.00005139707,0.0004141257,0.0036465614],"genre_scores_gemma":[0.91213167,0.000017351807,0.086449884,0.000042979453,0.0003223178,0.00006327867,0.0003325121,0.00006441654,0.00057559204],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9986698,0.000020863545,0.00032056952,0.0003516734,0.00023424266,0.00040284026],"domain_scores_gemma":[0.999131,0.000039868748,0.000025700094,0.0004093122,0.000072760646,0.00032133056],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001839453,0.0002749761,0.00037631983,0.00010831915,0.00006967576,0.00007916511,0.00026745728,0.00020060984,0.000049735267],"category_scores_gemma":[0.00004874522,0.00022579082,0.00022656491,0.00013063416,0.000016352915,0.00016431233,0.00003956166,0.00021594773,0.00004576357],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00004882266,0.00014161304,0.0000064007527,0.000026942556,0.00018817716,0.000003583213,0.00059737265,0.99481374,0.0007831273,0.0000033877845,0.0020371494,0.0013496802],"study_design_scores_gemma":[0.0030070909,0.000039758714,0.0000012494328,0.000008666532,0.00008749024,0.0000015368722,0.00034290433,0.9916276,0.0032905722,0.000120897,0.0011528047,0.0003194573],"about_ca_topic_score_codex":0.0009305204,"about_ca_topic_score_gemma":0.000065320746,"teacher_disagreement_score":0.7248743,"about_ca_system_score_codex":0.00009224108,"about_ca_system_score_gemma":0.000026094996,"threshold_uncertainty_score":0.92074823},"labels":[],"label_agreement":null},{"id":"W2274134939","doi":"10.2118/178928-pa","title":"Impact of Distance-of-Investigation Calculations on Rate-Transient Analysis of Unconventional Gas and Light-Oil Reservoirs: New Formulations for Linear Flow","year":2015,"lang":"en","type":"article","venue":"Journal of Canadian Petroleum Technology","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":70,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"Alberta Innovates - Technology Futures","keywords":"Mechanics; Compressibility; Volumetric flow rate; Flow (mathematics); Permeability (electromagnetism); Boundary value problem; Compressible flow; Mathematics; Chemistry; Mathematical analysis; Physics","score_opus":0.017360160657689496,"score_gpt":0.25522845239791025,"score_spread":0.23786829174022076,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2274134939","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9616214,0.00040804394,0.035387225,0.0021139984,0.000073188356,0.000043149248,0.0001419317,0.000013757118,0.00019732252],"genre_scores_gemma":[0.99647295,0.000060527975,0.0032903838,0.000004705378,0.0000407068,0.0000023763523,0.00003320503,0.0000127687335,0.00008237189],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9988653,0.000022649006,0.0006447281,0.00009180051,0.00019250016,0.00018299861],"domain_scores_gemma":[0.99872994,0.00007087863,0.00028771604,0.0002023624,0.00040492887,0.0003041946],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00029319007,0.000115811425,0.00048639855,0.004161546,0.00003698829,0.0000067448277,0.00015065614,0.00016262122,0.000018029847],"category_scores_gemma":[0.00021409421,0.00009893902,0.0003497859,0.0015800451,0.00007180844,0.00010031977,0.0000060951493,0.00017190458,2.7728623e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000034751858,0.000016881146,0.008262435,0.000034779598,0.0014391209,0.0000025120669,0.00015046651,0.98744375,0.00083549245,0.00032503592,0.00082367973,0.000631091],"study_design_scores_gemma":[0.0015522155,0.0007115536,0.027020656,0.00017781154,0.0017576917,0.000013199967,0.00018905212,0.9537151,0.004014058,0.0024190033,0.008224097,0.0002056029],"about_ca_topic_score_codex":0.005538973,"about_ca_topic_score_gemma":0.059345115,"teacher_disagreement_score":0.05380614,"about_ca_system_score_codex":0.00023058109,"about_ca_system_score_gemma":0.00049849274,"threshold_uncertainty_score":0.9578194},"labels":[],"label_agreement":null},{"id":"W2274228355","doi":"10.2118/171583-pa","title":"Tight Cardium Multistage-Fractured Horizontal-Oil-Well-Performance Study Focusing on the Effectiveness of Various Fracture-Fluid Systems","year":2015,"lang":"en","type":"article","venue":"Journal of Canadian Petroleum Technology","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Alberta Energy","funders":"","keywords":"Petroleum engineering; Fracture (geology); Geology; Hydraulic fracturing; Directional drilling; Tight gas; Completion (oil and gas wells); Geotechnical engineering; Petrology; Drilling; Engineering","score_opus":0.007289178302586123,"score_gpt":0.1970737820789159,"score_spread":0.18978460377632977,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2274228355","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99188125,0.0017838061,0.0011505195,0.0006690501,0.0009343284,0.00014869437,0.000009176753,0.00007543241,0.003347758],"genre_scores_gemma":[0.99950886,0.000089748246,0.00004406034,0.000023285871,0.00018921288,0.000013408336,0.0000016460439,0.000048398004,0.00008135886],"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","domain_scores_codex":[0.9980403,0.00023162585,0.00059992,0.00017941167,0.0004801404,0.0004685885],"domain_scores_gemma":[0.99835706,0.00021543574,0.00025907505,0.0005790561,0.0002716591,0.00031771732],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001280612,0.00028715786,0.0007542796,0.0022989807,0.00012245167,0.00005035505,0.000663648,0.00033158303,0.000009418318],"category_scores_gemma":[0.00021444369,0.00019289757,0.00017105418,0.000838374,0.00009678006,0.00012042143,0.000028948376,0.0010235667,0.000013819397],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00012293506,0.00007443496,0.0053897314,0.000121491765,0.00088223146,0.00047844506,0.00028605104,0.98947257,0.0011855367,0.000031689226,0.0012764367,0.0006784365],"study_design_scores_gemma":[0.0145516135,0.009833452,0.05430413,0.003015667,0.0024902117,0.003599096,0.010084167,0.1677131,0.10914774,0.00029986506,0.62176,0.00320096],"about_ca_topic_score_codex":0.015583944,"about_ca_topic_score_gemma":0.010554132,"teacher_disagreement_score":0.82175946,"about_ca_system_score_codex":0.0007038883,"about_ca_system_score_gemma":0.0002883861,"threshold_uncertainty_score":0.9909714},"labels":[],"label_agreement":null},{"id":"W2274890436","doi":"10.2118/173346-pa","title":"Water-Induced Damage to Propped-Fracture Conductivity in Shale Formations","year":2015,"lang":"en","type":"article","venue":"SPE Production & Operations","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":48,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"ConocoPhillips (Canada)","funders":"Crisman Institute for Petroleum Research, Texas A and M University; University of Texas at Austin; Texas A and M University; ConocoPhillips","keywords":"Oil shale; Geology; Fracture (geology); Embedment; Geotechnical engineering; Mineralogy; Hydraulic fracturing","score_opus":0.02881230730323472,"score_gpt":0.2590992282519984,"score_spread":0.23028692094876366,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2274890436","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9583924,0.000022157705,0.023781847,0.012748179,0.00067685003,0.00050669996,0.000006666465,0.00030177936,0.0035634302],"genre_scores_gemma":[0.99313277,0.0000054286734,0.004596788,0.00008000866,0.00032825352,0.00010799695,0.000066218476,0.000022396462,0.0016601307],"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9990423,0.000045994868,0.0002497716,0.00023370549,0.00018171692,0.00024654798],"domain_scores_gemma":[0.999329,0.0000040205823,0.0000096563435,0.00037951523,0.00012667908,0.00015118539],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00028674316,0.00014328159,0.00015838657,0.00027131935,0.00014649227,0.000097023476,0.00011820972,0.00007596631,0.00011614026],"category_scores_gemma":[0.000095184296,0.00011267043,0.00004036075,0.00042092006,0.000015966296,0.00068005495,0.00003177799,0.00025872365,0.00034657522],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000026683533,0.000046940844,0.00013542759,0.000012990052,0.000017104601,0.0000013621467,0.0041465424,0.9760326,0.016539143,0.000009122115,0.0027230594,0.00033301974],"study_design_scores_gemma":[0.0009834163,0.00015496317,0.002991856,0.0000710377,0.00009182144,0.00005154579,0.004762362,0.41763723,0.47627044,0.0003209509,0.09551948,0.0011448851],"about_ca_topic_score_codex":0.00022045097,"about_ca_topic_score_gemma":0.0013555633,"teacher_disagreement_score":0.5583954,"about_ca_system_score_codex":0.00015495437,"about_ca_system_score_gemma":0.00004345364,"threshold_uncertainty_score":0.45945665},"labels":[],"label_agreement":null},{"id":"W2277587158","doi":"","title":"NUMERICAL MODELING OF HYDRAULIC FRACTURING IN OIL SANDS","year":2008,"lang":"en","type":"article","venue":"Scientia Iranica","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":11,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Hydraulic fracturing; Geology; Geotechnical engineering; Oil sands; Consolidation (business); Fracture (geology); Petroleum engineering; Materials science","score_opus":0.013479934799213219,"score_gpt":0.2153626530730878,"score_spread":0.20188271827387458,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2277587158","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9685,0.0007209296,0.014051712,0.00010014864,0.00021573673,0.000025948957,0.0000015433636,0.00013966592,0.016244322],"genre_scores_gemma":[0.9987851,0.00019965477,0.00076440256,0.000022025477,0.000048835675,0.0000037760603,0.00000320599,0.000020910968,0.00015213141],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9987721,0.00002192932,0.00034626445,0.000222526,0.00031339526,0.00032377383],"domain_scores_gemma":[0.9995015,0.000030288365,0.000028030392,0.00031838522,0.000024176565,0.000097595606],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00020330295,0.00013162942,0.00027095876,0.00025594526,0.00008101608,0.000013410871,0.00027580655,0.00008094787,0.000121403325],"category_scores_gemma":[0.000036229172,0.00011947905,0.000136392,0.0006339792,0.00005604997,0.00012802781,0.00003619359,0.0002318003,0.00003973955],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000034487045,0.000027402875,0.00047945845,0.0000397629,0.00002188754,0.00001871772,0.00041645017,0.9971679,0.00094541244,0.0000022719596,0.00011834219,0.0007589535],"study_design_scores_gemma":[0.00026408996,0.000007981239,0.00085570273,0.000045062072,0.0000116690135,0.000012371025,0.000021694075,0.99347484,0.004130732,0.00004208685,0.0009855406,0.00014821015],"about_ca_topic_score_codex":0.00021356341,"about_ca_topic_score_gemma":0.000022473734,"teacher_disagreement_score":0.030285064,"about_ca_system_score_codex":0.00003792749,"about_ca_system_score_gemma":0.000024014542,"threshold_uncertainty_score":0.48722142},"labels":[],"label_agreement":null},{"id":"W2278229673","doi":"10.2118/167761-pa","title":"Effect of Fracture Geometry on Well Production in Hydraulic-Fractured Tight Oil Reservoirs","year":2015,"lang":"en","type":"article","venue":"Journal of Canadian Petroleum Technology","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":33,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Calgary","funders":"Natural Sciences and Engineering Research Council of Canada; CMG Reservoir Simulation Foundation; Alberta Innovates; University of Regina; University of Calgary; China University of Petroleum, Beijing; Purdue University","keywords":"Tight oil; Petroleum engineering; Fracture (geology); Geology; Permeability (electromagnetism); Hydraulic fracturing; Geotechnical engineering; Geometry; Mathematics; Oil shale","score_opus":0.004759497873374024,"score_gpt":0.20757141706673463,"score_spread":0.2028119191933606,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2278229673","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9782296,0.002150309,0.000057707603,0.012944484,0.0007040206,0.000050019484,0.0000041027733,0.000068846915,0.005790913],"genre_scores_gemma":[0.9989216,0.00025070377,0.00010003233,0.000102610524,0.00022925793,0.0000045595316,0.000003432323,0.00003964433,0.00034821278],"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","domain_scores_codex":[0.9982453,0.00009709604,0.00060892396,0.00018713105,0.00039858275,0.00046294965],"domain_scores_gemma":[0.9987043,0.000078479505,0.000239857,0.00045532707,0.00014279399,0.00037920187],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00093399425,0.00024922303,0.0006707847,0.007977796,0.00003478156,0.000016389458,0.0005012158,0.000538384,0.00004374947],"category_scores_gemma":[0.00068112696,0.00019775306,0.00016525456,0.0019429467,0.00008356722,0.00014609398,0.000018270199,0.0013289895,0.000024974264],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00013437873,0.000032704465,0.0031145925,0.000119471755,0.00018800293,0.00032196316,0.00012720059,0.9630742,0.00062246335,0.0000049391206,0.026283238,0.0059768627],"study_design_scores_gemma":[0.002434716,0.0019194481,0.0021914719,0.00046066655,0.00017546695,0.00040912261,0.00024230755,0.0055166525,0.1653444,0.0002605929,0.8205298,0.00051533483],"about_ca_topic_score_codex":0.005889215,"about_ca_topic_score_gemma":0.026047654,"teacher_disagreement_score":0.9575575,"about_ca_system_score_codex":0.0005903327,"about_ca_system_score_gemma":0.00021152096,"threshold_uncertainty_score":0.99172443},"labels":[],"label_agreement":null},{"id":"W2279152525","doi":"10.1504/ijpe.2015.073538","title":"Analytical coupled axial and radial productivity model for steady-state flow in horizontal wells","year":2015,"lang":"en","type":"article","venue":"International Journal of Petroleum Engineering","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":11,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Memorial University of Newfoundland","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Inflow; Mechanics; Pressure gradient; Logarithm; Flow (mathematics); Permeability (electromagnetism); Mathematics; Physics; Mathematical analysis; Chemistry","score_opus":0.012168804698138943,"score_gpt":0.23372324170638514,"score_spread":0.2215544370082462,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2279152525","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.6765009,0.00021470488,0.32208234,0.00023955811,0.00082212634,0.000041522922,0.00001265784,0.000028791084,0.00005739214],"genre_scores_gemma":[0.9954172,0.000041987834,0.003758562,0.000006565054,0.00067197654,0.0000043746313,0.000004402975,0.00002750032,0.00006747036],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9988761,0.000009948461,0.00040057555,0.00012097179,0.00038309983,0.00020930317],"domain_scores_gemma":[0.9994678,0.00006187726,0.000060409355,0.00007648776,0.00015784275,0.00017556542],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00048223665,0.00015079658,0.00028655055,0.00042037902,0.000011001936,0.000061361745,0.00021012736,0.000057360805,0.0000030473457],"category_scores_gemma":[0.0001886216,0.00014125899,0.00011707909,0.00007794835,0.000017825587,0.0002773585,0.000028592502,0.00028799774,0.0000012862245],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00010318498,0.000029315068,0.00040445614,0.000019340214,0.00020623422,0.000044406395,0.00029031068,0.99708074,0.0007328529,0.000015707461,0.00014026437,0.0009331577],"study_design_scores_gemma":[0.0013649991,0.000055856395,0.0004410578,0.00004294764,0.000028806116,0.000073202966,0.000025970541,0.99663144,0.00035429577,0.000074075724,0.00076628773,0.00014104576],"about_ca_topic_score_codex":0.000016523984,"about_ca_topic_score_gemma":0.000023776287,"teacher_disagreement_score":0.31891623,"about_ca_system_score_codex":0.0002533914,"about_ca_system_score_gemma":0.000055575856,"threshold_uncertainty_score":0.57603747},"labels":[],"label_agreement":null},{"id":"W2279153915","doi":"10.2118/174956-ms","title":"The New Reality of Hydraulic Fracturing: Treating Produced Water is Cheaper than Using Fresh","year":2015,"lang":"en","type":"article","venue":"SPE Annual Technical Conference and Exhibition","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":14,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Apache (Canada)","funders":"","keywords":"Truck; Salt water; Fresh water; Work (physics); Environmental science; Process (computing); Waste management; Water consumption; Hydraulic fracturing; Process engineering; Petroleum engineering; Environmental engineering; Computer science; Engineering; Automotive engineering; Mechanical engineering","score_opus":0.035208882314710074,"score_gpt":0.2730166510789051,"score_spread":0.23780776876419502,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2279153915","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9853869,0.00027834554,0.0064193294,0.0027868676,0.00007494005,0.00017593736,0.000013965714,0.00021967903,0.004643998],"genre_scores_gemma":[0.9992286,0.00011754521,0.0002540516,0.00004771141,0.0001658478,0.000004734466,0.000017039378,0.000016367056,0.00014807742],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9989115,0.000035942765,0.00030940035,0.00022278808,0.00024001092,0.00028033007],"domain_scores_gemma":[0.99934846,0.000029190383,0.000043662832,0.00030422676,0.0001133867,0.00016106108],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00034384648,0.00016204962,0.00023329392,0.000054893357,0.000114675924,0.00006256584,0.00013487905,0.00014471624,0.00003533523],"category_scores_gemma":[0.00007162029,0.00009723918,0.00007737104,0.00011417626,0.000098176126,0.00020534637,0.000066425724,0.000242154,0.000009026097],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0007165548,0.00044719828,0.005046175,0.0009386498,0.000695923,0.000063802014,0.030466719,0.08278228,0.6788232,0.0011331694,0.10084255,0.0980438],"study_design_scores_gemma":[0.0009546907,0.00030349012,0.0030422031,0.0003103138,0.00018830215,0.000039662787,0.001853059,0.040899906,0.915029,0.011872301,0.024801299,0.0007058039],"about_ca_topic_score_codex":0.0008193211,"about_ca_topic_score_gemma":0.00017190793,"teacher_disagreement_score":0.2362058,"about_ca_system_score_codex":0.000040165734,"about_ca_system_score_gemma":0.000038951395,"threshold_uncertainty_score":0.39652988},"labels":[],"label_agreement":null},{"id":"W2280006888","doi":"10.2118/179036-ms","title":"Sand Screen Design and Optimization for Horizontal Wells Using Reservoir Grain Size Distribution Mapping","year":2016,"lang":"en","type":"article","venue":"SPE International Conference and Exhibition on Formation Damage Control","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":20,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Geology; Grain size; Facies; Workflow; Petroleum engineering; Geotechnical engineering; Computer science; Geomorphology","score_opus":0.023278909314043115,"score_gpt":0.24240220828242465,"score_spread":0.21912329896838154,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2280006888","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.053602073,0.000028231136,0.9435484,0.0015970623,0.00012272492,0.0003078641,0.0002603585,0.00008345445,0.0004498755],"genre_scores_gemma":[0.99503845,0.00027584497,0.004125786,0.000080093036,0.00012128932,0.000029731102,0.00022675266,0.000013388614,0.00008863917],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9991404,0.00004949152,0.00028680704,0.00016962498,0.00018849396,0.0001652281],"domain_scores_gemma":[0.99936676,0.00018771169,0.000087385066,0.00009407664,0.00018695225,0.000077107645],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00029834782,0.0001490308,0.0001553152,0.00010393886,0.00014631325,0.00015362892,0.000081824284,0.00008765951,0.00013648577],"category_scores_gemma":[0.00014455023,0.000117810916,0.000050849663,0.0000659807,0.00004696734,0.0007510218,0.000016170354,0.000071011564,0.000006176239],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00050322694,0.00005297147,0.00016668142,0.00012603658,0.00027484912,0.000005449574,0.0003757396,0.92893654,0.03984454,0.0039039128,0.0023456009,0.023464456],"study_design_scores_gemma":[0.0018445126,0.00006887799,0.00028782894,0.0001919618,0.000025260451,0.000006699074,0.000089863956,0.99062455,0.004279996,0.0010895341,0.0013182221,0.00017266633],"about_ca_topic_score_codex":0.000014556374,"about_ca_topic_score_gemma":0.0000044045496,"teacher_disagreement_score":0.9414364,"about_ca_system_score_codex":0.00010416151,"about_ca_system_score_gemma":0.000013774569,"threshold_uncertainty_score":0.48041898},"labels":[],"label_agreement":null},{"id":"W2281278043","doi":"10.1016/j.petrol.2016.01.018","title":"A flowing material balance equation for two-phase flowback analysis","year":2016,"lang":"en","type":"article","venue":"Journal of Petroleum Science and Engineering","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":65,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"Natural Resources Canada; Canadian Natural Resources Limited","keywords":"Petroleum engineering; Oil shale; Shale gas; Natural gas; Fracture (geology); Geology; Imbibition; Material balance; Natural gas field; Shut down; Compressibility; Mechanics; Geotechnical engineering; Engineering; Waste management","score_opus":0.007995816123688246,"score_gpt":0.24133969075160996,"score_spread":0.23334387462792172,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2281278043","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.6019221,0.000089798414,0.3974892,0.00009579227,0.00032483062,0.000017918466,0.0000048134016,0.00002617582,0.000029403514],"genre_scores_gemma":[0.99611706,0.000056996803,0.0034518512,0.0000075458042,0.00033391864,0.000003070403,6.1305053e-7,0.000011548617,0.000017416813],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9989111,0.000005404399,0.00032576706,0.00012295443,0.00035132686,0.00028344596],"domain_scores_gemma":[0.99947363,0.00007178285,0.00004630161,0.00011868643,0.00013741093,0.00015217252],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009632215,0.00011578572,0.00027331163,0.00066270307,0.00007995985,0.000101524536,0.00020218098,0.000031716434,0.000015288071],"category_scores_gemma":[0.00018467766,0.00007646536,0.0001385499,0.0005908193,0.00004157988,0.0005668476,0.000018543047,0.000069898364,0.0000013830147],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000011614109,0.000006981771,0.00010265378,0.000023298518,0.00014035834,0.0000040089444,0.000052613013,0.6856807,0.3114073,0.000010170208,0.00003163708,0.0025286626],"study_design_scores_gemma":[0.0009029451,0.00006769401,0.0005796632,0.00006357187,0.00022194114,0.000015551888,0.000022389468,0.9582809,0.03873236,0.000012795725,0.0009608493,0.00013929662],"about_ca_topic_score_codex":0.0000031881577,"about_ca_topic_score_gemma":0.0000014232626,"teacher_disagreement_score":0.39419496,"about_ca_system_score_codex":0.00011400193,"about_ca_system_score_gemma":0.000033502987,"threshold_uncertainty_score":0.3118167},"labels":[],"label_agreement":null},{"id":"W2281383964","doi":"","title":"Observations of Fault Damage Zones At Reservoir Depths","year":2011,"lang":"en","type":"article","venue":"45th U.S. Rock Mechanics / Geomechanics Symposium","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"ConocoPhillips (Canada)","funders":"","keywords":"Geology; Fault (geology); Seismology","score_opus":0.02307910865169722,"score_gpt":0.21275688955222014,"score_spread":0.18967778090052292,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2281383964","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.23683183,0.0015168131,0.74387676,0.000582491,0.0033944985,0.0011641372,0.0003530775,0.0021390016,0.010141372],"genre_scores_gemma":[0.99401695,0.0011707852,0.0019227632,0.00009604583,0.00014784707,0.00009016082,0.0001425414,0.00019305064,0.0022198472],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9965861,0.00009490782,0.0010052809,0.00064553495,0.00073298695,0.0009351892],"domain_scores_gemma":[0.99741894,0.00010341002,0.00026197007,0.0014914527,0.00034509713,0.00037911555],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00050368445,0.0006127333,0.0007828937,0.0005018111,0.00036269982,0.000043018852,0.0011081917,0.000520813,0.0004885538],"category_scores_gemma":[0.00009564984,0.0006115737,0.00044885324,0.0010412964,0.000011275184,0.00037498437,0.00054506946,0.0005417601,0.00023798255],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000065003114,0.0002720666,0.00009102424,0.00055419054,0.00064407615,0.000048127786,0.0018568406,0.8579165,0.12568948,0.009226937,0.0035613745,0.0000744144],"study_design_scores_gemma":[0.0006219633,0.0001935719,0.00005798373,0.00012030987,0.00028528098,0.000022159767,0.0003302304,0.84993863,0.1342328,0.006296609,0.0070669292,0.00083352724],"about_ca_topic_score_codex":0.00021719694,"about_ca_topic_score_gemma":0.00043272405,"teacher_disagreement_score":0.7571851,"about_ca_system_score_codex":0.00025411145,"about_ca_system_score_gemma":0.000066308596,"threshold_uncertainty_score":0.99963355},"labels":[],"label_agreement":null},{"id":"W2282683811","doi":"10.2118/175133-ms","title":"Single Well Deconvolution – Multi-fractured Horizontal Shale Gas With 8 Well Full Pad – Canadian Horn River Basin Case Study","year":2015,"lang":"en","type":"article","venue":"SPE Annual Technical Conference and Exhibition","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Nexen (Canada)","funders":"","keywords":"Deconvolution; Computer science; Petroleum engineering; Algorithm; Geology","score_opus":0.02052314923804665,"score_gpt":0.23397743653320185,"score_spread":0.2134542872951552,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2282683811","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9858066,0.00013423336,0.0100936275,0.00022658877,0.00008562863,0.00033512022,0.00004656246,0.00028097685,0.0029906803],"genre_scores_gemma":[0.9988975,0.000028676703,0.0006458385,0.00004974184,0.000104255276,0.00002189487,0.00006795073,0.000028840774,0.00015531124],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99869645,0.000059003858,0.0002482782,0.00036475746,0.00022470337,0.0004068383],"domain_scores_gemma":[0.9989768,0.000023529761,0.000041225987,0.0002672358,0.00017229999,0.00051886303],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002150535,0.00026054616,0.00029062942,0.00020184224,0.00014855854,0.000092937655,0.000109797365,0.00021276562,0.00010449879],"category_scores_gemma":[0.00002786489,0.00021793394,0.000058155954,0.00022499764,0.00012540894,0.0003449761,0.00003558421,0.0003599234,0.000113197704],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0037822954,0.01474748,0.145133,0.0015437813,0.0042917836,0.109436005,0.1042088,0.16415262,0.049417313,0.00068729534,0.14208296,0.26051664],"study_design_scores_gemma":[0.03640587,0.03105609,0.06361649,0.0016569069,0.003623647,0.019891417,0.19423829,0.41722876,0.041532595,0.0028946656,0.17429346,0.013561813],"about_ca_topic_score_codex":0.061354574,"about_ca_topic_score_gemma":0.33112243,"teacher_disagreement_score":0.26976785,"about_ca_system_score_codex":0.00021377475,"about_ca_system_score_gemma":0.00009125853,"threshold_uncertainty_score":0.9448959},"labels":[],"label_agreement":null},{"id":"W2282910877","doi":"10.2118/179137-ms","title":"Hydraulic Fracture Modeling Workflow and Toolkits for Well Completion Optimization in Unconventionals","year":2016,"lang":"en","type":"article","venue":"SPE Hydraulic Fracturing Technology Conference","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":10,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Shell (Canada)","funders":"","keywords":"Petroleum engineering; Hydraulic fracturing; Completion (oil and gas wells); Unconventional oil; Tight gas; Workflow; Reservoir modeling; Geology; Computer science; Environmental science; Engineering; Fossil fuel","score_opus":0.014088555900473096,"score_gpt":0.22602601894487123,"score_spread":0.21193746304439814,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2282910877","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.1072651,0.0007423209,0.8812401,0.008426609,0.00019299099,0.00042925638,0.000010573848,0.00078492874,0.00090810313],"genre_scores_gemma":[0.98592037,0.00082147884,0.01255638,0.00021960968,0.0001086011,0.00012958754,0.00003440416,0.00006294206,0.00014664195],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9979609,0.00003559678,0.00056148483,0.00060318,0.00022738634,0.00061140035],"domain_scores_gemma":[0.99899215,0.00016775297,0.0001069455,0.00049826317,0.0001197326,0.00011515918],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00028467877,0.00039959938,0.0005283595,0.0008072725,0.00014373878,0.000072799805,0.00039720428,0.00057906465,0.00020481914],"category_scores_gemma":[0.00017001833,0.00032522524,0.00011151257,0.00043927442,0.00014876385,0.00035306936,0.00009613327,0.00041970337,0.000038147507],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000023497356,0.00003104523,0.00058384764,0.000079007244,0.00006863532,0.000008277038,0.00005663385,0.9833808,0.0006535763,0.00019961694,0.00019861956,0.01471645],"study_design_scores_gemma":[0.0011841154,0.000041471445,0.0005126351,0.00044396316,0.000043427182,0.00001817803,0.000038042144,0.9680797,0.00630781,0.013366263,0.009453075,0.00051134126],"about_ca_topic_score_codex":0.0000571296,"about_ca_topic_score_gemma":0.000092997194,"teacher_disagreement_score":0.87865525,"about_ca_system_score_codex":0.00015948142,"about_ca_system_score_gemma":0.00003998817,"threshold_uncertainty_score":0.99991995},"labels":[],"label_agreement":null},{"id":"W2283733733","doi":"10.2118/174784-pa","title":"Machine Learning as a Reliable Technology for Evaluating Time/Rate Performance of Unconventional Wells","year":2016,"lang":"en","type":"article","venue":"SPE Economics & Management","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":75,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Apache (Canada)","funders":"","keywords":"Computer science; Markov chain Monte Carlo; Expression (computer science); Population; Econometrics; Production (economics); Probabilistic logic; Function (biology); Data mining; Artificial intelligence; Machine learning; Bayesian probability; Mathematics","score_opus":0.006531126770680511,"score_gpt":0.21503056139528812,"score_spread":0.2084994346246076,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2283733733","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9723369,0.00025782594,0.0052790376,0.00085963024,0.00022737628,0.0003023679,0.000009874427,0.00017716536,0.02054985],"genre_scores_gemma":[0.9742238,0.0010052469,0.004368626,0.000021792974,0.00004616996,0.000046278394,0.000013184886,0.000032047083,0.020242868],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99926233,0.000008483097,0.0002853727,0.00018270449,0.000046405767,0.00021470583],"domain_scores_gemma":[0.99961925,0.00003788945,0.00008307501,0.000204663,0.000025588404,0.000029537126],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00045246223,0.00011480014,0.00019083878,0.00021835678,0.00005928588,0.000012744962,0.00016902277,0.00005255314,0.00043270772],"category_scores_gemma":[0.000015982021,0.00009620379,0.00008669161,0.00008700875,0.000027807773,0.000081741564,0.0000712188,0.000066584915,0.00035292786],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000024107425,0.00001524306,0.0007347682,0.000192043,0.00035234954,7.589326e-7,0.0000124897215,0.96156085,0.00072581857,0.00084552646,0.00041614939,0.035119902],"study_design_scores_gemma":[0.00080822443,0.00012246301,0.00026117451,0.0001069429,0.000089917216,9.586171e-7,0.00002080348,0.93031037,0.007991318,0.0053008553,0.054787356,0.00019963674],"about_ca_topic_score_codex":0.000009233641,"about_ca_topic_score_gemma":0.0000031725401,"teacher_disagreement_score":0.054371204,"about_ca_system_score_codex":0.00010080384,"about_ca_system_score_gemma":0.000008773446,"threshold_uncertainty_score":0.4737846},"labels":[],"label_agreement":null},{"id":"W2284441904","doi":"10.2118/174287-ms","title":"Mechanical Properties and Natural Fractures in a Horn River Shale Core from Well Logs and Hardness Measurements","year":2015,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":12,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta; University of Calgary","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Oil shale; Lithology; Geology; Brittleness; Hydraulic fracturing; Mineralogy; Geotechnical engineering; Petrology; Materials science; Composite material","score_opus":0.04907937442586554,"score_gpt":0.2342897939823153,"score_spread":0.18521041955644976,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2284441904","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9951365,0.0030010608,0.00027222186,0.00011594959,0.00016315308,0.00007810551,0.0000021750263,0.00009503805,0.0011357672],"genre_scores_gemma":[0.99907494,0.000058971214,0.00035667178,0.00007761117,0.000050344508,0.000006356715,0.000005691284,0.000015250616,0.0003541737],"study_design_codex":"observational","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9992816,0.000021177457,0.00013836357,0.00018670587,0.00020071017,0.00017148208],"domain_scores_gemma":[0.999697,0.000014293601,0.00001226697,0.00012672308,0.000029539528,0.000120161545],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00012405217,0.00013984222,0.00020745871,0.000069096524,0.000026317734,0.000044409342,0.000083540406,0.00009605885,0.000042246113],"category_scores_gemma":[0.00004121416,0.00009454422,0.000025277097,0.00006664827,0.000043477896,0.00011961883,0.000055194647,0.00019778963,0.000013760806],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0014721501,0.00097433844,0.36115873,0.0014842552,0.005142188,0.0006701894,0.05174358,0.2898231,0.16187766,0.00018963534,0.06479107,0.06067311],"study_design_scores_gemma":[0.0053659673,0.00013624289,0.12435112,0.00038908902,0.00027451586,0.00003099515,0.002799268,0.74161035,0.10799151,0.0018887656,0.013584278,0.0015778883],"about_ca_topic_score_codex":0.0011413977,"about_ca_topic_score_gemma":0.0008873562,"teacher_disagreement_score":0.45178726,"about_ca_system_score_codex":0.000036248664,"about_ca_system_score_gemma":0.000009100764,"threshold_uncertainty_score":0.38554013},"labels":[],"label_agreement":null},{"id":"W2284505332","doi":"10.2118/174998-ms","title":"Production Analysis Of One Shale Gas Reservoir In China","year":2015,"lang":"en","type":"article","venue":"SPE Annual Technical Conference and Exhibition","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":14,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Oil shale; Petroleum engineering; Shale gas; Geology; Volumetric flow rate; Hydraulic fracturing; Unconventional oil; Petrology; Hydrology (agriculture); Mechanics; Geotechnical engineering","score_opus":0.02565432823120117,"score_gpt":0.2567332569392931,"score_spread":0.23107892870809194,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2284505332","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.991433,0.00015501,0.002928868,0.0006152219,0.000034239074,0.00008859091,0.000016943439,0.00012153419,0.004606591],"genre_scores_gemma":[0.99923027,0.00026566203,0.0002942596,0.0000073317433,0.000045973986,0.000009966606,0.000059498874,0.000007898434,0.00007917098],"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","domain_scores_codex":[0.9991145,0.000033180033,0.0002756185,0.00020451838,0.00020816107,0.00016398623],"domain_scores_gemma":[0.9995464,0.00001371297,0.00003562469,0.00021488663,0.00009871351,0.00009063412],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00033799483,0.00010397583,0.00030605905,0.00040892215,0.000020556005,0.000016958555,0.00008596848,0.000118246135,0.000040943345],"category_scores_gemma":[0.00010862048,0.00009608054,0.00006940864,0.00092759647,0.00006971484,0.00020675473,0.000036245598,0.00019538244,0.0000053940275],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00031460286,0.00089082733,0.028643042,0.00056641555,0.0012899154,0.000046757348,0.0059199766,0.8745344,0.054841366,0.0019401797,0.008984432,0.022028064],"study_design_scores_gemma":[0.0020198477,0.0008927019,0.5405914,0.0008217005,0.002148313,0.000025383008,0.0035530794,0.3436089,0.07610231,0.026233578,0.0023424996,0.0016602835],"about_ca_topic_score_codex":0.0003490796,"about_ca_topic_score_gemma":0.00079561607,"teacher_disagreement_score":0.5309255,"about_ca_system_score_codex":0.00004292135,"about_ca_system_score_gemma":0.00001738016,"threshold_uncertainty_score":0.39180508},"labels":[],"label_agreement":null},{"id":"W2284790583","doi":"10.2118/177286-ms","title":"A Simulation Model for Accurate Prediction of Uneven Proppant Distribution in the Marcellus Shale Coupled with Reservoir Geomechanics","year":2015,"lang":"en","type":"article","venue":"SPE Eastern Regional Meeting","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":13,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Geomechanics; Hydraulic fracturing; Petroleum engineering; Geology; Permeability (electromagnetism); Oil shale; Reservoir simulation; Geotechnical engineering","score_opus":0.05244439712561122,"score_gpt":0.25521951822737554,"score_spread":0.20277512110176432,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2284790583","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.49504864,0.00008744854,0.50409687,0.0002718955,0.000037770395,0.00030641482,0.000033803506,0.0000444369,0.00007270504],"genre_scores_gemma":[0.9989729,0.000008413457,0.0005786299,0.000009977823,0.00009903511,0.000043663797,0.00018036623,0.000019599547,0.000087416156],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9989882,0.00003966805,0.00027311483,0.00015264243,0.00035006815,0.000196292],"domain_scores_gemma":[0.9994198,0.00011897848,0.00009343251,0.00017898799,0.00014098025,0.00004783039],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00058727455,0.00012038919,0.00015951782,0.00006287897,0.000046306584,0.000022782106,0.00015116115,0.00006890369,7.8200657e-7],"category_scores_gemma":[0.0001035877,0.00008169091,0.000054630407,0.00020778234,0.000018496507,0.00011802779,0.000020372509,0.00012466597,0.000001575719],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000110045825,0.000022517945,0.00043015782,0.00009395274,0.000029435972,0.0000018595164,0.00073912414,0.99828625,0.00010247072,0.000024148329,0.00004730435,0.00011272799],"study_design_scores_gemma":[0.0005770768,0.000060450624,0.00019336432,0.00016638936,0.00003399388,0.0000028113366,0.0004863103,0.99766403,0.00006460656,0.0005311313,0.00013367354,0.00008612852],"about_ca_topic_score_codex":0.00008820278,"about_ca_topic_score_gemma":0.00014407968,"teacher_disagreement_score":0.50392425,"about_ca_system_score_codex":0.00008474532,"about_ca_system_score_gemma":0.00003959302,"threshold_uncertainty_score":0.33312586},"labels":[],"label_agreement":null},{"id":"W2285762949","doi":"10.2118/175143-ms","title":"Flowback Fracture Closure: A Key Factor for Estimating Effective Pore-Volume","year":2015,"lang":"en","type":"article","venue":"SPE Annual Technical Conference and Exhibition","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":9,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Nexen (Canada); University of Alberta","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Petroleum engineering; Fracture (geology); Permeability (electromagnetism); Saturation (graph theory); Volume (thermodynamics); Hydraulic fracturing; Pore water pressure; Geomechanics; Geotechnical engineering; Multiphase flow; Mechanics; Geology; Mathematics; Chemistry; Thermodynamics","score_opus":0.015998528007671136,"score_gpt":0.2588081469707288,"score_spread":0.24280961896305767,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2285762949","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.28027964,0.00038476224,0.71210873,0.001433836,0.0002889075,0.0008081703,0.00024958464,0.00096135336,0.0034850212],"genre_scores_gemma":[0.991301,0.00002476974,0.008023092,0.00009233897,0.00027497674,0.00006597695,0.00009760984,0.000024128218,0.00009610527],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99904436,0.000027115071,0.00021957366,0.00025363814,0.00018277964,0.00027252146],"domain_scores_gemma":[0.9993531,0.000073556344,0.000038115373,0.00017028606,0.0001715827,0.00019332509],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00019198784,0.00019634166,0.0002788438,0.00007531567,0.00008082822,0.00007519517,0.00010066376,0.00024128045,0.00004521015],"category_scores_gemma":[0.000203559,0.00016439136,0.000099251054,0.0001273834,0.000062495106,0.00024850745,0.000034729783,0.00029056214,0.000025892432],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00074307347,0.00055745407,0.0030213154,0.0022608377,0.0009075115,0.00015599772,0.014990849,0.4839043,0.019124992,0.00135387,0.2143331,0.25864667],"study_design_scores_gemma":[0.0031926353,0.0014797528,0.009593119,0.000643255,0.0003125422,0.00008840646,0.0012307322,0.8655075,0.017672243,0.019384416,0.07905877,0.0018366807],"about_ca_topic_score_codex":0.000035473873,"about_ca_topic_score_gemma":0.000032135355,"teacher_disagreement_score":0.71102136,"about_ca_system_score_codex":0.00005666702,"about_ca_system_score_gemma":0.000025239427,"threshold_uncertainty_score":0.6703685},"labels":[],"label_agreement":null},{"id":"W2286433507","doi":"10.2118/174307-ms","title":"Optimization of Hydraulic Fracturing Design with Future EOR Considerations in Shale Oil Reservoirs","year":2015,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":12,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"Natural Sciences and Engineering Research Council of Canada; Alberta Innovates - Technology Futures; CMG Reservoir Simulation Foundation","keywords":"Petroleum engineering; Enhanced oil recovery; Hydraulic fracturing; Unconventional oil; Oil shale; Tight oil; Environmental science; Engineering; Waste management","score_opus":0.019961679501970312,"score_gpt":0.21848370314834872,"score_spread":0.19852202364637841,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2286433507","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.15427367,0.0011544331,0.7974048,0.0017181612,0.00021929562,0.00021438341,0.0000052062182,0.0005141767,0.044495832],"genre_scores_gemma":[0.9563208,0.00006531186,0.043030925,0.00004512652,0.00008497045,0.00001811478,0.000010296888,0.000029177352,0.00039528427],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99904644,0.00005547109,0.00028120968,0.00016012957,0.00022878169,0.00022796914],"domain_scores_gemma":[0.9993967,0.00008700805,0.00003960989,0.00027077482,0.00008966148,0.00011625586],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00027252056,0.00014863472,0.00023847076,0.00023580322,0.00004099159,0.0000336915,0.00009833303,0.000106226646,0.00016864033],"category_scores_gemma":[0.00006479118,0.000115090224,0.000038526574,0.00034993174,0.00003149011,0.00022772406,0.000020269705,0.00018027434,0.000009409471],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000011360681,0.000023792745,0.00039082355,0.00003648813,0.00004544227,0.000015255287,0.0006464571,0.9975904,0.000044755183,0.000017576665,0.0010058661,0.00017176286],"study_design_scores_gemma":[0.00072926737,0.000048498867,0.00038611263,0.0000629307,0.000032470387,0.000013423226,0.0008416584,0.9886048,0.008422913,0.00011403269,0.0005153901,0.00022850234],"about_ca_topic_score_codex":0.00020327144,"about_ca_topic_score_gemma":0.00032014432,"teacher_disagreement_score":0.80204713,"about_ca_system_score_codex":0.00006437076,"about_ca_system_score_gemma":0.00005827692,"threshold_uncertainty_score":0.46932432},"labels":[],"label_agreement":null},{"id":"W2286660605","doi":"10.2523/iptc-16757-ms","title":"Vertical or Horizontal? Hydraulic Fracture Geometry as a Make or Break to a Tight Gas Field in the Western Sichuan Basin","year":2013,"lang":"en","type":"article","venue":"International Petroleum Technology Conference","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":10,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Shell (Canada)","funders":"Shell Exploration and Production Company","keywords":"Hydraulic fracturing; Tight gas; Geology; Overburden; Fracture (geology); Geomechanics; Geotechnical engineering; Permeability (electromagnetism); Natural gas field; Completion (oil and gas wells); Well stimulation; Petroleum engineering; Reservoir engineering; Engineering; Natural gas","score_opus":0.008477754516670865,"score_gpt":0.24290777709086359,"score_spread":0.2344300225741927,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2286660605","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8951671,0.00005306218,0.019245246,0.07658129,0.00029778908,0.00020018575,0.0000060427406,0.00034932842,0.008099919],"genre_scores_gemma":[0.9944341,0.000033824625,0.00025550005,0.0035182424,0.00012355892,0.00013878137,0.000010937184,0.000024074152,0.0014609497],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.99844784,0.000028627208,0.00037159337,0.00034066124,0.0003773724,0.0004338819],"domain_scores_gemma":[0.99901,0.0002982638,0.00003283334,0.00046740688,0.00009182898,0.00009966995],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00015851339,0.00025595876,0.00029618578,0.00070094416,0.000053511838,0.00014218189,0.0012166414,0.00035668624,0.0012528909],"category_scores_gemma":[0.00039275293,0.00015782201,0.00008098381,0.0005307175,0.00007499017,0.00013293436,0.00011602215,0.0007914659,0.00065877713],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0028367257,0.0028834245,0.23006478,0.0005230805,0.005343294,0.008768587,0.008569105,0.1280124,0.031913847,0.006905722,0.19446592,0.37971312],"study_design_scores_gemma":[0.0029042198,0.0016932869,0.0848519,0.0006265155,0.0001580664,0.0013043813,0.0029705686,0.08036424,0.050690632,0.004484974,0.76805145,0.0018997678],"about_ca_topic_score_codex":0.0011091871,"about_ca_topic_score_gemma":0.002554978,"teacher_disagreement_score":0.5735855,"about_ca_system_score_codex":0.00011386439,"about_ca_system_score_gemma":0.00005266331,"threshold_uncertainty_score":0.9996601},"labels":[],"label_agreement":null},{"id":"W2286932930","doi":"10.2118/171664-pa","title":"Integrated Characterization of Hydraulically Fractured Shale-Gas Reservoirs—Production History Matching","year":2015,"lang":"en","type":"article","venue":"SPE Reservoir Evaluation & Engineering","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":42,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Nexen (Canada); University of Alberta","funders":"Natural Sciences and Engineering Research Council of Canada; Alberta Innovates - Technology Futures","keywords":"Petrophysics; Reservoir modeling; Hydraulic fracturing; Geology; Petroleum engineering; Tight gas; Fracture (geology); Reservoir simulation; Oil shale; Flow (mathematics); Permeability (electromagnetism); Geotechnical engineering; Unconventional oil; Porosity; Mechanics","score_opus":0.03206102823827785,"score_gpt":0.24415964757109168,"score_spread":0.21209861933281382,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2286932930","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.93298,0.0016358739,0.059813347,0.00051562063,0.0016326183,0.00051110913,0.00001264643,0.000760124,0.0021386538],"genre_scores_gemma":[0.9959571,0.00023331931,0.0023974697,0.000019817613,0.00046151993,0.0000792727,0.000408913,0.00011734217,0.00032526275],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9968249,0.00015367151,0.00082541676,0.0004477926,0.0012904415,0.00045776635],"domain_scores_gemma":[0.99801207,0.00006372803,0.00018100835,0.0007446606,0.0007118462,0.00028670902],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00191957,0.00040031824,0.0005270739,0.000644932,0.00005204776,0.000046771263,0.00040854228,0.00026865216,0.0002876003],"category_scores_gemma":[0.00090819446,0.00039881252,0.0001808712,0.0007324408,0.000044058284,0.0006691457,0.000072571864,0.00053960783,0.00006200914],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000027956507,0.00003493497,0.00007717033,0.000140059,0.00013385227,0.000003564635,0.0011733506,0.8847053,0.110983156,0.000016008822,0.0010812123,0.001623432],"study_design_scores_gemma":[0.0005883878,0.00004780387,0.0018412054,0.00022790939,0.00015160601,0.000010498615,0.00013452544,0.9391446,0.029036308,0.00020581676,0.028144294,0.00046700364],"about_ca_topic_score_codex":0.00013495437,"about_ca_topic_score_gemma":0.000038732676,"teacher_disagreement_score":0.08194685,"about_ca_system_score_codex":0.0013327462,"about_ca_system_score_gemma":0.00020925945,"threshold_uncertainty_score":0.9998464},"labels":[],"label_agreement":null},{"id":"W2289253886","doi":"10.2118/179019-ms","title":"Minimize Formation Damage in Water-Sensitive Unconventional Reservoirs by Using Energized Fracturing Fluid","year":2016,"lang":"en","type":"article","venue":"SPE International Conference and Exhibition on Formation Damage Control","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":22,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Tight gas; Hydraulic fracturing; Petroleum engineering; Fluid dynamics; Fracturing fluid; Geology; Well stimulation; Geotechnical engineering; Mechanics; Reservoir engineering; Petroleum","score_opus":0.014555548314094028,"score_gpt":0.23425486600908046,"score_spread":0.21969931769498643,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2289253886","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8352813,0.000023104163,0.15680766,0.002591123,0.00024722042,0.0002062001,0.00014454311,0.00012080976,0.0045780144],"genre_scores_gemma":[0.998548,0.0002305936,0.0001390256,0.00019349268,0.000107135544,0.000027214954,0.00039548622,0.000019279432,0.00033980125],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9984437,0.00009591279,0.00055030687,0.00022202288,0.0004033453,0.00028467816],"domain_scores_gemma":[0.99933094,0.00010107901,0.00010481376,0.00015913536,0.00020547073,0.00009855528],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00033129074,0.00022866896,0.00024688913,0.00043442563,0.0001153177,0.00015357553,0.00015265668,0.0001285642,0.0006093362],"category_scores_gemma":[0.000061152066,0.00016573071,0.00009478525,0.000089780326,0.0000592234,0.0017087302,0.000034748056,0.00017021457,0.000083047686],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0007489074,0.0001647466,0.00036294395,0.00015528045,0.00029201532,0.0000525658,0.0016555951,0.22488113,0.75506264,0.0018584818,0.0025744825,0.012191214],"study_design_scores_gemma":[0.0037307555,0.000044935918,0.00066891324,0.00040956875,0.000027180757,0.000014352871,0.00038579263,0.8022917,0.1885351,0.0009864169,0.0025506772,0.000354625],"about_ca_topic_score_codex":0.00005136765,"about_ca_topic_score_gemma":0.000071493894,"teacher_disagreement_score":0.5774106,"about_ca_system_score_codex":0.000247529,"about_ca_system_score_gemma":0.00001518378,"threshold_uncertainty_score":0.67583025},"labels":[],"label_agreement":null},{"id":"W2294223954","doi":"10.1002/nag.2506","title":"Poro‐elasto‐plastic response of an unconsolidated formation confined with stiff seal rocks under radial injection","year":2016,"lang":"en","type":"article","venue":"International Journal for Numerical and Analytical Methods in Geomechanics","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":14,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Waterloo","funders":"","keywords":"Plasticity; Geology; Borehole; Mechanics; Geotechnical engineering; Pore water pressure; Geomechanics; Radial stress; Isotropy; Plane stress; Stress (linguistics); Shear (geology); Materials science; Deformation (meteorology); Finite element method; Structural engineering; Petrology; Engineering; Composite material","score_opus":0.01714252496937624,"score_gpt":0.3245587230753262,"score_spread":0.30741619810594994,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2294223954","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.16524455,0.00002410573,0.83375347,0.00045656072,0.00039807835,0.00005683965,0.000019872132,0.000028048522,0.000018511479],"genre_scores_gemma":[0.97771776,0.00004615303,0.021965925,0.00003504536,0.00013602676,0.000006463528,0.000007256564,0.000019417892,0.000065953085],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99864924,0.00019973774,0.0004786935,0.00015875342,0.00029449168,0.00021910651],"domain_scores_gemma":[0.9983861,0.0010145437,0.00010998157,0.00008811824,0.00021928822,0.00018199421],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00087916665,0.0001514397,0.00029236815,0.00036888858,0.000052065137,0.00005104087,0.00017185156,0.00011292828,0.00006120741],"category_scores_gemma":[0.00064675213,0.00009508447,0.000092916336,0.00021341577,0.00003950553,0.0002790943,0.000026433234,0.00022035075,0.0000013813202],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0055338964,0.00021833237,0.00013875641,0.000043184074,0.0006894861,0.000050846647,0.00018684067,0.85394394,0.023335392,0.0010104708,0.00008120022,0.114767656],"study_design_scores_gemma":[0.001712813,0.0006278256,0.00031317322,0.000111935595,0.00007943704,0.00029096584,0.00011985786,0.9846256,0.006458765,0.004646349,0.00082553225,0.00018778988],"about_ca_topic_score_codex":0.000013750837,"about_ca_topic_score_gemma":0.000012832521,"teacher_disagreement_score":0.81247324,"about_ca_system_score_codex":0.00014848502,"about_ca_system_score_gemma":0.00004267535,"threshold_uncertainty_score":0.3877432},"labels":[],"label_agreement":null},{"id":"W2297104255","doi":"10.2118/179173-ms","title":"Expanding Interpretation of Interwell Connectivity and Reservoir Complexity through Pressure Hit Analysis and Microseismic Integration","year":2016,"lang":"en","type":"article","venue":"SPE Hydraulic Fracturing Technology Conference","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":26,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Nexen (Canada)","funders":"NERC Environmental Bioinformatics Centre","keywords":"Microseism; Workflow; Wellhead; Hydraulic fracturing; Geology; Petroleum engineering; Reservoir modeling; Computer science; Fracture (geology); Seismology; Geotechnical engineering","score_opus":0.01436283940552207,"score_gpt":0.24750769539563366,"score_spread":0.2331448559901116,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2297104255","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.64506865,0.00052753615,0.3523462,0.0010854957,0.000055368924,0.00011179264,0.000015751022,0.00028592205,0.00050326006],"genre_scores_gemma":[0.9962743,0.00056920585,0.0029689139,0.00002592887,0.000021769238,0.000018293067,0.000009479446,0.000023643437,0.000088501714],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99854964,0.000066921246,0.0004351074,0.00047609257,0.00015609026,0.0003161539],"domain_scores_gemma":[0.9989488,0.00020473219,0.00017125535,0.0005071308,0.0001008779,0.00006717834],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002172915,0.00029683762,0.00061910547,0.00069774763,0.00010518901,0.00005169786,0.00030228592,0.0003301314,0.0000754791],"category_scores_gemma":[0.00021363949,0.00022446093,0.00010464768,0.0005922505,0.000604631,0.00038375525,0.00020117692,0.0003655292,0.0000051463617],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00045583415,0.0002922849,0.07155245,0.0015106732,0.009880616,0.000052458978,0.010813499,0.07167217,0.48767668,0.004758041,0.0003929956,0.3409423],"study_design_scores_gemma":[0.0009666913,0.00013757548,0.0288958,0.0006701017,0.0010217454,0.000030553514,0.0005639814,0.26176685,0.6734735,0.030451536,0.0013017675,0.0007199168],"about_ca_topic_score_codex":0.00034888127,"about_ca_topic_score_gemma":0.00041644342,"teacher_disagreement_score":0.3512056,"about_ca_system_score_codex":0.000057408546,"about_ca_system_score_gemma":0.000016140477,"threshold_uncertainty_score":0.9153251},"labels":[],"label_agreement":null},{"id":"W2297462531","doi":"10.1115/1.4032520","title":"Characterizing Tight Oil Reservoirs With Dual- and Triple-Porosity Models","year":2016,"lang":"en","type":"article","venue":"Journal of Energy Resources Technology","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":12,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"Natural Sciences and Engineering Research Council of Canada; Alberta Innovates - Technology Futures","keywords":"Porosity; Matrix (chemical analysis); Tight gas; Petroleum engineering; Production (economics); Dual (grammatical number); Soil science; Flow (mathematics); Work (physics); Geology; Environmental science; Hydraulic fracturing; Mathematics; Geotechnical engineering; Engineering; Geometry; Materials science","score_opus":0.005596813555657806,"score_gpt":0.17989493103451248,"score_spread":0.17429811747885468,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2297462531","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.98557526,0.0018772424,0.0072936937,0.0028822275,0.00008435212,0.000009877061,0.000002579114,0.00016058932,0.002114162],"genre_scores_gemma":[0.99598235,0.0020888965,0.0006403001,0.000036559493,0.0001389155,0.0000030622546,4.3673208e-7,0.000032982243,0.0010764891],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.99889815,0.000030180896,0.00039171407,0.00015620448,0.00022382672,0.00029992548],"domain_scores_gemma":[0.9992505,0.00006123186,0.00019468165,0.00027602763,0.00009654129,0.000121056306],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00020395784,0.00018511232,0.00042235362,0.00066185615,0.00008320963,0.000028629815,0.0002651177,0.0002424459,0.00001750861],"category_scores_gemma":[0.00003917365,0.00010358597,0.00008114227,0.0003356023,0.00017172015,0.00023911014,0.00006977351,0.00027211354,0.0000013205272],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0015041244,0.0003683862,0.010938219,0.00044740317,0.0046844576,0.0029001124,0.002133277,0.2789703,0.33494827,0.0024257645,0.0041046357,0.35657504],"study_design_scores_gemma":[0.006229826,0.0014329512,0.002283605,0.0019116715,0.00054209266,0.004903879,0.00075769844,0.019467268,0.2981429,0.005461744,0.6572478,0.0016185989],"about_ca_topic_score_codex":0.000014978692,"about_ca_topic_score_gemma":0.000044301894,"teacher_disagreement_score":0.6531431,"about_ca_system_score_codex":0.000054469972,"about_ca_system_score_gemma":0.000014868161,"threshold_uncertainty_score":0.42241132},"labels":[],"label_agreement":null},{"id":"W2299102019","doi":"10.1016/j.jngse.2016.03.033","title":"Blasingame decline type curves with material balance pseudo-time modified for multi-fractured horizontal wells in shale gas reservoirs","year":2016,"lang":"en","type":"article","venue":"Journal of Natural Gas Science and Engineering","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":41,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Oil shale; Petroleum engineering; Shale gas; Flow (mathematics); Diffusion; Mechanics; Material balance; Geology; Geotechnical engineering; Engineering; Thermodynamics; Physics","score_opus":0.008621319851900162,"score_gpt":0.22686848851689473,"score_spread":0.21824716866499458,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2299102019","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9929399,0.001436468,0.0041939206,0.0007466947,0.00050849863,0.00010536697,0.0000059150443,0.000043909542,0.000019308103],"genre_scores_gemma":[0.9920611,0.00076505967,0.006856192,0.00003358329,0.00019941835,0.0000024050955,0.0000011222547,0.000022466349,0.00005867404],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.998665,0.00000950231,0.00034370786,0.00017819367,0.0004000408,0.0004035945],"domain_scores_gemma":[0.999332,0.00008296062,0.00008667426,0.00013441763,0.00020827171,0.00015567109],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00067973085,0.00018642626,0.00033974217,0.00033182188,0.00005897468,0.00008020505,0.00033206516,0.000066264496,0.000008553688],"category_scores_gemma":[0.00032515076,0.000109403816,0.000059975253,0.00046975206,0.00009172403,0.00064530864,0.000042691972,0.0002298345,0.0000016644038],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00030724026,0.00003883392,0.0005788177,0.00028722797,0.00008685789,0.000075965785,0.00020126242,0.39762965,0.5974883,0.0000050270264,0.00071205845,0.002588805],"study_design_scores_gemma":[0.0022862686,0.0003537012,0.0066594826,0.0018682425,0.000059238388,0.0002699984,0.00003119794,0.9013554,0.08504031,0.00002362289,0.0015570142,0.0004955371],"about_ca_topic_score_codex":0.000011627172,"about_ca_topic_score_gemma":0.000009473035,"teacher_disagreement_score":0.51244795,"about_ca_system_score_codex":0.00013027135,"about_ca_system_score_gemma":0.00005577212,"threshold_uncertainty_score":0.44613582},"labels":[],"label_agreement":null},{"id":"W2299937923","doi":"10.2118/179161-ms","title":"Recent Advancements in Far-Field Proppant Detection","year":2016,"lang":"en","type":"article","venue":"SPE Hydraulic Fracturing Technology Conference","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":40,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"ConocoPhillips (Canada)","funders":"Sandia National Laboratories; ConocoPhillips","keywords":"Petroleum engineering; Completion (oil and gas wells); Geology; Fracture (geology); Hydraulic fracturing; Drilling; Lead (geology); Point (geometry); Computer science; Mining engineering; Engineering; Geotechnical engineering; Mechanical engineering","score_opus":0.010052742882422897,"score_gpt":0.2252148271744396,"score_spread":0.21516208429201672,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2299937923","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7598508,0.0016215822,0.2144296,0.010913349,0.00083803176,0.0004997051,0.000004772119,0.0024164442,0.009425716],"genre_scores_gemma":[0.9944841,0.0043661348,0.00062208873,0.000112978305,0.000058490554,0.00008792742,0.0000018378109,0.00003987537,0.00022652421],"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99821115,0.000028634819,0.00043382467,0.0004666196,0.00022647626,0.0006333146],"domain_scores_gemma":[0.9990446,0.000071240094,0.000077670265,0.0006498053,0.00006371512,0.000092969094],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00015939673,0.00031196955,0.0003597473,0.0007335893,0.00007717066,0.000029253646,0.0004931667,0.00040503044,0.00035189826],"category_scores_gemma":[0.00023044308,0.00023103398,0.00006626458,0.00061056745,0.00010157503,0.00022940457,0.00012152672,0.00053526985,0.0002225588],"study_design_candidate":"design_other","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000026029831,0.00004797806,0.0012153392,0.000036209538,0.00006927611,0.00005844997,0.00006689558,0.0075003365,0.034949426,0.000058471695,0.000091474765,0.9558801],"study_design_scores_gemma":[0.0010812148,0.00012894973,0.0028152324,0.00034810914,0.00002964115,0.000031761952,0.00008430377,0.011657665,0.8033659,0.005240828,0.17454538,0.0006709994],"about_ca_topic_score_codex":0.000053143372,"about_ca_topic_score_gemma":0.0005278049,"teacher_disagreement_score":0.95520914,"about_ca_system_score_codex":0.0002409632,"about_ca_system_score_gemma":0.000033570886,"threshold_uncertainty_score":0.94212925},"labels":[],"label_agreement":null},{"id":"W2300188000","doi":"10.2118/178911-pa","title":"Flow in Linear Composite Reservoirs","year":2015,"lang":"en","type":"article","venue":"SPE Reservoir Evaluation & Engineering","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":15,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Regina","funders":"University of Alberta; University of Regina","keywords":"Flow (mathematics); Mechanics; Composite number; Series (stratigraphy); Constant (computer programming); Interface (matter); Inverse; Computer science; Geology; Mathematics; Algorithm; Geometry; Physics","score_opus":0.03483170591060067,"score_gpt":0.2810787295478679,"score_spread":0.24624702363726722,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2300188000","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.94687515,0.0040098024,0.034865174,0.0008657895,0.0014837239,0.00067099184,0.000013962656,0.0011375984,0.0100778],"genre_scores_gemma":[0.9901237,0.00015444678,0.008871924,0.000018263196,0.00033989115,0.000086673754,0.00008745176,0.00009349851,0.00022415428],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9973966,0.000104676445,0.0005498146,0.00033924473,0.0010396932,0.00056996953],"domain_scores_gemma":[0.9987168,0.0000937312,0.00003985735,0.0005929282,0.00023185526,0.00032484028],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001946766,0.00031862702,0.00039373306,0.00062236364,0.000043976615,0.00006937577,0.00038786113,0.00018522379,0.00012945873],"category_scores_gemma":[0.00047676504,0.00032665374,0.00012644693,0.001039465,0.000021849859,0.00036985124,0.0000858163,0.00049790257,0.00023540326],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000012033512,0.00002231743,0.0006029129,0.00006262291,0.000060576855,0.00001787558,0.00039176154,0.9958578,0.00075223506,0.000008479604,0.0013994967,0.0008119238],"study_design_scores_gemma":[0.00096964894,0.000023694842,0.0015917133,0.000113715156,0.000041650634,0.0000072640664,0.000090699345,0.98359585,0.0019058288,0.00013920297,0.011159862,0.00036085697],"about_ca_topic_score_codex":0.000121825746,"about_ca_topic_score_gemma":0.00014361562,"teacher_disagreement_score":0.043248538,"about_ca_system_score_codex":0.000590332,"about_ca_system_score_gemma":0.00008936349,"threshold_uncertainty_score":0.9999186},"labels":[],"label_agreement":null},{"id":"W2301063059","doi":"10.2118/176391-ms","title":"Innovative Borehole Treatment Utilising Inflatable Packer Straddle System Technology","year":2015,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Inflatable; Completion (oil and gas wells); Geology; Fracture (geology); Engineering; Petroleum engineering; Geotechnical engineering; Mechanical engineering","score_opus":0.020200745622765876,"score_gpt":0.23091590411791074,"score_spread":0.21071515849514486,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2301063059","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.81254923,0.0007745081,0.024244258,0.00031223998,0.00031587319,0.00020981808,0.0000138851165,0.0024451294,0.15913507],"genre_scores_gemma":[0.9972359,0.000009836792,0.0011915219,0.000008493878,0.00006388807,0.000018814384,0.000015243971,0.000023810024,0.0014324709],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.999231,0.000011961386,0.00020333337,0.00015617535,0.0001273924,0.00027016326],"domain_scores_gemma":[0.99946874,0.000012926913,0.000022125609,0.0003112856,0.00009184421,0.00009307394],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000094183204,0.00016036579,0.00023516927,0.00025185395,0.000046687746,0.000034785367,0.000107136206,0.00012298758,0.000025427455],"category_scores_gemma":[0.000016029584,0.0001174531,0.000038217862,0.0008270808,0.00003257088,0.00011236285,0.000025898107,0.0001045385,0.00012518317],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00001370523,0.000098259035,0.0068727024,0.00013368357,0.000879185,0.000117596355,0.00125508,0.9617622,0.0018985672,0.0019216544,0.011319032,0.013728353],"study_design_scores_gemma":[0.0027493783,0.00039212775,0.0010027672,0.0002038481,0.00017511426,0.00009307578,0.0143132,0.499376,0.27618733,0.00038027752,0.20397711,0.0011497976],"about_ca_topic_score_codex":0.00025838034,"about_ca_topic_score_gemma":0.00006208465,"teacher_disagreement_score":0.4623862,"about_ca_system_score_codex":0.0003306248,"about_ca_system_score_gemma":0.000036439393,"threshold_uncertainty_score":0.47895983},"labels":[],"label_agreement":null},{"id":"W2301896537","doi":"10.1016/j.jsg.2016.03.005","title":"Benchmarking analogue models of brittle thrust wedges","year":2016,"lang":"en","type":"article","venue":"Journal of Structural Geology","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":81,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Queen's University; Canada Research Chairs; University of Toronto","funders":"Natural Sciences and Engineering Research Council of Canada; Fundação de Amparo à Pesquisa do Estado de Minas Gerais; Vetenskapsrådet; Schweizerischer Nationalfonds zur Förderung der Wissenschaftlichen Forschung","keywords":"Thrust; Cohesion (chemistry); Brittleness; Geology; Hourglass; Geotechnical engineering; Structural engineering; Geometry; Engineering; Materials science; Mathematics; Mechanical engineering; Physics; Composite material","score_opus":0.009020403130663766,"score_gpt":0.20969374027280283,"score_spread":0.20067333714213906,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2301896537","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9844901,0.0012932551,0.011967933,0.0004024128,0.0005821431,0.000020335336,0.000004251452,0.000017048706,0.0012225049],"genre_scores_gemma":[0.9982775,0.00030370953,0.0010157432,0.000014631667,0.00030922328,2.58706e-7,8.638308e-7,0.000010308911,0.000067756584],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9991035,0.000031896263,0.0004394594,0.000073645315,0.00014984286,0.00020167328],"domain_scores_gemma":[0.9994065,0.000096869764,0.00017527325,0.000128535,0.00011878846,0.00007404506],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00013967816,0.00010988159,0.00036303082,0.00019261119,0.000028022725,0.0000057401394,0.00021779191,0.000103487226,0.00035888806],"category_scores_gemma":[0.00003308719,0.00006289373,0.00017151194,0.00010684131,0.0000974627,0.00017881278,0.000029995688,0.00016394291,0.0000026384066],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000041707463,0.000007694978,0.008493603,0.00007989171,0.0006238947,0.00006905562,0.0003111827,0.9224728,0.016685583,0.00026070917,0.0012631611,0.04969076],"study_design_scores_gemma":[0.007204431,0.0015221322,0.38463822,0.0011182092,0.0009812074,0.0048471326,0.0006516997,0.393762,0.109726615,0.085483395,0.00809147,0.0019734898],"about_ca_topic_score_codex":0.00003351841,"about_ca_topic_score_gemma":0.00002320426,"teacher_disagreement_score":0.5287108,"about_ca_system_score_codex":0.000033562992,"about_ca_system_score_gemma":0.000018050308,"threshold_uncertainty_score":0.39295727},"labels":[],"label_agreement":null},{"id":"W2302483383","doi":"10.14288/1.0042581","title":"Pond 1 : closure of the first oil sands tailings pond","year":2010,"lang":"en","type":"article","venue":"cIRcle (University of British Columbia)","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Tailings; Oil sands; Closure (psychology); Geology; Mining engineering; Environmental science; Geography; Archaeology; Law; Political science; Chemistry; Asphalt","score_opus":0.002682915369281023,"score_gpt":0.14168881928399168,"score_spread":0.13900590391471065,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2302483383","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9935997,0.000111826455,0.00005489353,0.00015279358,0.00022918446,0.000035145087,0.000051118186,0.00006750668,0.0056978143],"genre_scores_gemma":[0.99787426,0.00007930729,0.000104574014,0.0000136076505,0.00003746051,1.664316e-7,0.0000044398257,0.000014212259,0.0018719648],"study_design_codex":"design_other","study_design_gemma":"observational","domain_scores_codex":[0.9993261,0.000011570135,0.00011023891,0.00016382261,0.00021004044,0.00017821151],"domain_scores_gemma":[0.9993838,0.000030528437,0.000060594313,0.00036830912,0.00008593067,0.00007081073],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00012119337,0.000043518758,0.00021726449,0.000038373342,0.00017750877,0.000035557245,0.0004470205,0.00014595455,0.00022246581],"category_scores_gemma":[0.000026238755,0.00011120829,0.00021701436,0.00030616045,0.00017453442,0.0001220142,0.00009196463,0.0002956625,0.000008666401],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000031518284,0.000475446,0.24571605,0.0023398497,0.0013184288,0.00028302515,0.0035973687,0.03665009,0.02895508,0.0000041582966,0.063902445,0.6167265],"study_design_scores_gemma":[0.00050332374,0.00001450378,0.9868516,0.00011538597,0.00008685585,0.000025097313,0.00034421755,0.0026862512,0.000090703565,0.000038818347,0.009075921,0.00016737376],"about_ca_topic_score_codex":0.03355878,"about_ca_topic_score_gemma":0.367435,"teacher_disagreement_score":0.7411355,"about_ca_system_score_codex":0.0000196552,"about_ca_system_score_gemma":0.000026059448,"threshold_uncertainty_score":0.97287685},"labels":[],"label_agreement":null},{"id":"W2304938873","doi":"","title":"Suction Manifold for Dredging Cohesive Sediments at El Canada Reservoir in Guatemala","year":2014,"lang":"en","type":"article","venue":"ダム工学","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Dredging; Geology; Suction; Manifold (fluid mechanics); Hydrology (agriculture); Geotechnical engineering; Archaeology; Geography; Oceanography; Engineering; Meteorology","score_opus":0.005697457600851562,"score_gpt":0.20394658497720808,"score_spread":0.19824912737635653,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2304938873","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9925444,0.00013145691,0.002116609,0.0004897408,0.00043866568,0.00016463258,0.0000090623225,0.00009526545,0.004010164],"genre_scores_gemma":[0.99786234,0.000014502794,0.0001257343,0.000078809426,0.00015178903,0.000034654648,0.000029716408,0.00002680531,0.0016756577],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9991635,0.000023645836,0.0001916696,0.00016700753,0.00016473021,0.00028945235],"domain_scores_gemma":[0.999581,0.00008186758,0.000027942056,0.00020936453,0.000025897696,0.000073929245],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00018686695,0.000118395634,0.00017493943,0.00008626244,0.00007749572,0.00001545682,0.00012377837,0.00006292164,0.000033598448],"category_scores_gemma":[0.000050654373,0.000115285286,0.000048698734,0.00012813641,0.000006416297,0.000060780407,0.00002751608,0.000100169294,0.000013826596],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000012493962,0.00000902496,0.0044338014,0.00017605982,0.00006683816,0.000011538765,0.00016227555,0.97347605,0.0008362221,0.000020528183,0.020345505,0.00044967153],"study_design_scores_gemma":[0.0009819742,0.00003199342,0.016346965,0.0001228157,0.000054717948,0.000007858023,0.00011477489,0.83735317,0.025116593,0.0001937764,0.11925148,0.00042388224],"about_ca_topic_score_codex":0.108591005,"about_ca_topic_score_gemma":0.4108774,"teacher_disagreement_score":0.3022864,"about_ca_system_score_codex":0.00040468792,"about_ca_system_score_gemma":0.000027005512,"threshold_uncertainty_score":0.89734495},"labels":[],"label_agreement":null},{"id":"W2307941175","doi":"10.2118/174270-ms","title":"Scale Inhibitor Squeeze Treatment Design in an Acid Stimulated Carbonate Reservoir","year":2015,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Nalco (Canada)","funders":"","keywords":"Wormhole; Carbonate; Permeability (electromagnetism); Anisotropy; Hydrochloric acid; Matrix (chemical analysis); Materials science; Geology; Mechanics; Petroleum engineering; Chemistry; Physics; Composite material; Inorganic chemistry; Optics; Membrane; Classical mechanics","score_opus":0.0336890084363661,"score_gpt":0.25737292506279363,"score_spread":0.22368391662642753,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2307941175","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9899768,0.00024951773,0.0038366283,0.00014919769,0.0001515438,0.00018704239,0.000002816623,0.0004911634,0.0049552578],"genre_scores_gemma":[0.99663365,0.000025297099,0.0020719902,0.000017163657,0.00010264653,0.000027888605,0.000017596214,0.00003779472,0.0010659726],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99890363,0.00009339108,0.00024528094,0.00022878249,0.00019879238,0.00033009562],"domain_scores_gemma":[0.9993169,0.000030003852,0.000014634961,0.00036309374,0.00004459698,0.00023079035],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00022905397,0.00020371225,0.00026605747,0.00020563693,0.000027384096,0.000047350262,0.00014995427,0.00013157123,0.000056703335],"category_scores_gemma":[0.00001962087,0.00013783456,0.000061341634,0.0003299277,0.000020781472,0.00018027889,0.000021884905,0.00012754551,0.00007139467],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00003281135,0.000076636476,0.00093241874,0.000006886449,0.000040200124,0.000041029994,0.0006573116,0.99487245,0.0016848492,4.9882357e-7,0.00045789866,0.0011970215],"study_design_scores_gemma":[0.0012433054,0.00021443718,0.000562684,0.000017596902,0.000027519933,0.0000024642861,0.00015970076,0.9256322,0.0703852,0.000106970605,0.0013913178,0.00025661365],"about_ca_topic_score_codex":0.0009569035,"about_ca_topic_score_gemma":0.0013230869,"teacher_disagreement_score":0.06924025,"about_ca_system_score_codex":0.00033449067,"about_ca_system_score_gemma":0.000041542164,"threshold_uncertainty_score":0.56207305},"labels":[],"label_agreement":null},{"id":"W2312293961","doi":"10.2118/176404-ms","title":"The Application of Face Direction Perforating in Unconventional Reservoirs","year":2015,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Petro-Canada","funders":"","keywords":"Casing; Fracture (geology); Completion (oil and gas wells); Perforation; Petroleum engineering; Geology; Hydraulic fracturing; Perpendicular; Face (sociological concept); Oil well; Geotechnical engineering; Engineering; Mechanical engineering; Geometry","score_opus":0.012933097770245712,"score_gpt":0.2408002639304635,"score_spread":0.2278671661602178,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2312293961","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8585051,0.0005573512,0.104996435,0.0005359317,0.00017580575,0.00013944066,0.0000010317096,0.00014878884,0.034940146],"genre_scores_gemma":[0.99908257,0.000021000766,0.00022943267,0.0000023452153,0.000028408875,0.000015350653,0.000004415004,0.0000053939843,0.0006110855],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99956745,0.000018840548,0.00015047821,0.000057119345,0.00012771007,0.000078432495],"domain_scores_gemma":[0.9997607,0.000041939962,0.000019320787,0.00011660747,0.00003471988,0.000026743104],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00034933168,0.00004138403,0.000060468552,0.00004325618,0.000032327345,0.000010788086,0.00007542917,0.000029488961,0.00000517947],"category_scores_gemma":[0.000043549593,0.000027970442,0.000028383913,0.00019930892,0.000015798902,0.00005529219,0.000011610649,0.00007343435,0.000011096012],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000026481207,0.000005871928,0.0030375621,0.00001006116,0.000011578682,9.829065e-8,0.00013056521,0.9923595,0.00027665525,0.00009352103,0.00036077623,0.0037111242],"study_design_scores_gemma":[0.000119622615,0.000006911494,0.0030011237,0.0000068749887,0.0000038384846,5.2350634e-7,0.00062627153,0.98553246,0.0033916454,0.00026815437,0.006997177,0.000045379653],"about_ca_topic_score_codex":0.00031423592,"about_ca_topic_score_gemma":0.00078983157,"teacher_disagreement_score":0.1405775,"about_ca_system_score_codex":0.00004618852,"about_ca_system_score_gemma":0.000009946106,"threshold_uncertainty_score":0.114060156},"labels":[],"label_agreement":null},{"id":"W2312608719","doi":"10.1190/segam2015-5916719.1","title":"Evolution of Stress During Hydraulic Fracture Completions","year":2015,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Nexen (Canada)","funders":"","keywords":"Microseism; Hydraulic fracturing; Geology; Stress (linguistics); Fracture (geology); Event (particle physics); Shale gas; Seismology; Oil shale; Geotechnical engineering; Physics","score_opus":0.01057725818496479,"score_gpt":0.21548912281653382,"score_spread":0.20491186463156902,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2312608719","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.88673407,0.00078198145,0.076905675,0.00028757707,0.00017413648,0.00007944762,0.000012298651,0.00046358077,0.034561217],"genre_scores_gemma":[0.9991023,0.000012314711,0.00034075347,0.000012795635,0.00008758,0.0000038540647,0.000011851835,0.000014617608,0.00041392838],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9993839,0.000014955533,0.00017334541,0.00009217191,0.00018145046,0.00015413045],"domain_scores_gemma":[0.99957395,0.000015198654,0.000022184026,0.0002220396,0.000054402033,0.00011221459],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000058634345,0.00009498054,0.0001558751,0.0001221181,0.00003461517,0.000010330775,0.00011564172,0.000067996,0.00011698201],"category_scores_gemma":[0.000020337422,0.00007968876,0.00007163887,0.00020060378,0.00002486553,0.0000833694,0.00002011166,0.0001213392,0.000047527312],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000021534693,0.000018466473,0.0023357146,0.000046559886,0.000046807687,0.0000018832187,0.00015996674,0.99462306,0.0005788597,0.000024914643,0.0021274635,0.000034146087],"study_design_scores_gemma":[0.001597441,0.00006231939,0.13279001,0.00015292322,0.00017015792,0.000024366878,0.0019837792,0.75361097,0.07773148,0.00084981794,0.030249994,0.0007767105],"about_ca_topic_score_codex":0.00057586684,"about_ca_topic_score_gemma":0.00010747539,"teacher_disagreement_score":0.24101208,"about_ca_system_score_codex":0.00009590946,"about_ca_system_score_gemma":0.000013573451,"threshold_uncertainty_score":0.32496136},"labels":[],"label_agreement":null},{"id":"W2312803852","doi":"10.2118/177480-ms","title":"Sensitivity Analysis of Unstructured Meshing Parameters on Production Forecast of Hydraulically Fractured Horizontal Wells","year":2015,"lang":"en","type":"article","venue":"Abu Dhabi International Petroleum Exhibition and Conference","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":34,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"ConocoPhillips (Canada)","funders":"","keywords":"Grid; Polygon mesh; Geology; Unstructured grid; Sensitivity (control systems); Workflow; Context (archaeology); Mesh generation; Computer science; Engineering; Finite element method; Structural engineering; Electronic engineering; Computer graphics (images)","score_opus":0.01580100229634262,"score_gpt":0.22744045742246777,"score_spread":0.21163945512612514,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2312803852","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.97718096,0.00003384419,0.017261747,0.00043986234,0.00031307808,0.00005997455,0.00005090635,0.000058613015,0.004601029],"genre_scores_gemma":[0.9991663,0.00004743322,0.00046079254,0.00004561084,0.0000604718,0.000005693831,0.00013259867,0.000011806053,0.00006925614],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99870664,0.000064761174,0.00036770134,0.00026052023,0.00046030185,0.00014008331],"domain_scores_gemma":[0.99921626,0.00008040456,0.0001545635,0.00019626558,0.00024077031,0.00011174331],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002714109,0.00017255315,0.00037226803,0.00046548626,0.000029340848,0.000036899066,0.00010767936,0.000101102094,0.00005908309],"category_scores_gemma":[0.0001355922,0.00015536493,0.00017104675,0.00027692254,0.00010067025,0.00018178273,0.00002717191,0.00019008385,0.0000029873095],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00015413783,0.0000847443,0.0029588966,0.000036721834,0.0015280434,0.000007809225,0.0007718027,0.9708897,0.017826308,0.0003770109,0.0004374097,0.004927411],"study_design_scores_gemma":[0.0008440258,0.00020864303,0.049789626,0.00014411593,0.000622655,0.000016295202,0.00058770867,0.86056453,0.08532521,0.0008470229,0.0006672607,0.00038292183],"about_ca_topic_score_codex":0.00020325708,"about_ca_topic_score_gemma":0.0002293787,"teacher_disagreement_score":0.11032519,"about_ca_system_score_codex":0.00007109218,"about_ca_system_score_gemma":0.000024750403,"threshold_uncertainty_score":0.63355976},"labels":[],"label_agreement":null},{"id":"W2312933609","doi":"10.2118/174501-ms","title":"Impact of Flow Control Devices on SAGD Performance from Less Heterogeneous to Strongly Heterogeneous Reservoirs","year":2015,"lang":"en","type":"article","venue":"SPE Canada Heavy Oil Technical Conference","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":7,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"Suncor Energy Incorporated","keywords":"Steam-assisted gravity drainage; Petroleum engineering; Steam injection; Injector; Oil sands; Wellbore; Reservoir simulation; Asphalt; Oil field; Flow (mathematics); Reservoir engineering; Environmental science; Engineering; Geology; Petroleum; Mechanics; Mechanical engineering; Materials science","score_opus":0.022982388038628773,"score_gpt":0.243652474162222,"score_spread":0.22067008612359323,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2312933609","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99527246,0.00033502624,0.0018342574,0.0002855016,0.00018256571,0.00011492839,0.00029925827,0.00018152171,0.001494468],"genre_scores_gemma":[0.9991019,0.000042644984,0.00047668393,0.000108852866,0.00009938023,0.000026721194,0.000032745866,0.000046182213,0.00006492165],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99770844,0.00006528793,0.000507805,0.0004143722,0.0007025911,0.0006014793],"domain_scores_gemma":[0.9980875,0.00011028248,0.00007600801,0.0007824603,0.00021437817,0.0007293702],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00016743505,0.00037325855,0.0006478561,0.00012372807,0.00006594839,0.000052092764,0.00070864713,0.00017857541,0.00010019186],"category_scores_gemma":[0.00011688011,0.00031333437,0.0001718467,0.0002735592,0.0000686696,0.00007313027,0.000073270625,0.0004067018,0.00001831719],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00015696177,0.000028818204,0.0015330963,0.0000421858,0.00016592507,0.00005497839,0.00003120495,0.98611975,0.00045061563,0.0000013082101,0.0012081929,0.01020696],"study_design_scores_gemma":[0.0023975393,0.0018838547,0.024333794,0.00070430356,0.00022915611,0.000055815635,0.00010785749,0.9292476,0.03176554,0.00006132694,0.00742292,0.001790254],"about_ca_topic_score_codex":0.30512345,"about_ca_topic_score_gemma":0.590311,"teacher_disagreement_score":0.28518754,"about_ca_system_score_codex":0.0006941182,"about_ca_system_score_gemma":0.0007222979,"threshold_uncertainty_score":0.9999319},"labels":[],"label_agreement":null},{"id":"W2312953010","doi":"10.2118/179649-ms","title":"Comprehensive Review of Fracture Control for Conformance Improvement in the Kuparuk River Unit - Alaska","year":2016,"lang":"en","type":"article","venue":"SPE Improved Oil Recovery Conference","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":21,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Nalco (Canada)","funders":"ConocoPhillips","keywords":"Petroleum engineering; Environmental science; Flood myth; Injector; Computer science; Geology; Hydrology (agriculture); Geotechnical engineering; Engineering; Mechanical engineering","score_opus":0.01354122427666675,"score_gpt":0.2381686057200679,"score_spread":0.22462738144340116,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2312953010","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.4334198,0.07484808,0.42062142,0.026717985,0.003406026,0.0067494237,0.0022833147,0.00078588375,0.031168073],"genre_scores_gemma":[0.96380174,0.03329864,0.0002342957,0.0017446801,0.000078473684,0.00015012494,0.000021091764,0.000024551398,0.0006463781],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9985459,0.000052632502,0.0005502952,0.00024292768,0.00022608947,0.00038216735],"domain_scores_gemma":[0.9984875,0.0004987279,0.00017367693,0.00052598084,0.0002484745,0.00006568883],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00032115725,0.00026541707,0.0005321806,0.00009494399,0.000042582837,0.00002660745,0.00047486642,0.00011884597,0.00014812646],"category_scores_gemma":[0.00013639063,0.00014817886,0.00020974253,0.00018006975,0.00011000024,0.00021190592,0.000027241216,0.00020646505,0.000020865602],"study_design_candidate":"design_other","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0003459566,0.00016848693,0.00040030314,0.020914203,0.0009069318,0.000013052881,0.0007306204,0.012159719,0.05121071,0.00014287428,0.007624358,0.9053828],"study_design_scores_gemma":[0.011706049,0.0013627897,0.0076237293,0.01822272,0.00067074253,0.000018315588,0.00050018437,0.050719354,0.054254368,0.0022530456,0.85060215,0.0020665482],"about_ca_topic_score_codex":0.000110477515,"about_ca_topic_score_gemma":0.000057601177,"teacher_disagreement_score":0.90331626,"about_ca_system_score_codex":0.000056478417,"about_ca_system_score_gemma":0.000086628614,"threshold_uncertainty_score":0.60425586},"labels":[],"label_agreement":null},{"id":"W2313405125","doi":"","title":"Creep Behavior of Barnett, Haynesville, And Marcellus Shale","year":2012,"lang":"en","type":"article","venue":"46th U.S. Rock Mechanics/Geomechanics Symposium","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":45,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Geology; Oil shale; Creep; Geotechnical engineering; Forensic engineering; Petroleum engineering; Engineering; Paleontology; Materials science; Metallurgy","score_opus":0.008267220283677868,"score_gpt":0.20294258911303198,"score_spread":0.1946753688293541,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2313405125","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.16751164,0.014611586,0.80393153,0.0003939684,0.0043343194,0.0015142909,0.0002586601,0.0015447421,0.005899244],"genre_scores_gemma":[0.996032,0.0017377402,0.0005381879,0.00006540626,0.00031344546,0.000101756465,0.000053603533,0.0001603158,0.0009975624],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99711734,0.0000767884,0.00072138663,0.0004709678,0.0005504623,0.0010630317],"domain_scores_gemma":[0.9982341,0.000091542875,0.00016299149,0.00083316944,0.0001094689,0.00056875334],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0005579075,0.0005623132,0.00075472327,0.00040970457,0.00020236486,0.00005426243,0.0004941622,0.00044406235,0.00037195472],"category_scores_gemma":[0.00003826349,0.00055397727,0.00028201216,0.00053308613,0.000010726926,0.00035767246,0.00032257813,0.0005155268,0.00010178131],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00013863645,0.0013638729,0.0010153459,0.0025162238,0.0016096854,0.0001032256,0.0034001847,0.41281414,0.5487922,0.013096261,0.004433222,0.010717037],"study_design_scores_gemma":[0.0013755643,0.0002881018,0.00009188966,0.00018731403,0.0009545549,0.00017249626,0.0004915467,0.8030012,0.17095426,0.0012080861,0.019676281,0.0015986854],"about_ca_topic_score_codex":0.00010728592,"about_ca_topic_score_gemma":0.000029861374,"teacher_disagreement_score":0.82852036,"about_ca_system_score_codex":0.00012319356,"about_ca_system_score_gemma":0.00003122359,"threshold_uncertainty_score":0.9996912},"labels":[],"label_agreement":null},{"id":"W2315077962","doi":"10.2118/146790-ms","title":"Design and Deployment of a New Fracturing Port Technology to Increase Stage Number Capability of Openhole Multistage Systems","year":2011,"lang":"en","type":"article","venue":"Canadian Unconventional Resources Conference","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Petroleum engineering; Port (circuit theory); Oil shale; Directional drilling; Drilling; Hydraulic fracturing; Shale gas; Stage (stratigraphy); Geology; Engineering; Mechanical engineering; Waste management","score_opus":0.026728508095174654,"score_gpt":0.23607117772028105,"score_spread":0.2093426696251064,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2315077962","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.97000855,0.00022938594,0.025822083,0.000039058734,0.000054598077,0.00027508693,0.000049883474,0.000043359116,0.0034779764],"genre_scores_gemma":[0.996405,0.000012229176,0.0023135142,0.000012793766,0.000013044317,0.000020753838,0.0000061975347,0.000017184322,0.0011992891],"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","domain_scores_codex":[0.99893045,0.000041390114,0.00036562223,0.00022406694,0.00018060282,0.00025784838],"domain_scores_gemma":[0.99896985,0.000045712302,0.000077735254,0.00029322502,0.000107806714,0.0005056625],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00025872007,0.0001506848,0.0003005354,0.00030076786,0.00004489313,0.000018810319,0.0002492659,0.0001149116,0.00064779865],"category_scores_gemma":[0.00008272658,0.00015031498,0.00005152775,0.00021500676,0.00010051202,0.000062314524,0.000042615422,0.00013440379,0.0000137488305],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00033691892,0.00031538995,0.29494095,0.0031999976,0.002138689,0.00061694375,0.016973594,0.64450586,0.00997102,0.00676459,0.0026415214,0.017594537],"study_design_scores_gemma":[0.0056714234,0.0008614227,0.36318165,0.0035025056,0.00080341654,0.00023723707,0.011192835,0.26657096,0.15895057,0.0039163698,0.18099311,0.004118472],"about_ca_topic_score_codex":0.22217037,"about_ca_topic_score_gemma":0.030675733,"teacher_disagreement_score":0.37793487,"about_ca_system_score_codex":0.00011016509,"about_ca_system_score_gemma":0.00025623123,"threshold_uncertainty_score":0.9870119},"labels":[],"label_agreement":null},{"id":"W2315114947","doi":"10.2118/176448-ms","title":"Estimation of Fracture Characteristic within Stimulated Rock Volume using Finite Element and Semi-Analytical Approaches","year":2015,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Calgary","funders":"ConocoPhillips","keywords":"Hydraulic fracturing; Permeability (electromagnetism); Geology; Finite element method; Geotechnical engineering; Microseism; Oil field; Petroleum engineering; Well stimulation; Engineering; Reservoir engineering; Structural engineering; Petroleum","score_opus":0.03877707141269005,"score_gpt":0.24369378143491202,"score_spread":0.20491671002222198,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2315114947","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.49207744,0.00011579589,0.50721073,0.00007199058,0.00003805936,0.00007190629,0.000004140273,0.00009193081,0.00031800245],"genre_scores_gemma":[0.99661124,0.0000039048573,0.0030313807,0.000021729738,0.000035084624,0.0000020201246,0.000036566416,0.000018966251,0.00023911207],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99914324,0.00002433533,0.0003216992,0.0001469202,0.00020745948,0.0001563489],"domain_scores_gemma":[0.99955356,0.00003900701,0.00005577075,0.00017308809,0.000038774728,0.0001397862],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00019984286,0.00014571367,0.00027069592,0.00011012126,0.000028929113,0.000033361026,0.000067990964,0.00010351257,0.000055993652],"category_scores_gemma":[0.00009909955,0.000116191186,0.00004590014,0.00015746943,0.000019324825,0.00010846732,0.000027532507,0.00014954533,0.000010856128],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000070373926,0.000017831644,0.00066425116,0.000060007573,0.00013506826,0.0000024881858,0.00038285053,0.9981936,0.000063764935,0.000004075755,0.00016840766,0.00030059804],"study_design_scores_gemma":[0.00022281811,0.000022319247,0.00083592185,0.000022199405,0.00015570075,0.0000039401752,0.00010717888,0.99727,0.0010106278,0.000039751467,0.0001717385,0.00013782221],"about_ca_topic_score_codex":0.00007829865,"about_ca_topic_score_gemma":0.0000043525906,"teacher_disagreement_score":0.50453377,"about_ca_system_score_codex":0.00005145172,"about_ca_system_score_gemma":0.000019997502,"threshold_uncertainty_score":0.47381392},"labels":[],"label_agreement":null},{"id":"W2315202083","doi":"10.22059/ijmge.2012.51322","title":"Coupling Geomechanics and Transport in Naturally Fractured Reservoirs","year":2012,"lang":"en","type":"article","venue":"RWTH Publications (RWTH Aachen)","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":12,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Waterloo","funders":"","keywords":"Thermoelastic damping; Porosity; Pore water pressure; Advection; Geomechanics; Geology; Anisotropy; Stress (linguistics); Steam injection; Overpressure; Poromechanics; Geotechnical engineering; Thermal; Mechanics; Porous medium; Petroleum engineering; Thermodynamics","score_opus":0.010807745542417488,"score_gpt":0.22717704671294264,"score_spread":0.21636930117052516,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2315202083","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.93491334,0.009854498,0.0432267,0.003431892,0.00042635424,0.00048039365,0.000040565596,0.0010404495,0.0065858127],"genre_scores_gemma":[0.99717796,0.0003263897,0.0015213216,0.00008178274,0.0001584783,0.00007543866,0.00014181763,0.00004843278,0.0004683886],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99851537,0.000019984725,0.00038479656,0.00024885312,0.00025395013,0.0005770555],"domain_scores_gemma":[0.9990151,0.00008962483,0.000051712064,0.0004853357,0.00007055435,0.000287662],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000524111,0.00022520973,0.00026700704,0.00047991498,0.00012961544,0.00006001193,0.00029101057,0.000236973,0.00012102921],"category_scores_gemma":[0.00010006263,0.00021226841,0.00008451422,0.0008597958,0.000029125316,0.0007075181,0.000033905035,0.00055941974,0.000037011523],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000022967813,0.0003745729,0.08609382,0.0004202155,0.00045990635,0.0000069674434,0.0052530393,0.8937862,0.001328034,0.0034589313,0.0038569856,0.004938346],"study_design_scores_gemma":[0.0008344421,0.000020819456,0.18029115,0.000072206196,0.00013898149,0.000019246723,0.00032520673,0.6575996,0.000902209,0.00046137473,0.15846306,0.0008716636],"about_ca_topic_score_codex":0.00010113073,"about_ca_topic_score_gemma":0.00019724763,"teacher_disagreement_score":0.23618656,"about_ca_system_score_codex":0.00011002279,"about_ca_system_score_gemma":0.000032789365,"threshold_uncertainty_score":0.8656055},"labels":[],"label_agreement":null},{"id":"W2315399317","doi":"10.2118/0301-0064-jpt","title":"HP/HT Horizontal Sand-Control Completion","year":2001,"lang":"en","type":"article","venue":"Journal of Petroleum Technology","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Completion (oil and gas wells); Engineering; Petroleum engineering","score_opus":0.0042376843125759706,"score_gpt":0.19948850176882194,"score_spread":0.19525081745624595,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2315399317","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8907988,0.0020350432,0.10018794,0.0026688674,0.0005251145,0.000032287815,0.0000027916228,0.00027192445,0.003477219],"genre_scores_gemma":[0.9986397,0.00038767015,0.00049797056,0.000030992313,0.00031630212,0.000002110419,0.0000010456096,0.00002131837,0.000102884136],"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","domain_scores_codex":[0.99898005,0.000020181713,0.0004228954,0.000089408495,0.00021255214,0.00027489095],"domain_scores_gemma":[0.99948686,0.000029747549,0.00013375985,0.00019336167,0.00007829804,0.000077940735],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00021021302,0.00013967877,0.00039767148,0.0007382289,0.000055736793,0.000019566167,0.00030138082,0.0002122062,0.0001247401],"category_scores_gemma":[0.00004781646,0.000114578455,0.00018970751,0.00030863416,0.000059224403,0.000104443614,0.000017806318,0.00057665433,0.000043059645],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00020038924,0.000239255,0.028124796,0.00006995155,0.0014975513,0.001387694,0.00009845581,0.8270808,0.07895186,0.00024440803,0.010931105,0.051173724],"study_design_scores_gemma":[0.010248086,0.002158304,0.030660221,0.00027777883,0.0008540859,0.010037703,0.00069641514,0.2738942,0.02287234,0.0036993888,0.6433255,0.0012759852],"about_ca_topic_score_codex":0.000008324747,"about_ca_topic_score_gemma":0.0000142210365,"teacher_disagreement_score":0.6323944,"about_ca_system_score_codex":0.00011422578,"about_ca_system_score_gemma":0.000015333735,"threshold_uncertainty_score":0.46723738},"labels":[],"label_agreement":null},{"id":"W2315731821","doi":"10.2118/179617-ms","title":"Characterization of Wormhole Growth and Its Applications for CHOPS Wells Using History Matching","year":2016,"lang":"en","type":"article","venue":"SPE Improved Oil Recovery Conference","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":7,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Regina","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Wormhole; Geomechanics; Oil field; Petroleum engineering; Permeability (electromagnetism); Porosity; Computer science; Matching (statistics); Mechanics; Materials science; Geology; Biological system; Environmental science; Geotechnical engineering; Mathematics; Physics; Chemistry","score_opus":0.014126267484173843,"score_gpt":0.20761658958569637,"score_spread":0.19349032210152253,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2315731821","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.5814684,0.00026255066,0.4163125,0.0001246248,0.00021833167,0.00016785265,0.00007725143,0.00009554419,0.0012729769],"genre_scores_gemma":[0.99656844,0.0009985582,0.0011181919,0.000021387545,0.00008891851,0.00004693285,0.000015269308,0.000025809088,0.0011165161],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9993159,0.000011930573,0.00023740566,0.00018658834,0.000073974086,0.00017420328],"domain_scores_gemma":[0.9995098,0.00008566698,0.0000966493,0.00016004614,0.00008467932,0.000063157786],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0000894616,0.0001273113,0.00019898967,0.00010326407,0.000039311824,0.00001803131,0.00011321802,0.00008169144,0.00004486839],"category_scores_gemma":[0.000040398565,0.00010288655,0.00006059709,0.00006707967,0.000027496419,0.00026333545,0.000023652601,0.00006228028,0.000004813122],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000010628198,0.0000093117005,0.00001534896,0.00027388247,0.00004064564,1.2933444e-7,0.00007645385,0.00041829993,0.96059096,0.00009126357,0.000006583045,0.03846647],"study_design_scores_gemma":[0.0012508098,0.00008653823,0.0008571858,0.00054716953,0.00019208292,0.000006737664,0.000049932445,0.16422516,0.81198496,0.0016433961,0.018346809,0.00080920587],"about_ca_topic_score_codex":0.000040950148,"about_ca_topic_score_gemma":0.000010150709,"teacher_disagreement_score":0.4151943,"about_ca_system_score_codex":0.000099682205,"about_ca_system_score_gemma":0.00005306341,"threshold_uncertainty_score":0.41955918},"labels":[],"label_agreement":null},{"id":"W2315786761","doi":"10.2118/174286-ms","title":"Addressing Microseismic Uncertainty from Geological Aspects to Improve Accuracy of Estimating Stimulated Reservoir Volumes","year":2015,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":13,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Microseism; Hydraulic fracturing; Geophone; Geology; Geomechanics; Unconventional oil; Seismology; Rock burst; Oil shale; Petroleum engineering; Geotechnical engineering; Coal mining; Engineering","score_opus":0.03995531840714376,"score_gpt":0.29111298969166993,"score_spread":0.25115767128452615,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2315786761","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9541692,0.00028918326,0.041634556,0.00028470161,0.00028637424,0.00015221852,0.000022365832,0.00042488935,0.0027365107],"genre_scores_gemma":[0.9739693,0.0000034523168,0.02544773,0.00009240568,0.00017008006,0.000008684837,0.0000373168,0.000031281037,0.00023979438],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99849033,0.0000539267,0.0004547991,0.0003149493,0.00029180758,0.00039418053],"domain_scores_gemma":[0.99870014,0.00031792838,0.00007487734,0.00045331923,0.00015082146,0.00030293927],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00026471997,0.00023302776,0.000439892,0.00013679397,0.000064103966,0.00007027719,0.00035443914,0.0001654034,0.00015875882],"category_scores_gemma":[0.0008636497,0.00018335119,0.00011177599,0.00033868506,0.00005173888,0.00015137308,0.00016101314,0.00027275985,0.000082814186],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000023069639,0.000023673283,0.00041427684,0.00003319487,0.0001351798,0.000014905413,0.00043076923,0.97873414,0.015555597,0.0000027836027,0.0021166662,0.002515722],"study_design_scores_gemma":[0.0004556409,0.000054820463,0.0007343583,0.00009493851,0.000054656393,0.0000016784728,0.00019882225,0.9699961,0.027009562,0.00055145146,0.000599412,0.00024858353],"about_ca_topic_score_codex":0.0047424114,"about_ca_topic_score_gemma":0.00015166834,"teacher_disagreement_score":0.019800054,"about_ca_system_score_codex":0.00011682536,"about_ca_system_score_gemma":0.000052667107,"threshold_uncertainty_score":0.7476845},"labels":[],"label_agreement":null},{"id":"W2316896716","doi":"10.2118/175941-ms","title":"Parameters Affecting Load Recovery and Oil Breakthrough Time after Hydraulic Fracturing in Tight Oil Wells","year":2015,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":15,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"Natural Sciences and Engineering Research Council of Canada; Alberta Innovates - Technology Futures","keywords":"Petroleum engineering; Hydraulic fracturing; Permeability (electromagnetism); Geomechanics; Compressibility; Saturation (graph theory); Volumetric flow rate; Capillary pressure; Fluid dynamics; Porous medium; Relative permeability; Geotechnical engineering; Geology; Porosity; Mechanics; Chemistry","score_opus":0.007210944441500471,"score_gpt":0.19853981365392956,"score_spread":0.1913288692124291,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2316896716","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9274401,0.0014028212,0.00037948997,0.00026862771,0.0001969309,0.000028412867,0.000001952948,0.00030482994,0.06997684],"genre_scores_gemma":[0.99103856,0.00029816912,0.0012982917,0.00022346794,0.000104894425,0.000017598117,0.0000045171055,0.00005381249,0.0069607073],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9984993,0.00006118964,0.00032382915,0.0003475359,0.0002943134,0.0004738427],"domain_scores_gemma":[0.9992157,0.00016067452,0.00003645365,0.00032923027,0.00002793329,0.00022996598],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00043426704,0.0002889859,0.00038793075,0.0001994687,0.000039028,0.00011179021,0.00013844109,0.0001854573,0.00016059121],"category_scores_gemma":[0.00008429524,0.0002483184,0.00010750289,0.00027705132,0.000039052567,0.00037583604,0.00007493289,0.00035964884,0.00036225372],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00006861099,0.00006207757,0.0035437192,0.0002997603,0.00026402678,0.00017664436,0.0019990602,0.9166637,0.000490363,6.0838335e-7,0.0027824235,0.07364898],"study_design_scores_gemma":[0.006685135,0.00033042533,0.017437948,0.0017934147,0.00047739266,0.00030348878,0.0012828001,0.74904,0.056642037,0.00056674774,0.16048205,0.004958551],"about_ca_topic_score_codex":0.0010700359,"about_ca_topic_score_gemma":0.00029502882,"teacher_disagreement_score":0.16762371,"about_ca_system_score_codex":0.00023901276,"about_ca_system_score_gemma":0.000028324293,"threshold_uncertainty_score":0.9999969},"labels":[],"label_agreement":null},{"id":"W2317067815","doi":"10.2118/177019-ms","title":"The Progression of Fracture Stimulations in Horizontal Wells Targeting the Montney Formation in the Heritage Field, British Columbia, Western Canada","year":2015,"lang":"en","type":"article","venue":"SPE Asia Pacific Unconventional Resources Conference and Exhibition","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Timeline; Hydraulic fracturing; Fracture (geology); Natural gas field; Well stimulation; Petroleum engineering; Geology; Tight gas; Engineering; Geotechnical engineering; Reservoir engineering; Paleontology; Archaeology; Natural gas; Geography; Petroleum","score_opus":0.009409045020192956,"score_gpt":0.21272754117121223,"score_spread":0.20331849615101927,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2317067815","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9927659,0.00075009774,0.0007610023,0.0019596587,0.000081479746,0.00024988016,0.000015179385,0.000015265045,0.0034015616],"genre_scores_gemma":[0.99951077,0.000112256304,0.000019818948,0.000032090098,0.000054796976,0.000026955937,0.00007164119,0.0000060081234,0.00016569001],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9989565,0.00012028525,0.00030028584,0.00010902087,0.00035143373,0.0001624532],"domain_scores_gemma":[0.9995321,0.00017073767,0.00007578095,0.00011892743,0.0000630222,0.000039414204],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00046105537,0.00007941391,0.00011526184,0.000029618155,0.0001750407,0.00023229675,0.0001357538,0.00006574471,0.000024883453],"category_scores_gemma":[0.00006007938,0.000059648504,0.00003991354,0.00016674635,0.00005566822,0.00016294987,0.00001920717,0.00023874103,0.0000011132277],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00027916284,0.00043940765,0.31142926,0.0007487622,0.0002936689,0.00034220185,0.037943836,0.4600357,0.0011047143,0.00039383947,0.079636015,0.10735342],"study_design_scores_gemma":[0.0034160325,0.00042862498,0.30327693,0.001928212,0.00011941714,0.00018276816,0.15435272,0.343157,0.0012490854,0.0081638815,0.18272659,0.0009987385],"about_ca_topic_score_codex":0.16258843,"about_ca_topic_score_gemma":0.8206492,"teacher_disagreement_score":0.6580608,"about_ca_system_score_codex":0.000048922695,"about_ca_system_score_gemma":0.00005206415,"threshold_uncertainty_score":0.84298795},"labels":[],"label_agreement":null},{"id":"W2317307661","doi":"10.1021/ef5014264","title":"Heavy Oil Production by Electromagnetic Heating in Hydraulically Fractured Wells","year":2014,"lang":"en","type":"article","venue":"Energy & Fuels","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":23,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Hydraulic fracturing; Petroleum engineering; Permeability (electromagnetism); Fracture (geology); Fluid dynamics; Geology; Hydraulic conductivity; Thermal conductivity; Oil production; Differential pressure; Geotechnical engineering; Mechanics; Materials science; Soil science; Composite material; Chemistry; Soil water","score_opus":0.0029057500725200467,"score_gpt":0.1828534804885388,"score_spread":0.17994773041601875,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2317307661","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9707381,0.002281683,0.004536854,0.0012948579,0.00035806192,0.000034924524,0.000001476498,0.00045091158,0.020303143],"genre_scores_gemma":[0.9959212,0.0003144907,0.000429272,0.0002640936,0.00036953305,0.000025098636,0.00003309029,0.000049090868,0.0025941518],"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9986032,0.000083179926,0.00032112026,0.00032559072,0.0002270614,0.00043985096],"domain_scores_gemma":[0.99942017,0.000059788697,0.000036793866,0.0003488504,0.000021967888,0.00011240422],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00021274564,0.0002196414,0.00029074363,0.00015334798,0.00006756065,0.000044180324,0.00017738476,0.00014695984,0.00010768505],"category_scores_gemma":[0.00008577163,0.00020490387,0.00008905699,0.00035829254,0.000026095584,0.00010511813,0.000020064701,0.00028034978,0.000033281216],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000017597893,0.000091257134,0.00013890953,0.00008376741,0.00008272601,0.000006831432,0.00026566084,0.56859547,0.32416433,0.00002431625,0.012767894,0.093761235],"study_design_scores_gemma":[0.00039778094,0.00011019209,0.001130243,0.00008084067,0.000034232926,0.000007472295,0.000013109439,0.035945665,0.79063755,0.0004522358,0.17068195,0.00050872593],"about_ca_topic_score_codex":0.000679868,"about_ca_topic_score_gemma":0.0003295291,"teacher_disagreement_score":0.5326498,"about_ca_system_score_codex":0.00008112259,"about_ca_system_score_gemma":0.000011024783,"threshold_uncertainty_score":0.83557373},"labels":[],"label_agreement":null},{"id":"W2317587998","doi":"10.2118/175934-ms","title":"Microseismic-Derived Ultimate Expected Stage by Stage Stimulated Reservoir Volume in Unconventional Multi-Fractured Horizontal 10 Well Half Pad - Canadian Horn River Basin Case Study","year":2015,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Nexen (Canada)","funders":"","keywords":"Microseism; Geophone; Monte Carlo method; Geology; Fracture (geology); Range (aeronautics); Seismology; Geotechnical engineering; Statistics; Engineering; Mathematics","score_opus":0.018288591004234682,"score_gpt":0.248751566653902,"score_spread":0.2304629756496673,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2317587998","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.994126,0.00029983584,0.0028059713,0.00016367283,0.0002900156,0.0007355387,0.000402452,0.00045991002,0.00071655697],"genre_scores_gemma":[0.97435206,0.000008383036,0.0010196626,0.000061651364,0.00005591236,0.00004995672,0.00054223527,0.00011914438,0.023791011],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9967744,0.00026997176,0.0007605965,0.000699566,0.000492619,0.0010028464],"domain_scores_gemma":[0.9979244,0.00006981603,0.00009769598,0.0006887897,0.00021661092,0.0010026857],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0005041526,0.000630533,0.00070730917,0.00067110633,0.0002105444,0.00018137951,0.0004233043,0.0003410174,0.0025704328],"category_scores_gemma":[0.00010785711,0.0005690946,0.0001990612,0.0007111344,0.00010537837,0.00040229727,0.00009307163,0.0006778312,0.0003825673],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00016604716,0.00091471744,0.02527543,0.00008002906,0.00076386885,0.014010459,0.008230243,0.9111859,0.005048794,5.5780686e-7,0.034131493,0.00019242676],"study_design_scores_gemma":[0.008773041,0.00027044947,0.0069688554,0.000041139785,0.00012781969,0.000106097315,0.012891552,0.9077542,0.0041930983,0.0000029291893,0.05752921,0.0013415959],"about_ca_topic_score_codex":0.72127897,"about_ca_topic_score_gemma":0.6304781,"teacher_disagreement_score":0.090800874,"about_ca_system_score_codex":0.0010693943,"about_ca_system_score_gemma":0.00025203323,"threshold_uncertainty_score":0.99967605},"labels":[],"label_agreement":null},{"id":"W2317797512","doi":"10.2118/178629-ms","title":"Plugless Non-Isolated Multi-Stage Hydraulic Fractured Horizontal Well Experiments in the Canadian Horn River Basin","year":2015,"lang":"en","type":"article","venue":"Unconventional Resources Technology Conference","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Geology; French horn; Stage (stratigraphy); Structural basin; Geomorphology; Hydrology (agriculture); Geotechnical engineering; Paleontology; Acoustics","score_opus":0.028652548564191842,"score_gpt":0.2575197524436792,"score_spread":0.22886720387948736,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2317797512","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9838618,0.00058261066,0.004524417,0.0013171367,0.00025617974,0.00030623467,0.000023167413,0.00029103513,0.008837429],"genre_scores_gemma":[0.9984704,0.00001957953,0.00032230164,0.00016023754,0.00004738296,0.00006833006,0.000056553636,0.000028726045,0.0008264519],"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","domain_scores_codex":[0.99829316,0.000072160066,0.00034432038,0.00035859502,0.00038757996,0.000544201],"domain_scores_gemma":[0.99909526,0.000045442575,0.00006820072,0.000466235,0.00010872461,0.00021615808],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00031614932,0.00028931428,0.00031030385,0.0007783866,0.00017647695,0.000094486124,0.0008514005,0.0004850337,0.0001976277],"category_scores_gemma":[0.00007490612,0.00023357212,0.00011397646,0.0006726206,0.00031327226,0.00012002738,0.00007184134,0.0007850297,0.0002358941],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0005857296,0.0024588427,0.30012336,0.00048172628,0.003997067,0.006891417,0.07424421,0.5442845,0.0075033936,0.0067787166,0.029517954,0.023133043],"study_design_scores_gemma":[0.0053992667,0.00031932708,0.036154877,0.00027724195,0.00013001161,0.00011402383,0.008374706,0.40297663,0.008279812,0.0022930645,0.5340171,0.001663931],"about_ca_topic_score_codex":0.045407783,"about_ca_topic_score_gemma":0.15129457,"teacher_disagreement_score":0.50449914,"about_ca_system_score_codex":0.0003471497,"about_ca_system_score_gemma":0.00018578806,"threshold_uncertainty_score":0.96094894},"labels":[],"label_agreement":null},{"id":"W2317928477","doi":"10.2118/179153-ms","title":"Identification of Activated Fracture Networks Using Microseismic Spatial Anomalies, b-values, and Magnitude Analyses in Horn River Basin","year":2016,"lang":"en","type":"article","venue":"SPE Hydraulic Fracturing Technology Conference","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Nexen (Canada); University of Calgary","funders":"China National Offshore Oil Corporation; University of Calgary","keywords":"Microseism; Geology; Hydraulic fracturing; Seismology; Fracture (geology); Geotechnical engineering","score_opus":0.013264998404463903,"score_gpt":0.2511919806630356,"score_spread":0.2379269822585717,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2317928477","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.82525873,0.000931749,0.17251985,0.00059287075,0.00011531351,0.00016686815,0.000010659222,0.00032916994,0.00007481365],"genre_scores_gemma":[0.99797434,0.0007437132,0.0010390353,0.000048184553,0.00006382545,0.000012696814,0.000009808543,0.0000492705,0.00005911913],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9979942,0.00007110356,0.000682697,0.0005315817,0.00020833152,0.0005121118],"domain_scores_gemma":[0.99879336,0.00011699595,0.0002484672,0.0006532161,0.00010162389,0.00008635802],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00020643414,0.0003855398,0.00062053656,0.00096792425,0.00009418386,0.00004546334,0.00045765116,0.000605753,0.00007312584],"category_scores_gemma":[0.00013758228,0.00030747155,0.00009452494,0.00063306093,0.0005037656,0.00027838585,0.00014407127,0.0005413072,0.000009106798],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000042680716,0.00006679147,0.0063365526,0.0001002269,0.0002622647,0.00004278575,0.00025862912,0.3470554,0.6202863,0.00001189887,0.00006588063,0.025470626],"study_design_scores_gemma":[0.00085435447,0.000036136033,0.042350333,0.00039187624,0.0001354414,0.000033904427,0.00010286092,0.19401714,0.7591316,0.0016896724,0.0006966485,0.00056001334],"about_ca_topic_score_codex":0.0009342379,"about_ca_topic_score_gemma":0.0001433168,"teacher_disagreement_score":0.17271563,"about_ca_system_score_codex":0.00015598313,"about_ca_system_score_gemma":0.000048097525,"threshold_uncertainty_score":0.9999377},"labels":[],"label_agreement":null},{"id":"W2317936510","doi":"10.2118/90273-ms","title":"Sand Production Prediction: A New Set of Criteria for Modeling Based on Large-Scale Transient Experiments and Numerical Investigation","year":2004,"lang":"en","type":"article","venue":"SPE Annual Technical Conference and Exhibition","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":15,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Dalhousie University","funders":"","keywords":"Softening; Deformation (meteorology); Shear (geology); Strain rate; Transient (computer programming); Mechanics; Ultimate tensile strength; Geotechnical engineering; Drawdown (hydrology); Computer simulation; Materials science; Geology; Computer science; Composite material","score_opus":0.029343149476351506,"score_gpt":0.27359275386542514,"score_spread":0.24424960438907364,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2317936510","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.37608767,0.00007308027,0.622382,0.0008848643,0.00005708154,0.00021147079,0.00005808496,0.000115983385,0.00012978358],"genre_scores_gemma":[0.99631995,0.000040106588,0.0033505973,0.0000407059,0.00011205389,0.000027707776,0.00008985697,0.000010498544,0.000008543024],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9993024,0.000012926615,0.00020884773,0.00021252056,0.00013107098,0.00013223419],"domain_scores_gemma":[0.9997097,0.000010276832,0.000022703482,0.00010319448,0.00005832699,0.00009579644],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001179598,0.00010954834,0.00015825241,0.0000789421,0.00006398676,0.000022059792,0.000031337586,0.00010266513,0.0000109897],"category_scores_gemma":[0.00002391743,0.00009970926,0.000040796203,0.00009848927,0.000037054386,0.0001563921,0.0000074906834,0.000097874145,5.729483e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00023405782,0.00012305538,0.00011327111,0.00034477384,0.00003710605,0.0000014464156,0.002883366,0.90241385,0.08950105,0.00025939086,0.0012476257,0.002841002],"study_design_scores_gemma":[0.0012480662,0.00047833697,0.00056663866,0.00035790447,0.00006215243,0.0000057505627,0.00044064614,0.8972005,0.09582228,0.0033036047,0.0003048855,0.00020917968],"about_ca_topic_score_codex":0.00003100401,"about_ca_topic_score_gemma":0.000008108996,"teacher_disagreement_score":0.6202323,"about_ca_system_score_codex":0.000027901237,"about_ca_system_score_gemma":0.000024025592,"threshold_uncertainty_score":0.40660253},"labels":[],"label_agreement":null},{"id":"W2318115176","doi":"10.2118/176716-ms","title":"Optimization of Cyclic Steam Stimulation (CSS) Under Geomechanics-Dependent Permeability","year":2015,"lang":"en","type":"article","venue":"SPE Russian Petroleum Technology Conference","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Steam injection; Petroleum engineering; Geomechanics; Permeability (electromagnetism); Steam-assisted gravity drainage; Enhanced oil recovery; Reservoir simulation; Environmental science; Vapor quality; Geology; Geotechnical engineering; Materials science; Oil sands; Engineering; Heat exchanger; Mechanical engineering; Chemistry","score_opus":0.015905574231866042,"score_gpt":0.23104924819344044,"score_spread":0.2151436739615744,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2318115176","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.20940973,0.0002997634,0.7820082,0.0009884222,0.00021317886,0.00012620544,0.000009728514,0.0007768008,0.0061680214],"genre_scores_gemma":[0.9974079,0.00011163014,0.0022084652,0.000009329139,0.00002979226,0.000015474774,0.000022153008,0.00002842748,0.00016680894],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9986624,0.000038415863,0.0003961276,0.00030718622,0.00028331138,0.00031255468],"domain_scores_gemma":[0.9990537,0.000021070866,0.00010296087,0.0006058539,0.00010046781,0.00011594051],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00023194679,0.00021516254,0.00036778866,0.00048484484,0.000048970447,0.00002349341,0.00036529472,0.00037710732,0.00016780077],"category_scores_gemma":[0.000071806404,0.00020325751,0.00007596931,0.0004102303,0.000104604835,0.00013569178,0.000085053034,0.00035743992,0.000045557335],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000009382848,0.000042120544,0.0007876754,0.00003331097,0.00006625883,0.0000030080876,0.000050417802,0.9942278,0.0008643453,0.0025407905,0.000017073506,0.0013578006],"study_design_scores_gemma":[0.00053006515,0.00008684514,0.0006039009,0.0000350495,0.00005673156,0.000008702914,0.00032970513,0.98391527,0.0060942825,0.00796237,0.00014324526,0.00023385708],"about_ca_topic_score_codex":0.000050538005,"about_ca_topic_score_gemma":0.000060953957,"teacher_disagreement_score":0.7879982,"about_ca_system_score_codex":0.00019030606,"about_ca_system_score_gemma":0.000086507556,"threshold_uncertainty_score":0.8288601},"labels":[],"label_agreement":null},{"id":"W2318347496","doi":"10.2118/176900-ms","title":"Application of a Novel Temporary Blocking Agent in Refracturing","year":2015,"lang":"en","type":"article","venue":"SPE Asia Pacific Unconventional Resources Conference and Exhibition","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":22,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Petro-Canada","funders":"","keywords":"Blocking (statistics); Fracture (geology); Bridging (networking); Block (permutation group theory); Computer science; Petroleum engineering; Geology; Geotechnical engineering","score_opus":0.02513520148899649,"score_gpt":0.23690061715211846,"score_spread":0.211765415663122,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2318347496","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9427104,0.0004209132,0.0394071,0.00021155238,0.00006868226,0.00014186987,0.000011822688,0.000076786295,0.016950859],"genre_scores_gemma":[0.9992282,0.000064534805,0.00039706277,0.0000058600995,0.00006647854,0.000019382458,0.00007382909,0.0000124760445,0.00013218234],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9990259,0.000025901954,0.0003245721,0.00019987753,0.0002678238,0.00015591398],"domain_scores_gemma":[0.9995839,0.00002795473,0.0000773649,0.00014581502,0.000066786386,0.00009816575],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00030961045,0.00012796903,0.0001916399,0.00023073115,0.000033931658,0.000033710854,0.00007666214,0.00008905766,0.000023281695],"category_scores_gemma":[0.000020766696,0.00012380247,0.00005829571,0.00020705858,0.00005728665,0.0001493571,0.000025983363,0.00014741877,0.000008609857],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00035886624,0.0009985222,0.09058296,0.0014714703,0.00047876788,0.00008175086,0.013357881,0.75459594,0.061960172,0.0040668207,0.0014206769,0.0706262],"study_design_scores_gemma":[0.0039434684,0.00018673495,0.03570984,0.0010648918,0.000108061184,0.00007847789,0.012627877,0.88127065,0.022109222,0.008524401,0.033380672,0.0009957094],"about_ca_topic_score_codex":0.00018828303,"about_ca_topic_score_gemma":0.000065719185,"teacher_disagreement_score":0.12667473,"about_ca_system_score_codex":0.000057247333,"about_ca_system_score_gemma":0.000026014603,"threshold_uncertainty_score":0.5048518},"labels":[],"label_agreement":null},{"id":"W2318671695","doi":"10.2118/175928-ms","title":"A Simulation Approach to Modelling and Understanding Fracture Geometry with Respect to Well Spacing in Multi Well Pads in the Duvernay – A Case Study","year":2015,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":30,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Schlumberger (Canada)","funders":"Universidade Federal de Mato Grosso do Sul","keywords":"Geology; Hydraulic fracturing; Directional drilling; Petroleum engineering; Fracture (geology); Drilling; Mining engineering; Paleontology; Engineering; Mechanical engineering","score_opus":0.06952628337886307,"score_gpt":0.27622437514859743,"score_spread":0.20669809176973436,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2318671695","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.5119084,0.000030056306,0.48644975,0.00006479055,0.000009453688,0.00029105542,2.735165e-7,0.000037175065,0.0012090273],"genre_scores_gemma":[0.9952775,0.0000020038287,0.004467984,0.00010651761,0.000029185047,0.000017554406,0.0000011708646,0.000027417693,0.00007063089],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99886954,0.00008050857,0.00021574795,0.00028554973,0.00027920285,0.00026944958],"domain_scores_gemma":[0.99938035,0.00017436764,0.00001922614,0.00026379913,0.000019677378,0.0001425598],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007624634,0.00018511295,0.00023250649,0.0005029902,0.000062654726,0.00010803915,0.000109441564,0.000070577546,0.0000043741557],"category_scores_gemma":[0.000037289527,0.000117656295,0.000023642782,0.0008893298,0.000008456001,0.00012819658,0.000034888104,0.00031080015,0.00000581198],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00003238634,0.000088131055,0.0060071987,0.00002087382,0.000030397892,0.0003340156,0.02423082,0.96920264,0.0000017088619,0.0000019121492,0.000028561599,0.0000213472],"study_design_scores_gemma":[0.0007309367,0.00006817661,0.00027410928,0.00003005522,0.000021729275,0.000035260233,0.06994306,0.9285779,0.000013684276,0.000011932637,0.000114677656,0.00017848438],"about_ca_topic_score_codex":0.0050405897,"about_ca_topic_score_gemma":0.004522481,"teacher_disagreement_score":0.4833691,"about_ca_system_score_codex":0.00026728932,"about_ca_system_score_gemma":0.000011378948,"threshold_uncertainty_score":0.7619898},"labels":[],"label_agreement":null},{"id":"W2318804850","doi":"10.2118/174417-pa","title":"Drained/Undrained-Zones Boundary in Steam-Assisted-Gravity-Drainage Process","year":2016,"lang":"en","type":"article","venue":"SPE Journal","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary; Suncor Energy (Canada)","funders":"","keywords":"Geology; Pore water pressure; Shearing (physics); Geotechnical engineering; Drainage; Steam injection; Shear zone; Mechanics; Petroleum engineering","score_opus":0.007113770656855315,"score_gpt":0.23403654820827507,"score_spread":0.22692277755141976,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2318804850","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9079976,0.0027842666,0.032206565,0.0062610297,0.0013394784,0.00020976379,0.000020349953,0.00045779877,0.048723146],"genre_scores_gemma":[0.99632925,0.0003008633,0.00046930657,0.00006387515,0.0005681778,0.0000056533268,0.0000019843624,0.000050016897,0.0022108452],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.99835855,0.00006841166,0.00045719367,0.00019708711,0.00038096428,0.000537803],"domain_scores_gemma":[0.99928164,0.000078068566,0.000081365266,0.00025764864,0.000071924216,0.0002293654],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005318282,0.00023867743,0.00033984164,0.00041141373,0.00016742005,0.00014054532,0.00034153264,0.00013200672,0.0003081035],"category_scores_gemma":[0.00012314809,0.00015456334,0.00018335224,0.00039440248,0.00008300095,0.0003784597,0.000033231907,0.0004985516,0.00011768151],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0004217734,0.0012261462,0.021606218,0.0018401672,0.0024661173,0.0077695157,0.0100018075,0.3299878,0.0629806,0.0006338303,0.033063237,0.5280028],"study_design_scores_gemma":[0.021938074,0.001123295,0.18835688,0.0068517886,0.0007966417,0.009519635,0.006007463,0.03879477,0.029406486,0.13187903,0.5577147,0.0076112184],"about_ca_topic_score_codex":0.000015874748,"about_ca_topic_score_gemma":0.00014742819,"teacher_disagreement_score":0.52465147,"about_ca_system_score_codex":0.00021590447,"about_ca_system_score_gemma":0.00008387449,"threshold_uncertainty_score":0.630291},"labels":[],"label_agreement":null},{"id":"W2318979386","doi":"10.2118/124077-ms","title":"Generating 3-D Permeability Map of Fracture Networks Using Well, Outcrop and Pressure Transient Data","year":2009,"lang":"en","type":"article","venue":"SPE/EAGE Reservoir Characterization and Simulation Conference","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Fractal; Permeability (electromagnetism); Fracture (geology); Geology; Geotechnical engineering; Mathematics; Mathematical analysis","score_opus":0.02878174468544423,"score_gpt":0.2673257577733956,"score_spread":0.2385440130879514,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2318979386","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.53520405,0.00027739754,0.4638032,0.00033363057,0.000066338805,0.00015585063,0.000048102414,0.00006751493,0.000043931028],"genre_scores_gemma":[0.9979671,0.00026625482,0.00083589426,0.000098392215,0.00014198913,0.0000012694719,0.00055822474,0.000017683862,0.00011316723],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9986244,0.00009284567,0.00046144438,0.00038315088,0.00022309192,0.0002150571],"domain_scores_gemma":[0.9990184,0.00007149052,0.00012445818,0.0005220093,0.00014207092,0.00012158405],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00027366128,0.00021873324,0.0003371143,0.00009743329,0.00015169551,0.00014246082,0.00020076388,0.00018317033,0.00014911847],"category_scores_gemma":[0.000053582164,0.0002004963,0.00003839256,0.0001457358,0.00005987761,0.00052474084,0.000056984216,0.00022956847,9.727308e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000017078337,0.000021254937,0.0013134582,0.00014597553,0.000041100444,0.0000011935001,0.00046314957,0.98282605,0.0114506995,0.000005419565,0.000010259156,0.0037043295],"study_design_scores_gemma":[0.0002622726,0.000021601787,0.03032303,0.00007316223,0.00006653301,0.0000013484691,0.0000476825,0.9654543,0.00043746235,0.00001373945,0.003100195,0.00019867129],"about_ca_topic_score_codex":0.000025052648,"about_ca_topic_score_gemma":0.000012195234,"teacher_disagreement_score":0.4629673,"about_ca_system_score_codex":0.000014329625,"about_ca_system_score_gemma":0.000022746031,"threshold_uncertainty_score":0.8176002},"labels":[],"label_agreement":null},{"id":"W2319645675","doi":"10.2118/175977-ms","title":"Performance Analysis of the Canadian Deep Basin Unconventional Wells","year":2015,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Petroleum engineering; Geology; Drilling; Structural basin; Unconventional oil; Completion (oil and gas wells); Tight gas; Fossil fuel; Environmental geology; Mining engineering; Hydraulic fracturing; Geotechnical engineering; Engineering; Hydrogeology; Geomorphology; Metamorphic petrology","score_opus":0.01040052067086593,"score_gpt":0.19506480565998954,"score_spread":0.1846642849891236,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2319645675","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.87367916,0.000087887776,0.00097355404,0.00040732572,0.00019566227,0.00003862988,0.0000069163516,0.000043557062,0.12456729],"genre_scores_gemma":[0.997983,0.0000067466817,0.00011149353,0.000061003662,0.000020898573,0.0000016039237,0.000008460579,0.0000055922515,0.0018012321],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99946904,0.000014566411,0.00013024805,0.00006390462,0.00018703874,0.00013517163],"domain_scores_gemma":[0.9995703,0.000011158743,0.00001515364,0.00021510966,0.000050949613,0.00013731331],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00015832362,0.000060827097,0.0001314872,0.0002279878,0.000048185742,0.000012519672,0.00016290176,0.00004313865,0.00047252144],"category_scores_gemma":[0.000013736443,0.000039156766,0.00015382127,0.0008167872,0.000027399372,0.000043223823,0.000012016171,0.00007298099,0.000036058704],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[4.271233e-7,0.0000030085637,0.049925536,0.000006160969,0.000493499,3.4333488e-7,0.00007637799,0.9479268,0.0000042208767,0.000017212076,0.0012814144,0.0002649644],"study_design_scores_gemma":[0.00006250647,0.0000030781562,0.11416932,0.0000037383918,0.00031562365,4.4718055e-7,0.000040914183,0.8725095,0.0007535634,0.000011325196,0.012065595,0.00006440893],"about_ca_topic_score_codex":0.07969545,"about_ca_topic_score_gemma":0.46641514,"teacher_disagreement_score":0.38671967,"about_ca_system_score_codex":0.00011092712,"about_ca_system_score_gemma":0.00007042528,"threshold_uncertainty_score":0.92643297},"labels":[],"label_agreement":null},{"id":"W2320071149","doi":"10.2118/174454-ms","title":"Mini-Frac Analysis in Oilsands and their Associated Cap Rocks Using PTA Based Techniques","year":2015,"lang":"en","type":"article","venue":"SPE Canada Heavy Oil Technical Conference","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":13,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Interpretation (philosophy); Closure (psychology); Geology; Engineering; Mathematics; Computer science; Political science","score_opus":0.02333480958499468,"score_gpt":0.23756417499471738,"score_spread":0.2142293654097227,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2320071149","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.937512,0.0013111538,0.04635969,0.0017182583,0.00016787727,0.00017898616,0.00014141393,0.0009418215,0.011668831],"genre_scores_gemma":[0.99851716,0.000057848334,0.0010693353,0.0001402583,0.000027556489,0.000015251377,0.000036928046,0.00002685015,0.00010881523],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9983416,0.00007999633,0.00042504078,0.00035309754,0.0003419673,0.00045825628],"domain_scores_gemma":[0.99890226,0.00011892111,0.00006452068,0.00041732597,0.00013986386,0.00035708194],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00041551635,0.00028975878,0.0006220764,0.00035814635,0.00006499179,0.00006571,0.0003020769,0.00025752306,0.000046161906],"category_scores_gemma":[0.00026356595,0.00025180695,0.00010128711,0.001190255,0.000077194556,0.00008229377,0.000065037704,0.00048683374,5.6540546e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00014695973,0.00035980763,0.04355537,0.00048159005,0.0020322225,0.0005929331,0.0005430169,0.8707212,0.014490787,0.00006021323,0.012055855,0.054960024],"study_design_scores_gemma":[0.0005518921,0.00005954443,0.0035917275,0.00020085642,0.00031649412,0.000007124026,0.00021235102,0.9686221,0.01927581,0.00017857492,0.0061643193,0.000819208],"about_ca_topic_score_codex":0.36910462,"about_ca_topic_score_gemma":0.84020483,"teacher_disagreement_score":0.4711002,"about_ca_system_score_codex":0.00062156515,"about_ca_system_score_gemma":0.0006949135,"threshold_uncertainty_score":0.99999344},"labels":[],"label_agreement":null},{"id":"W2320214911","doi":"10.2118/175079-ms","title":"Constant GOR as an Infinite Acting Effect in Reservoirs Producing Below (Dew/Bubble) Saturation Pressure","year":2015,"lang":"en","type":"article","venue":"SPE Annual Technical Conference and Exhibition","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":11,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"CMG Reservoir Simulation Foundation","keywords":"Constant (computer programming); Saturation (graph theory); Bubble; Mechanics; Multiphase flow; Flow (mathematics); Linear system; Thermodynamics; Petroleum engineering; Mathematics; Physics; Geology; Mathematical analysis; Computer science","score_opus":0.01804334720345313,"score_gpt":0.26567836505538917,"score_spread":0.24763501785193603,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2320214911","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9854408,0.00040731684,0.0015637716,0.00053583115,0.000099902114,0.00035832485,0.000019024163,0.00045077442,0.01112426],"genre_scores_gemma":[0.9992488,0.000082284794,0.00025519397,0.000041797168,0.00012584486,0.000029787709,0.0000734972,0.000020743923,0.000122063546],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9986293,0.00011697718,0.0003160424,0.00035848827,0.00027020017,0.00030899365],"domain_scores_gemma":[0.99927473,0.00007811326,0.000049865506,0.0002784295,0.00012720082,0.00019165162],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006091189,0.00020658964,0.0002950918,0.00017987094,0.00008019749,0.000119064,0.00012298209,0.00023273719,0.00003618943],"category_scores_gemma":[0.00037397014,0.00017801426,0.000044736997,0.000305286,0.00007468287,0.00070239115,0.00005615805,0.00049483136,0.000025258085],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0023396781,0.00083595153,0.022586903,0.003268234,0.0005962754,0.0006715029,0.038510967,0.5412465,0.17121871,0.0044012326,0.01839136,0.19593272],"study_design_scores_gemma":[0.011523609,0.0075792964,0.040715,0.00587781,0.0009897648,0.00036415813,0.021835133,0.6331165,0.18750304,0.049747944,0.034413453,0.00633433],"about_ca_topic_score_codex":0.0004124978,"about_ca_topic_score_gemma":0.00066976494,"teacher_disagreement_score":0.1895984,"about_ca_system_score_codex":0.000055747394,"about_ca_system_score_gemma":0.000049724855,"threshold_uncertainty_score":0.7259211},"labels":[],"label_agreement":null},{"id":"W2320588162","doi":"10.2118/171607-pa","title":"Integrated Reservoir Characterization and 3D Modeling of the Monteith Formation: A Case Study of Tight Gas Sandstones in the Western Canada Sedimentary Basin, Alberta, Canada","year":2016,"lang":"en","type":"article","venue":"SPE Reservoir Evaluation & Engineering","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Geology; Facies; Reservoir modeling; Fluvial; Structural basin; Petroleum engineering; Drilling; Drill cuttings; Permeability (electromagnetism); Stage (stratigraphy); Petrology; Hydrology (agriculture); Geomorphology; Paleontology; Geotechnical engineering; Engineering; Drilling fluid","score_opus":0.014830325955003802,"score_gpt":0.22025267169442447,"score_spread":0.20542234573942067,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2320588162","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9952647,0.00017127168,0.0028829202,0.00090555893,0.00015176994,0.0005411768,0.000025316785,0.00001636746,0.000040887324],"genre_scores_gemma":[0.9997009,0.000053474505,0.000039698334,0.000025623505,0.000039003036,0.000057511985,0.000023498773,0.000025109664,0.000035184716],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9980234,0.0001857379,0.00060267636,0.00017862463,0.0007787459,0.00023085087],"domain_scores_gemma":[0.9989995,0.0001987926,0.00010979867,0.00044932988,0.00018667047,0.000055923956],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007253815,0.00020919356,0.0002893088,0.00014587256,0.000078352285,0.000021136206,0.0002687808,0.000053388525,0.000019552324],"category_scores_gemma":[0.00015237149,0.00011925163,0.00003745461,0.00051015033,0.00001495781,0.00027718098,0.000056313565,0.00017193895,1.6341752e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000010557177,0.000023513405,0.0049837693,0.0001024018,0.0000811998,0.000021881875,0.0018798455,0.9914301,0.00080555875,6.333633e-7,0.00008392339,0.0005766112],"study_design_scores_gemma":[0.00071925414,0.00002625824,0.005735063,0.00025167753,0.000091239526,0.000058144586,0.0020396418,0.98903114,0.0014086737,0.0000016181817,0.00048230542,0.00015499517],"about_ca_topic_score_codex":0.95965725,"about_ca_topic_score_gemma":0.99125296,"teacher_disagreement_score":0.031595677,"about_ca_system_score_codex":0.00042146185,"about_ca_system_score_gemma":0.0003141589,"threshold_uncertainty_score":0.48629403},"labels":[],"label_agreement":null},{"id":"W2320716873","doi":"10.1190/1.3628062","title":"Multicomponent time‐lapse monitoring of two hydraulic fracture stimulations in an unconventional reservoir, Pouce Coupe Field, Canada","year":2011,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":9,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Hydraulic fracturing; Geology; Field (mathematics); Fracture (geology); Petroleum engineering; Geotechnical engineering","score_opus":0.01791908615701289,"score_gpt":0.24463381901860798,"score_spread":0.2267147328615951,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2320716873","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9941319,0.0001242187,0.0025144375,0.00014027453,0.00018786287,0.000099922676,0.0000073204924,0.00008966453,0.0027043843],"genre_scores_gemma":[0.9974987,0.000010782318,0.001980435,0.000048517017,0.00008324566,0.000009597133,0.00002645844,0.000023380826,0.000318895],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99882805,0.000040849744,0.0003819407,0.000189624,0.00029716382,0.00026234402],"domain_scores_gemma":[0.9992789,0.000118105156,0.000043727337,0.00034892117,0.0000672886,0.00014306282],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00012500571,0.0001697285,0.00025038974,0.00016265587,0.00005134457,0.000012480573,0.00024120926,0.000088889494,0.0009435551],"category_scores_gemma":[0.000030080628,0.00015512592,0.00007461619,0.00021986311,0.000017149781,0.00017369904,0.000032423133,0.00025676677,0.000012987665],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000012412233,0.00007721219,0.045968134,0.000032193922,0.000067584435,0.0000197682,0.00026087128,0.951664,0.0012203859,0.0000065765603,0.00050642964,0.00016447596],"study_design_scores_gemma":[0.0009343951,0.00004754163,0.14511454,0.00009728072,0.00005297147,0.0000029702574,0.00020884798,0.809661,0.04208251,0.0001587433,0.0012471766,0.0003920234],"about_ca_topic_score_codex":0.43883502,"about_ca_topic_score_gemma":0.21291025,"teacher_disagreement_score":0.22592479,"about_ca_system_score_codex":0.00013144435,"about_ca_system_score_gemma":0.00007779203,"threshold_uncertainty_score":0.9999697},"labels":[],"label_agreement":null},{"id":"W2321056751","doi":"10.2118/179585-ms","title":"Evaluation of Gas Assisted Gravity Drainage GAGD in Naturally Fractured Reservoirs NFR","year":2016,"lang":"en","type":"article","venue":"SPE Improved Oil Recovery Conference","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":11,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Petroleum engineering; Geology; Drilling; Drill; Fracture (geology); Drilling fluid; Matrix (chemical analysis); Oil field; Flow (mathematics); Submarine pipeline; Fluid dynamics; Geotechnical engineering; Completion (oil and gas wells); Engineering; Mechanics; Mechanical engineering; Materials science","score_opus":0.020138962095309677,"score_gpt":0.25261140572087804,"score_spread":0.23247244362556835,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2321056751","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9702612,0.0011004064,0.0036330833,0.00096474367,0.0005360618,0.00022662886,0.00006424684,0.00019127488,0.023022328],"genre_scores_gemma":[0.99812156,0.00038450502,0.00042138307,0.00002447022,0.000057025456,0.00004938234,0.000018099026,0.000033241602,0.00089031487],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9976231,0.00027352775,0.0005473618,0.00039226867,0.0007361755,0.0004275918],"domain_scores_gemma":[0.99833107,0.00026325547,0.00015993978,0.0006367442,0.00049380615,0.00011520149],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0016253582,0.00029997676,0.00055477314,0.00029626847,0.00004333232,0.00005210084,0.00039910778,0.0002626147,0.0005547163],"category_scores_gemma":[0.0010969356,0.0002063884,0.00026035475,0.00038072024,0.00008354873,0.0003774959,0.00006430468,0.00034584833,0.000023823737],"study_design_candidate":"design_other","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00013335231,0.00011791178,0.00028029474,0.0002746244,0.0012430751,0.000016342989,0.00035691506,0.046143837,0.24167271,0.00004321506,0.00032309775,0.70939463],"study_design_scores_gemma":[0.008807962,0.0005227783,0.09997021,0.0015384697,0.00374191,0.000019388535,0.00029215595,0.58623856,0.25280786,0.03791891,0.005389329,0.0027524573],"about_ca_topic_score_codex":0.000734832,"about_ca_topic_score_gemma":0.0029030456,"teacher_disagreement_score":0.70664215,"about_ca_system_score_codex":0.00032115134,"about_ca_system_score_gemma":0.00022161695,"threshold_uncertainty_score":0.8416275},"labels":[],"label_agreement":null},{"id":"W2321230359","doi":"10.1190/segam2015-5934718.1","title":"Monitoring hydraulic fracturing through the use of time-lapse, multicomponent seismic data, Pouce Coupe Field, Alberta","year":2015,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Hydraulic fracturing; Microseism; Geology; Fracture (geology); Seismology; Petroleum engineering; Geotechnical engineering","score_opus":0.05895853572503554,"score_gpt":0.2638205633223567,"score_spread":0.20486202759732117,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2321230359","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.93598366,0.0007766655,0.05783304,0.0012271659,0.0005362974,0.00022649764,0.000009697575,0.00029380823,0.003113169],"genre_scores_gemma":[0.99576604,0.00011580134,0.0028442647,0.00015680977,0.00021023049,0.000007889214,0.000021054047,0.00004039186,0.0008375092],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99853843,0.000052912288,0.00041426957,0.00028911472,0.0003617754,0.0003435216],"domain_scores_gemma":[0.99776506,0.0006043243,0.0000659018,0.0013739031,0.000057882946,0.00013292859],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00018969573,0.00024292833,0.0003232625,0.00006574782,0.000080783706,0.000091963884,0.0007599326,0.00012332104,0.000067663015],"category_scores_gemma":[0.00017568606,0.00016399186,0.00009887097,0.00017471903,0.000041985095,0.00052632205,0.00038000263,0.0003473406,0.00012186287],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000009874226,0.00003431763,0.0010337355,0.000034920362,0.00020456032,0.0000060968164,0.00079597015,0.9927551,0.00087568414,0.0000012842951,0.003052611,0.0011958451],"study_design_scores_gemma":[0.000294935,0.000017720948,0.00038489274,0.00006583282,0.00009028824,0.0000063267607,0.00017596151,0.9277558,0.038510967,0.00003149236,0.032430615,0.00023521556],"about_ca_topic_score_codex":0.012245267,"about_ca_topic_score_gemma":0.00021289056,"teacher_disagreement_score":0.06499935,"about_ca_system_score_codex":0.00005341389,"about_ca_system_score_gemma":0.00002374677,"threshold_uncertainty_score":0.99433225},"labels":[],"label_agreement":null},{"id":"W2321315580","doi":"10.4133/sageep.28-042","title":"Geophysics in the Oilfield: Contaminants, Water Demand, Induced Seismicity, and Hydraulic Fracturing","year":2015,"lang":"en","type":"article","venue":"Symposium on the Application of Geophysics to Engineering and Environmental Problems 2015","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Mira Geoscience (Canada); Geoscience BC","funders":"","keywords":"Hydraulic fracturing; Induced seismicity; Geology; Petroleum engineering; Seismology","score_opus":0.006878712205152069,"score_gpt":0.18652577817085556,"score_spread":0.17964706596570348,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2321315580","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99329895,0.00011475325,0.0046576876,0.0012006362,0.000040913183,0.00034894334,0.000006015581,0.000040684547,0.0002913906],"genre_scores_gemma":[0.9994306,0.00009907401,0.000041302315,0.00018746647,0.00006080018,0.00011041289,0.000016889657,0.000028131126,0.000025353705],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9990852,0.000025949326,0.00022430842,0.00020603901,0.00022512316,0.00023336854],"domain_scores_gemma":[0.9994507,0.00007040753,0.000032208558,0.00034709394,0.0000059264416,0.000093652474],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003226548,0.00020445518,0.00020540254,0.00006775292,0.000055771754,0.000033741326,0.00018532087,0.00007346811,0.0000010249934],"category_scores_gemma":[0.000003949002,0.00012506692,0.000036773796,0.000099614015,0.000034771725,0.00008384077,0.00008302279,0.00024815957,0.00002552513],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000008507619,0.00006149589,0.00015050442,0.0000747892,0.000047063975,0.0000012874298,0.0029954517,0.88828045,0.106821425,0.000110805064,0.000104966326,0.0013432747],"study_design_scores_gemma":[0.0016985069,0.0004945639,0.013327478,0.0002199456,0.00016844689,0.000037414866,0.001612507,0.7471246,0.2088091,0.0027710001,0.02241547,0.0013209312],"about_ca_topic_score_codex":0.00023829516,"about_ca_topic_score_gemma":0.000004158077,"teacher_disagreement_score":0.14115578,"about_ca_system_score_codex":0.000042753993,"about_ca_system_score_gemma":0.0000028449697,"threshold_uncertainty_score":0.5100081},"labels":[],"label_agreement":null},{"id":"W2321440946","doi":"10.1346/ccmn.2013.0610504","title":"Tracking Fluid Movement During Cyclic Steam Stimulation of Clearwater Formation Oil Sands Using Stable Isotope Variations of Clay Minerals","year":2013,"lang":"en","type":"article","venue":"Clays and Clay Minerals","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":11,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Western University","funders":"Natural Sciences and Engineering Research Council of Canada; Canada Research Chairs","keywords":"Oil sands; Biogeosciences; Clay minerals; Geology; Geochemistry; Mineralogy; Earth science; Materials science; Asphalt","score_opus":0.013272891737769183,"score_gpt":0.22654788958405114,"score_spread":0.21327499784628196,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2321440946","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9921497,0.00041452734,0.0049532377,0.00006879093,0.00008133257,0.00015276816,0.000015413993,0.000051422478,0.0021128154],"genre_scores_gemma":[0.99782467,0.00020402794,0.00090505416,0.000025464818,0.000101704405,0.000021034068,0.00003918667,0.00003053086,0.00084832025],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99859464,0.000043106647,0.0006859103,0.00017635884,0.0002208806,0.00027907226],"domain_scores_gemma":[0.99933195,0.00004532574,0.00015497053,0.00024732164,0.00013579255,0.00008464382],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00019102599,0.00019701637,0.00038634732,0.00022837885,0.00011255693,0.00005978021,0.000095902404,0.00012755177,0.00025314995],"category_scores_gemma":[0.000020738235,0.00016921868,0.00011083038,0.00022163274,0.000030523326,0.000591373,0.00003642143,0.00011064174,0.0000051903585],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000004677246,0.000023819433,0.00032915527,0.00022673047,0.000060607625,3.4087603e-7,0.00043108876,0.4349655,0.5631244,0.000007656611,0.00014071396,0.0006852813],"study_design_scores_gemma":[0.0006798368,0.000050757575,0.0043441867,0.0001655759,0.000102966806,0.0000027474516,0.00014476595,0.62778264,0.36615774,0.000099935525,0.00023622271,0.0002326326],"about_ca_topic_score_codex":0.00051704084,"about_ca_topic_score_gemma":0.000024472209,"teacher_disagreement_score":0.19696671,"about_ca_system_score_codex":0.000060676546,"about_ca_system_score_gemma":0.0000100835405,"threshold_uncertainty_score":0.69005376},"labels":[],"label_agreement":null},{"id":"W2322052308","doi":"10.1021/ef101506n","title":"Dimensional Analysis and Scale-up of Immiscible Two-Phase Flow Displacement in Fractured Porous Media under Controlled Gravity Drainage","year":2011,"lang":"en","type":"article","venue":"Energy & Fuels","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":70,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Waterloo","funders":"","keywords":"Porous medium; Volumetric flow rate; Petroleum engineering; Mechanics; Displacement (psychology); Enhanced oil recovery; Gas oil ratio; Flow (mathematics); Petrophysics; Porosity; Materials science; Geotechnical engineering; Geology; Physics","score_opus":0.007627667456961148,"score_gpt":0.2268149475032374,"score_spread":0.21918728004627627,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2322052308","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.97475404,0.0011481266,0.022158144,0.000045389857,0.00016197436,0.00007519225,0.000022086288,0.00005949745,0.0015755302],"genre_scores_gemma":[0.9986845,0.0000686171,0.00074665394,0.000048318918,0.000044641252,0.000024608551,0.000071142014,0.000023610235,0.00028790822],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99851096,0.00009044657,0.00047148624,0.00029440428,0.00031613742,0.00031658928],"domain_scores_gemma":[0.9992097,0.00014385629,0.00008706607,0.0003516616,0.000043003653,0.00016469335],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00033061762,0.00024606654,0.0007717509,0.00051159994,0.00005296156,0.000017620465,0.00014735798,0.00011639328,0.000401906],"category_scores_gemma":[0.000028834793,0.00019579152,0.00024444165,0.0005987642,0.00007944351,0.000095458636,0.000054144173,0.00015695061,0.0000027098133],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0008026799,0.00058461743,0.0022544134,0.00007247007,0.004252729,0.00009676751,0.0037060077,0.9525896,0.030987123,0.00024254218,0.00014227828,0.004268808],"study_design_scores_gemma":[0.045262884,0.00029202944,0.07361868,0.00015230305,0.005319466,0.000012829336,0.00072607095,0.55495423,0.30905417,0.007922162,0.0008437063,0.001841455],"about_ca_topic_score_codex":0.002002836,"about_ca_topic_score_gemma":0.0035955713,"teacher_disagreement_score":0.3976353,"about_ca_system_score_codex":0.000049805392,"about_ca_system_score_gemma":0.000018294335,"threshold_uncertainty_score":0.79841465},"labels":[],"label_agreement":null},{"id":"W2322263344","doi":"10.2118/175933-ms","title":"Understanding Fracture Geometry of the Canadian Horn River Shale Gas via an Unconventional Complex Fracture Propagation Model in Multi-Staged Pad with 9 Horizontal Wells","year":2015,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":7,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Nexen (Canada)","funders":"","keywords":"Fracture (geology); Hydraulic fracturing; Geology; Complex fracture; Petroleum engineering; Operator (biology); Oil shale; Mining engineering; Geotechnical engineering","score_opus":0.07208611927946436,"score_gpt":0.24559649011507964,"score_spread":0.17351037083561527,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2322263344","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.46914533,0.000042894753,0.5278188,0.00070676126,0.00008109753,0.00032426952,0.000033653552,0.00008907335,0.0017581045],"genre_scores_gemma":[0.9974219,0.0000025315385,0.002072776,0.00015740182,0.00003399327,0.0000060878747,0.00008776016,0.000030991352,0.00018654927],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9988104,0.00005350474,0.00023142027,0.0002083166,0.0003988125,0.0002975182],"domain_scores_gemma":[0.99932,0.000019118628,0.00006015043,0.00027794705,0.00007367109,0.00024915475],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00022936265,0.00019749413,0.00022668415,0.00027879927,0.00012782327,0.00004026983,0.00021919086,0.00017966151,0.000108819826],"category_scores_gemma":[0.000014727412,0.000127811,0.00007781908,0.00041078118,0.00009149073,0.0002453412,0.000018706025,0.00042579422,0.000005331846],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000012681449,0.00003823326,0.012085347,0.000026629725,0.00007167136,0.0000065489417,0.0009096303,0.98590523,0.00020974776,0.000024807547,0.0006756501,0.000033799235],"study_design_scores_gemma":[0.0007305559,0.000036550755,0.015740534,0.000036587233,0.0000344954,0.000005422628,0.0006972504,0.9806496,0.0011473412,0.0004918729,0.00021570458,0.00021408338],"about_ca_topic_score_codex":0.074725,"about_ca_topic_score_gemma":0.4373927,"teacher_disagreement_score":0.52827656,"about_ca_system_score_codex":0.0007705833,"about_ca_system_score_gemma":0.00018704879,"threshold_uncertainty_score":0.9314365},"labels":[],"label_agreement":null},{"id":"W2322902307","doi":"10.2118/176381-ms","title":"A Mathematical Model for Calculating the Volume of Proppant in Shale Vertical Wells","year":2015,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Regina","funders":"State Key Laboratory of Oil and Gas Reservoir Geology and Exploitation; Southwest University; Southwest Petroleum University","keywords":"Oil shale; Geology; Permeability (electromagnetism); Hydraulic fracturing; Petroleum engineering; Fracture (geology); Porosity; Shale gas; Geotechnical engineering; Mineralogy","score_opus":0.03368612683260058,"score_gpt":0.25173514047610224,"score_spread":0.21804901364350165,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2322902307","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.3698545,0.00004948062,0.62302727,0.00037437803,0.000017097143,0.00017483791,0.0000015485851,0.000055957185,0.0064449175],"genre_scores_gemma":[0.9942231,0.0000010249689,0.0048631486,0.00001679238,0.000019066976,0.000022946786,9.722177e-7,0.000012227306,0.0008407097],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99940675,0.000009844068,0.00021971128,0.00007231886,0.00012946692,0.00016192906],"domain_scores_gemma":[0.9996948,0.000058206035,0.000007223922,0.00015531118,0.000026525016,0.000057922025],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00026757456,0.00006605368,0.00015808527,0.00003427633,0.000012767068,0.000009292281,0.00010274836,0.000047091573,0.000021126176],"category_scores_gemma":[0.0001205717,0.000037710408,0.0000664535,0.00008270956,0.000025825293,0.00003252897,0.000022015265,0.00007922765,0.000014105808],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000039727292,0.000022998436,0.0001654243,0.00007210677,0.000020372825,6.8587093e-7,0.0007127193,0.9977358,0.0001524819,0.00028457493,0.00066160056,0.00016725702],"study_design_scores_gemma":[0.00018091917,0.000009542626,0.000056949702,0.000019961744,0.000017311153,0.0000012745601,0.00013999047,0.99690866,0.0010447796,0.0014887358,0.00007587505,0.000055998546],"about_ca_topic_score_codex":0.00003675671,"about_ca_topic_score_gemma":0.00002121313,"teacher_disagreement_score":0.6243686,"about_ca_system_score_codex":0.00002693243,"about_ca_system_score_gemma":0.000016945614,"threshold_uncertainty_score":0.15377858},"labels":[],"label_agreement":null},{"id":"W2322922319","doi":"10.2118/1012-0149-jpt","title":"Sanding Prediction Validated by a Perforated Test in a Sandstone","year":2012,"lang":"en","type":"article","venue":"Journal of Petroleum Technology","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Reliability (semiconductor); Geotechnical engineering; Petroleum engineering; Engineering; Displacement (psychology); Shear (geology); Structural engineering; Geology","score_opus":0.004537261470800861,"score_gpt":0.20682390079348437,"score_spread":0.2022866393226835,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2322922319","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9894862,0.0024778217,0.0067578023,0.00038103623,0.00024836784,0.000022815268,0.0000062874315,0.00015698875,0.0004626776],"genre_scores_gemma":[0.99924254,0.00028001211,0.0002529699,0.0000080100945,0.00011657101,0.0000030561123,0.0000039612246,0.000019726014,0.00007312287],"study_design_codex":"observational","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9990177,0.000018425035,0.0004282623,0.00006552626,0.0001495145,0.00032053475],"domain_scores_gemma":[0.99959505,0.000040552542,0.000115377996,0.00012662537,0.000042246127,0.00008014186],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003604777,0.00011915023,0.0002927067,0.00095967966,0.00003372561,0.000012884195,0.00016548109,0.00023456602,0.00005573464],"category_scores_gemma":[0.00013448973,0.000099642675,0.0000679588,0.0006395433,0.00003756308,0.00020300833,0.000019426427,0.00061191025,0.000011460132],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000042286894,0.00042162195,0.4454502,0.000080118676,0.0003746429,0.000072432966,0.00033489606,0.21812727,0.31820008,0.000009516314,0.013004352,0.0038826114],"study_design_scores_gemma":[0.007762643,0.0013837529,0.04534459,0.0007133341,0.0005761939,0.002494255,0.0021790492,0.38754335,0.44922927,0.00028594545,0.101322144,0.0011654724],"about_ca_topic_score_codex":0.0000073255565,"about_ca_topic_score_gemma":0.000004764883,"teacher_disagreement_score":0.4001056,"about_ca_system_score_codex":0.00016945902,"about_ca_system_score_gemma":0.000013795731,"threshold_uncertainty_score":0.40633103},"labels":[],"label_agreement":null},{"id":"W2323790939","doi":"10.2118/122514-ms","title":"Maximizing the Effective Fracture Half-Length to Influence Well Spacing","year":2009,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"ConocoPhillips (Canada)","funders":"ConocoPhillips","keywords":"Fracture (geology); Reservoir modeling; Hydraulic fracturing; Well stimulation; Computer science; Production (economics); Acceleration; Geology; Petroleum engineering; Transient (computer programming); Tight gas; Completion (oil and gas wells); Geotechnical engineering; Reservoir engineering","score_opus":0.0026052842999823044,"score_gpt":0.20117664487794637,"score_spread":0.19857136057796407,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2323790939","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7472571,0.000573102,0.14551258,0.009451131,0.00021321,0.0005853136,0.00000118024,0.0011764396,0.09522996],"genre_scores_gemma":[0.99656564,0.000023994055,0.0008917867,0.0019565425,0.00012545314,0.000011060024,0.0000010706394,0.000017132272,0.00040731602],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99914694,0.00002934932,0.00014535307,0.00018335828,0.00018349878,0.0003114844],"domain_scores_gemma":[0.99935764,0.00011994294,0.000016041231,0.00036014922,0.00003032534,0.00011587978],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00016987929,0.00017866664,0.00018026917,0.00009455346,0.0001385134,0.00008044609,0.00023980807,0.00008040884,0.00009040187],"category_scores_gemma":[0.00006114669,0.000107976855,0.0000983264,0.00031855193,0.000013450154,0.000120297336,0.000022754473,0.00033233853,0.00028723257],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000034510924,0.0000065841014,0.000085694075,0.000009845433,0.0000468135,0.0000074936056,0.00055509806,0.9892675,0.001192333,0.000015810161,0.001923837,0.0068855355],"study_design_scores_gemma":[0.00087964226,0.00028321604,0.109777026,0.00034335232,0.00026968357,0.00004945838,0.001144067,0.34746495,0.19433399,0.001264281,0.34244108,0.0017492578],"about_ca_topic_score_codex":0.00018084861,"about_ca_topic_score_gemma":0.000052282572,"teacher_disagreement_score":0.64180255,"about_ca_system_score_codex":0.000059630533,"about_ca_system_score_gemma":0.000005014932,"threshold_uncertainty_score":0.44031683},"labels":[],"label_agreement":null},{"id":"W2324108161","doi":"10.1190/segam2014-1365.1","title":"Completions and reservoir engineering applications of microseismic data","year":2014,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Microsemi (Canada)","funders":"","keywords":"Microseism; Computer science; Petroleum engineering; Geology; Seismology","score_opus":0.011698867057579651,"score_gpt":0.22042729970470673,"score_spread":0.2087284326471271,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2324108161","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.061976135,0.0004280485,0.93112034,0.0002533481,0.000034159108,0.000096306,0.000040029277,0.00026917164,0.005782485],"genre_scores_gemma":[0.99262285,0.00007442346,0.0069969436,0.00001410592,0.000044938184,0.000008981693,0.000062035375,0.000013489256,0.00016224667],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9995613,0.0000066363864,0.00014316542,0.00012104123,0.0000631092,0.00010473204],"domain_scores_gemma":[0.9992755,0.00006991585,0.000011975286,0.00057443726,0.000016628379,0.00005153797],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00012180057,0.00006917367,0.0001233221,0.00008469236,0.00003376082,0.000013964118,0.000245709,0.00003363743,0.000029593708],"category_scores_gemma":[0.00002066856,0.00006275696,0.000019193632,0.00014276375,0.000024433928,0.00006047932,0.00009241975,0.00007581524,0.000012021029],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[8.58739e-7,0.000022045833,0.00044018702,0.00027980137,0.00011665225,2.2754989e-7,0.00007246308,0.97766674,0.01160631,0.0007415789,0.0047963844,0.004256772],"study_design_scores_gemma":[0.00007607001,0.0000035185228,0.0010322075,0.0000105193085,0.000020749598,0.0000021698213,0.000013613915,0.8429763,0.0015917273,0.00005919377,0.15413281,0.00008114467],"about_ca_topic_score_codex":0.00008412703,"about_ca_topic_score_gemma":0.000026569884,"teacher_disagreement_score":0.9306467,"about_ca_system_score_codex":0.000006032169,"about_ca_system_score_gemma":0.0000026665284,"threshold_uncertainty_score":0.25591546},"labels":[],"label_agreement":null},{"id":"W2324304492","doi":"10.2118/177265-ms","title":"New Seismic Base Reservoir Characterization (SBRC) Geomechanical Model Based on Mogi Empirical Rock Failure Relationship","year":2015,"lang":"en","type":"article","venue":"SPE Latin American and Caribbean Petroleum Engineering Conference","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"China National Offshore Oil Corporation; University of Calgary","keywords":"Geology; Permeability (electromagnetism); Principal stress; Hydraulic fracturing; Geomechanics; Geotechnical engineering; Stress (linguistics); Principal component analysis; Rock mechanics; Petrology; Mathematics; Statistics; Shear (geology)","score_opus":0.021783009197018015,"score_gpt":0.2302024920528263,"score_spread":0.2084194828558083,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2324304492","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.18074167,0.000023106553,0.8162094,0.0015861555,0.00010780273,0.00008896364,0.000046886067,0.00043840354,0.00075764104],"genre_scores_gemma":[0.9915577,0.000016170141,0.0072062137,0.00018542024,0.0001711115,0.000018028297,0.00018273707,0.00007730627,0.00058532116],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.998189,0.000050726387,0.0003764439,0.00045207972,0.00044636457,0.00048541639],"domain_scores_gemma":[0.9985908,0.00012248114,0.000079184,0.00050137925,0.0000759571,0.00063019595],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00019642635,0.00040420092,0.00047257336,0.00031875906,0.00007672386,0.00013464547,0.0002588754,0.00015449953,0.000046921235],"category_scores_gemma":[0.00018389043,0.00039537507,0.00011197309,0.0004803469,0.000036374884,0.0001543797,0.000056441968,0.0006542107,0.000038344944],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000021005422,0.000018367313,0.0013205362,0.000036771347,0.00003184464,0.000009371162,0.00017760835,0.99568534,0.0009465317,0.00011032854,0.00078284787,0.0008594703],"study_design_scores_gemma":[0.0005014417,0.0001216539,0.0030958152,0.00006845001,0.000047326856,0.000003536551,0.00010786713,0.99295765,0.0004137874,0.000070567876,0.0021639029,0.0004480151],"about_ca_topic_score_codex":0.0001270234,"about_ca_topic_score_gemma":0.00003493984,"teacher_disagreement_score":0.810816,"about_ca_system_score_codex":0.00016288739,"about_ca_system_score_gemma":0.00015963479,"threshold_uncertainty_score":0.9998498},"labels":[],"label_agreement":null},{"id":"W2324875906","doi":"10.2118/175888-ms","title":"Normalization of Analog Horizontal Wells for Type Curve Generation in Tight Gas Plays","year":2015,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"ConocoPhillips (Canada)","funders":"","keywords":"Wellbore; Normalization (sociology); Petroleum engineering; Linearity; Geology; Completion (oil and gas wells); Engineering; Electrical engineering","score_opus":0.033375879917178934,"score_gpt":0.25556147131576107,"score_spread":0.22218559139858213,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2324875906","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8363598,0.00025214851,0.15246135,0.000071484625,0.00026779814,0.00014605474,0.000006410291,0.00007009851,0.010364829],"genre_scores_gemma":[0.9985236,0.000032666074,0.00096326496,0.000008276441,0.00010298909,0.000004526307,0.00012002983,0.000009684901,0.00023499425],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9995941,0.0000107380965,0.00015499805,0.000067754336,0.00008087479,0.00009153477],"domain_scores_gemma":[0.99979216,0.000011101477,0.000016914193,0.00008383103,0.00005744762,0.000038557093],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001315703,0.000057867488,0.00010556125,0.00010422893,0.000009841885,0.000008240232,0.000046417168,0.000054480377,0.000036872414],"category_scores_gemma":[0.000027010214,0.00004912122,0.000029732277,0.00017839989,0.0000059525264,0.00008248468,0.0000058547544,0.000033975226,0.0000106709695],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000070592373,0.00001498213,0.0014843772,0.000023515448,0.000023442819,6.785871e-7,0.00020786183,0.9884589,0.0024790403,0.00008312588,0.0069164257,0.00030063774],"study_design_scores_gemma":[0.00026747934,0.000056269368,0.0003312256,0.0000052401588,0.000012941119,6.124317e-7,0.000041217187,0.94765526,0.04771,0.000039012124,0.0038030634,0.00007770575],"about_ca_topic_score_codex":0.0002360366,"about_ca_topic_score_gemma":0.00084862334,"teacher_disagreement_score":0.16216375,"about_ca_system_score_codex":0.000038500708,"about_ca_system_score_gemma":0.000013315157,"threshold_uncertainty_score":0.20031051},"labels":[],"label_agreement":null},{"id":"W2325196033","doi":"10.3997/2214-4609.201413029","title":"Microseismic to Reservoir Simulation: How?","year":2015,"lang":"en","type":"article","venue":"Proceedings","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Microsemi (Canada)","funders":"","keywords":"Microseism; Permeability (electromagnetism); Geology; Reservoir simulation; Petroleum engineering; Volume (thermodynamics); Seismology; Chemistry; Physics","score_opus":0.024440328546441206,"score_gpt":0.2480360928536188,"score_spread":0.2235957643071776,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2325196033","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.96064997,0.00027401547,0.0067690755,0.0033008205,0.00023872848,0.0001487058,0.0000025387108,0.0007651107,0.027851054],"genre_scores_gemma":[0.9960818,0.0000059070217,0.0011270958,0.00016358055,0.00027194893,0.000014527314,0.0000024344392,0.000031552616,0.0023011274],"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","domain_scores_codex":[0.99925977,0.0000019813413,0.00011369714,0.00016466429,0.00021054546,0.00024934227],"domain_scores_gemma":[0.99946105,0.000013232751,0.000014821368,0.00009814149,0.00014860118,0.00026415996],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00016222957,0.00012509328,0.00014332698,0.00013637684,0.000044787,0.00012381832,0.00019119088,0.00006836881,0.000015261465],"category_scores_gemma":[0.00012434316,0.00011412573,0.0000491018,0.00038236278,0.000012498434,0.00019689898,0.00004663364,0.00012659389,0.0002272574],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000073577257,0.0000073111046,0.00058029214,0.00005157107,0.000031053325,0.0000021760482,0.0013242203,0.9419307,0.0014928782,0.000010079131,0.053826675,0.0007356934],"study_design_scores_gemma":[0.00024665706,0.000035169658,0.00034958243,0.000033017433,0.000021349213,0.000004374302,0.00037735392,0.4746438,0.009584004,0.0002153701,0.5142178,0.0002715494],"about_ca_topic_score_codex":0.000014125413,"about_ca_topic_score_gemma":0.0000022658085,"teacher_disagreement_score":0.4672869,"about_ca_system_score_codex":0.000084742496,"about_ca_system_score_gemma":0.0000104303645,"threshold_uncertainty_score":0.46539122},"labels":[],"label_agreement":null},{"id":"W2325730959","doi":"10.3968/7959","title":"Water Plugging and Acidizing Combination Technology on Fractured Water Breakthrough Oil Well in Low Permeability Reservoirs","year":2016,"lang":"en","type":"article","venue":"Advances in petroleum exploration and development","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Petroleum engineering; Permeability (electromagnetism); Oil field; Spark plug; Materials science; Geology; Engineering; Chemistry","score_opus":0.006948430999686471,"score_gpt":0.22029563433382415,"score_spread":0.21334720333413768,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2325730959","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.97941905,0.0007605525,0.014499504,0.0039636185,0.00016740042,0.00007531109,9.012518e-7,0.00016469603,0.0009489466],"genre_scores_gemma":[0.99704504,0.0020905621,0.0005645458,0.0000517666,0.000015028986,0.000078653065,0.000017363504,0.000016266285,0.000120797624],"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.998846,0.000037578022,0.0003430788,0.00030375095,0.00016200615,0.00030761558],"domain_scores_gemma":[0.99971044,0.000043283606,0.000022464093,0.00015379234,0.000024894745,0.000045123143],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00028645666,0.00017804789,0.00021568718,0.00040056842,0.00008857635,0.00003180018,0.00007695942,0.00011240473,0.00003304695],"category_scores_gemma":[0.000025284897,0.000102885664,0.000014759397,0.000103534396,0.000060140494,0.0007242875,0.000053705236,0.00015984764,0.000027517099],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00019412581,0.00021672805,0.017418085,0.00051727274,0.000057049474,0.000041268115,0.013303516,0.68740344,0.01357236,0.0000899893,0.000030032974,0.26715612],"study_design_scores_gemma":[0.004366799,0.000116379706,0.0046511637,0.00096601556,0.000010739738,0.000008852099,0.0021306635,0.043284215,0.83625245,0.0054511135,0.10173674,0.0010248626],"about_ca_topic_score_codex":0.00000473985,"about_ca_topic_score_gemma":0.00023239748,"teacher_disagreement_score":0.8226801,"about_ca_system_score_codex":0.00018034437,"about_ca_system_score_gemma":0.000008695628,"threshold_uncertainty_score":0.41955557},"labels":[],"label_agreement":null},{"id":"W2326077868","doi":"10.2118/176828-ms","title":"Delaware Basin Bone Springs. A Study of the Evolving Completion Practices to Create an Economically Successful Play","year":2015,"lang":"en","type":"article","venue":"SPE Asia Pacific Unconventional Resources Conference and Exhibition","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"St. Peter's Hospital","funders":"","keywords":"Exploit; Workflow; Completion (oil and gas wells); Production (economics); Plan (archaeology); Cash flow; Computer science; Geology; Key (lock); Petroleum engineering; Mining engineering; Engineering; Business; Economics; Finance; Paleontology","score_opus":0.02925781289001658,"score_gpt":0.2517217798444803,"score_spread":0.22246396695446372,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2326077868","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99123883,0.000060579194,0.0010570536,0.00035204252,0.00014138351,0.00025075767,0.000013438143,0.0000644853,0.0068214005],"genre_scores_gemma":[0.9993299,0.000015286922,0.00017889177,0.000016476652,0.00010003289,0.00002148277,0.000029798912,0.000016340739,0.00029178706],"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","domain_scores_codex":[0.9986713,0.00013287572,0.00036788432,0.00029018504,0.0003468762,0.00019089489],"domain_scores_gemma":[0.9991074,0.000043851705,0.00020213853,0.0002727212,0.0001853991,0.0001884641],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00044908773,0.00016999958,0.00026198896,0.00014623195,0.0001409565,0.00016025045,0.0001723993,0.00007745271,0.00013349329],"category_scores_gemma":[0.00009636125,0.00013559131,0.00007377347,0.0001900006,0.00006611118,0.0003611105,0.00006653175,0.0001873536,0.00002017575],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0011394483,0.003105291,0.33026317,0.0008229671,0.0016229199,0.000108113774,0.060512602,0.5568464,0.02327553,0.0019051111,0.0081403,0.012258135],"study_design_scores_gemma":[0.0050293286,0.0020326334,0.48586518,0.0010677066,0.00067986187,0.00013150483,0.10691027,0.35053837,0.0055199773,0.003181963,0.037364893,0.0016782988],"about_ca_topic_score_codex":0.00072111114,"about_ca_topic_score_gemma":0.0010392636,"teacher_disagreement_score":0.20630804,"about_ca_system_score_codex":0.0000700982,"about_ca_system_score_gemma":0.00003984492,"threshold_uncertainty_score":0.55292535},"labels":[],"label_agreement":null},{"id":"W2327499584","doi":"10.1306/8626c3e3-173b-11d7-8645000102c1865d","title":"ABSTRACT: Analysis of a Fractured Reservoir, Weyburn Field, Saskatchewan","year":2000,"lang":"en","type":"article","venue":"AAPG Bulletin","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Geology; Mining engineering; Geochemistry; Field (mathematics); Petroleum engineering","score_opus":0.004565523984535752,"score_gpt":0.20484429666609558,"score_spread":0.20027877268155983,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2327499584","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9474886,0.00114594,0.00079658505,0.0019136466,0.00008922141,0.00009549718,0.000024258507,0.00028535054,0.04816089],"genre_scores_gemma":[0.99478203,0.00021988232,0.0004116924,0.00021445451,0.00008685006,0.000009611627,0.00004022643,0.000030110969,0.0042051612],"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","domain_scores_codex":[0.99864644,0.00002715094,0.00044246443,0.00024595603,0.00030427004,0.0003337303],"domain_scores_gemma":[0.9989936,0.0001789471,0.000053078715,0.00060326164,0.000041643103,0.00012950439],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00021170889,0.00021081296,0.00050389016,0.00032272338,0.000059941765,0.000030734784,0.00032717802,0.00019817291,0.03693555],"category_scores_gemma":[0.00004150373,0.00018868622,0.00042377802,0.0007739095,0.000036042944,0.00003533265,0.000020804846,0.00031989662,0.00038612267],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000037996226,0.000071580755,0.0007402924,0.00007915548,0.0023786537,0.00003515871,0.0012131629,0.93493634,0.0007687681,0.000001335192,0.044514533,0.015223036],"study_design_scores_gemma":[0.00060646085,0.00006112959,0.03559502,0.000081974154,0.0017878098,0.0000028397662,0.0004290226,0.031448387,0.017620288,0.0000667277,0.91161585,0.00068449596],"about_ca_topic_score_codex":0.0018407392,"about_ca_topic_score_gemma":0.0005949351,"teacher_disagreement_score":0.9034879,"about_ca_system_score_codex":0.000028691995,"about_ca_system_score_gemma":0.0000147653745,"threshold_uncertainty_score":0.9639448},"labels":[],"label_agreement":null},{"id":"W2327774959","doi":"10.1190/1.3255407","title":"Three‐dimensional dynamic distinct element modeling applied to laboratory simulation of hydraulic fracturing in naturally fractured reservoirs","year":2009,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Hydraulic fracturing; Geology; Petroleum engineering; Reservoir simulation; Finite element method; Computer science; Geotechnical engineering; Engineering; Structural engineering","score_opus":0.006605089961732148,"score_gpt":0.23516028909889003,"score_spread":0.22855519913715788,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2327774959","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8193882,0.00025771145,0.17838754,0.00032157855,0.00007224082,0.0002680389,0.000006519716,0.00021399515,0.0010841562],"genre_scores_gemma":[0.99648297,0.0000056219374,0.0031340283,0.00022399302,0.000050021416,0.000011736699,0.00004112812,0.000033762044,0.000016750362],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9981244,0.000019546353,0.00061980647,0.000344648,0.0004827435,0.00040886007],"domain_scores_gemma":[0.99920666,0.000091890965,0.000059487887,0.00041134545,0.00008359442,0.0001469933],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00029501982,0.00028623495,0.00040979387,0.0004328202,0.000064065265,0.000029197216,0.0002555809,0.00016753559,0.000088300265],"category_scores_gemma":[0.000055125733,0.00025116125,0.000099785844,0.00058750686,0.0000122464835,0.00014604181,0.000046012097,0.0003916199,0.000018730914],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000044126908,0.000043134893,0.00010795257,0.000034684723,0.000042321044,0.0000060603793,0.00019005,0.99367225,0.004037943,0.000009407933,0.000043912267,0.0017681541],"study_design_scores_gemma":[0.00037418448,0.000029059507,0.009021241,0.00006352087,0.000020422032,2.6368104e-7,0.000027166261,0.9866512,0.0028711327,0.0004906821,0.00015968297,0.00029148842],"about_ca_topic_score_codex":0.0001268586,"about_ca_topic_score_gemma":0.000734012,"teacher_disagreement_score":0.17709474,"about_ca_system_score_codex":0.00019718865,"about_ca_system_score_gemma":0.000028298111,"threshold_uncertainty_score":0.99999404},"labels":[],"label_agreement":null},{"id":"W2327799849","doi":"10.2118/175895-ms","title":"Increasing Completions Efficiency and Cost Savings Using Microseismic Monitoring","year":2015,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Microsemi (Canada)","funders":"","keywords":"Microseism; Geophone; Geology; Fracture (geology); Seismology; Borehole; Volume (thermodynamics); Stage (stratigraphy); Event (particle physics); Geotechnical engineering","score_opus":0.033720700892156084,"score_gpt":0.2591358924479387,"score_spread":0.22541519155578263,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2327799849","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9431837,0.00056359783,0.052642524,0.000034897897,0.00016530948,0.000056893576,0.00000165318,0.00024195983,0.003109425],"genre_scores_gemma":[0.9948197,0.000028959175,0.0049253856,0.000016147893,0.000105743005,0.0000020828163,0.000002200621,0.000020323618,0.000079436766],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9993588,0.00002194576,0.0001476307,0.00012805682,0.0001207237,0.00022284701],"domain_scores_gemma":[0.9995526,0.00004422264,0.0000150624755,0.00013698782,0.000036421497,0.00021468323],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00020698774,0.00011394331,0.00014431096,0.00011435166,0.00013145142,0.0000820465,0.00008177025,0.000049112412,0.00001277484],"category_scores_gemma":[0.00005702942,0.00010406485,0.000033947126,0.00018261906,0.000040525785,0.00010385298,0.000042436295,0.00012249754,0.000014751626],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000030293168,0.00001603796,0.011105435,0.00003142336,0.000041779917,0.0000072802836,0.0005932188,0.9596314,0.027190113,0.0000068882805,0.00020015129,0.0011732683],"study_design_scores_gemma":[0.0003647993,0.000010185259,0.0034859441,0.000073202136,0.00005330587,0.000100369434,0.00067410484,0.98318225,0.00735162,0.00003486639,0.0043803724,0.0002890013],"about_ca_topic_score_codex":0.0011479452,"about_ca_topic_score_gemma":0.0000102947315,"teacher_disagreement_score":0.05163598,"about_ca_system_score_codex":0.00009445014,"about_ca_system_score_gemma":0.000017004646,"threshold_uncertainty_score":0.42436415},"labels":[],"label_agreement":null},{"id":"W2328079295","doi":"10.1016/j.juogr.2016.03.004","title":"Laboratory and field analysis of flowback water from gas shales","year":2016,"lang":"en","type":"article","venue":"Journal of Unconventional Oil and Gas Resources","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":111,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Nexen (Canada); University of Alberta","funders":"","keywords":"Imbibition; Oil shale; Potassium; Chemistry; Leaching (pedology); Sodium; Dissolution; Ion exchange; Barium; Salinity; Salt (chemistry); Brackish water; Mineralogy; Geology; Environmental chemistry; Ion; Inorganic chemistry; Soil science; Soil water","score_opus":0.004583105857629679,"score_gpt":0.19493022232178897,"score_spread":0.1903471164641593,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2328079295","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9950756,0.0028724351,0.00027756285,0.0013735585,0.00006541147,0.0000041024628,0.000026571548,0.000007596889,0.000297192],"genre_scores_gemma":[0.9969666,0.002301373,0.00015567994,0.000034872886,0.0001452645,4.5783028e-7,0.0000032046855,0.0000069338494,0.00038563326],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9991927,0.000035143392,0.00035674882,0.000084999345,0.00022400099,0.00010640972],"domain_scores_gemma":[0.99944925,0.00018825098,0.00009032575,0.000079796315,0.000096641794,0.000095713425],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00020887458,0.00009830532,0.00032935877,0.00028684054,0.00003439587,0.000023169072,0.00008457605,0.00006398496,0.00034479238],"category_scores_gemma":[0.00003345085,0.000049798564,0.0001952141,0.00013151536,0.00005864931,0.000110288245,0.000023724924,0.00008806089,0.000002352081],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0007894889,0.0003933054,0.28204393,0.0008501464,0.042011064,0.00032934317,0.0062957057,0.09298946,0.20722018,0.00008378189,0.0072315666,0.35976204],"study_design_scores_gemma":[0.008606574,0.0010511354,0.21234985,0.0027448395,0.015120809,0.00013073631,0.0019851879,0.032938473,0.30782443,0.009852752,0.4054587,0.00193651],"about_ca_topic_score_codex":0.000041594347,"about_ca_topic_score_gemma":0.000057172616,"teacher_disagreement_score":0.39822713,"about_ca_system_score_codex":0.000011257199,"about_ca_system_score_gemma":0.0000066681278,"threshold_uncertainty_score":0.37752348},"labels":[],"label_agreement":null},{"id":"W2328253410","doi":"10.2118/175923-ms","title":"Modeling Two-Phase Flowback Data Using an Open Tank Model","year":2015,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":16,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Nexen (Canada); University of Alberta","funders":"","keywords":"Petroleum engineering; Shale gas; Fracture (geology); Matrix (chemical analysis); Flow (mathematics); Geology; Oil shale; Production (economics); Phase (matter); Environmental science; Geotechnical engineering; Mechanics; Materials science; Chemistry; Physics","score_opus":0.2037826187014762,"score_gpt":0.381880138473559,"score_spread":0.1780975197720828,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2328253410","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.24011634,0.00010185893,0.7503553,0.000037253616,0.000078823454,0.00008334386,0.000020966936,0.00023032448,0.008975757],"genre_scores_gemma":[0.9409762,0.000011232835,0.05831298,0.00006126968,0.00013143767,0.0000024757994,0.00014423502,0.00004654146,0.00031362954],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9989186,0.00002430841,0.00024150989,0.00032030052,0.00021359195,0.0002817121],"domain_scores_gemma":[0.99833065,0.000006667969,0.000012591347,0.0012852536,0.000054044933,0.00031078313],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00045757994,0.00016357518,0.00023299972,0.00008079128,0.00007269432,0.00022630408,0.0013426883,0.000064032174,0.000060943767],"category_scores_gemma":[0.000027370508,0.00013941182,0.000026901787,0.00016339264,0.000011562392,0.0011643748,0.00054413517,0.00015426062,0.00004082004],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000006547397,0.00005361308,0.00000202218,0.000007785029,0.000050864757,0.000006480448,0.0001454554,0.99752635,0.0005388282,0.000010386159,0.00079316786,0.00085851876],"study_design_scores_gemma":[0.00085385324,0.000013025302,4.516019e-8,0.000011884626,0.000054239,0.0000049611795,0.00014032703,0.99779177,0.0003239711,0.00028762122,0.0002917204,0.00022660718],"about_ca_topic_score_codex":0.0016823008,"about_ca_topic_score_gemma":0.00045732522,"teacher_disagreement_score":0.70085984,"about_ca_system_score_codex":0.00006597869,"about_ca_system_score_gemma":0.0000674815,"threshold_uncertainty_score":0.5685049},"labels":[],"label_agreement":null},{"id":"W2328439672","doi":"10.2118/174240-ms","title":"Chemical Sand Consolidation as a Failed Gravel Pack Sand-Control Remediation on Handil Field, Indonesia","year":2015,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Nalco (Canada)","funders":"","keywords":"Consolidation (business); Environmental remediation; Petroleum engineering; Environmental science; Completion (oil and gas wells); Geotechnical engineering; Geology; Environmental engineering; Mining engineering; Contamination","score_opus":0.010051188915947144,"score_gpt":0.22498291118771854,"score_spread":0.2149317222717714,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2328439672","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.91122967,0.00009024043,0.049560003,0.0019970487,0.00030185218,0.00021546932,0.0000037909094,0.00039474064,0.03620717],"genre_scores_gemma":[0.99892896,0.000016305476,0.00012837187,0.00034921782,0.0002229041,0.00001844613,0.0000383401,0.00001660461,0.0002808456],"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9991726,0.00002722682,0.00020400909,0.00015728301,0.0002489935,0.00018985737],"domain_scores_gemma":[0.9994083,0.000108688,0.000029954947,0.00019791367,0.00005240322,0.00020273458],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00015829242,0.00013751879,0.00019846146,0.00010375082,0.000031188913,0.000050193208,0.00008763382,0.00015509657,0.00014961486],"category_scores_gemma":[0.00023573973,0.00010981623,0.00006947021,0.00013086939,0.000014511345,0.00008416447,0.000009233053,0.00016652631,0.00025013124],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0010649302,0.00038630853,0.020310242,0.00025766224,0.0014454789,0.00009746009,0.003953283,0.5832848,0.09403136,0.00047124695,0.26672703,0.027970206],"study_design_scores_gemma":[0.007202553,0.00020875572,0.0028213921,0.000074694944,0.00020474405,0.000013680239,0.00023297833,0.3474696,0.633732,0.0012018988,0.006065436,0.0007722623],"about_ca_topic_score_codex":0.000083961495,"about_ca_topic_score_gemma":0.000010460139,"teacher_disagreement_score":0.5397007,"about_ca_system_score_codex":0.00006264792,"about_ca_system_score_gemma":0.000030180045,"threshold_uncertainty_score":0.4478176},"labels":[],"label_agreement":null},{"id":"W2328935401","doi":"10.2118/178470-ms","title":"Oil Sand Characterization for Standalone Screen Design and Large-Scale Laboratory Testing for Thermal Operations","year":2015,"lang":"en","type":"article","venue":"SPE Thermal Well Integrity and Design Symposium","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":32,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"RGL Reservoir Management","keywords":"Sieve analysis; Oil sands; Sieve (category theory); Sphericity; Geotechnical engineering; Particle-size distribution; Petroleum engineering; Porosity; Characterization (materials science); Shear (geology); Direct shear test; Geology; Particle size; Materials science; Asphalt; Composite material; Mathematics","score_opus":0.029016156513189655,"score_gpt":0.23995798358156065,"score_spread":0.210941827068371,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2328935401","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.09972713,0.00037452954,0.8980458,0.00040742295,0.00011881149,0.00033797236,0.00017075741,0.00017120165,0.0006464033],"genre_scores_gemma":[0.9323412,0.00014969677,0.06532786,0.00018107115,0.0005108254,0.00018922026,0.0001560644,0.00008901133,0.0010550119],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99892116,0.00011992575,0.00025482196,0.00025396372,0.00012860319,0.0003215187],"domain_scores_gemma":[0.99912685,0.00025159126,0.000036881025,0.00016433129,0.00023104901,0.00018928378],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0010108462,0.00022303553,0.00027972186,0.00008304637,0.00024898213,0.00016529701,0.000107322456,0.0001767023,0.000013328701],"category_scores_gemma":[0.000082983424,0.00018841466,0.000046109268,0.00013819696,0.000060328006,0.00029715933,0.000025808762,0.00021811173,0.0000048914912],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000354832,0.00007713643,0.00020007971,0.00018723801,0.00014975385,0.0000027119327,0.001904735,0.40507138,0.5881974,0.000050229104,0.00057904975,0.003225453],"study_design_scores_gemma":[0.0012721232,0.00027972565,0.00019771553,0.00006375777,0.00011950894,0.0000038838966,0.00018273621,0.9155188,0.078339875,0.00004836718,0.0036448962,0.00032860506],"about_ca_topic_score_codex":0.0000417916,"about_ca_topic_score_gemma":0.000014679014,"teacher_disagreement_score":0.8327179,"about_ca_system_score_codex":0.00004203873,"about_ca_system_score_gemma":0.000073089555,"threshold_uncertainty_score":0.76833266},"labels":[],"label_agreement":null},{"id":"W2329095271","doi":"10.2118/165501-ms","title":"Coupled Fluid Flow-Thermoplastic Deformation of Oil Sand and Shale in SAGD Process","year":2013,"lang":"en","type":"article","venue":"SPE Heavy Oil Conference-Canada","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Geomechanics; Dilatant; Petroleum engineering; Geology; Geotechnical engineering; Permeability (electromagnetism); Poromechanics; Effective stress; Oil shale; Steam injection; Pore water pressure; Fluid dynamics; Porosity; Porous medium; Mechanics","score_opus":0.0069455361626904995,"score_gpt":0.1849627695698127,"score_spread":0.1780172334071222,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2329095271","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99200976,0.00025494272,0.00018934484,0.00023406703,0.00011923623,0.00003657545,0.00001107698,0.00002808891,0.007116919],"genre_scores_gemma":[0.99929297,0.000204048,0.00006315405,0.000037769943,0.000026327443,0.000020735188,0.000019786032,0.000014711776,0.00032050523],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9989786,0.0000130244935,0.00032604244,0.00014163293,0.00027786248,0.00026284883],"domain_scores_gemma":[0.99953634,0.00004753064,0.000042568674,0.0001567108,0.00009817295,0.00011868875],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00006707799,0.0001604092,0.00028729445,0.000079089485,0.000040509174,0.00003516814,0.00012380439,0.00006654904,0.00045457343],"category_scores_gemma":[0.00003490274,0.00014038903,0.000020695074,0.00017865936,0.000031964973,0.0001403692,0.000016845688,0.00015396802,0.000006855656],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000057939407,0.00006787924,0.013002556,0.0043800646,0.00028263568,0.00003742652,0.0026450818,0.8649092,0.002826234,0.000023684885,0.0031044607,0.108662896],"study_design_scores_gemma":[0.00046936996,0.000014347318,0.010136565,0.00019249009,0.000021171427,0.000005352594,0.00048618365,0.98531485,0.002700379,0.000051674248,0.0003678544,0.00023976997],"about_ca_topic_score_codex":0.88602185,"about_ca_topic_score_gemma":0.9739589,"teacher_disagreement_score":0.1204057,"about_ca_system_score_codex":0.0001381976,"about_ca_system_score_gemma":0.0005913902,"threshold_uncertainty_score":0.5724899},"labels":[],"label_agreement":null},{"id":"W2329137969","doi":"10.1190/1.3513253","title":"Techniques to estimate fracture effectiveness when mapping low‐magnitude microseismicity","year":2010,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Microsemi (Canada)","funders":"","keywords":"Microseism; Geology; Fracture (geology); Azimuth; Magnitude (astronomy); Hydraulic fracturing; Seismology; Noise (video); Range (aeronautics); Computer science; Geotechnical engineering; Geometry; Artificial intelligence; Mathematics; Engineering; Physics","score_opus":0.0040410625038853915,"score_gpt":0.23997663813739395,"score_spread":0.23593557563350856,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2329137969","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.67566335,0.000024958777,0.31665212,0.00036181297,0.00019215173,0.00021882776,0.0000034683067,0.0012539355,0.0056293705],"genre_scores_gemma":[0.97193074,0.0000040861337,0.027139084,0.0004035068,0.00013893335,0.00004164535,0.000007987172,0.00004298008,0.0002910527],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9990822,0.000023975328,0.00017817788,0.00024393076,0.000142977,0.00032870477],"domain_scores_gemma":[0.99930584,0.00008195033,0.00001700799,0.00037730762,0.000053142576,0.00016476451],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00026612543,0.00022272047,0.00026611343,0.00017805495,0.000093094146,0.00008896796,0.00027119374,0.00018766188,0.00021806067],"category_scores_gemma":[0.000057143672,0.00018160521,0.00010880587,0.00017944547,0.00002538651,0.000110830595,0.00006295443,0.0005077106,0.0001399388],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000011753045,0.000060254235,0.0019413403,0.00042415643,0.00018381886,0.000029158988,0.0005793025,0.24845487,0.72632045,0.000012973178,0.0066980645,0.015283877],"study_design_scores_gemma":[0.00012988079,0.000016617158,0.013246546,0.00010001618,0.000026085878,0.00001067398,0.000014975429,0.021630839,0.88405603,0.00027716949,0.08006652,0.0004246706],"about_ca_topic_score_codex":0.00030605544,"about_ca_topic_score_gemma":0.00013000457,"teacher_disagreement_score":0.29626736,"about_ca_system_score_codex":0.000038424718,"about_ca_system_score_gemma":0.000010174106,"threshold_uncertainty_score":0.7405646},"labels":[],"label_agreement":null},{"id":"W2329850953","doi":"10.1061/9780784413388.070","title":"Numerical Study of High Pressure Injection in Unconsolidated Reservoirs","year":2014,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Waterloo","funders":"","keywords":"Water injection (oil production); Injection well; Hydraulic fracturing; Geology; Petroleum engineering; Geotechnical engineering; Wellbore; Transient analysis; Transient (computer programming); Transient flow; Pore water pressure; Rotational symmetry; Stress (linguistics); Computer simulation; Mechanics; Flow (mathematics); Transient response; Engineering; Surge","score_opus":0.0064112032186764735,"score_gpt":0.21757288053055407,"score_spread":0.2111616773118776,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2329850953","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9896186,0.000026418571,0.0051292097,0.000034923567,0.000089908324,0.00009423972,5.42578e-7,0.00014865017,0.0048575094],"genre_scores_gemma":[0.99951106,0.0000027985834,0.000073933435,0.0000058933956,0.00003126286,0.000009164983,0.000002954161,0.000013621414,0.0003493304],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9992715,0.0000770629,0.00023336831,0.00012875926,0.00015030557,0.00013900164],"domain_scores_gemma":[0.99960923,0.000051048737,0.000020218638,0.00025400918,0.00002478609,0.000040692066],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00016983706,0.00008955567,0.00022125148,0.00016436039,0.000017861652,0.000009586611,0.00011909648,0.000063909414,0.00011324987],"category_scores_gemma":[0.000047382753,0.00007259138,0.000030625357,0.00039775975,0.000009999897,0.00005934512,0.000019425448,0.00015275327,0.000011985548],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000008303349,0.0001179175,0.008674373,0.00003074807,0.00007651499,0.0000012303178,0.00032703625,0.989909,0.00008642797,0.0000060160014,0.00037000104,0.00039246],"study_design_scores_gemma":[0.0010027324,0.00027468853,0.055510085,0.000022046308,0.000059483373,0.000001787284,0.000495132,0.93668956,0.0039579393,0.00009866777,0.0016924444,0.00019546333],"about_ca_topic_score_codex":0.004966274,"about_ca_topic_score_gemma":0.0007273302,"teacher_disagreement_score":0.05321944,"about_ca_system_score_codex":0.000014975388,"about_ca_system_score_gemma":0.0000036174245,"threshold_uncertainty_score":0.75075537},"labels":[],"label_agreement":null},{"id":"W2330140441","doi":"10.2118/174417-ms","title":"Drained/Undrained Zones Boundary in Steam-Assisted Gravity Drainage Process","year":2015,"lang":"en","type":"article","venue":"SPE Canada Heavy Oil Technical Conference","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary; Suncor Energy (Canada)","funders":"","keywords":"Geology; Pore water pressure; Shearing (physics); Geotechnical engineering; Shear zone; Thermal; Steam injection; Drainage; Mechanics; Petroleum engineering; Thermodynamics","score_opus":0.0190676425987778,"score_gpt":0.2430061607091025,"score_spread":0.2239385181103247,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2330140441","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7080729,0.0027019922,0.013407902,0.012415248,0.0014554638,0.0006449566,0.00018440848,0.0027070048,0.2584101],"genre_scores_gemma":[0.998057,0.00003334852,0.0005384441,0.00018821031,0.00007641126,0.000047843918,0.000040021296,0.00004304006,0.0009756924],"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","domain_scores_codex":[0.9976407,0.00007979065,0.00051774946,0.0004340178,0.0006644763,0.0006632424],"domain_scores_gemma":[0.9985787,0.0000926137,0.000059292845,0.00056202087,0.00018978714,0.00051757676],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00041727937,0.00034414418,0.0005516009,0.00017713367,0.000098609125,0.000093517556,0.0005881292,0.00022246984,0.00006674714],"category_scores_gemma":[0.00037898697,0.00032365695,0.0000815232,0.0007518573,0.00016787661,0.00015719303,0.00008161592,0.0007145726,0.000010990809],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0012652555,0.0019033811,0.0065272837,0.008008123,0.0012608024,0.009826183,0.00455921,0.5032727,0.016243326,0.008700099,0.13662738,0.30180624],"study_design_scores_gemma":[0.013720402,0.0011127271,0.062226556,0.003339355,0.00060485874,0.0007253651,0.006725516,0.2898257,0.02258721,0.06201677,0.52510333,0.01201219],"about_ca_topic_score_codex":0.15995349,"about_ca_topic_score_gemma":0.8204564,"teacher_disagreement_score":0.6605029,"about_ca_system_score_codex":0.0007206571,"about_ca_system_score_gemma":0.0016987689,"threshold_uncertainty_score":0.99992156},"labels":[],"label_agreement":null},{"id":"W2331468113","doi":"10.2118/175929-ms","title":"History-Matching and Forecasting Tight Gas Condensate and Oil Wells Using the Dynamic Drainage Area Concept","year":2015,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":9,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Petroleum engineering; Tight gas; Saturation (graph theory); Mechanics; Flow (mathematics); Permeability (electromagnetism); Boundary value problem; Work (physics); Multiphase flow; Volumetric flow rate; Geology; Mathematics; Engineering; Hydraulic fracturing; Physics; Chemistry; Mathematical analysis; Mechanical engineering","score_opus":0.028443553875914258,"score_gpt":0.21659181159961885,"score_spread":0.18814825772370458,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2331468113","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9594977,0.004192021,0.014169165,0.000283016,0.00021295514,0.00004506133,0.0000021994322,0.0001745395,0.02142338],"genre_scores_gemma":[0.99639547,0.00005156163,0.0009292153,0.000079472964,0.000041989275,0.0000018806574,0.000002936483,0.000026321912,0.0024711804],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99924576,0.00003683499,0.00018152075,0.00016514986,0.00013964498,0.00023109264],"domain_scores_gemma":[0.9995246,0.00010846473,0.00003810105,0.00017151858,0.000028326745,0.00012897102],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002735395,0.0001566381,0.00020553771,0.0000637118,0.00010477442,0.0000594451,0.000088537614,0.000063113155,0.000044995646],"category_scores_gemma":[0.00003777529,0.00010466192,0.00003938186,0.00006226813,0.00014331398,0.00012276933,0.000057088124,0.00018567553,0.0000031573197],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000010959388,0.00001222378,0.00022705729,0.00020544595,0.00030039283,0.00007835644,0.01418141,0.965261,0.004704442,0.00024965467,0.0013105265,0.013458547],"study_design_scores_gemma":[0.00028776738,0.000008290069,0.000034410266,0.000047453497,0.000054946413,0.000054297216,0.0016170437,0.99064994,0.0002770656,0.0003230316,0.0064507457,0.00019502341],"about_ca_topic_score_codex":0.00055335666,"about_ca_topic_score_gemma":0.00016614501,"teacher_disagreement_score":0.03689778,"about_ca_system_score_codex":0.0001556373,"about_ca_system_score_gemma":0.000017812794,"threshold_uncertainty_score":0.42679894},"labels":[],"label_agreement":null},{"id":"W2331860861","doi":"10.2523/iptc-16762-ms","title":"Successful Fracture Stimulation in the First Joint Appraisal Shale Gas Project in China","year":2013,"lang":"en","type":"article","venue":"International Petroleum Technology Conference","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Shell (Canada)","funders":"","keywords":"Petroleum engineering; Geology; Wellhead; Microseism; Oil shale; Hydraulic fracturing; Permeability (electromagnetism); Shale gas; Tight gas; Fracture (geology); Geotechnical engineering","score_opus":0.009144202232556615,"score_gpt":0.24380503632736103,"score_spread":0.23466083409480443,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2331860861","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.97251105,0.00007135314,0.0057504177,0.013929495,0.0001886602,0.0001615015,0.000003819362,0.00021132194,0.0071723834],"genre_scores_gemma":[0.9993903,0.000046556353,0.00014733979,0.00008500008,0.00005729904,0.0001693725,0.000024479546,0.000013342684,0.0000663242],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9989545,0.000022743163,0.0003073022,0.00022708731,0.0002431693,0.00024521665],"domain_scores_gemma":[0.9995335,0.00007368076,0.00005314826,0.00026784654,0.000055359524,0.00001647724],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00014901187,0.00016602757,0.00018709889,0.0007786574,0.00003807668,0.000087975495,0.0006727484,0.00021899803,0.00028164397],"category_scores_gemma":[0.00013141753,0.00012371421,0.000050703813,0.00038018447,0.00007636352,0.00022486612,0.00006134634,0.0006607895,0.00007803994],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00000961843,0.00014322491,0.21760644,0.000038653507,0.000087179804,0.000053104668,0.0009322177,0.7736342,0.0004500145,0.0008595695,0.0018898145,0.0042959726],"study_design_scores_gemma":[0.00043267192,0.000025719952,0.27026287,0.00007180289,0.0000063290317,0.000020624773,0.0003737398,0.71989447,0.00049950584,0.0022749405,0.0059497613,0.00018757989],"about_ca_topic_score_codex":0.0012775187,"about_ca_topic_score_gemma":0.0013208761,"teacher_disagreement_score":0.053739727,"about_ca_system_score_codex":0.00009472485,"about_ca_system_score_gemma":0.000024383497,"threshold_uncertainty_score":0.5044919},"labels":[],"label_agreement":null},{"id":"W2332032275","doi":"10.2118/174299-ms","title":"Approximate Analytical Pressure Studies on Dual Porosity Reservoirs with Stress-sensitive Permeability","year":2015,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Permeability (electromagnetism); Mechanics; Materials science; Modulus; Laplace transform; Porosity; Boundary value problem; Dimensionless quantity; Porous medium; Pore water pressure; Geotechnical engineering; Geology; Composite material; Mathematics; Physics; Mathematical analysis; Chemistry","score_opus":0.031356692944525116,"score_gpt":0.26796381205084857,"score_spread":0.23660711910632345,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2332032275","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9774044,0.00028459763,0.00120449,0.00049896847,0.00012638165,0.00019926664,0.000039999453,0.0005404104,0.019701496],"genre_scores_gemma":[0.99792606,0.000024991292,0.00039292188,0.000039661674,0.00010876812,0.000012326048,0.000015216398,0.000027635184,0.0014524397],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9984464,0.00008499448,0.0002535796,0.00036016852,0.00050123804,0.00035361224],"domain_scores_gemma":[0.9988166,0.00011730982,0.000031214513,0.00053042243,0.0002373225,0.00026709907],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00042157478,0.00026023522,0.00043339885,0.00009369439,0.000088519795,0.00004821456,0.00013350003,0.000105402214,0.000025633457],"category_scores_gemma":[0.00022309563,0.0001663722,0.00009245654,0.0002499966,0.00017762433,0.0001279236,0.00007364065,0.0003284855,0.00003549647],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000098857534,0.00009531771,0.0035048195,0.00015406263,0.0008400902,0.00006576419,0.0014738792,0.99083614,0.000017200977,0.00009357852,0.0027692814,0.000051020772],"study_design_scores_gemma":[0.0012858486,0.0005014393,0.011616898,0.00019157141,0.00061218796,0.000024792618,0.0102978395,0.95229286,0.020637034,0.00028397885,0.001370508,0.0008850213],"about_ca_topic_score_codex":0.00009569689,"about_ca_topic_score_gemma":0.00026984053,"teacher_disagreement_score":0.038543247,"about_ca_system_score_codex":0.00009879118,"about_ca_system_score_gemma":0.00002900488,"threshold_uncertainty_score":0.6784462},"labels":[],"label_agreement":null},{"id":"W2332385182","doi":"10.2118/175951-ms","title":"Integrated Reservoir Modeling and Optimization Study of Multi-Fractured Horizontal Well in the Swan Hills Formation: A Case Study of Acid Fracturing","year":2015,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Geology; Hydraulic fracturing; Carbonate; Fracture (geology); Petroleum engineering; Geotechnical engineering; Drilling; Reservoir simulation; Petrology; Materials science","score_opus":0.031008428657610956,"score_gpt":0.2598137209349461,"score_spread":0.22880529227733515,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2332385182","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9274547,0.00017754985,0.07152744,0.00002010271,0.00003912603,0.0005552343,0.0000022448478,0.000057610207,0.0001659545],"genre_scores_gemma":[0.99833566,0.000013462134,0.0015634174,0.0000056766044,0.000019372586,0.000025306963,0.000011053077,0.000019932435,0.0000061199376],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99858755,0.00016693633,0.00058355933,0.00017325814,0.0003220987,0.00016661535],"domain_scores_gemma":[0.99930406,0.000048202153,0.00008723625,0.0003571071,0.00013518416,0.000068185625],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006042719,0.00018800273,0.00034211716,0.00029140897,0.00006035332,0.00004085294,0.00019267513,0.000082553306,0.000011395547],"category_scores_gemma":[0.00007321135,0.00012190568,0.000039020157,0.00043996228,0.00001470107,0.00034666405,0.00005748428,0.00027772205,5.5508997e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000032754677,0.000562292,0.00055693934,0.00003398583,0.00008411875,0.00010283413,0.04994475,0.94839686,0.00003668626,8.519606e-8,0.0000145698305,0.00023413532],"study_design_scores_gemma":[0.0017872603,0.00028771037,0.00006785059,0.000020709984,0.00005997756,0.000046860783,0.1848621,0.8121106,0.00064206216,0.000001682139,0.000005753506,0.00010743166],"about_ca_topic_score_codex":0.0065002404,"about_ca_topic_score_gemma":0.00907831,"teacher_disagreement_score":0.13628626,"about_ca_system_score_codex":0.00005678044,"about_ca_system_score_gemma":0.0000144967025,"threshold_uncertainty_score":0.9826463},"labels":[],"label_agreement":null},{"id":"W2332685471","doi":"10.3968/7932","title":"The In-Situ Stress Analysis of Casing Damage Wells in the Sixth Middle District Based on Kriging Interpolation Method","year":2016,"lang":"en","type":"article","venue":"Advances in petroleum exploration and development","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Casing; Stress (linguistics); Interpolation (computer graphics); Geotechnical engineering; Geology; Structural engineering; Shrinkage; Hydraulic fracturing; Kriging; Engineering; Petroleum engineering; Mathematics; Mechanical engineering; Statistics","score_opus":0.014246051813942461,"score_gpt":0.26244767354340465,"score_spread":0.2482016217294622,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2332685471","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.1698685,0.00059939123,0.8266208,0.000558173,0.000094403666,0.0001113754,0.000003834244,0.000025326684,0.002118163],"genre_scores_gemma":[0.99738383,0.0006059896,0.0019040368,0.000030153755,0.00000767938,0.000031690186,0.000015237396,0.0000059889007,0.00001540972],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99902093,0.00013162507,0.0003620138,0.00014641267,0.00019261739,0.0001464024],"domain_scores_gemma":[0.99924964,0.0004968731,0.00006504448,0.00015471075,0.000014455667,0.000019256848],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005990944,0.00010681603,0.00017862178,0.00046769946,0.000059090235,0.00003331251,0.00011479825,0.000029720837,0.000004688812],"category_scores_gemma":[0.00005019824,0.00005699206,0.000032040232,0.0006396957,0.000022206386,0.00027202084,0.000013640436,0.00009392372,0.0000010600455],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000019838082,0.000019599798,0.011417045,0.00001804358,0.00002924695,0.0000027853278,0.0014871894,0.9524155,0.00012201025,0.000031835676,0.0000022351473,0.034434643],"study_design_scores_gemma":[0.00044714997,0.00001551252,0.032573994,0.00020459438,0.000025418673,1.5233644e-7,0.002591264,0.9570851,0.0039503044,0.000079701334,0.0028889498,0.00013790764],"about_ca_topic_score_codex":0.000027436747,"about_ca_topic_score_gemma":0.0032456452,"teacher_disagreement_score":0.8275153,"about_ca_system_score_codex":0.00011084388,"about_ca_system_score_gemma":0.00001965362,"threshold_uncertainty_score":0.23240687},"labels":[],"label_agreement":null},{"id":"W2332938607","doi":"10.2118/179615-ms","title":"Field Test Results of a New Silicate Gel System that is Effective in Carbon Dioxide Enhanced Recovery and Waterfloods","year":2016,"lang":"en","type":"article","venue":"SPE Improved Oil Recovery Conference","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":12,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Impact","funders":"Office of Energy Efficiency and Renewable Energy; Oklahoma Center for the Advancement of Science and Technology","keywords":"Silicate; Injector; Enhanced oil recovery; Carbon dioxide; Petroleum engineering; Materials science; Chemical engineering; Polymer; Produced water; Extrusion; Silica gel; Environmental science; Chemistry; Geology; Composite material; Organic chemistry; Engineering","score_opus":0.00776251735317525,"score_gpt":0.20381841121473762,"score_spread":0.19605589386156236,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2332938607","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.98363346,0.00033725833,0.0035261952,0.00044137848,0.0003061275,0.00019139532,0.00008687866,0.00015029113,0.011327027],"genre_scores_gemma":[0.9952007,0.0012447356,0.0001616196,0.000027178692,0.000071132046,0.00003180245,0.0000037993987,0.000030293872,0.0032287447],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9984731,0.000052439525,0.00046232156,0.0004537909,0.00016698394,0.00039135778],"domain_scores_gemma":[0.99844706,0.0007296222,0.00012930423,0.0004924945,0.000058136735,0.00014337419],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00024869424,0.00028859993,0.000536003,0.00019438106,0.000020340927,0.000037475857,0.00022526164,0.00022363948,0.00001573137],"category_scores_gemma":[0.00039269362,0.00020554064,0.000113295006,0.00018790356,0.000043040094,0.00020626285,0.00007647261,0.0002141121,0.0000105502495],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00044043156,0.000031438656,0.0007761104,0.0005817881,0.00019415969,0.000011958549,0.0005571941,0.0009039693,0.5689138,0.0000020385537,0.0001103271,0.42747676],"study_design_scores_gemma":[0.0016160725,0.00037117093,0.0021007066,0.0011656985,0.000060935945,0.0000051418433,0.00009040458,0.009466171,0.9843834,0.00014010802,0.00024065515,0.00035955862],"about_ca_topic_score_codex":0.0028117876,"about_ca_topic_score_gemma":0.0008460223,"teacher_disagreement_score":0.4271172,"about_ca_system_score_codex":0.00014852136,"about_ca_system_score_gemma":0.000070007394,"threshold_uncertainty_score":0.83817035},"labels":[],"label_agreement":null},{"id":"W2333642739","doi":"10.2118/174408-ms","title":"Development of a Thermal Wellbore Simulator With Focus on Improving Heat Loss Calculations for SAGD Steam Injection","year":2015,"lang":"en","type":"article","venue":"SPE Canada Heavy Oil Technical Conference","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":20,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Annulus (botany); Wellbore; Heat transfer; Petroleum engineering; Computational fluid dynamics; Buoyancy; Mechanics; Fluid dynamics; Flow (mathematics); Thermal; Simulation; Engineering; Materials science; Thermodynamics","score_opus":0.017811672881104013,"score_gpt":0.2270426738706636,"score_spread":0.20923100098955957,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2333642739","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.91658103,0.00011242297,0.078079015,0.0005217106,0.00015452434,0.00024688497,0.00003684752,0.0002554254,0.004012117],"genre_scores_gemma":[0.99588895,0.0000022118174,0.0038635938,0.00002567402,0.000042181775,0.00003857028,0.000014366953,0.000025142688,0.00009929352],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99887174,0.000012361375,0.0002968953,0.00020621333,0.00034291236,0.00026986204],"domain_scores_gemma":[0.9992822,0.000059069658,0.000037512258,0.00025728726,0.00016050512,0.0002034726],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00013806234,0.00017200522,0.00025548862,0.00007179884,0.00008473332,0.00001758262,0.00015884075,0.000100729616,0.000012776294],"category_scores_gemma":[0.00005436946,0.00013678103,0.000042953987,0.00018778192,0.000043045908,0.00004903118,0.00002384193,0.00020051554,0.0000011377066],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000979536,0.000034802164,0.00014735397,0.00014109624,0.00007621879,0.0000076242004,0.00012556599,0.9674239,0.0024813514,0.00012740458,0.00031278838,0.029023927],"study_design_scores_gemma":[0.0029543103,0.0007893369,0.0046810014,0.0006559846,0.00021391294,0.000026928088,0.00067960774,0.7813538,0.1757697,0.00021783817,0.031097736,0.0015598765],"about_ca_topic_score_codex":0.046825316,"about_ca_topic_score_gemma":0.450388,"teacher_disagreement_score":0.4035627,"about_ca_system_score_codex":0.00044600942,"about_ca_system_score_gemma":0.0010856993,"threshold_uncertainty_score":0.95952195},"labels":[],"label_agreement":null},{"id":"W2333669099","doi":"10.2118/175892-ms","title":"Estimating Effective Fracture Pore-Volume from Early Single-Phase Flowback Data and Relating It to Fracture Design Parameters","year":2015,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"Natural Resources Canada","keywords":"Fracture (geology); Hydraulic fracturing; Volume (thermodynamics); Petroleum engineering; Closure (psychology); Well stimulation; Geology; Geotechnical engineering; Comminution; Materials science; Reservoir engineering; Thermodynamics; Petroleum","score_opus":0.034684304576306065,"score_gpt":0.2734385278126812,"score_spread":0.23875422323637513,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2333669099","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.25087118,0.00029019878,0.7463156,0.00091986277,0.00018408263,0.0003383967,0.0000355981,0.00036637354,0.00067869306],"genre_scores_gemma":[0.7974327,0.000002321649,0.2013773,0.00057031756,0.00020828661,0.000015722011,0.000164311,0.000064072665,0.00016492339],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9980396,0.00013493352,0.00038589255,0.0006341378,0.00036389436,0.00044154518],"domain_scores_gemma":[0.99780536,0.0005830703,0.000073799936,0.0009533498,0.000066114255,0.00051832956],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0005622273,0.0003806312,0.0004721755,0.0001482157,0.00012666879,0.00026707,0.00046383974,0.00027111414,0.00008907274],"category_scores_gemma":[0.00095371885,0.00031484687,0.0000648596,0.00029401327,0.00003263132,0.00053764385,0.00020053814,0.0005817329,0.00011003659],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000032291802,0.000035624445,0.00038090517,0.00002171413,0.00024928752,0.000048233942,0.002634952,0.96082455,0.00036543215,9.3986486e-8,0.024552045,0.010854877],"study_design_scores_gemma":[0.00080454507,0.00017373325,0.00036523628,0.00012947863,0.00016901223,0.0000079324145,0.0003183511,0.9890992,0.0022119156,0.00015385942,0.006110495,0.00045625184],"about_ca_topic_score_codex":0.0013657911,"about_ca_topic_score_gemma":0.000064593114,"teacher_disagreement_score":0.54656154,"about_ca_system_score_codex":0.00014117757,"about_ca_system_score_gemma":0.000023009534,"threshold_uncertainty_score":0.9999304},"labels":[],"label_agreement":null},{"id":"W2333694177","doi":"10.2118/174358-ms","title":"Reservoir Flow Simulation Coupled Rock Mechanics for Modeling Shale Liquid Rich Gas Play","year":2015,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Hydraulic fracturing; Geology; Petroleum engineering; Oil shale; Permeability (electromagnetism); Tight gas; Geotechnical engineering; Well stimulation; Shale gas; Fluid dynamics; Reservoir engineering; Petroleum; Mechanics","score_opus":0.03157116306029935,"score_gpt":0.26068957675648696,"score_spread":0.22911841369618763,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2333694177","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.124721415,0.00014110122,0.87312657,0.000119735225,0.00018674,0.00017470917,0.0000058002483,0.0004267622,0.001097194],"genre_scores_gemma":[0.9939377,0.000023729574,0.004844148,0.00003725373,0.00022848512,0.00003396553,0.00006263171,0.000053735064,0.0007783872],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.998883,0.000016371429,0.0002891162,0.00022077841,0.00026701897,0.0003236833],"domain_scores_gemma":[0.9991842,0.00009899455,0.000023374914,0.0003230601,0.00018587722,0.00018448177],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003610735,0.00017734418,0.00023979075,0.00012505261,0.000086825916,0.000048703005,0.00018699413,0.00015490477,0.00007399178],"category_scores_gemma":[0.00017577223,0.00015487988,0.000113179536,0.00020190483,0.0000018989348,0.0001761306,0.00003928638,0.00013886517,0.00008012255],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000041398285,0.00001406871,0.0000021238627,0.00003923454,0.000074069,0.0000013266887,0.0002590173,0.99844277,0.00018399458,0.000013613331,0.0008738532,0.00005451129],"study_design_scores_gemma":[0.00050219055,0.000059967853,1.7623687e-7,0.000016198772,0.0000503274,9.447547e-7,0.00012246762,0.99601346,0.0010892831,0.000494277,0.0014366525,0.00021405914],"about_ca_topic_score_codex":0.000055644396,"about_ca_topic_score_gemma":0.000083938874,"teacher_disagreement_score":0.86921626,"about_ca_system_score_codex":0.000111865105,"about_ca_system_score_gemma":0.00002843999,"threshold_uncertainty_score":0.63158184},"labels":[],"label_agreement":null},{"id":"W2333780865","doi":"10.2118/178443-ms","title":"Using Prepack Sand-Retention Tests (SRT's) to Narrow Down Liner/Screen Sizing in SAGD Wells","year":2015,"lang":"en","type":"article","venue":"SPE Thermal Well Integrity and Design Symposium","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":22,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Nexen (Canada)","funders":"","keywords":"Oil sands; Sizing; Sieve (category theory); Petroleum engineering; Steam-assisted gravity drainage; Particle-size distribution; Sieve analysis; Geology; Particle size; Structural basin; Environmental science; Geotechnical engineering; Materials science; Mathematics; Chemistry; Geomorphology","score_opus":0.0505504980541377,"score_gpt":0.2695169448192623,"score_spread":0.2189664467651246,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2333780865","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.90685606,0.0014997068,0.06398085,0.0012114515,0.00048177014,0.000657429,0.000011378564,0.0004217103,0.024879664],"genre_scores_gemma":[0.99476177,0.0000677819,0.00413272,0.00011756444,0.0002596651,0.000008198363,0.000008934697,0.00004583549,0.0005975607],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99834216,0.00018753062,0.00038653467,0.00035723488,0.00027330947,0.0004532092],"domain_scores_gemma":[0.9991403,0.0000964405,0.000048227947,0.00031682788,0.00007290591,0.00032527765],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0009059612,0.0002991795,0.00037746812,0.00025728627,0.000077259414,0.0001240454,0.00021701276,0.0002474435,0.00006556449],"category_scores_gemma":[0.00006133623,0.00025966528,0.00010218319,0.00036375815,0.00005202597,0.0002677338,0.000071301,0.0005739711,0.00012523273],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00011183203,0.000043960685,0.00113687,0.000055666616,0.000053296153,0.000028591434,0.0012134726,0.869441,0.12647372,0.000008218052,0.0010264948,0.00040691093],"study_design_scores_gemma":[0.0012527079,0.0002924078,0.0020521495,0.00042691597,0.00015277116,0.000046075926,0.00048575032,0.8237749,0.16634041,0.0005006305,0.0036846977,0.0009905952],"about_ca_topic_score_codex":0.0018606649,"about_ca_topic_score_gemma":0.00016081237,"teacher_disagreement_score":0.0879057,"about_ca_system_score_codex":0.0001710367,"about_ca_system_score_gemma":0.000050916493,"threshold_uncertainty_score":0.9999856},"labels":[],"label_agreement":null},{"id":"W2333870157","doi":"10.2118/179536-ms","title":"The Myths of Waterfloods, EOR Floods and How to Optimize Real Injection Schemes","year":2016,"lang":"en","type":"article","venue":"SPE Improved Oil Recovery Conference","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":26,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Petroleum engineering; Water injection (oil production); Injector; Enhanced oil recovery; Injection well; Environmental science; Permeability (electromagnetism); Geology; Oil field; Flood myth; Flow (mathematics); Mechanics; Engineering; Chemistry","score_opus":0.007779676571667642,"score_gpt":0.20494154731022785,"score_spread":0.1971618707385602,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2333870157","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9198853,0.00050048454,0.057139583,0.0046156594,0.0010702312,0.0001910178,0.00004926742,0.00031484748,0.01623361],"genre_scores_gemma":[0.98779005,0.0035467544,0.0017008636,0.000015503752,0.00010447442,0.000020420515,0.0000019734332,0.000022974938,0.006796973],"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.999118,0.000035557194,0.00019590536,0.00022519047,0.00013689915,0.000288492],"domain_scores_gemma":[0.9992371,0.00015587022,0.000053523985,0.0003471943,0.000092928196,0.00011334685],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00022394602,0.00017207538,0.0002377743,0.00008164811,0.00008399356,0.00010342551,0.00019908253,0.00009955961,0.000030785115],"category_scores_gemma":[0.00018172382,0.00009542133,0.000074517266,0.00012507239,0.000074491356,0.00018612313,0.00007034517,0.00011294857,0.000012743275],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000104790895,0.000015241345,0.00012364589,0.00011767537,0.0002521554,0.0000020376633,0.00022021912,0.005448447,0.19843479,0.000050908464,0.0007492452,0.79448086],"study_design_scores_gemma":[0.0022848062,0.0009216384,0.0017052487,0.00064007816,0.0002385782,0.000027973349,0.0008640452,0.10064051,0.839633,0.00086557976,0.05086384,0.001314728],"about_ca_topic_score_codex":0.00011483529,"about_ca_topic_score_gemma":0.00017627487,"teacher_disagreement_score":0.7931661,"about_ca_system_score_codex":0.00004347803,"about_ca_system_score_gemma":0.000040532683,"threshold_uncertainty_score":0.3891169},"labels":[],"label_agreement":null},{"id":"W2334198715","doi":"10.2523/100726-ms","title":"Three Dimensional Hybrid DD-FEM Model for Fully Coupled ReservoirSimulation","year":2006,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Waterloo","funders":"","keywords":"Finite element method; Computer science; Reservoir simulation; Engineering; Petroleum engineering; Structural engineering","score_opus":0.012283621465463093,"score_gpt":0.21832740205880916,"score_spread":0.20604378059334605,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2334198715","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.28739107,0.000105362684,0.7097685,0.00021112367,0.00007559552,0.00013569181,0.000011188468,0.00031669572,0.001984816],"genre_scores_gemma":[0.9897041,0.0000024256885,0.007677679,0.00003771646,0.00018127622,0.000025981511,0.0001248163,0.00003581511,0.0022102448],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99908084,0.000004091485,0.00024266803,0.00018562435,0.00021749666,0.00026928395],"domain_scores_gemma":[0.9995126,0.00008383584,0.000021826885,0.00024641448,0.000076112614,0.000059191618],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00013411276,0.00014846587,0.00017787362,0.000098964076,0.00010583352,0.00003448865,0.00011850728,0.00006471499,0.00010974066],"category_scores_gemma":[0.0000167604,0.00012560908,0.00014402537,0.000098023454,0.00001635113,0.00010844139,0.000021743339,0.00009042198,0.000032307227],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000013905788,0.000018390945,0.00009026461,0.00002732136,0.00003943887,0.0000016501083,0.0000061806477,0.98765105,0.00075924216,0.000109899935,0.011128305,0.0001543215],"study_design_scores_gemma":[0.0004146208,0.000010296691,0.0004886834,0.000008278492,0.00003484943,0.0000013738291,0.0000017525824,0.99245906,0.0013431736,0.0042581074,0.00080202817,0.00017775917],"about_ca_topic_score_codex":0.00028783665,"about_ca_topic_score_gemma":0.0007499187,"teacher_disagreement_score":0.702313,"about_ca_system_score_codex":0.000057761965,"about_ca_system_score_gemma":0.000016096794,"threshold_uncertainty_score":0.51221895},"labels":[],"label_agreement":null},{"id":"W2334284977","doi":"10.1190/ice2015-2204523","title":"Pore System Changes During Experimental Polymer Flooding in Ben Nevis Formation Sandstones, Hebron Field, Offshore Eastern Canada","year":2015,"lang":"en","type":"article","venue":"International Conference and Exhibition, Melbourne, Australia 13-16 September 2015","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Submarine pipeline; Geology; Petroleum engineering; Petrology; Geochemistry; Geotechnical engineering","score_opus":0.032044749282737976,"score_gpt":0.2673863688243698,"score_spread":0.2353416195416318,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2334284977","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99173564,0.00057717384,0.0003345907,0.00060691044,0.0006658842,0.00011908192,0.000033826553,0.000078982855,0.005847938],"genre_scores_gemma":[0.99575526,0.000027711738,0.00002038932,0.00004857561,0.0003193317,0.000031307805,0.00016641682,0.000020871708,0.003610134],"study_design_codex":"not_applicable","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9985943,0.000038800947,0.00037108583,0.0002425636,0.0004487074,0.00030454778],"domain_scores_gemma":[0.9993855,0.000016200407,0.000086171785,0.00015416434,0.0001449767,0.00021299481],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00014819068,0.00024197994,0.00026228637,0.00020041708,0.00006850336,0.00017099331,0.00017598484,0.00012974405,0.00028423817],"category_scores_gemma":[0.000010172608,0.00023295914,0.000048533784,0.00010527149,0.000024834762,0.00062525854,0.000048016318,0.00020836457,0.000024334493],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0012613123,0.0007961222,0.23028274,0.004170538,0.0032642223,0.0019599993,0.04211558,0.1658083,0.04469166,0.0044649113,0.49416178,0.007022827],"study_design_scores_gemma":[0.01067888,0.00036315623,0.031097459,0.0058655236,0.0003022124,0.0012216074,0.06674682,0.19862756,0.6524008,0.0001738185,0.028552799,0.003969366],"about_ca_topic_score_codex":0.07823997,"about_ca_topic_score_gemma":0.26392606,"teacher_disagreement_score":0.6077091,"about_ca_system_score_codex":0.00051613286,"about_ca_system_score_gemma":0.00008290959,"threshold_uncertainty_score":0.9499798},"labels":[],"label_agreement":null},{"id":"W2334448401","doi":"10.2523/iptc-17806-ms","title":"Surface Modification of Proppant to Improve Transport and Placement","year":2014,"lang":"en","type":"article","venue":"International Petroleum Technology Conference","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":10,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Materials science; Comminution; Petroleum engineering; Hydraulic fracturing; Brine; Environmental science; Composite material; Geology; Metallurgy; Chemistry","score_opus":0.008814696631501223,"score_gpt":0.22782113631764403,"score_spread":0.2190064396861428,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2334448401","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.85678476,0.000026782116,0.13851675,0.001583308,0.00011899198,0.000054767235,0.000013055739,0.00014884924,0.0027527537],"genre_scores_gemma":[0.9982886,0.000034656685,0.0013096011,0.000014658482,0.000015932335,0.000016726974,0.000009832467,0.000008272644,0.00030171793],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9993889,0.0000058930905,0.00019287276,0.0001628079,0.00013805799,0.00011148112],"domain_scores_gemma":[0.9996473,0.000015814097,0.000035206536,0.00017727386,0.000087099455,0.000037316036],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000100638186,0.00008995933,0.00013904317,0.00019442564,0.000017061511,0.000008063673,0.00023382764,0.00008576787,0.00002412603],"category_scores_gemma":[0.0000303886,0.00008283794,0.000023529095,0.0000870432,0.00005520118,0.000040932602,0.000027279797,0.00011678173,0.000011382562],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000034119483,0.000065313034,0.0142976,0.00008158974,0.0002585281,0.000002546758,0.00027217797,0.7644153,0.19945435,0.007558351,0.00013624522,0.013423865],"study_design_scores_gemma":[0.0006262453,0.00016849714,0.010984122,0.000083895015,0.000042153657,0.000007752718,0.0001636838,0.80382115,0.17081192,0.0018459794,0.011137583,0.00030702245],"about_ca_topic_score_codex":0.00003491601,"about_ca_topic_score_gemma":0.00002831895,"teacher_disagreement_score":0.14150386,"about_ca_system_score_codex":0.000029158273,"about_ca_system_score_gemma":0.000010125998,"threshold_uncertainty_score":0.3378033},"labels":[],"label_agreement":null},{"id":"W2334571463","doi":"10.2118/176869-ms","title":"A Semi-Analytical Method for Forecasting Wells Completed in Low Permeability, Undersaturated CBM Reservoirs","year":2015,"lang":"en","type":"article","venue":"SPE Asia Pacific Unconventional Resources Conference and Exhibition","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":9,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Coalbed methane; Petroleum engineering; Permeability (electromagnetism); Mechanics; Saturation (graph theory); Darcy's law; Environmental science; Relative permeability; Flow (mathematics); Two-phase flow; Geology; Geotechnical engineering; Coal; Engineering; Mathematics; Porous medium; Chemistry; Coal mining; Physics","score_opus":0.056810938439113466,"score_gpt":0.27687043757180224,"score_spread":0.22005949913268877,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2334571463","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.80094427,0.00038535226,0.16630502,0.0034249078,0.00026871532,0.000805482,0.00014261421,0.0003107026,0.027412938],"genre_scores_gemma":[0.9974806,0.000021616695,0.0014114234,0.00002238511,0.000107280466,0.000035062454,0.00032418617,0.000024688874,0.0005727983],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99825025,0.00013688796,0.00046571507,0.00040044196,0.00035987812,0.00038684672],"domain_scores_gemma":[0.9990391,0.00025457822,0.0000690684,0.00019929465,0.0002076134,0.0002303213],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008695754,0.00023395155,0.0003743833,0.0002787394,0.000101637976,0.00013654536,0.00012773769,0.00017726229,0.00011837313],"category_scores_gemma":[0.00020248012,0.00021763169,0.00015435276,0.00037063513,0.0001133344,0.0001866355,0.000041630938,0.00027931,0.000019326651],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0010367845,0.000519122,0.0092025325,0.0020206126,0.0009240265,0.00014134993,0.008989839,0.94224614,0.0031029414,0.0057726298,0.014748077,0.011295971],"study_design_scores_gemma":[0.0010587652,0.00008134467,0.00091336307,0.00023140387,0.000058912407,0.000025698551,0.004575079,0.9766692,0.00035854586,0.010423134,0.0053307014,0.0002738684],"about_ca_topic_score_codex":0.00013771518,"about_ca_topic_score_gemma":0.0003094499,"teacher_disagreement_score":0.19653629,"about_ca_system_score_codex":0.00015042248,"about_ca_system_score_gemma":0.000059165468,"threshold_uncertainty_score":0.8874763},"labels":[],"label_agreement":null},{"id":"W2334908744","doi":"10.2118/176877-ms","title":"Preparing for the Tight Gas Steeplechase, Talking to Canadians about Deep, Tight Gas Sand (TGS) Developments","year":2015,"lang":"en","type":"article","venue":"SPE Asia Pacific Unconventional Resources Conference and Exhibition","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Tight gas; Brainstorming; Liberian dollar; Process (computing); Development plan; Stage (stratigraphy); Business; Engineering; Operations management; Engineering management; Process management; Petroleum engineering; Computer science; Marketing; Civil engineering; Geology; Hydraulic fracturing; Finance","score_opus":0.016454933316678296,"score_gpt":0.22724633641721384,"score_spread":0.21079140310053554,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2334908744","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.6466666,0.002621346,0.19400583,0.003707985,0.0010574508,0.0015831885,0.00014814296,0.00043992788,0.14976951],"genre_scores_gemma":[0.997073,0.00011823323,0.0006885631,0.000058422083,0.00020790807,0.00010600349,0.00013397094,0.000028032397,0.0015858484],"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","domain_scores_codex":[0.9985848,0.00003559572,0.00031817507,0.00032930294,0.00032697045,0.00040512235],"domain_scores_gemma":[0.9991499,0.00009280151,0.00006164499,0.00021386587,0.00014809138,0.00033368112],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00037733404,0.00022656326,0.00022281903,0.00018680177,0.00031380492,0.00022873237,0.0001734532,0.000106879364,0.0001227939],"category_scores_gemma":[0.000063861306,0.00018144306,0.00009947585,0.00022177126,0.00006491164,0.00015822006,0.000041164516,0.00015859699,0.000045630768],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00091232697,0.0003643219,0.011314901,0.0014763869,0.0033840078,0.00013300857,0.057385117,0.4158329,0.00920631,0.008345175,0.10261495,0.38903058],"study_design_scores_gemma":[0.0019288097,0.00017928575,0.003685045,0.0006588134,0.00025720077,0.00007482263,0.0084683765,0.13929205,0.0054960703,0.005385573,0.83352184,0.0010521212],"about_ca_topic_score_codex":0.00059044664,"about_ca_topic_score_gemma":0.0033857143,"teacher_disagreement_score":0.7309069,"about_ca_system_score_codex":0.00014881743,"about_ca_system_score_gemma":0.000094110655,"threshold_uncertainty_score":0.73990333},"labels":[],"label_agreement":null},{"id":"W2335351247","doi":"10.2118/175896-ms","title":"Anisotropic Wellbore Stability Model For Naturally Fractured and Foliated Formations with Multi-Weakness Plane Failure","year":2015,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Wellbore; Geology; Anisotropy; Stability (learning theory); Plane (geometry); Geotechnical engineering; Fracture (geology); Petroleum engineering; Geometry; Computer science; Optics; Physics; Mathematics; Machine learning","score_opus":0.01982174006085876,"score_gpt":0.22330997264722996,"score_spread":0.2034882325863712,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2335351247","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.31926247,0.00017398492,0.67915,0.00035190873,0.00003867428,0.00034604612,0.000050292092,0.00034381167,0.0002828436],"genre_scores_gemma":[0.9711581,0.00000829016,0.028333565,0.000039665265,0.000022836113,0.000053953805,0.0001135876,0.000022287211,0.00024771533],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99929476,0.000010694188,0.00017052479,0.00016026158,0.00013814085,0.00022560789],"domain_scores_gemma":[0.9994434,0.00003460105,0.00002566977,0.0002167942,0.000116546405,0.00016296744],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000084287836,0.0001676818,0.00020713324,0.00006410194,0.00008038067,0.000051451163,0.00010387501,0.00011882426,0.000014121106],"category_scores_gemma":[0.000029884506,0.00011155802,0.000041395433,0.00011012937,0.000029026714,0.00023917187,0.000018167599,0.0001512742,0.000003358215],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000030435978,0.000025550999,0.000541216,0.00010420924,0.00011197123,0.0000010957457,0.0011149639,0.99637586,0.0001434074,0.000023387993,0.0013282255,0.00019967332],"study_design_scores_gemma":[0.0010754863,0.0000309294,0.00073575304,0.00001060467,0.000053292246,0.0000033978115,0.0003409658,0.9945879,0.001307581,0.00010206205,0.0015676382,0.0001843657],"about_ca_topic_score_codex":0.00008619619,"about_ca_topic_score_gemma":0.0016289507,"teacher_disagreement_score":0.65189564,"about_ca_system_score_codex":0.000048520902,"about_ca_system_score_gemma":0.00003075001,"threshold_uncertainty_score":0.4549204},"labels":[],"label_agreement":null},{"id":"W2335664938","doi":"10.2118/175932-ms","title":"Going from Conceptual to Analytical Drilling/Completions/Reservoir Guided Model of a Cased Uncemented Multi-Fractured Horizontal Well in the Canadian Horn River Basin","year":2015,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Nexen (Canada)","funders":"","keywords":"Geology; Petroleum engineering; Directional drilling; Drilling; Completion (oil and gas wells); Hydraulic fracturing; Casing; Microseism; Oil shale; Fracture (geology); Borehole; Geotechnical engineering; Engineering; Seismology","score_opus":0.06476183881309619,"score_gpt":0.2701148327194176,"score_spread":0.20535299390632142,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2335664938","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.92028856,0.00008463634,0.07198099,0.0012246652,0.000118988,0.00032755558,0.00014060554,0.00009815238,0.00573586],"genre_scores_gemma":[0.9904889,0.00000466629,0.008654865,0.0003991362,0.00007337496,0.000017301258,0.000095380135,0.000028619228,0.00023776702],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99823207,0.000101709426,0.00048025255,0.00028993076,0.00042769077,0.0004683697],"domain_scores_gemma":[0.99875087,0.00014144299,0.000037109952,0.0004800477,0.00012873097,0.00046180296],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00040639087,0.00024597067,0.00039627322,0.00035054973,0.00009398262,0.000054617376,0.0004439553,0.00015702135,0.00018992867],"category_scores_gemma":[0.00020248296,0.00018239947,0.00014000043,0.00052902306,0.000109705295,0.00009999221,0.00004465343,0.00032618895,0.000086144784],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000019721214,0.000040285642,0.0011935518,0.0000051499906,0.0001053327,0.000028622286,0.0040353704,0.98603415,0.00021951452,0.000033674598,0.008235993,0.000048615693],"study_design_scores_gemma":[0.00093357597,0.000032718122,0.0009992516,0.000025293159,0.00006168866,0.0000017760333,0.0012298774,0.9877569,0.0008142973,0.00005088447,0.007855602,0.00023812267],"about_ca_topic_score_codex":0.345573,"about_ca_topic_score_gemma":0.61389816,"teacher_disagreement_score":0.26832512,"about_ca_system_score_codex":0.00044089195,"about_ca_system_score_gemma":0.00020081295,"threshold_uncertainty_score":0.7438035},"labels":[],"label_agreement":null},{"id":"W2336007898","doi":"10.1115/1.4033401","title":"Interfacial Contamination Between Batches of Crude Oil Due to Dead-Legs in Pump Station Piping","year":2016,"lang":"en","type":"article","venue":"Journal of Energy Resources Technology","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"TransCanada (Canada); Nova Chemicals (Canada)","funders":"","keywords":"Contamination; Crude oil; Environmental science; Piping; Light crude oil; Current (fluid); Petroleum engineering; Environmental engineering; Chemistry; Geology","score_opus":0.006094560297822736,"score_gpt":0.21427682708679763,"score_spread":0.2081822667889749,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2336007898","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.94626635,0.00020716003,0.05190695,0.0011611272,0.000078137666,0.000010615839,0.0000026793623,0.000043822136,0.00032314923],"genre_scores_gemma":[0.9991925,0.00011240139,0.00042727616,0.000011519028,0.00011302254,0.0000029261814,8.035967e-7,0.000016455715,0.00012313986],"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9989271,0.000037475198,0.00057627383,0.00009630309,0.00017387906,0.00018892834],"domain_scores_gemma":[0.9993854,0.00012185602,0.00019940778,0.0001346451,0.00010581882,0.000052835],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00025936222,0.00011150091,0.0003850849,0.0013148828,0.000020126676,0.000009017653,0.00027726515,0.00020136112,0.000014363792],"category_scores_gemma":[0.00020756728,0.00008014968,0.00007675124,0.00043243676,0.000054938737,0.00010918649,0.000043381053,0.00017180799,0.0000021755318],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00009859223,0.00006652447,0.022225793,0.00009718779,0.00045064712,0.00009761512,0.0014814985,0.11565061,0.16430353,0.00024228405,0.00014992515,0.6951358],"study_design_scores_gemma":[0.0016263024,0.00050846813,0.022155236,0.0011104533,0.000112820875,0.00007791897,0.0009795262,0.0015488813,0.93013984,0.0015314369,0.039808016,0.00040112826],"about_ca_topic_score_codex":0.000065415814,"about_ca_topic_score_gemma":0.00028354843,"teacher_disagreement_score":0.7658363,"about_ca_system_score_codex":0.00012318867,"about_ca_system_score_gemma":0.000012075071,"threshold_uncertainty_score":0.3268409},"labels":[],"label_agreement":null},{"id":"W2336131174","doi":"10.2118/179887-ms","title":"Modelling Squeeze Treatments in Fractured Systems - A Case History","year":2016,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":7,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Nalco (Canada)","funders":"","keywords":"Oil shale; Petroleum engineering; Geology; Permeability (electromagnetism); Matrix (chemical analysis); Porosity; Knudsen diffusion; Geotechnical engineering; Embedment; Materials science; Composite material; Chemistry","score_opus":0.015574102578552013,"score_gpt":0.19586689055278447,"score_spread":0.18029278797423245,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2336131174","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.6303158,0.0050844224,0.34103593,0.000092931,0.0006473091,0.00018994899,0.0000061005917,0.00058277504,0.022044793],"genre_scores_gemma":[0.9934931,0.000116490475,0.00020942684,0.000010123687,0.00006196497,0.00002259122,0.0000014215524,0.000023731853,0.006061147],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9993255,0.000021121143,0.00019019023,0.00014732423,0.00009699103,0.00021883621],"domain_scores_gemma":[0.9996219,0.000047251488,0.000015224061,0.00022323661,0.000010895641,0.000081471706],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00007309906,0.00012992196,0.00018117334,0.0001552045,0.000017346993,0.000009123011,0.00006524924,0.000089599685,0.00018865548],"category_scores_gemma":[0.0000056398685,0.00007695043,0.000063737374,0.00006298018,0.000011533498,0.00010135442,0.000008424503,0.00007060237,0.000081696366],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000002704154,0.00001627694,0.00008535964,0.000021179894,0.000066110464,0.00073528336,0.00021006032,0.9969131,0.00016164297,0.000007535394,0.001106294,0.00067446666],"study_design_scores_gemma":[0.00044646318,0.000008251525,0.000012287188,0.000052711406,0.000026144979,0.00009100898,0.00003615733,0.97563785,0.0003041748,0.000013610014,0.02321331,0.00015805554],"about_ca_topic_score_codex":0.0028448198,"about_ca_topic_score_gemma":0.00014695882,"teacher_disagreement_score":0.36317733,"about_ca_system_score_codex":0.00062073546,"about_ca_system_score_gemma":0.000011708681,"threshold_uncertainty_score":0.43005353},"labels":[],"label_agreement":null},{"id":"W2336947559","doi":"10.2118/180158-ms","title":"Multiwell Deconvolution for Shale Gas","year":2016,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":12,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Nexen (Canada)","funders":"Imperial College London","keywords":"Deconvolution; Interference (communication); Shale gas; Convolution (computer science); Petroleum engineering; Algorithm; Computer science; Oil shale; Engineering; Artificial neural network; Channel (broadcasting); Artificial intelligence; Telecommunications","score_opus":0.007970716102662163,"score_gpt":0.2070535720048089,"score_spread":0.19908285590214672,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2336947559","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.15213263,0.00014023244,0.8314122,0.00047189367,0.00018661813,0.00009069603,0.0000066534494,0.00042739356,0.015131685],"genre_scores_gemma":[0.9912835,0.000050891413,0.0017134753,0.000018944665,0.00009081383,0.000028552968,0.0000020161292,0.00001256381,0.0067992597],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9996582,0.000003058561,0.00008061756,0.00007710195,0.000040872605,0.0001401322],"domain_scores_gemma":[0.9997673,0.0000528244,0.0000057872458,0.000114929,0.000015287678,0.0000438958],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00005170365,0.000055796652,0.000068057605,0.000038964547,0.000025130434,0.000006875733,0.000056575765,0.00003943528,0.0003799192],"category_scores_gemma":[0.000020535788,0.00003237621,0.000067023015,0.000033985907,0.000009060774,0.00005598547,0.000005859718,0.00001767631,0.00018750383],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000042936997,0.00011023601,0.004713853,0.00035051658,0.00068670587,0.000007282496,0.00035216325,0.30046374,0.0955759,0.0007572928,0.20900042,0.38793895],"study_design_scores_gemma":[0.0011669109,0.000035019715,0.0016194846,0.000043393367,0.0000479253,0.0000034059208,0.00003382688,0.55937445,0.1571735,0.0009272237,0.2792134,0.00036149324],"about_ca_topic_score_codex":0.000016578937,"about_ca_topic_score_gemma":0.000037834776,"teacher_disagreement_score":0.83915085,"about_ca_system_score_codex":0.00002944519,"about_ca_system_score_gemma":0.0000026481407,"threshold_uncertainty_score":0.41598487},"labels":[],"label_agreement":null},{"id":"W2337258696","doi":"10.2118/180072-ms","title":"A New Non-Darcy Flow Model for Low Velocity Multiphase Flow in Tight Reservoirs","year":2016,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":8,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"CMG Reservoir Simulation Foundation; Colorado School of Mines","keywords":"Pressure gradient; Mechanics; Tight gas; Multiphase flow; Darcy's law; Adverse pressure gradient; Boundary layer; Fluid dynamics; Capillary pressure; Flow (mathematics); Porous medium; Capillary action; Hele-Shaw flow; Flow velocity; External flow; Materials science; Permeability (electromagnetism); Flow coefficient; Geology; Geotechnical engineering; Flow separation; Open-channel flow; Porosity; Physics; Chemistry; Hydraulic fracturing; Composite material","score_opus":0.01140973885237628,"score_gpt":0.2319384649649628,"score_spread":0.2205287261125865,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2337258696","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"methods","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.035457186,0.000059109312,0.9615006,0.00075538433,0.00011890875,0.00021800214,0.000028195589,0.00022014909,0.0016424723],"genre_scores_gemma":[0.8586173,0.00006404477,0.12642796,0.00006029114,0.00016270245,0.000053620177,0.000012040052,0.000053940297,0.014548098],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99867916,0.000013856166,0.0003209046,0.0003027385,0.00019255452,0.0004908136],"domain_scores_gemma":[0.9991307,0.0001268593,0.000020517313,0.00043729183,0.0000430255,0.00024157293],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00020842232,0.00022917567,0.00031365882,0.00021079814,0.00005567594,0.000041567197,0.00028490133,0.0001617313,0.00020122534],"category_scores_gemma":[0.00008029724,0.00015004717,0.00018905377,0.00022303406,0.000021031883,0.00029450044,0.000043456002,0.00013846933,0.00007374206],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000028956265,0.000034593057,0.000055359582,0.00006579965,0.000054576147,0.0000067138603,0.0002269588,0.9690034,0.0010598622,0.0000048636507,0.013176563,0.016282357],"study_design_scores_gemma":[0.001747373,0.000015176021,0.000098141194,0.00008988542,0.00001704266,8.1278e-7,0.000013349584,0.98922235,0.0061962297,0.00031033845,0.0020197718,0.00026951716],"about_ca_topic_score_codex":0.0002345635,"about_ca_topic_score_gemma":0.0014378529,"teacher_disagreement_score":0.83507264,"about_ca_system_score_codex":0.00013948078,"about_ca_system_score_gemma":0.000064542015,"threshold_uncertainty_score":0.61187464},"labels":[],"label_agreement":null},{"id":"W2338181459","doi":"10.3997/2214-4609.201600412","title":"Mathematical Simulation of Hydraulic Fracturing of Shale Strata","year":2016,"lang":"en","type":"article","venue":"Proceedings","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Waterloo","funders":"","keywords":"Hydraulic fracturing; Geology; Oil shale; Geothermal gradient; Permeability (electromagnetism); Petroleum engineering; Sedimentary rock; Igneous rock; Petrology; Fossil fuel; Geothermal energy; Fracture (geology); Petroleum; Natural gas; Source rock; Geotechnical engineering; Geochemistry; Geomorphology; Geophysics; Structural basin","score_opus":0.01104737579141135,"score_gpt":0.2286666024553713,"score_spread":0.21761922666395994,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2338181459","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9645525,0.00007616772,0.02177337,0.00006957544,0.000024878975,0.00006256473,0.0000034178622,0.000107561784,0.013329929],"genre_scores_gemma":[0.99933064,0.000020403408,0.00045808163,0.000003539698,0.000052385047,0.0000036331326,5.759357e-7,0.00001865492,0.00011210178],"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99926853,0.0000017321706,0.00028921803,0.000105135055,0.00019093753,0.0001444747],"domain_scores_gemma":[0.9996493,0.00007240556,0.00006585034,0.00009368827,0.000069252455,0.000049528262],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00011787085,0.00009707846,0.00021316257,0.00010337949,0.000015012517,0.000007283667,0.00013325048,0.00006953511,0.00016716622],"category_scores_gemma":[0.00009767743,0.00006440219,0.00007670408,0.0001474607,0.00003715331,0.00016987938,0.000023816829,0.000058956914,0.000018674013],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000465212,0.0002046066,0.01059698,0.004275793,0.0005359414,0.0000034079203,0.003322508,0.6077976,0.33159623,0.00087689125,0.00064092426,0.0401026],"study_design_scores_gemma":[0.00044458263,0.000050521943,0.00499619,0.00054568256,0.00006723489,0.000003531133,0.00015741363,0.4061139,0.5830949,0.0034193664,0.0008531126,0.00025356663],"about_ca_topic_score_codex":0.000003973849,"about_ca_topic_score_gemma":2.999391e-7,"teacher_disagreement_score":0.25149867,"about_ca_system_score_codex":0.000017697444,"about_ca_system_score_gemma":0.000005165322,"threshold_uncertainty_score":0.2626245},"labels":[],"label_agreement":null},{"id":"W2338681711","doi":"10.3997/2214-4609.201600416","title":"Shale Gas Geomechanics and Insights into Hydraulic Fracturing Stimulation","year":2016,"lang":"en","type":"article","venue":"Proceedings","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Waterloo","funders":"","keywords":"Geomechanics; Hydraulic fracturing; Shale gas; Petroleum engineering; Oil shale; Geology; Unconventional oil; Geotechnical engineering","score_opus":0.0059122258741658535,"score_gpt":0.19696193263683254,"score_spread":0.1910497067626667,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2338681711","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.98570824,0.00058273954,0.010252485,0.0003293487,0.000082310646,0.00007996679,3.9909682e-7,0.00039156582,0.0025729279],"genre_scores_gemma":[0.99880123,0.00045614483,0.00037581977,0.000043732536,0.00012624823,0.000013404623,0.0000013140634,0.000034893314,0.00014719565],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99920356,0.00000233131,0.00017640583,0.00022249357,0.00016971253,0.00022546784],"domain_scores_gemma":[0.9996777,0.000032775264,0.000032743777,0.000085155305,0.000050909377,0.00012071335],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00008354254,0.00016222408,0.00016527878,0.00016681012,0.000098963676,0.000060038954,0.000108451815,0.00010629044,0.000041706877],"category_scores_gemma":[0.000052668714,0.00011141188,0.00004365784,0.00015768473,0.000018768837,0.00038615966,0.000049873106,0.00011230075,0.00005097092],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00008447124,0.00014990018,0.013420632,0.0022955185,0.00087472604,0.000049353046,0.023272343,0.08671115,0.45596382,0.001968749,0.0055510313,0.4096583],"study_design_scores_gemma":[0.0013665366,0.00011000492,0.005848873,0.00051358755,0.00014758712,0.000027173717,0.0003598391,0.7176401,0.18995348,0.029331941,0.053574577,0.0011262818],"about_ca_topic_score_codex":0.000018403043,"about_ca_topic_score_gemma":0.0000052889145,"teacher_disagreement_score":0.630929,"about_ca_system_score_codex":0.000067003224,"about_ca_system_score_gemma":0.000004465721,"threshold_uncertainty_score":0.45432445},"labels":[],"label_agreement":null},{"id":"W2338927718","doi":"10.2118/180236-ms","title":"Slimhole Refracturing Case Studies and Experience Utilizing Mechanical Isolation for Effective Refracture Treatments","year":2016,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":10,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Petroleum engineering; Geology; Engineering; Completion (oil and gas wells); Stage (stratigraphy); Mining engineering; Paleontology","score_opus":0.017307862460608992,"score_gpt":0.293947438915294,"score_spread":0.276639576454685,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2338927718","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.929379,0.0012149601,0.06825926,0.00014603128,0.00015280994,0.00031550397,0.0000052017954,0.0002487856,0.00027843378],"genre_scores_gemma":[0.9973292,0.0002468708,0.0017139508,0.000023650944,0.00006445685,0.00015874216,0.0000014739147,0.00002459893,0.00043708563],"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99922824,0.00002386562,0.00017613829,0.00026028077,0.00007702477,0.00023447376],"domain_scores_gemma":[0.9992803,0.00039713588,0.000029130799,0.00018370795,0.000041002208,0.00006874588],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00011515001,0.00018413208,0.00022969463,0.00007447719,0.00016313865,0.000024395853,0.000049456412,0.0000930207,0.000018911918],"category_scores_gemma":[0.000128618,0.00010354108,0.00007209566,0.000065868895,0.000030827858,0.00023420584,0.00003344771,0.00006548013,0.0000057356015],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00032858126,0.0001701376,0.0014736976,0.0012432787,0.005042349,0.0014932406,0.018959729,0.024581596,0.24941105,0.00017801995,0.0017546699,0.69536364],"study_design_scores_gemma":[0.0046576117,0.00048422866,0.0016665581,0.0006717557,0.0006535943,0.0013870988,0.0071265684,0.05802231,0.9150337,0.0013917002,0.007635018,0.0012698389],"about_ca_topic_score_codex":0.000021446856,"about_ca_topic_score_gemma":0.000030106938,"teacher_disagreement_score":0.6940938,"about_ca_system_score_codex":0.000113961134,"about_ca_system_score_gemma":0.0000028742738,"threshold_uncertainty_score":0.42222828},"labels":[],"label_agreement":null},{"id":"W2339354517","doi":"10.2118/180213-ms","title":"Coupled Geomechanics and Fluid Flow Modeling in Naturally Fractured Reservoirs","year":2016,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":9,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Geomechanics; Permeability (electromagnetism); Fluid dynamics; Reservoir simulation; Poromechanics; Matrix (chemical analysis); Porous medium; Flow (mathematics); Computer science; Multiphase flow; Coupling (piping); Geology; Porosity; Geotechnical engineering; Petroleum engineering; Mechanics; Materials science; Engineering; Mechanical engineering","score_opus":0.009317059290717404,"score_gpt":0.2042615847335927,"score_spread":0.1949445254428753,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2339354517","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.6437925,0.001330213,0.35234416,0.0010270771,0.00016375649,0.00010324433,0.0000037135915,0.00035401667,0.00088133157],"genre_scores_gemma":[0.9971463,0.0006879109,0.0016325921,0.00006441537,0.00005578608,0.000007935564,0.0000037813636,0.000030049701,0.00037124928],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9990494,0.000016000733,0.00023606655,0.00021361008,0.00017466971,0.0003102226],"domain_scores_gemma":[0.99952745,0.00006732893,0.000011779376,0.00025820645,0.000031683492,0.00010353256],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00019709105,0.00016514194,0.00022225769,0.00018052143,0.000040186143,0.000032252134,0.00014957723,0.00015399998,0.00015044636],"category_scores_gemma":[0.000069161775,0.00010149562,0.000055519744,0.00017174159,0.000010078126,0.0001735712,0.000047690257,0.000173153,0.000024658091],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000009888527,0.000006273751,0.00003542751,0.000024966288,0.000040297175,0.000012016962,0.000109914814,0.98931646,0.0073891473,0.000014924932,0.0001919786,0.00284871],"study_design_scores_gemma":[0.00043595376,0.000008764047,0.000048992915,0.0000551188,0.000010169082,0.0000028182014,0.000030346291,0.9966447,0.0013326032,0.0005909509,0.0006518397,0.00018777214],"about_ca_topic_score_codex":0.00013286392,"about_ca_topic_score_gemma":0.0004329443,"teacher_disagreement_score":0.3533538,"about_ca_system_score_codex":0.000061464554,"about_ca_system_score_gemma":0.000010092213,"threshold_uncertainty_score":0.4138871},"labels":[],"label_agreement":null},{"id":"W2339469028","doi":"10.2118/180178-ms","title":"Redevelopment of the Pembina Cardium Field by CO2-EOR Using Existing Wells","year":2016,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Completion (oil and gas wells); Petroleum engineering; Enhanced oil recovery; Geology; Analytic hierarchy process; Workflow; Well stimulation; Oil field; Permeability (electromagnetism); Injection well; Reservoir simulation; Oil in place; Petroleum; Engineering; Reservoir engineering; Computer science; Operations research","score_opus":0.011414154852500673,"score_gpt":0.21459938073124293,"score_spread":0.20318522587874227,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2339469028","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.87596184,0.0002834964,0.045055803,0.0011266705,0.0005213846,0.000111613466,0.000006357525,0.00016038855,0.076772444],"genre_scores_gemma":[0.99297076,0.000028882105,0.0006647867,0.000044813656,0.000035436497,0.0000017885536,3.8331726e-7,0.000011983345,0.0062411637],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99939007,0.000015590078,0.0001835684,0.00009686885,0.00014769859,0.00016618868],"domain_scores_gemma":[0.9996038,0.000083162726,0.000027797003,0.00022581557,0.000022376149,0.00003701884],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00011581953,0.00008869124,0.00013906902,0.000028458588,0.000054745382,0.000009127192,0.00015509532,0.000053579246,0.00024871004],"category_scores_gemma":[0.00004936595,0.00004450722,0.000088799956,0.000104171915,0.000020242815,0.00003458898,0.00004929223,0.000061794635,0.000008212917],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000017949465,0.00007515649,0.01196011,0.00037215842,0.0011195786,0.000010846539,0.0010806058,0.21856983,0.537435,0.00011449886,0.20262958,0.026614688],"study_design_scores_gemma":[0.00025589898,0.000010203302,0.00059116806,0.00018372978,0.00004805661,0.0000039346137,0.000082633334,0.011402075,0.9273389,0.000057762525,0.0598018,0.00022386144],"about_ca_topic_score_codex":0.00018971055,"about_ca_topic_score_gemma":0.000008171902,"teacher_disagreement_score":0.38990387,"about_ca_system_score_codex":0.00004892428,"about_ca_system_score_gemma":0.000013843463,"threshold_uncertainty_score":0.27232006},"labels":[],"label_agreement":null},{"id":"W2339625943","doi":"10.2118/180230-ms","title":"Rate-Transient Analysis of Liquid-Rich Tight/Shale Reservoirs Using the Dynamic Drainage Area Concept: Examples from North American Reservoirs","year":2016,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":11,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"Alberta Innovates - Technology Futures","keywords":"Petroleum engineering; Fluid dynamics; Geomechanics; Geology; Saturation (graph theory); Reservoir engineering; Decoupling (probability); Reservoir modeling; Multiphase flow; Mechanics; Oil shale; Fracture (geology); Geotechnical engineering; Engineering; Petroleum; Mathematics","score_opus":0.01487839265024909,"score_gpt":0.23836364521546108,"score_spread":0.22348525256521198,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2339625943","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9340037,0.00025921082,0.06332257,0.0007691898,0.00008923862,0.00015918963,0.00023667568,0.00022138028,0.0009388494],"genre_scores_gemma":[0.9980489,0.00021291156,0.0008391018,0.0000652697,0.000053312953,0.000017448216,0.00010198085,0.00006083302,0.0006002674],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9973678,0.00025066378,0.00071303087,0.0005335412,0.0005207412,0.00061424467],"domain_scores_gemma":[0.9973727,0.0007832279,0.00018610421,0.0013035391,0.00015438646,0.00020007853],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003717806,0.00039568046,0.0008822895,0.0005540546,0.00019871986,0.00005737496,0.00081625715,0.00009675813,0.00056101335],"category_scores_gemma":[0.0001121898,0.00021679186,0.000502205,0.0028858562,0.0006246323,0.0002037735,0.00011972717,0.00023654448,0.000014277617],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00007548432,0.000047738216,0.005206207,0.000022878368,0.003965747,0.000018139915,0.0016759685,0.9738179,0.014418161,0.000012491087,0.00028127502,0.00045801277],"study_design_scores_gemma":[0.0006975289,0.00020799873,0.083240874,0.00010788076,0.0034696797,0.000001605831,0.0029640608,0.8917881,0.01451912,0.000045708235,0.0020414114,0.00091602263],"about_ca_topic_score_codex":0.008262806,"about_ca_topic_score_gemma":0.02719262,"teacher_disagreement_score":0.08202979,"about_ca_system_score_codex":0.00019379234,"about_ca_system_score_gemma":0.000042815787,"threshold_uncertainty_score":0.99834126},"labels":[],"label_agreement":null},{"id":"W2340002226","doi":"10.2118/180207-ms","title":"Effects of Hydraulic Fractures on the Treatment of Condensate by Huff-n-Puff Gas Injection in Eagle Ford Shale","year":2016,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Petroleum engineering; Hydraulic fracturing; Oil shale; Shale gas; Tight gas; Natural gas; Dew point; Relative permeability; Permeability (electromagnetism); Dry gas; Reservoir simulation; Environmental science; Geology; Chemistry; Geotechnical engineering; Waste management; Engineering; Thermodynamics","score_opus":0.004920813824148494,"score_gpt":0.20873517550530174,"score_spread":0.20381436168115324,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2340002226","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99470365,0.0003955967,0.0010169424,0.00026871602,0.00006835856,0.00017855114,0.0000042819934,0.00005403828,0.003309846],"genre_scores_gemma":[0.9982926,0.000412481,0.00001547203,0.00003182055,0.000026134769,0.000029422039,0.0000021576307,0.000016806043,0.0011730638],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99929255,0.000046494988,0.00022176324,0.00012810163,0.00014248793,0.00016861883],"domain_scores_gemma":[0.99923974,0.00043187654,0.000045967237,0.00023125591,0.00001557218,0.00003560565],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00007778836,0.0001436622,0.00025357507,0.00011375584,0.000021397353,0.00000548322,0.00009487507,0.00008105331,0.00016429508],"category_scores_gemma":[0.000032301563,0.00006617743,0.000119726785,0.00014033513,0.000036306228,0.000042387484,0.0000071609693,0.000053960845,0.000021999462],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000274346,0.0019321964,0.008742275,0.0006421357,0.0016859918,0.000031393003,0.0036859934,0.2901029,0.5712434,0.00018152088,0.013609024,0.10786878],"study_design_scores_gemma":[0.0007514907,0.00042164762,0.0043043676,0.00008603412,0.000039804312,8.6753386e-7,0.000038924303,0.0043658,0.9865057,0.0001634991,0.0032149323,0.00010692805],"about_ca_topic_score_codex":0.0005907962,"about_ca_topic_score_gemma":0.00014641703,"teacher_disagreement_score":0.41526228,"about_ca_system_score_codex":0.000073896976,"about_ca_system_score_gemma":0.000005615163,"threshold_uncertainty_score":0.26986375},"labels":[],"label_agreement":null},{"id":"W2340570380","doi":"10.1144/petgeo2015-063","title":"A workflow for vertical and horizontal near-wellbore permeability modelling in the McMurray Formation","year":2016,"lang":"en","type":"article","venue":"Petroleum Geoscience","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Cenovus Energy (Canada)","funders":"","keywords":"Geology; Wellbore; Environmental geology; Geobiology; Igneous petrology; Hydrogeology; Permeability (electromagnetism); Petrology; Metamorphic petrology; Gemology; Palaeogeography; Workflow; Regional geology; Economic geology; Telmatology; Horizontal and vertical; Engineering geology; Geotechnical engineering; Volcanism; Petroleum engineering; Seismology; Tectonics; Geodesy; Database; Computer science","score_opus":0.01181236495172857,"score_gpt":0.2136359812262887,"score_spread":0.20182361627456014,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2340570380","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.5883493,0.000073471594,0.4107859,0.0005271033,0.000044713495,0.000051030653,0.0000032259363,0.000027940396,0.0001373229],"genre_scores_gemma":[0.99856335,0.00004396379,0.0012667096,0.000025915788,0.000036848927,0.00003175368,0.000001188354,0.000005521335,0.000024763744],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9992052,0.000023300383,0.0001520566,0.000165403,0.00017912441,0.00027494808],"domain_scores_gemma":[0.9995902,0.00015569828,0.0000091616785,0.00017815572,0.000015256513,0.000051537394],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00050113996,0.00008604194,0.0001010079,0.00004490556,0.00013509598,0.00007254471,0.00018692524,0.000041987263,0.0000050603376],"category_scores_gemma":[0.00006816648,0.000045834535,0.0000477563,0.00014258102,0.00011351507,0.00026351062,0.000018089699,0.0000830109,0.0000050229446],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000035659876,0.000056914698,0.0045319595,0.0001097315,0.000011060988,0.0000036871534,0.0023789736,0.9517519,0.0028575512,0.00015864751,0.000113232374,0.037990693],"study_design_scores_gemma":[0.00019323222,0.000028005894,0.0037026387,0.000025049034,0.0000073247393,0.0000041717594,0.00008138309,0.9939002,0.00032380634,0.00039494873,0.0012566498,0.00008258715],"about_ca_topic_score_codex":0.000043736476,"about_ca_topic_score_gemma":0.000080929705,"teacher_disagreement_score":0.41021404,"about_ca_system_score_codex":0.000055294415,"about_ca_system_score_gemma":0.000010978467,"threshold_uncertainty_score":0.18690781},"labels":[],"label_agreement":null},{"id":"W2340941662","doi":"10.2118/180275-ms","title":"Optimization of Chock Valves for Fracture Clean-up in Tight Gas Condensate Reservoirs","year":2016,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Fracture (geology); Hydraulic fracturing; Petroleum engineering; Comminution; Tight gas; Geology; Choke; Materials science; Geotechnical engineering; Engineering; Metallurgy","score_opus":0.009301631193131573,"score_gpt":0.22730382180714348,"score_spread":0.2180021906140119,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2340941662","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.23748212,0.00031141506,0.7523668,0.0025114163,0.00029616032,0.0003515143,0.000021785458,0.00029457288,0.0063642645],"genre_scores_gemma":[0.9930765,0.00022688949,0.0034546938,0.00004195561,0.000057287052,0.00001592756,0.000010492372,0.00002892587,0.0030873176],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9992249,0.000018730636,0.00027106868,0.00014931071,0.00012457813,0.000211422],"domain_scores_gemma":[0.9994672,0.00014414749,0.00003814896,0.00023911064,0.000055704448,0.000055693086],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00014642936,0.00012212573,0.00022289284,0.00016274626,0.0000233814,0.000011350362,0.00014361746,0.00012310427,0.00039594717],"category_scores_gemma":[0.00008440022,0.00007553409,0.00011223698,0.00015747915,0.0000266348,0.00012908512,0.000015903921,0.00007101746,0.000011009321],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00001748992,0.00001099514,0.00031194958,0.00006821613,0.000059325594,8.0343034e-7,0.0001236387,0.9935486,0.001209216,0.000022500306,0.003486923,0.0011403782],"study_design_scores_gemma":[0.0020419206,0.000064216685,0.0016187825,0.00022810545,0.00006253426,0.0000015781711,0.00018431718,0.82490945,0.15330899,0.0007757039,0.016398698,0.00040570754],"about_ca_topic_score_codex":0.00005765034,"about_ca_topic_score_gemma":0.00014256076,"teacher_disagreement_score":0.7555944,"about_ca_system_score_codex":0.000041142415,"about_ca_system_score_gemma":0.000013290474,"threshold_uncertainty_score":0.43353438},"labels":[],"label_agreement":null},{"id":"W2342689740","doi":"10.2118/180416-ms","title":"Evaluation and Prediction of Hydraulic Fractured Well Performance in Montney Formations Using a Data-Driven Approach","year":2016,"lang":"en","type":"article","venue":"SPE Western Regional Meeting","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":18,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Calgary","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Hydraulic fracturing; Geology; Well stimulation; Petroleum engineering; Cluster analysis; Well logging; Computer science; Reservoir engineering; Petroleum; Artificial intelligence","score_opus":0.04813699462381375,"score_gpt":0.2626508925652341,"score_spread":0.21451389794142034,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2342689740","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.97807,0.00036517484,0.019705204,0.00012649935,0.000050983203,0.0001651715,0.0000144516125,0.000052552386,0.001449956],"genre_scores_gemma":[0.9975889,0.00019669323,0.0020143196,0.000010749553,0.0000921397,0.000009895872,0.00005241671,0.000017151113,0.000017775188],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9988594,0.00006319908,0.00032597504,0.00019667967,0.00038599156,0.00016874791],"domain_scores_gemma":[0.9994437,0.000060862734,0.00009304083,0.00028879492,0.00006672795,0.000046889294],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006501731,0.00011879944,0.00017286916,0.00018868093,0.000051532013,0.00001639639,0.00015421165,0.000078153025,0.00000717858],"category_scores_gemma":[0.00005637302,0.0000889265,0.000029001532,0.00015741585,0.000038329,0.0004961825,0.000059236216,0.00009797602,0.0000036814952],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000007688799,0.000020238529,0.032596145,0.0001264972,0.000061567276,4.7645872e-7,0.0005206098,0.95896477,0.0016436995,0.0000014167747,0.00003093505,0.006025966],"study_design_scores_gemma":[0.0004279682,0.000009302548,0.050783806,0.0003253684,0.000068333,0.000010217226,0.000061249186,0.947262,0.000482641,0.000025081063,0.00045139942,0.000092674],"about_ca_topic_score_codex":0.00008532887,"about_ca_topic_score_gemma":0.0000696259,"teacher_disagreement_score":0.019518852,"about_ca_system_score_codex":0.00008585627,"about_ca_system_score_gemma":0.000024763214,"threshold_uncertainty_score":0.36263174},"labels":[],"label_agreement":null},{"id":"W2352109113","doi":"10.1016/s1001-6058(11)60278-3","title":"Well Testing Analysis for Horizontal Well With Consideration of Threshold Pressure Gradient in Tight Gas Reservoirs","year":2012,"lang":"en","type":"article","venue":"Journal of Hydrodynamics","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":45,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Regina","funders":"State Key Laboratory of Oil and Gas Reservoir Geology and Exploitation","keywords":"Dimensionless quantity; Mechanics; Pressure gradient; Flow (mathematics); Homogeneous; Tight gas; Function (biology); Point source; Boundary value problem; Mathematical analysis; Geology; Physics; Mathematics; Optics; Petroleum engineering; Thermodynamics; Hydraulic fracturing","score_opus":0.010935600173297744,"score_gpt":0.2177979569256872,"score_spread":0.20686235675238945,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2352109113","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9822845,0.000893057,0.0152068,0.00009739584,0.0001418001,0.00011761869,0.000008632323,0.000018451083,0.0012317833],"genre_scores_gemma":[0.9959642,0.000075711556,0.0036985448,0.000005816784,0.00015348484,0.0000035491094,0.000010177672,0.0000279126,0.000060592833],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99856335,0.00003334417,0.0006584476,0.000106234525,0.00032194442,0.00031669752],"domain_scores_gemma":[0.9989949,0.00018649345,0.00031016115,0.00020898329,0.00016929588,0.00013016441],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00065257313,0.00017258804,0.00052745565,0.00058843795,0.000049188482,0.000026771857,0.00016398127,0.000098939934,0.000016635204],"category_scores_gemma":[0.00008043484,0.00013045884,0.0002387061,0.0006843506,0.00003871207,0.00030271045,0.000017931774,0.00031168485,0.0000010480195],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000048577327,0.000080626356,0.07798399,0.00011283867,0.0009801701,0.000010525923,0.00026261195,0.91966647,0.00067071826,0.000017744695,0.00012852016,0.000037216138],"study_design_scores_gemma":[0.00058868487,0.00017756334,0.009193303,0.00009482713,0.0011500247,0.00004038274,0.00013863039,0.9865185,0.0013071235,0.00006740484,0.00055697345,0.00016657152],"about_ca_topic_score_codex":0.000051872827,"about_ca_topic_score_gemma":0.0005834448,"teacher_disagreement_score":0.06879069,"about_ca_system_score_codex":0.000092151386,"about_ca_system_score_gemma":0.00003145936,"threshold_uncertainty_score":0.5319957},"labels":[],"label_agreement":null},{"id":"W2360567340","doi":"","title":"Fracture in shale gas play and the evaluation of its effects","year":2011,"lang":"en","type":"article","venue":"Petrochemical Industry Application","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Shale gas; Petroleum engineering; Exploit; Oil shale; Directional drilling; Hydraulic fracturing; Fracture (geology); Tight gas; Geology; Fracturing fluid; Drilling; Wellbore; Engineering; Geotechnical engineering; Computer science; Mechanical engineering","score_opus":0.01724037267546539,"score_gpt":0.2501592926388121,"score_spread":0.2329189199633467,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2360567340","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99361265,0.00061349024,0.0025388263,0.000106942454,0.0000133980175,0.00023815427,9.015961e-7,0.000033012944,0.002842619],"genre_scores_gemma":[0.99962807,0.00003785563,0.00007977828,0.000022768118,0.000046826422,0.00015391012,0.000010271984,0.000008599828,0.000011922369],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9993732,0.000041103925,0.00016356214,0.00012176928,0.00019907563,0.00010127026],"domain_scores_gemma":[0.99961454,0.00008647277,0.000039877992,0.00017672213,0.00004535086,0.000037038695],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00038954482,0.00008269584,0.00013347784,0.000045371675,0.000017905582,0.000005119295,0.00010687301,0.00025732236,0.000042276453],"category_scores_gemma":[0.00010329219,0.00005908044,0.00002899044,0.00017663873,0.00005004596,0.00004552483,0.000017340604,0.00042132678,0.0000057509014],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00038774178,0.00070255436,0.028237741,0.001868962,0.00072997506,0.0000050246435,0.011889387,0.32357803,0.50361985,0.0012907834,0.0020889896,0.12560096],"study_design_scores_gemma":[0.001065653,0.000006943034,0.016301237,0.000048157206,0.00011757644,0.000002861343,0.000059491576,0.42893824,0.552144,0.0009890005,0.00020643657,0.00012037075],"about_ca_topic_score_codex":0.000034734414,"about_ca_topic_score_gemma":0.0000041426265,"teacher_disagreement_score":0.12548059,"about_ca_system_score_codex":0.00003806124,"about_ca_system_score_gemma":0.0000076417355,"threshold_uncertainty_score":0.24092305},"labels":[],"label_agreement":null},{"id":"W2362352045","doi":"","title":"Experimental study on displacement of miscible fluid flow in porous sandstone","year":2012,"lang":"en","type":"article","venue":"Zhongguo Shiyou Daxue xuebao. Ziran kexue ban","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Displacement (psychology); Porous medium; Mechanics; Dispersion (optics); Viscous liquid; Flow velocity; Viscous fingering; Flow (mathematics); Fluid dynamics; Materials science; Porosity; Geology; Geotechnical engineering; Physics; Optics","score_opus":0.013784803867398629,"score_gpt":0.25337437300075766,"score_spread":0.23958956913335902,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2362352045","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9916758,0.0014161881,0.00028979214,0.000053981803,0.0005940447,0.00048336663,0.000026315107,0.00017145005,0.0052890796],"genre_scores_gemma":[0.99867713,0.000019865338,0.00017051694,0.000029470057,0.00026565717,0.0000857248,0.000041903375,0.00008856328,0.0006211696],"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99747765,0.00011992176,0.0006639164,0.00038535194,0.00058378134,0.0007693921],"domain_scores_gemma":[0.9987919,0.00007310656,0.000078554775,0.00076472864,0.00002338713,0.000268371],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0005266526,0.00043076187,0.00064870133,0.00044581076,0.00010163621,0.00004502962,0.0003881762,0.00014267334,0.00034064398],"category_scores_gemma":[0.00003155727,0.000393518,0.00017751784,0.00054310414,0.0000635436,0.0002763322,0.000090561916,0.00035723078,0.000120025186],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00034543202,0.009128316,0.06909956,0.00033602305,0.00088693097,0.00014487011,0.034434468,0.81023884,0.06940252,0.000050437757,0.0042982837,0.0016343169],"study_design_scores_gemma":[0.011792573,0.0023896082,0.13903803,0.0005992754,0.0004307258,0.000039579474,0.02069335,0.053349525,0.7605101,0.00001815729,0.008282711,0.0028563712],"about_ca_topic_score_codex":0.00044681548,"about_ca_topic_score_gemma":0.00017167759,"teacher_disagreement_score":0.75688934,"about_ca_system_score_codex":0.00023585565,"about_ca_system_score_gemma":0.000021190357,"threshold_uncertainty_score":0.99985164},"labels":[],"label_agreement":null},{"id":"W2363490789","doi":"","title":"TWO TYPES OF NEW NOVEL POINT SOURCE FUNCTIONS FOR TRANSIENT FLOW IN POROUS MEDIA","year":2001,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"CAE (Canada)","funders":"","keywords":"Porous medium; Boundary value problem; Mathematical analysis; Mathematics; Flow (mathematics); Boundary (topology); Mechanics; Porosity; Geometry; Physics; Geology; Geotechnical engineering","score_opus":0.012674723883139373,"score_gpt":0.21879060580052467,"score_spread":0.2061158819173853,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2363490789","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.12971433,0.00022408372,0.8629652,0.00039891354,0.00015136623,0.00008632809,0.000006117087,0.00011280861,0.0063408287],"genre_scores_gemma":[0.99205756,0.000032754597,0.00502344,0.000027945878,0.00009786284,0.0000065596882,0.000012734187,0.00001649781,0.0027246578],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9994923,0.0000031477941,0.00017867298,0.00009062985,0.00008221853,0.00015304217],"domain_scores_gemma":[0.9997285,0.000052856456,0.000010541253,0.00012664804,0.000017054903,0.00006440527],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00007270513,0.00007868429,0.00015221366,0.00011677735,0.000014861028,0.000005956238,0.00006389468,0.00004079796,0.00023086922],"category_scores_gemma":[0.000022251279,0.000064730455,0.00008350419,0.00018813138,0.000009028862,0.00003765571,0.000004870483,0.00006689464,0.000010985475],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000008954554,0.000031304327,0.00011410259,0.000016911577,0.000046407455,9.039999e-7,0.0005741769,0.9889353,0.00078457495,0.0000061142505,0.0015957978,0.007885466],"study_design_scores_gemma":[0.0014243517,0.00003246246,0.002111502,0.000030958963,0.000074120784,0.000008825895,0.00048704766,0.95457166,0.0030244577,0.00007152031,0.03796642,0.00019667966],"about_ca_topic_score_codex":0.00077812374,"about_ca_topic_score_gemma":0.0027830508,"teacher_disagreement_score":0.86234325,"about_ca_system_score_codex":0.000023936118,"about_ca_system_score_gemma":0.000013322809,"threshold_uncertainty_score":0.26396313},"labels":[],"label_agreement":null},{"id":"W2364909090","doi":"","title":"Multiple fracturing of horizontal well in shale gas productivity factors numerical simulation researching","year":2013,"lang":"en","type":"article","venue":"Petrochemical Industry Application","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Petroleum engineering; Directional drilling; Oil shale; Tight gas; Natural gas; Geology; Hydraulic fracturing; Shale gas; Coalbed methane; Fracture (geology); Permeability (electromagnetism); Drilling; Geotechnical engineering; Engineering; Coal; Waste management; Mechanical engineering","score_opus":0.011936101614782167,"score_gpt":0.2496528504358588,"score_spread":0.23771674882107663,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2364909090","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9700795,0.0000309635,0.028701365,0.00009401409,0.000023044788,0.00024559215,0.0000029950918,0.00011139156,0.0007111675],"genre_scores_gemma":[0.9993322,0.0000032792157,0.0003368798,0.0000027452597,0.00014590053,0.00008327483,0.000052024217,0.000024518356,0.000019211233],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9988153,0.00003210481,0.00032518612,0.00028284904,0.00026367902,0.00028086946],"domain_scores_gemma":[0.9992631,0.00020991171,0.000061629326,0.00030200515,0.000049920072,0.00011342104],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00013866129,0.00015410085,0.00022449253,0.0001389063,0.000040124232,0.000022503731,0.00018455068,0.00032019746,0.000106270905],"category_scores_gemma":[0.00019952688,0.0001458646,0.00006601459,0.0004254544,0.000041289357,0.00023318958,0.000049551712,0.0009657117,0.00003258966],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000113989045,0.00012540513,0.06452165,0.00009164177,0.00002617031,4.7993586e-7,0.00020601222,0.6665891,0.26202333,0.0000013911433,0.00006176765,0.006341678],"study_design_scores_gemma":[0.00012262599,0.000008215511,0.02533119,0.00001831144,0.0000048753923,4.974825e-7,0.000100816884,0.60075074,0.37333193,0.000060474093,0.00014769284,0.00012263836],"about_ca_topic_score_codex":0.00051581935,"about_ca_topic_score_gemma":0.00000931708,"teacher_disagreement_score":0.1113086,"about_ca_system_score_codex":0.00014998093,"about_ca_system_score_gemma":0.000011617155,"threshold_uncertainty_score":0.5948186},"labels":[],"label_agreement":null},{"id":"W2365548425","doi":"10.2523/97832-ms","title":"Application and Study of Fine-Silty Sand Control Technique Using Fiber-Complex High-Pressure Pack in Sebei Gas Reservoir","year":2006,"lang":"en","type":"article","venue":"Proceedings of International Symposium and Exhibition on Formation Damage Control","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Petro-Canada","funders":"PetroChina Company Limited","keywords":"Computer science","score_opus":0.005903760876652674,"score_gpt":0.21582258422080644,"score_spread":0.20991882334415377,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2365548425","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9901647,0.00005242269,0.006798061,0.00029213366,0.000023220024,0.0006444524,0.000066096945,0.00005736253,0.0019015521],"genre_scores_gemma":[0.9994769,0.000027937209,0.00023283342,0.000015235693,0.000066209555,0.000092899514,0.000046580826,0.000014975929,0.000026408703],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9988289,0.00001445063,0.000552435,0.00017816809,0.00029520132,0.00013086676],"domain_scores_gemma":[0.99933285,0.000051648083,0.00022889712,0.0000749499,0.00027218822,0.000039496364],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00028578198,0.00016147067,0.00028879772,0.00031584976,0.00005846494,0.00005468889,0.00011713121,0.00009376159,0.000020076652],"category_scores_gemma":[0.000024851217,0.00015290911,0.00004231961,0.00016368032,0.000040518407,0.00051490904,0.000023366196,0.00013306152,0.0000010013863],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00036882455,0.0004348719,0.012789693,0.0005285981,0.00018615215,0.0000014935797,0.00070246134,0.49371782,0.4895402,0.00059034495,0.00033425255,0.00080532016],"study_design_scores_gemma":[0.005601917,0.00022547915,0.035182036,0.00021268165,0.0001217824,0.000011887874,0.00028576722,0.9144084,0.042607646,0.0005097788,0.00056327647,0.00026938925],"about_ca_topic_score_codex":0.0003574046,"about_ca_topic_score_gemma":0.000037257978,"teacher_disagreement_score":0.44693252,"about_ca_system_score_codex":0.00005023274,"about_ca_system_score_gemma":0.0000038168964,"threshold_uncertainty_score":0.6235452},"labels":[],"label_agreement":null},{"id":"W237641602","doi":"10.1016/j.jngse.2015.04.036","title":"Estimating fracture volume using flowback data from the Horn River Basin: A material balance approach","year":2015,"lang":"en","type":"article","venue":"Journal of Natural Gas Science and Engineering","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":65,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Fracture (geology); Petroleum engineering; Volume (thermodynamics); Tight gas; Production (economics); Material balance; Geology; Natural gas field; Environmental science; Hydrology (agriculture); Structural basin; Sichuan basin; Hydraulic fracturing; Soil science; Geotechnical engineering; Natural gas; Engineering; Geomorphology; Waste management; Process engineering; Geochemistry","score_opus":0.020424788992238964,"score_gpt":0.23575398944823112,"score_spread":0.21532920045599216,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W237641602","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9367622,0.0017293595,0.05946725,0.000276354,0.0016176323,0.000045733344,0.000011771377,0.000046586305,0.00004310798],"genre_scores_gemma":[0.9421775,0.000030777515,0.056674134,0.000053556087,0.0010366623,2.8949304e-7,0.000005087115,0.000014983004,0.0000070267793],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99864656,0.000014701117,0.0002765816,0.00017921187,0.000590416,0.00029255112],"domain_scores_gemma":[0.9992203,0.000044432236,0.00008396958,0.00031786313,0.00015222287,0.00018118645],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009813721,0.0001602397,0.00024980085,0.00011128475,0.00012688985,0.0002628962,0.00082807685,0.000059808397,0.000005753795],"category_scores_gemma":[0.00036735303,0.00009939826,0.000043314183,0.00041158622,0.000116085146,0.0010241315,0.00016032171,0.00047352418,0.000001915275],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000061893925,0.0000042270503,0.00023415605,0.000016054,0.000037767648,0.0000121102175,0.00038495843,0.99205744,0.0048655677,2.9322186e-7,0.0017268546,0.0006543892],"study_design_scores_gemma":[0.00016849497,0.000010199222,0.0014092457,0.000078537225,0.00004732339,0.00013971503,0.00010239673,0.9948662,0.0005350296,0.000011975138,0.0024969336,0.00013398257],"about_ca_topic_score_codex":0.0000834868,"about_ca_topic_score_gemma":0.0000011616,"teacher_disagreement_score":0.005415274,"about_ca_system_score_codex":0.00010614799,"about_ca_system_score_gemma":0.000072598574,"threshold_uncertainty_score":0.40533435},"labels":[],"label_agreement":null},{"id":"W2379796278","doi":"10.1201/noe0415444019-c107","title":"Estimating lateral support pressure for rock cuts at Washington-Dulles International Airport expansion","year":2007,"lang":"en","type":"book-chapter","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"","keywords":"International airport; Geology; Geography; Cartography","score_opus":0.01525506571428294,"score_gpt":0.24654838829980089,"score_spread":0.23129332258551794,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2379796278","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00050945504,0.00034418105,0.06577545,0.00016366791,0.0021215698,0.00040792415,0.00009833886,0.0008215156,0.9297579],"genre_scores_gemma":[0.067034796,0.00007449682,0.005817708,0.00007396285,0.0010511149,0.000020553796,0.0008861549,0.00016990623,0.9248713],"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","domain_scores_codex":[0.9981898,0.0000032295022,0.0005711239,0.00041184528,0.0004608615,0.00036315594],"domain_scores_gemma":[0.99919224,0.000062637235,0.00012773438,0.00035656468,0.00011320619,0.00014763519],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00017472355,0.0004539555,0.00047619356,0.00027353066,0.0001279962,0.000070194794,0.00035618804,0.000517252,0.002641422],"category_scores_gemma":[0.000023250408,0.0003982781,0.0004017987,0.000018445613,0.000017311215,0.00013219961,0.00013757842,0.0003758373,0.00015935638],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000038353417,0.000016027128,0.00007326009,0.0005759244,0.0014681541,0.00009380053,0.0002921098,0.91753507,0.000095343705,0.00029025503,0.071134135,0.0083875945],"study_design_scores_gemma":[0.0002612561,0.000024386112,0.000025794414,0.00019854435,0.00020445482,0.000035435365,0.0000045598154,0.41210517,0.00045412325,0.00025768994,0.58594745,0.00048112014],"about_ca_topic_score_codex":0.000030296249,"about_ca_topic_score_gemma":0.00011196275,"teacher_disagreement_score":0.5148133,"about_ca_system_score_codex":0.00013756531,"about_ca_system_score_gemma":0.000025239591,"threshold_uncertainty_score":0.99984694},"labels":[],"label_agreement":null},{"id":"W2380329035","doi":"","title":"Impounding-Induced Deformation of Reservoir Banks, A Case History","year":2002,"lang":"en","type":"article","venue":"The Chinese Journal of Geological Hazard and Control","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Geology; Expansive; Geotechnical engineering; Infiltration (HVAC); Deformation (meteorology); Mining engineering; Oceanography; Compressive strength; Geography","score_opus":0.011972220231178082,"score_gpt":0.2045082548946649,"score_spread":0.19253603466348682,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2380329035","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9912252,0.0055609206,0.0009579256,0.0007510901,0.00016944825,0.00005585982,0.0000012255557,0.000018942597,0.0012594103],"genre_scores_gemma":[0.9992398,0.00035101423,0.000031445103,0.000077065626,0.00019997412,0.0000017914047,2.4349563e-7,0.0000069830166,0.00009170724],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99908555,0.00006923933,0.00044642563,0.000058285328,0.00018325061,0.0001572579],"domain_scores_gemma":[0.9993314,0.00017169822,0.00017355302,0.00014326566,0.000086488835,0.000093571245],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005242462,0.00013385505,0.00038991185,0.00010181355,0.00006749667,0.000012477283,0.00016906428,0.00008892861,0.00021072305],"category_scores_gemma":[0.0001382962,0.00006076598,0.00018580983,0.00010555726,0.000071583025,0.00012985253,0.000020015528,0.00034433173,0.00000555596],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0011922108,0.0007986581,0.047461253,0.0008383608,0.0041613644,0.006378343,0.0139374705,0.8181369,0.042330544,0.00029331763,0.0137229,0.05074869],"study_design_scores_gemma":[0.005071411,0.00093969965,0.029036839,0.00012548931,0.0005628416,0.010918221,0.00036324645,0.9452193,0.0004818319,0.0020930027,0.00472034,0.00046780118],"about_ca_topic_score_codex":0.000022222517,"about_ca_topic_score_gemma":0.000018307024,"teacher_disagreement_score":0.1270824,"about_ca_system_score_codex":0.000057095036,"about_ca_system_score_gemma":0.00000666442,"threshold_uncertainty_score":0.24779648},"labels":[],"label_agreement":null},{"id":"W2391746027","doi":"","title":"Advances in the CBM exploration and development techniques and their developing trend in China","year":2011,"lang":"en","type":"article","venue":"Tianranqi gongye","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Bottleneck; China; Engineering; Fossil fuel; Government (linguistics); Well drilling; Petroleum engineering; Drilling; Construction engineering; Operations management; Political science; Waste management; Mechanical engineering","score_opus":0.017906550042118403,"score_gpt":0.2167004274322562,"score_spread":0.1987938773901378,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2391746027","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9697604,0.0056813867,0.012926512,0.00030444574,0.000041217634,0.00020734862,0.0000011587043,0.00016878617,0.010908728],"genre_scores_gemma":[0.9951111,0.0021274067,0.002665706,0.000015858646,0.000017029737,0.000035788962,0.0000035442965,0.0000091198335,0.000014464729],"study_design_codex":"design_other","study_design_gemma":"observational","domain_scores_codex":[0.9995239,0.000026242164,0.00015564436,0.000111297624,0.00005090681,0.00013204115],"domain_scores_gemma":[0.99985456,0.000021471484,0.0000150221595,0.00008645671,0.0000035095677,0.000018950015],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00019346672,0.00010544093,0.00011743889,0.00013896286,0.0000458021,0.000019205783,0.00007929294,0.00004348249,0.0000066945036],"category_scores_gemma":[0.0000051872507,0.00006775912,0.000009884734,0.0001488518,0.00002380178,0.00023454311,0.000017215152,0.0001111643,0.0000017235807],"study_design_candidate":"design_other","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000021033962,0.000048418482,0.0063026906,0.00028804445,0.000038949114,0.000050438586,0.11342824,0.002861903,0.0002612297,0.00012772283,0.00005335291,0.87651795],"study_design_scores_gemma":[0.0029651711,0.00020348578,0.42823273,0.0019777757,0.00005014602,0.00018090139,0.031600583,0.0338268,0.23818032,0.010160678,0.24959865,0.0030227695],"about_ca_topic_score_codex":0.000054485223,"about_ca_topic_score_gemma":0.002139015,"teacher_disagreement_score":0.8734952,"about_ca_system_score_codex":0.00002129451,"about_ca_system_score_gemma":0.000007667391,"threshold_uncertainty_score":0.2763137},"labels":[],"label_agreement":null},{"id":"W2395504457","doi":"10.1130/g37826.1","title":"Stick-split mechanism for anthropogenic fluid-induced tensile rock failure","year":2016,"lang":"en","type":"article","venue":"Geology","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":22,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of British Columbia; University of Calgary; University of Alberta","funders":"","keywords":"Geology; Mechanism (biology); Failure mechanism; Ultimate tensile strength; Geotechnical engineering; Geochemistry; Mining engineering; Seismology; Petrology; Composite material; Materials science","score_opus":0.009640020178482414,"score_gpt":0.2213621742498684,"score_spread":0.21172215407138598,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2395504457","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.50346845,0.00022071527,0.48963353,0.0043856236,0.00083887734,0.0002498389,0.000020866284,0.0005773208,0.0006047933],"genre_scores_gemma":[0.9973781,0.00006023109,0.00093387376,0.00010540192,0.00023909901,0.00004510692,0.000007718069,0.000034097855,0.0011963522],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9990445,0.00002044645,0.00019059694,0.00023217502,0.0000799448,0.00043237052],"domain_scores_gemma":[0.9993547,0.00012930654,0.000023538449,0.00032667664,0.00007435193,0.00009138448],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00008021146,0.00015852241,0.00026189676,0.000101831036,0.00008411379,0.000008159907,0.0001703816,0.00021006598,0.0004931906],"category_scores_gemma":[0.00010731085,0.000107444495,0.00013557338,0.00008401273,0.00002360577,0.00004869713,0.000039386607,0.00008224571,0.00038186106],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000056764777,0.000074872776,0.00044038575,0.00019615772,0.001243037,0.00006710659,0.00036689485,0.0629515,0.8803272,0.0074002147,0.03203649,0.014839353],"study_design_scores_gemma":[0.0037121016,0.0005362928,0.0014311237,0.00009062246,0.00035567963,0.00016146542,0.00029857564,0.21927631,0.6101734,0.02180368,0.14064641,0.0015143635],"about_ca_topic_score_codex":0.00004515338,"about_ca_topic_score_gemma":0.00011847103,"teacher_disagreement_score":0.4939097,"about_ca_system_score_codex":0.000038996855,"about_ca_system_score_gemma":0.000015955271,"threshold_uncertainty_score":0.5400091},"labels":[],"label_agreement":null},{"id":"W2395812053","doi":"10.1177/0144598716650066","title":"Efficient production estimation for a hydraulic fractured well considering fracture closure and proppant placement effects","year":2016,"lang":"en","type":"article","venue":"Energy Exploration & Exploitation","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":14,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"Korea Institute of Energy Technology Evaluation and Planning; Seoul National University","keywords":"Hydraulic fracturing; Shale gas; Fracture (geology); Geology; Petroleum engineering; Permeability (electromagnetism); Oil shale; Tight gas; Geotechnical engineering","score_opus":0.009651697314337748,"score_gpt":0.21698268060525852,"score_spread":0.20733098329092078,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2395812053","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.11742766,0.0004644024,0.8781052,0.0025916276,0.00046467021,0.00046580328,0.0000032461878,0.00039361423,0.000083730745],"genre_scores_gemma":[0.99328935,0.00017786543,0.0051708515,0.00013896076,0.00026364796,0.0005809345,0.00009327282,0.00005752392,0.00022760357],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99860257,0.00007505315,0.0003697692,0.0003933831,0.00029221465,0.00026702488],"domain_scores_gemma":[0.99917275,0.00022016015,0.00012699109,0.00024110483,0.00013553341,0.000103475715],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00024054153,0.00027021774,0.00024255244,0.0002452991,0.0001808126,0.00007348025,0.00006135522,0.00014720981,0.0000148093495],"category_scores_gemma":[0.0002624998,0.00019965837,0.00007881276,0.00018762522,0.000036730013,0.00046427824,0.0000140663715,0.00008310624,0.00001668585],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000044115757,0.000035858244,0.000016126181,0.00014969891,0.000080102785,0.000001311684,0.001502528,0.9671285,0.016826082,0.00008860194,0.0017306202,0.012396436],"study_design_scores_gemma":[0.0013205596,0.00014037736,0.00025066506,0.0002954433,0.00012506125,0.00000529975,0.00036106535,0.67811567,0.2943032,0.0018769997,0.022723895,0.00048176886],"about_ca_topic_score_codex":0.000013074727,"about_ca_topic_score_gemma":0.00002575497,"teacher_disagreement_score":0.8758617,"about_ca_system_score_codex":0.00014313913,"about_ca_system_score_gemma":0.000022029577,"threshold_uncertainty_score":0.81418324},"labels":[],"label_agreement":null},{"id":"W2397722339","doi":"10.1061/9780784479872.027","title":"Experimental Study of Cavity Outflow and Geysering in Circular Pipes","year":2016,"lang":"en","type":"article","venue":"World Environmental and Water Resources Congress 2016","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"China Scholarship Council","keywords":"Outflow; Physics; Meteorology","score_opus":0.005030646317202995,"score_gpt":0.17938178361333543,"score_spread":0.17435113729613244,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2397722339","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9983096,0.0012634569,0.000011482245,0.00003759778,0.00004968704,0.000115510185,0.0000059216727,0.000028157625,0.00017854753],"genre_scores_gemma":[0.998928,0.00011993761,0.0000086652035,0.000006045089,0.00002379473,0.0000167256,0.0000013647091,0.000019389052,0.0008760666],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9991957,0.00003570919,0.00020409876,0.00021614689,0.00013276828,0.00021558325],"domain_scores_gemma":[0.9997184,0.000019724643,0.000018899385,0.00016189077,9.57818e-7,0.000080115125],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00008208468,0.00016115967,0.0002299715,0.00013101284,0.000046715944,0.0000176627,0.00008520109,0.00003403222,0.00011642297],"category_scores_gemma":[8.834495e-7,0.00009056118,0.000030729232,0.000025237816,0.00012601474,0.00010653188,0.00012494443,0.00006512146,0.000010938966],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00006448711,0.00055001257,0.44741088,0.000099392484,0.00024567024,0.00008691787,0.011743498,0.0061362986,0.5218245,4.4157557e-7,0.0000442139,0.011793692],"study_design_scores_gemma":[0.0053822664,0.00034641518,0.27720076,0.00033553824,0.000097650074,0.000020774996,0.0040175216,0.0029958708,0.6916266,0.00003251545,0.016980909,0.0009631922],"about_ca_topic_score_codex":0.00017124765,"about_ca_topic_score_gemma":0.00008717467,"teacher_disagreement_score":0.17021014,"about_ca_system_score_codex":0.000035644814,"about_ca_system_score_gemma":4.2388206e-7,"threshold_uncertainty_score":0.3692978},"labels":[],"label_agreement":null},{"id":"W2398094192","doi":"10.2118/180721-ms","title":"SAGD Operation in Interbedded Sands with Application of Horizontal Multistage Fracturing: Geomechanics and Fracturing Aspects","year":2016,"lang":"en","type":"article","venue":"SPE Canada Heavy Oil Technical Conference","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":10,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Geomechanics; Hydraulic fracturing; Geology; Petroleum engineering; Oil shale; Permeability (electromagnetism); Steam-assisted gravity drainage; Geotechnical engineering; Oil sands; Asphalt; Materials science","score_opus":0.005167944749916572,"score_gpt":0.19594860466902914,"score_spread":0.19078065991911256,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2398094192","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7630369,0.00024462648,0.23319294,0.0008368608,0.00007512653,0.00017905206,0.00003209119,0.00018968259,0.002212704],"genre_scores_gemma":[0.9989237,0.00017394344,0.00076395995,0.000024705521,0.000027999182,0.00002764797,0.000008505963,0.00002327885,0.000026262182],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9988471,0.000019970616,0.00032040878,0.00028692864,0.00026293914,0.0002625969],"domain_scores_gemma":[0.9993778,0.000076716606,0.00005956109,0.00030377766,0.000050254956,0.00013191519],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00012065155,0.00019215916,0.00030084734,0.00010776615,0.000040182083,0.000024292518,0.00018641376,0.00012493615,0.000041949177],"category_scores_gemma":[0.000044895154,0.0001361326,0.000026168755,0.00014332423,0.000047564943,0.00012511527,0.000046911595,0.00025354786,0.0000013187595],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00045478783,0.0002162686,0.0050340076,0.001284851,0.0003016619,0.0002884198,0.0005394948,0.060449153,0.55550444,0.0046121255,0.00045968863,0.37085512],"study_design_scores_gemma":[0.0036818231,0.00049669296,0.026795039,0.0016343454,0.00011748177,0.000087455934,0.00029416775,0.24803878,0.70919394,0.0014251783,0.0063696587,0.0018654405],"about_ca_topic_score_codex":0.070885345,"about_ca_topic_score_gemma":0.60579604,"teacher_disagreement_score":0.5349107,"about_ca_system_score_codex":0.00027669797,"about_ca_system_score_gemma":0.00016180324,"threshold_uncertainty_score":0.9353017},"labels":[],"label_agreement":null},{"id":"W2398730894","doi":"10.2118/180700-ms","title":"Unlocking Potential Of The Lower Grand Rapids Formation, Western Canada: The Role Of Sand Control and Operational Practices in SAGD Performance","year":2016,"lang":"en","type":"article","venue":"SPE Canada Heavy Oil Technical Conference","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":17,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Oil sands; Steam-assisted gravity drainage; Petroleum engineering; Asphalt; Geology; Petrography; Work (physics); Steam injection; Petroleum industry; Unconventional oil; Oil field; Fossil fuel; Mining engineering; Geochemistry; Archaeology; Engineering; Geography; Waste management; Paleontology","score_opus":0.006259892228512168,"score_gpt":0.19319668201501375,"score_spread":0.18693678978650158,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2398730894","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9928966,0.0005641241,0.0011430026,0.0039670914,0.000106238025,0.00009142687,0.000040100444,0.000012080392,0.0011793235],"genre_scores_gemma":[0.99963665,0.00019681852,0.000018514578,0.000065819906,0.000021653397,0.000007852755,0.0000011260773,0.000005836913,0.000045721514],"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","domain_scores_codex":[0.99907124,0.00004610648,0.00030244648,0.00009971365,0.00032254928,0.00015793233],"domain_scores_gemma":[0.999419,0.00012390195,0.00011616485,0.00020382625,0.00009136473,0.0000457537],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00020066302,0.00009694729,0.00018101209,0.000025777861,0.000072210954,0.000015581394,0.00023665087,0.00004813959,0.000021974758],"category_scores_gemma":[0.00011648574,0.000049564536,0.000024241013,0.000110907,0.00009803731,0.00012535072,0.000033077642,0.00015454991,9.125911e-8],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00076666375,0.00022052159,0.19298717,0.001530183,0.00073506293,0.00004706219,0.0006187827,0.32803124,0.2216336,0.0009794015,0.0058552353,0.24659505],"study_design_scores_gemma":[0.004307444,0.00018533501,0.5407318,0.001644509,0.00026279548,0.00010561496,0.00047809223,0.23813453,0.17661735,0.00034953596,0.03616054,0.0010224452],"about_ca_topic_score_codex":0.7044553,"about_ca_topic_score_gemma":0.980776,"teacher_disagreement_score":0.3477446,"about_ca_system_score_codex":0.00011339943,"about_ca_system_score_gemma":0.0007637268,"threshold_uncertainty_score":0.29751274},"labels":[],"label_agreement":null},{"id":"W2399067680","doi":"10.1016/j.geothermics.2016.04.005","title":"A semi-analytical correlation of thermal-hydraulic-mechanical behavior of fractures and its application to modeling reservoir scale cold water injection problems in enhanced geothermal reservoirs","year":2016,"lang":"en","type":"article","venue":"Geothermics","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":75,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"Fundamental Research Funds for the Central Universities; National Natural Science Foundation of China; CMG Reservoir Simulation Foundation; Natural Science Foundation of Shandong Province; Colorado School of Mines","keywords":"Geothermal gradient; Permeability (electromagnetism); Geology; Fracture (geology); Injector; Geotechnical engineering; Geothermal energy; Thermal; Petroleum engineering; Mechanics; Geophysics; Thermodynamics; Chemistry; Engineering; Mechanical engineering","score_opus":0.00896488834678977,"score_gpt":0.23326626105311002,"score_spread":0.22430137270632025,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2399067680","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.909553,0.00007418839,0.08945962,0.00016499237,0.00004689027,0.00044447507,0.000013654902,0.000065794935,0.00017738852],"genre_scores_gemma":[0.99938154,0.00005017583,0.00013605178,0.000023103083,0.0000497129,0.00011326178,0.0000072124667,0.00005190151,0.00018703999],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9984112,0.00006106832,0.0006024704,0.0003121837,0.0002813945,0.00033172197],"domain_scores_gemma":[0.999294,0.00006839398,0.0000755703,0.00034645543,0.00010857084,0.00010702826],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00040710412,0.0002031418,0.00038353002,0.00027645341,0.000038759274,0.000011689059,0.00019636707,0.00025851646,0.00005704859],"category_scores_gemma":[0.00004022362,0.00013903121,0.00009111192,0.0002564635,0.000036388497,0.00017311735,0.00006757272,0.00019252842,0.0000146863085],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00003128291,0.00004160207,0.0006293085,0.000065736254,0.000024915595,3.966489e-7,0.0004279647,0.6399283,0.35784575,0.000009614638,0.0000033450126,0.000991808],"study_design_scores_gemma":[0.00041938835,0.000063699794,0.0011297334,0.00013307246,0.000047410562,0.0000018332433,0.000054747587,0.74599993,0.25181523,0.00008679803,0.000068801375,0.00017934425],"about_ca_topic_score_codex":0.00025369026,"about_ca_topic_score_gemma":0.00029182795,"teacher_disagreement_score":0.10607168,"about_ca_system_score_codex":0.00009307319,"about_ca_system_score_gemma":0.000015056641,"threshold_uncertainty_score":0.5669528},"labels":[],"label_agreement":null},{"id":"W2399989091","doi":"10.2118/180711-ms","title":"Numerical Assessment of the Maximum Operating Pressure for SAGD Projects Considering the Effects of Anisotropy and Natural Fractures in the Caprock","year":2016,"lang":"en","type":"article","venue":"SPE Canada Heavy Oil Technical Conference","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Caprock; Anisotropy; Oil shale; Geology; Fracture (geology); Magnetic dip; Petroleum engineering; Geotechnical engineering; Mechanics; Geophysics; Optics","score_opus":0.007635353662442596,"score_gpt":0.24062085991653023,"score_spread":0.23298550625408765,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2399989091","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.95862967,0.0039512906,0.02015788,0.013048362,0.00060805964,0.0016476846,0.000060766433,0.00012308313,0.0017732264],"genre_scores_gemma":[0.99906546,0.000059474674,0.0006096265,0.0001291703,0.000026770722,0.00006627216,6.7049035e-7,0.000011677134,0.000030869225],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99892765,0.00009403698,0.0002698272,0.00017021719,0.00030171013,0.00023656743],"domain_scores_gemma":[0.9983158,0.0011751406,0.00006715512,0.00034350023,0.0000614788,0.000036892357],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00020837161,0.0001486256,0.00026888854,0.000023807908,0.0000968948,0.000023800412,0.00039507812,0.000073449795,0.0000059268395],"category_scores_gemma":[0.0006049504,0.00005980044,0.00005954224,0.00014197639,0.0001281876,0.00004000142,0.00006276223,0.00031780053,3.0168508e-8],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00020148263,0.0003427414,0.030927148,0.013645252,0.0014618963,0.000106808366,0.0030504658,0.1701435,0.61961794,0.00846512,0.011638977,0.14039865],"study_design_scores_gemma":[0.0038776498,0.0006160728,0.21301167,0.0045145797,0.0006345861,0.00009442905,0.0011212857,0.22741781,0.52701664,0.0030685905,0.017050589,0.001576087],"about_ca_topic_score_codex":0.021669177,"about_ca_topic_score_gemma":0.08012596,"teacher_disagreement_score":0.18208452,"about_ca_system_score_codex":0.00005558981,"about_ca_system_score_gemma":0.00031440952,"threshold_uncertainty_score":0.98484564},"labels":[],"label_agreement":null},{"id":"W2401490028","doi":"10.2118/180753-ms","title":"Nonlinear Dynamical Instability Analysis of Steam-Assisted Gravity Drainage SAGD by Using Reservoir Simulation","year":2016,"lang":"en","type":"article","venue":"SPE Canada Heavy Oil Technical Conference","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Steam-assisted gravity drainage; Instability; Nonlinear system; Mechanics; Perturbation (astronomy); Control theory (sociology); Infinitesimal; Physics; Statistical physics; Mathematics; Computer science; Mathematical analysis; Materials science","score_opus":0.018669587276166195,"score_gpt":0.2587053700157086,"score_spread":0.2400357827395424,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2401490028","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.94274396,0.00011710954,0.054733023,0.00048201543,0.00007720952,0.000082365674,0.0004466757,0.00020217922,0.0011154729],"genre_scores_gemma":[0.9987707,0.00002938,0.00094403874,0.000026488076,0.000021296613,0.0000054597767,0.00006434452,0.000024910818,0.00011336657],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99770576,0.00012440358,0.00068179076,0.00043599468,0.0006139952,0.00043808488],"domain_scores_gemma":[0.99818796,0.00039595226,0.00011628008,0.00079297135,0.00023454415,0.00027228068],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00036339238,0.00026888822,0.00070411334,0.00021595134,0.000093670176,0.000024456273,0.0004267612,0.00023538347,0.0001732188],"category_scores_gemma":[0.0004323278,0.00020623345,0.00022434212,0.0011989796,0.00020313938,0.00012226838,0.000095594885,0.00031282727,0.0000012606249],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00012273168,0.00022002801,0.0044844183,0.00034731493,0.0012716281,0.000034710105,0.000036281326,0.8737219,0.08584366,0.0000896096,0.00049317494,0.03333453],"study_design_scores_gemma":[0.00034529233,0.00003558668,0.011284656,0.0001103757,0.00055702776,0.0000013928841,0.00002682254,0.9795802,0.0055020335,0.00012662172,0.00198569,0.0004442746],"about_ca_topic_score_codex":0.14803185,"about_ca_topic_score_gemma":0.5930642,"teacher_disagreement_score":0.44503236,"about_ca_system_score_codex":0.0008195858,"about_ca_system_score_gemma":0.00038478064,"threshold_uncertainty_score":0.85764146},"labels":[],"label_agreement":null},{"id":"W2402815300","doi":"10.1016/b978-0-08-100311-4.00010-8","title":"Standing column wells","year":2016,"lang":"en","type":"book-chapter","venue":"Elsevier eBooks","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":18,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Polytechnique Montréal","funders":"","keywords":"Aquifer; Environmental science; Dissolution; Petroleum engineering; Precipitation; Characterisation of pore space in soil; Function (biology); Computer science; Geology; Groundwater; Process engineering; Biochemical engineering; Engineering; Geotechnical engineering; Meteorology; Geography","score_opus":0.008749717583026376,"score_gpt":0.20349151749516753,"score_spread":0.19474179991214116,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2402815300","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.000014020366,0.0018199536,0.00021167743,0.00003949808,0.0005425728,0.00017208843,0.00004813565,0.00039572042,0.9967563],"genre_scores_gemma":[0.0083575845,0.0005124712,0.00006652192,0.000061219645,0.00066610955,0.000013746007,0.000009446941,0.00018256955,0.9901303],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9985771,0.000010326015,0.00038721072,0.00031894087,0.0003304366,0.00037596386],"domain_scores_gemma":[0.9990596,0.0000631019,0.00007774204,0.00058348564,0.00003954862,0.00017651112],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00015233301,0.00043302873,0.0005712666,0.00021731932,0.000091593225,0.00005817104,0.00029458906,0.00041042085,0.0013015306],"category_scores_gemma":[0.0000070933625,0.00034819677,0.00035580198,0.000011021295,0.00007629016,0.00003509378,0.00006592277,0.00045412558,0.0012649558],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000034853622,0.0000016581088,0.0000017487308,0.00020316467,0.00055284036,0.00007251365,0.00008520154,0.0007119234,0.00005326861,0.00059105066,0.0022938277,0.99542934],"study_design_scores_gemma":[0.00014941236,0.00001225095,0.000001644047,0.0006345814,0.00014515065,0.000006873455,0.000002127793,0.00016355478,0.0001564574,0.003442262,0.9947978,0.00048786218],"about_ca_topic_score_codex":3.2744836e-7,"about_ca_topic_score_gemma":0.000015019129,"teacher_disagreement_score":0.9949415,"about_ca_system_score_codex":0.00020720142,"about_ca_system_score_gemma":0.00003057728,"threshold_uncertainty_score":0.999897},"labels":[],"label_agreement":null},{"id":"W2406312844","doi":"10.2118/180717-ms","title":"Investigation of Post-Abandonment Surface Deformation in SAGD Operations","year":2016,"lang":"en","type":"article","venue":"SPE Canada Heavy Oil Technical Conference","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"ConocoPhillips (Canada)","funders":"","keywords":"Geology; Subsidence; Shear (geology); Geotechnical engineering; Shear stress; Groundwater-related subsidence; Context (archaeology); Petroleum engineering; Petrology; Geomorphology; Mechanics; Structural basin","score_opus":0.01217633669042865,"score_gpt":0.20181289299062916,"score_spread":0.18963655630020052,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2406312844","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9887344,0.00006720756,0.007324716,0.0025040107,0.00005906388,0.000051885094,0.000028292832,0.00006440555,0.0011659838],"genre_scores_gemma":[0.9988223,0.00012635111,0.000794064,0.000054633823,0.000009594444,0.000008121906,0.000016822225,0.000007928193,0.00016022196],"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99916506,0.000026938535,0.0003107571,0.00011095535,0.00022241611,0.00016385414],"domain_scores_gemma":[0.9995538,0.000052968295,0.000022984575,0.0002069099,0.00007237179,0.0000909529],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00013176576,0.00009570426,0.00016041468,0.000054461703,0.000027447184,0.000010698753,0.00013462098,0.00006864914,0.00009816606],"category_scores_gemma":[0.000082184786,0.000069364454,0.000026261661,0.00017048504,0.00004674501,0.00011524393,0.00002004593,0.00010819151,0.0000056676836],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000032127435,0.000026785563,0.007314316,0.00029719496,0.00006171546,0.000011007939,0.00034381542,0.502556,0.4647942,0.00094172166,0.002478774,0.021142319],"study_design_scores_gemma":[0.0024388907,0.00017239718,0.13510297,0.0016687717,0.00009326478,0.000026278058,0.00022958081,0.11647568,0.72844833,0.0010983305,0.012635372,0.0016101223],"about_ca_topic_score_codex":0.185118,"about_ca_topic_score_gemma":0.85680014,"teacher_disagreement_score":0.6716821,"about_ca_system_score_codex":0.0003404922,"about_ca_system_score_gemma":0.0003207867,"threshold_uncertainty_score":0.8203084},"labels":[],"label_agreement":null},{"id":"W2406832456","doi":"","title":"Opinion: Potential Impact of Shale Gas Exploitation on Water Resources","year":2012,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of New Brunswick","funders":"","keywords":"Oil shale; Petroleum engineering; Geology; Unconventional oil; Shale gas; Natural resource economics; Mining engineering; Paleontology; Economics","score_opus":0.010934456978635888,"score_gpt":0.24241735717153867,"score_spread":0.2314829001929028,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2406832456","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.98736537,0.00010622271,0.0022029087,0.00004807939,0.0001602125,0.00002788469,0.000001613466,0.00009195443,0.0099957725],"genre_scores_gemma":[0.9992306,0.000027504406,0.00009595887,0.000006374474,0.00024332211,0.0000027818166,0.00001306926,0.000013088037,0.000367281],"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99949557,0.0000140950215,0.00011980044,0.000054921686,0.00012325878,0.00019236874],"domain_scores_gemma":[0.9997613,0.000012349464,0.000009979486,0.00013431026,0.000013808285,0.00006827024],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00008951268,0.000078711775,0.00010376192,0.000089105306,0.000023822207,0.000010291239,0.000059586313,0.00004469791,0.00085541134],"category_scores_gemma":[0.000005102228,0.00004544121,0.00012806889,0.000050812418,0.000010346965,0.00011196209,0.00001087925,0.000059830945,0.00012409942],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000015431198,0.00005176727,0.0014709686,0.00004138532,0.0001816853,7.243816e-7,0.002285537,0.98129463,0.010412153,0.0000052937166,0.0028308404,0.0014095714],"study_design_scores_gemma":[0.0013833182,0.000503921,0.08900926,0.00014588374,0.00015334852,0.000023916575,0.0012834092,0.24803716,0.641347,0.00020659482,0.016891498,0.0010147011],"about_ca_topic_score_codex":0.00010636498,"about_ca_topic_score_gemma":0.0000012778445,"teacher_disagreement_score":0.7332575,"about_ca_system_score_codex":0.000024733608,"about_ca_system_score_gemma":0.0000012321578,"threshold_uncertainty_score":0.9366154},"labels":[],"label_agreement":null},{"id":"W2410409873","doi":"10.1190/tle35060546a.1","title":"SPE/SEG workshop: Injection-induced seismicity — Engineering integration, evaluation, and mitigation","year":2016,"lang":"en","type":"article","venue":"The Leading Edge","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Geomechanica (Canada)","funders":"","keywords":"Induced seismicity; Engineering; Petroleum exploration; Library science; Operations research; Petroleum; Civil engineering; Geology; Computer science","score_opus":0.015614316900374398,"score_gpt":0.24527886475712632,"score_spread":0.22966454785675192,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2410409873","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.85944384,0.00025048334,0.13564004,0.002203125,0.0005492321,0.0001709619,0.0000016984828,0.00035046233,0.001390175],"genre_scores_gemma":[0.9985768,0.000050980703,0.00015576149,0.000049332448,0.0003336885,0.00002288341,0.0000038369353,0.000023996194,0.00078267435],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9992806,0.000044630062,0.00017395316,0.0001468218,0.00017770551,0.00017632707],"domain_scores_gemma":[0.9994134,0.0002071509,0.000028583812,0.00022457175,0.000073723946,0.000052612126],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005335886,0.00013066192,0.00012590218,0.00010990847,0.00011566201,0.000055717563,0.00010907311,0.00007796999,0.000039262202],"category_scores_gemma":[0.00029902518,0.00007761629,0.000045444307,0.00022936183,0.000025480878,0.00017803162,0.000018431456,0.00015659478,0.00009559487],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00000922213,0.000018135592,0.00094015273,0.00006457406,0.00028546865,0.0000017877512,0.0037133612,0.69847083,0.09605234,0.000237788,0.012211086,0.18799524],"study_design_scores_gemma":[0.00052039896,0.000021158528,0.0062768357,0.00031332913,0.00016074245,0.000023646864,0.00017276195,0.90393674,0.079695046,0.0010085239,0.0074621234,0.0004086679],"about_ca_topic_score_codex":0.00002024802,"about_ca_topic_score_gemma":0.00003239491,"teacher_disagreement_score":0.20546591,"about_ca_system_score_codex":0.00011133669,"about_ca_system_score_gemma":0.000012694087,"threshold_uncertainty_score":0.31651005},"labels":[],"label_agreement":null},{"id":"W2413975155","doi":"","title":"Field-scale Geomechanical Characterization of the Haynesville Shale","year":2013,"lang":"en","type":"article","venue":"47th U.S. Rock Mechanics/Geomechanics Symposium","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":13,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Encana (Canada)","funders":"","keywords":"Geology; Scale (ratio); Oil shale; Field (mathematics); Geomechanics; Reservoir modeling; Mining engineering; Geotechnical engineering; Paleontology; Geography; Cartography","score_opus":0.004752155097037367,"score_gpt":0.1808744876418707,"score_spread":0.17612233254483334,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2413975155","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.24465846,0.00020648225,0.7430624,0.0029876942,0.0041698436,0.0015391497,0.00010105639,0.00093129574,0.0023436518],"genre_scores_gemma":[0.99722064,0.00027592445,0.0001398783,0.000347989,0.0002708808,0.00017117498,0.000063580046,0.00013144696,0.0013784963],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9969994,0.000088714674,0.0008757268,0.0005547658,0.00068325596,0.0007981363],"domain_scores_gemma":[0.9978418,0.000095118354,0.00024216692,0.001288233,0.0002596039,0.00027312848],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00030652052,0.0005212644,0.0006646048,0.00024802817,0.00029350657,0.000105016814,0.0011014491,0.000522702,0.001021546],"category_scores_gemma":[0.000057357873,0.00041298068,0.00047924402,0.0008653288,0.000007702389,0.00038287303,0.00033168404,0.0006245563,0.00032466804],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00002315025,0.00016222557,0.000026958107,0.00031240913,0.00025417947,0.000003635329,0.00039619426,0.074367605,0.9197339,0.0018437945,0.0019143586,0.00096159393],"study_design_scores_gemma":[0.0004005602,0.00015210648,0.000023948789,0.00010876994,0.0001235069,0.000019903302,0.000114696435,0.66666317,0.32559273,0.0024015147,0.0038866273,0.000512472],"about_ca_topic_score_codex":0.00015411763,"about_ca_topic_score_gemma":0.00004593721,"teacher_disagreement_score":0.75256217,"about_ca_system_score_codex":0.00013787906,"about_ca_system_score_gemma":0.00005739255,"threshold_uncertainty_score":0.99989164},"labels":[],"label_agreement":null},{"id":"W2418878773","doi":"10.5539/eer.v6n1p31","title":"Potential Use of Water Associated with Conventional Oil Production and Sea Water as Base Fluids for Hydraulic Fracturing Operations: Effect of Water Chemistry on Crosslinking and Breaking Behaviors of Guar Gum-Based Fracturing Fluid Formulations","year":2016,"lang":"en","type":"article","venue":"Energy and Environment Research","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"California State University, Bakersfield","keywords":"Fracturing fluid; Guar gum; Hydraulic fracturing; Environmental science; Petroleum engineering; Produced water; Submarine pipeline; Fossil fuel; Viscosity; Geology; Pulp and paper industry; Materials science; Geotechnical engineering; Chemistry; Composite material; Engineering; Food science","score_opus":0.01052751263223811,"score_gpt":0.23442207159051393,"score_spread":0.2238945589582758,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2418878773","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99651706,0.00006316351,0.0030481636,0.00020615624,0.000017393846,0.000104076425,0.000015586978,0.0000145660215,0.000013860128],"genre_scores_gemma":[0.9990926,0.00014661247,0.00012832046,0.000004303937,0.000040685045,0.000061165796,0.00012555181,0.000028070584,0.00037269705],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9986387,0.000084157604,0.00029326236,0.00028386974,0.0003814023,0.00031861704],"domain_scores_gemma":[0.99950165,0.00015883331,0.000025588213,0.00019757707,0.000045138895,0.00007123526],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00055530766,0.00017027705,0.00024853344,0.00015838652,0.00023965472,0.000035446927,0.000059744852,0.00013031992,0.00011040711],"category_scores_gemma":[0.000048308975,0.00008824496,0.00006339155,0.00003361962,0.0002139374,0.00021565866,0.00006338823,0.00012053889,5.866642e-7],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00014921474,0.000053339787,0.0018418211,0.00020223865,0.00012463985,0.0000025094494,0.00015351632,0.3584335,0.63765997,0.0000010873389,0.000003862521,0.0013742619],"study_design_scores_gemma":[0.0008684751,0.00018949843,0.0017284965,0.00028191385,0.00007718209,0.0000034473512,0.000010407967,0.020491723,0.976008,0.000017103808,0.00019262148,0.00013114474],"about_ca_topic_score_codex":0.00017791394,"about_ca_topic_score_gemma":0.000013771223,"teacher_disagreement_score":0.338348,"about_ca_system_score_codex":0.00006010657,"about_ca_system_score_gemma":0.000007013876,"threshold_uncertainty_score":0.35985252},"labels":[],"label_agreement":null},{"id":"W2427174333","doi":"10.2118/180885-ms","title":"Characterization of Hydraulically-Induced Fracture Initial Water Saturation Distribution Using Arp's Correlation","year":2016,"lang":"en","type":"article","venue":"SPE Trinidad and Tobago Section Energy Resources Conference","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Saturation (graph theory); Hydraulic fracturing; Petroleum engineering; Oil shale; Soil science; Geology; Geotechnical engineering; Water saturation; Produced water; Environmental science; Hydrology (agriculture); Porosity; Mathematics","score_opus":0.011008234683635352,"score_gpt":0.20648183926997246,"score_spread":0.1954736045863371,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2427174333","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.74298644,0.000017869406,0.25604975,0.00011940267,0.0002172339,0.000045541186,0.000013786498,0.00010380168,0.00044618556],"genre_scores_gemma":[0.99912935,0.00011956192,0.000026197693,0.00002150064,0.00036804724,0.0000063683274,0.0001846185,0.000018262921,0.0001261029],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9989528,0.00006928523,0.00034457844,0.00023130229,0.00019932237,0.0002027266],"domain_scores_gemma":[0.9995085,0.00003659225,0.00009965504,0.0001614053,0.00011073066,0.00008309354],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00009947563,0.00018548653,0.00023054883,0.00013080213,0.0001132592,0.00005662459,0.000073972325,0.00023203775,0.0001144547],"category_scores_gemma":[0.000021527989,0.00012052924,0.00006798599,0.00015320326,0.000049742743,0.00030541202,0.000022462229,0.00012532099,0.0000036204362],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00008738272,0.000028722596,0.0005861614,0.00003817653,0.000085646025,0.0000023041084,0.00046520997,0.02700924,0.92962885,0.000112770766,0.000008945502,0.041946564],"study_design_scores_gemma":[0.0009416374,0.00013395728,0.019068923,0.00018418854,0.00011224848,0.000025964719,0.00007239421,0.14493217,0.81513417,0.0002866501,0.01862962,0.0004780524],"about_ca_topic_score_codex":0.00016561417,"about_ca_topic_score_gemma":0.000067695975,"teacher_disagreement_score":0.2561429,"about_ca_system_score_codex":0.000058027214,"about_ca_system_score_gemma":0.000012728557,"threshold_uncertainty_score":0.49150398},"labels":[],"label_agreement":null},{"id":"W2434511543","doi":"10.2118/180884-ms","title":"An Integrated Method to Characterize Shale Gas Reservoir Performance","year":2016,"lang":"en","type":"article","venue":"SPE Trinidad and Tobago Section Energy Resources Conference","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":11,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"Natural Sciences and Engineering Research Council of Canada; Korea Research Council of Fundamental Science and Technology; CMG Reservoir Simulation Foundation; University of Calgary","keywords":"Hydraulic fracturing; Petroleum engineering; Geomechanics; Oil shale; Permeability (electromagnetism); Reservoir simulation; Geology; Tight gas; Fracture (geology); Geotechnical engineering","score_opus":0.014757989161834878,"score_gpt":0.22772215241899094,"score_spread":0.21296416325715606,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2434511543","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.88791263,0.00005843733,0.10769964,0.00031853418,0.00018680574,0.00005191581,0.000015028157,0.00038557785,0.003371455],"genre_scores_gemma":[0.9953089,0.00049736595,0.0011753488,0.00007457932,0.00034364502,0.000030790674,0.000014013492,0.000034110715,0.0025212853],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9986294,0.00011454403,0.00028772917,0.00040583202,0.000203368,0.0003591607],"domain_scores_gemma":[0.99915385,0.00006778943,0.000047953323,0.0003751929,0.000096010815,0.00025919714],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00025011832,0.0002589374,0.00030576365,0.00027397677,0.00014390402,0.0001260306,0.00025873244,0.00015135296,0.00032663267],"category_scores_gemma":[0.000023777562,0.00017675859,0.00006450351,0.000370751,0.000048759583,0.00029093734,0.000047537484,0.0001633467,0.00002566496],"study_design_candidate":"design_other","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00027905367,0.00008462311,0.0054211207,0.0000931012,0.00023208532,0.000018217645,0.0015620604,0.055590928,0.10063448,0.00027527288,0.00036659112,0.8354425],"study_design_scores_gemma":[0.0014906031,0.0007954919,0.050791558,0.00042950077,0.00009133593,0.0000862947,0.0005235844,0.17173494,0.10352787,0.0002662165,0.66892976,0.0013328649],"about_ca_topic_score_codex":0.0005520768,"about_ca_topic_score_gemma":0.00036131722,"teacher_disagreement_score":0.8341096,"about_ca_system_score_codex":0.000051928968,"about_ca_system_score_gemma":0.00001882319,"threshold_uncertainty_score":0.72080064},"labels":[],"label_agreement":null},{"id":"W2437926689","doi":"10.2118/167713-ms","title":"Water Loss versus Soaking Time: Spontaneous Imbibition in Tight Rocks","year":2014,"lang":"en","type":"article","venue":"SPE/EAGE European Unconventional Resources Conference and Exhibition","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":40,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Petrophysics; Imbibition; Geology; Petroleum engineering; Hydraulic fracturing; Oil shale; Porosity; Tight gas; Geotechnical engineering; Volume (thermodynamics); Permeability (electromagnetism); Petrology","score_opus":0.008812162754347283,"score_gpt":0.19499009442201964,"score_spread":0.18617793166767235,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2437926689","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.92311656,0.000083037165,0.005311305,0.0001574188,0.00017251547,0.00008337528,0.0000074703885,0.00016825632,0.07090004],"genre_scores_gemma":[0.99787384,0.00007999958,0.000059378355,0.000045677523,0.00031261405,0.000004421052,0.00021248266,0.00003581732,0.0013757704],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9985572,0.00019218921,0.00033755225,0.00031618506,0.00026676295,0.00033012487],"domain_scores_gemma":[0.99954706,0.00007016438,0.000043514963,0.00017923671,0.00004883693,0.00011116712],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000490909,0.00021484213,0.0002169415,0.00023647385,0.00013141685,0.00014139849,0.00012737677,0.00007503667,0.00084505853],"category_scores_gemma":[0.000033707714,0.00018284554,0.00010209674,0.00011137218,0.00007702907,0.00018318444,0.000059392514,0.00025966443,0.00063505705],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0020601244,0.00072582567,0.0030491473,0.0017962042,0.000991265,0.008028383,0.012235803,0.69345415,0.12680733,0.0027778829,0.004933895,0.14313997],"study_design_scores_gemma":[0.013611432,0.0011012867,0.02398997,0.002897784,0.0004492803,0.0011147202,0.00114231,0.65858203,0.038934775,0.008663222,0.2455605,0.003952685],"about_ca_topic_score_codex":0.000037923543,"about_ca_topic_score_gemma":0.0000996193,"teacher_disagreement_score":0.2406266,"about_ca_system_score_codex":0.000058045673,"about_ca_system_score_gemma":0.0000060189604,"threshold_uncertainty_score":0.92527986},"labels":[],"label_agreement":null},{"id":"W245621582","doi":"","title":"Multiphase discrete fracture modeling in support of improved oil recovery from the North Oregon Basin, Wyoming","year":2001,"lang":"en","type":"article","venue":"DC Rocks 2001, The 38th U.S. Symposium on Rock Mechanics (USRMS)","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Golder Associates (Canada)","funders":"","keywords":"Geology; Structural basin; Fracture (geology); Petroleum engineering; Geomorphology; Geotechnical engineering","score_opus":0.01039968345397296,"score_gpt":0.21064241270163586,"score_spread":0.2002427292476629,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W245621582","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.39552096,0.0007386138,0.5967763,0.0038282622,0.0009770005,0.0005005666,0.00025253405,0.00036480554,0.0010409479],"genre_scores_gemma":[0.99412435,0.0029557417,0.0002118728,0.0013774931,0.00038253874,0.00006519995,0.00021427716,0.0001534507,0.0005150922],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9965365,0.00019378687,0.0010009843,0.0006728105,0.0006457937,0.00095010607],"domain_scores_gemma":[0.9975702,0.00040488035,0.0002622326,0.0014273694,0.00011538902,0.00021991132],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00068339,0.00066883647,0.00077796256,0.00027348453,0.00038006925,0.00010764068,0.0011523806,0.00034766263,0.00016229576],"category_scores_gemma":[0.00013478649,0.00042915306,0.00046625035,0.0007497731,0.0000138832465,0.00027868783,0.00020782789,0.0012137385,0.000047939015],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00021292672,0.00009843646,0.0001171182,0.000044604676,0.00026351132,0.000036785703,0.0010738602,0.9915816,0.0039460594,0.0000019518845,0.0013232334,0.001299902],"study_design_scores_gemma":[0.0010779715,0.00011228994,0.000018079472,0.00013085252,0.00019940252,0.0000115498415,0.00033382463,0.980029,0.0056157317,0.00014963184,0.011787786,0.00053387927],"about_ca_topic_score_codex":0.0026092876,"about_ca_topic_score_gemma":0.002580816,"teacher_disagreement_score":0.59860337,"about_ca_system_score_codex":0.00023328628,"about_ca_system_score_gemma":0.00007176992,"threshold_uncertainty_score":0.999816},"labels":[],"label_agreement":null},{"id":"W2460816856","doi":"","title":"Spatio-temporal microseismic analysis of the Woodford Shale, Canadian County, Oklahoma","year":2016,"lang":"en","type":"article","venue":"Digital Collections of Colorado (Colorado State University)","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Microseism; Hydraulic fracturing; Ellipsoid; Geology; Permeability (electromagnetism); Seismology; Geophysics; Geotechnical engineering; Geodesy; Chemistry","score_opus":0.004690183488785201,"score_gpt":0.157265056987133,"score_spread":0.1525748734983478,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2460816856","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.96949273,0.000034498516,0.0022834674,0.00027661983,0.00017665328,0.00024353976,0.0017777102,0.00009987579,0.025614906],"genre_scores_gemma":[0.985018,0.00006686851,0.000031093292,0.000012095554,0.000009606496,0.000001720981,0.000037530328,0.000022178163,0.014800863],"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","domain_scores_codex":[0.9988003,0.000035068406,0.00033194709,0.00023432626,0.0002435064,0.00035487075],"domain_scores_gemma":[0.9988375,0.00012134582,0.00014603249,0.0004454914,0.00024923054,0.00020044026],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000079673206,0.00021024352,0.00044896177,0.0021800057,0.00031364668,0.00006666486,0.0005103038,0.00011622195,0.00012758083],"category_scores_gemma":[0.000043577573,0.00016289415,0.00044491293,0.007008006,0.00027338826,0.0004088616,0.000079375604,0.0001285033,0.0000074473473],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00037824005,0.00040503737,0.17663957,0.00017713557,0.011897799,0.000097736825,0.0011471697,0.7800112,0.0011592852,0.0003708774,0.024332535,0.0033834542],"study_design_scores_gemma":[0.004164695,0.00063897896,0.12951903,0.00030641502,0.0050611272,0.000019522602,0.0023205061,0.06920271,0.014009257,0.00066157477,0.77203053,0.0020656635],"about_ca_topic_score_codex":0.014392037,"about_ca_topic_score_gemma":0.19489242,"teacher_disagreement_score":0.747698,"about_ca_system_score_codex":0.0006318266,"about_ca_system_score_gemma":0.00033801218,"threshold_uncertainty_score":0.9921712},"labels":[],"label_agreement":null},{"id":"W2460913140","doi":"10.2118/90579-ms","title":"Optimization of Horizontal Well Completion Design","year":2004,"lang":"en","type":"article","venue":"SPE Annual Technical Conference and Exhibition","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"ConocoPhillips (Canada)","funders":"","keywords":"Completion (oil and gas wells); Wellbore; Borehole; Petroleum engineering; Process (computing); Flow (mathematics); Turbulence; Geology; Computer science; Engineering; Geotechnical engineering; Mathematics; Mechanics; Geometry","score_opus":0.015816670109778552,"score_gpt":0.22655836786215447,"score_spread":0.21074169775237592,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2460913140","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.038074154,0.000074333875,0.9585392,0.00018093783,0.00003197975,0.00009939836,0.0000114803925,0.00018452705,0.0028040248],"genre_scores_gemma":[0.99065584,0.0003067339,0.0089206565,0.000013778462,0.000036105255,0.0000058362116,0.00004339439,0.000009142713,0.0000084979365],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99943495,0.000015899264,0.00018265822,0.00012206559,0.00012421297,0.00012019991],"domain_scores_gemma":[0.9997387,0.000016010397,0.000027112757,0.00009948515,0.000066166656,0.00005255095],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000104709914,0.000093676725,0.00015366008,0.00007693112,0.00004042768,0.000017387478,0.00005627834,0.00010509438,0.00007122901],"category_scores_gemma":[0.000014588851,0.00008561988,0.000041623574,0.0001274053,0.0000650642,0.00015454787,0.000016667582,0.00011463848,0.000011822608],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000017321712,0.00003647263,0.0000182888,0.000042501157,0.000014351329,0.0000031848854,0.00009063078,0.98517174,0.012345188,0.00087249407,0.0003162744,0.0010715381],"study_design_scores_gemma":[0.0036460552,0.0019429058,0.005388569,0.00093935203,0.00030227206,0.00011052346,0.0010284934,0.6081084,0.3472916,0.027683634,0.0019678245,0.0015904024],"about_ca_topic_score_codex":0.00005237429,"about_ca_topic_score_gemma":0.000016421556,"teacher_disagreement_score":0.9525817,"about_ca_system_score_codex":0.000030890755,"about_ca_system_score_gemma":0.00001267458,"threshold_uncertainty_score":0.34914774},"labels":[],"label_agreement":null},{"id":"W2462751574","doi":"","title":"Reservoir formation failure and sanding prediction for well-construction and completion design","year":2007,"lang":"en","type":"article","venue":"World Oil","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"ConocoPhillips (Canada)","funders":"","keywords":"Completion (oil and gas wells); Forensic engineering; Petroleum engineering; Geology; Engineering","score_opus":0.012659146577215336,"score_gpt":0.2150030322423892,"score_spread":0.20234388566517386,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2462751574","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.19114731,0.00030226694,0.8059339,0.00023085761,0.00016685549,0.000095831114,0.0000053979916,0.00020904951,0.0019085151],"genre_scores_gemma":[0.98279387,0.00011744031,0.016592441,0.000011495169,0.0001527959,0.00001211831,0.000029798275,0.000013737769,0.000276317],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9994641,0.000014629535,0.0001724199,0.000107318585,0.00008674556,0.00015478207],"domain_scores_gemma":[0.9997274,0.00008684628,0.000029452482,0.000074752985,0.000024842559,0.00005670374],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00038264197,0.0000871304,0.0001041449,0.00022579392,0.00015911377,0.000045326986,0.000027279868,0.000052241634,0.00001037007],"category_scores_gemma":[0.000016788013,0.00008311672,0.000026456986,0.00016027267,0.000028012546,0.00022094756,0.000008874535,0.00008929317,0.0000022119689],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0002808368,0.000037321497,0.0058275927,0.001920816,0.00032761777,0.000008229869,0.00235824,0.7230563,0.02731758,0.0008244683,0.020343758,0.2176972],"study_design_scores_gemma":[0.0013184699,0.00006352462,0.006564827,0.00021211953,0.00014262897,0.00006631424,0.0007372568,0.86481,0.023277346,0.0008366475,0.101622134,0.0003487209],"about_ca_topic_score_codex":0.000013138025,"about_ca_topic_score_gemma":0.00023689649,"teacher_disagreement_score":0.79164654,"about_ca_system_score_codex":0.000051679584,"about_ca_system_score_gemma":0.0000022949496,"threshold_uncertainty_score":0.33894014},"labels":[],"label_agreement":null},{"id":"W2463877029","doi":"10.2118/180932-pa","title":"Multiphase Linear Flow in Tight Oil Reservoirs","year":2016,"lang":"en","type":"article","venue":"SPE Reservoir Evaluation & Engineering","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":41,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Nonlinear system; Ordinary differential equation; Partial differential equation; Porous medium; Flow (mathematics); Constant (computer programming); Mathematics; Boltzmann constant; Saturation (graph theory); Reservoir simulation; Applied mathematics; Mathematical analysis; Mechanics; Differential equation; Physics; Computer science; Porosity; Thermodynamics; Geometry; Geology; Geotechnical engineering","score_opus":0.020066332114453696,"score_gpt":0.2649265930157152,"score_spread":0.2448602609012615,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2463877029","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.91095155,0.003309267,0.072963096,0.0022240626,0.0011996957,0.00045254212,0.00004319631,0.0014640131,0.007392542],"genre_scores_gemma":[0.99029857,0.000882145,0.0070098243,0.000015765509,0.00041187496,0.00014784525,0.000034921926,0.000120969125,0.0010781119],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99718887,0.00010340837,0.00063865754,0.00044814326,0.00091566594,0.00070523773],"domain_scores_gemma":[0.9985304,0.00025129033,0.000050154722,0.0007504538,0.00017404255,0.00024366115],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001490553,0.00037936502,0.00041086573,0.0007028906,0.00006423968,0.00004774306,0.000429409,0.00022477581,0.0007449654],"category_scores_gemma":[0.0008468865,0.00029543482,0.0001805902,0.00084478536,0.00003248527,0.00046329584,0.00008035752,0.00034597935,0.00034751522],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000014125594,0.000028906008,0.00028785737,0.00009471736,0.000073611416,0.000021109205,0.0001476458,0.9753111,0.009334325,0.000011412263,0.00052833784,0.014146837],"study_design_scores_gemma":[0.0015402426,0.000019845602,0.0010700786,0.0003473757,0.000042609547,0.000005192656,0.00002374148,0.9674741,0.0096673295,0.000055810073,0.019316489,0.0004371658],"about_ca_topic_score_codex":0.0000602707,"about_ca_topic_score_gemma":0.00018451609,"teacher_disagreement_score":0.079346955,"about_ca_system_score_codex":0.00056517567,"about_ca_system_score_gemma":0.00006709699,"threshold_uncertainty_score":0.99994975},"labels":[],"label_agreement":null},{"id":"W2465131209","doi":"10.2118/171600-pa","title":"Experimental and Numerical Study on Spontaneous Imbibition of Fracturing Fluids in the Horn River Shale Gas Formation","year":2016,"lang":"en","type":"article","venue":"SPE Drilling & Completion","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":28,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Nexen (Canada)","funders":"Colorado School of Mines","keywords":"Imbibition; Oil shale; Hydraulic fracturing; Fracturing fluid; Volume (thermodynamics); Petroleum engineering; Porosity; Geology; Distilled water; Shale gas; Mineralogy; Geotechnical engineering; Chemistry; Chromatography; Thermodynamics","score_opus":0.013842826025903707,"score_gpt":0.2355986650778698,"score_spread":0.2217558390519661,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2465131209","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.95881015,0.00006784928,0.040449712,0.00009050771,0.00006206298,0.0001593358,0.000002980998,0.00004885372,0.00030852485],"genre_scores_gemma":[0.99976623,0.000016778113,0.00009279892,0.000014750565,0.00007204244,0.000010742143,0.000008930902,0.000012021448,0.0000057178086],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99922526,0.0000644294,0.00022222903,0.00012968724,0.00022155332,0.00013683038],"domain_scores_gemma":[0.99965924,0.00010873442,0.000035799585,0.0001560548,0.000014991594,0.000025189634],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00019059207,0.00010918908,0.00015307864,0.0001292061,0.000062145424,0.000019093306,0.00007761671,0.00003920926,0.000026518086],"category_scores_gemma":[0.000017031523,0.000068853595,0.00004443025,0.000107156986,0.000027215709,0.00011165114,0.000014417244,0.00009404795,0.000014259431],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00030175236,0.0010491308,0.011066997,0.00015043134,0.00017649647,0.0002616902,0.0330889,0.3704621,0.5665896,0.00014461645,0.00027423946,0.016434073],"study_design_scores_gemma":[0.0032231,0.0013050773,0.22179669,0.0005999756,0.00010903975,0.00028041404,0.0055001974,0.46905452,0.29563352,0.0005498885,0.0011543871,0.00079320575],"about_ca_topic_score_codex":0.00007932936,"about_ca_topic_score_gemma":0.000008250057,"teacher_disagreement_score":0.27095607,"about_ca_system_score_codex":0.0000816454,"about_ca_system_score_gemma":0.0000018602416,"threshold_uncertainty_score":0.28077683},"labels":[],"label_agreement":null},{"id":"W2465892916","doi":"10.2118/175143-pa","title":"Flowback Fracture Closure: A Key Factor for Estimating Effective Pore Volume","year":2016,"lang":"en","type":"article","venue":"SPE Reservoir Evaluation & Engineering","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":65,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Nexen (Canada); University of Alberta","funders":"Natural Sciences and Engineering Research Council of Canada; Alberta Innovates; China National Offshore Oil Corporation","keywords":"Petroleum engineering; Hydraulic fracturing; Fracture (geology); Permeability (electromagnetism); Geomechanics; Closure (psychology); Geology; Geotechnical engineering; Chemistry","score_opus":0.013329642904180932,"score_gpt":0.26337424172197044,"score_spread":0.2500445988177895,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2465892916","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.23245758,0.000947815,0.7621289,0.0009485583,0.00089311274,0.001278946,0.00008281483,0.00087821984,0.00038405048],"genre_scores_gemma":[0.97363037,0.000047502206,0.024408516,0.000022518829,0.0008995714,0.00045165056,0.00006223989,0.00014270084,0.0003349305],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9976471,0.00006798255,0.00048407476,0.00044461255,0.0007233037,0.0006329182],"domain_scores_gemma":[0.9983893,0.00044891186,0.00008373404,0.00054847565,0.00031441406,0.00021518287],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00090863486,0.00042383707,0.0004531376,0.00029570484,0.00012927673,0.00009111307,0.00032187504,0.00026261024,0.0005061045],"category_scores_gemma":[0.0013738589,0.00032016842,0.00030874182,0.0003785071,0.000024228837,0.00040519823,0.000049353184,0.0002771187,0.00011275917],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000013547452,0.000012665329,0.00019776192,0.00020487116,0.00024715156,0.0000030301437,0.00031034113,0.97682095,0.0051466557,0.0000071239456,0.001391054,0.015644856],"study_design_scores_gemma":[0.0010397992,0.000054727305,0.002881196,0.000284407,0.00013324678,0.0000058295786,0.00001582768,0.9626275,0.008551014,0.00015751371,0.023780776,0.00046821593],"about_ca_topic_score_codex":0.0000137967345,"about_ca_topic_score_gemma":0.000013937595,"teacher_disagreement_score":0.7411728,"about_ca_system_score_codex":0.00049499597,"about_ca_system_score_gemma":0.000054498625,"threshold_uncertainty_score":0.999925},"labels":[],"label_agreement":null},{"id":"W2466239535","doi":"10.2118/184319-ms","title":"Optimizing Well Design and Delivery for Wellbore Stability Management by Minimizing Subsurface Uncertainties","year":2016,"lang":"en","type":"article","venue":"SPE Nigeria Annual International Conference and Exhibition","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Geology; Drilling; Petroleum engineering; Oil shale; Drilling fluid; Sonic logging; Offset (computer science); Porosity; Permeability (electromagnetism); Pore water pressure; Coring; Lithology; Geotechnical engineering; Compressive strength; Instability; Well logging; Soil science; Petrology; Mechanics; Engineering; Materials science; Computer science","score_opus":0.019558658738446883,"score_gpt":0.2334721852896721,"score_spread":0.2139135265512252,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2466239535","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.50389147,0.0003805908,0.49145085,0.0012135697,0.0002631437,0.00026736845,0.00015606773,0.00012073241,0.0022562074],"genre_scores_gemma":[0.99220705,0.001891599,0.0051847287,0.00003677179,0.00005409972,0.000031752286,0.000052348543,0.000013976046,0.0005276822],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99920744,0.000027623715,0.00019572508,0.00024820524,0.0001398789,0.00018115118],"domain_scores_gemma":[0.9995885,0.00009435692,0.000035732064,0.00009077268,0.00012365704,0.00006699707],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00020019658,0.00014729715,0.00014554833,0.00007455248,0.00008476205,0.00009135571,0.00009122464,0.00006793674,0.00017143768],"category_scores_gemma":[0.000013472405,0.00011529576,0.000042788604,0.000037398488,0.00007110514,0.00032500736,0.00003815428,0.00005283528,0.000006884246],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.002637103,0.0005043866,0.0053848336,0.002330219,0.0042455555,0.00007381338,0.019677356,0.17458192,0.48507452,0.007403647,0.10234548,0.19574118],"study_design_scores_gemma":[0.0058471835,0.00055211375,0.0019592503,0.0015181253,0.0003279057,0.000026640124,0.022322267,0.49417594,0.3844426,0.012741626,0.07357779,0.0025085516],"about_ca_topic_score_codex":0.000026687178,"about_ca_topic_score_gemma":0.000017757604,"teacher_disagreement_score":0.48831558,"about_ca_system_score_codex":0.000057029392,"about_ca_system_score_gemma":0.000008114928,"threshold_uncertainty_score":0.47016248},"labels":[],"label_agreement":null},{"id":"W2468614152","doi":"10.2118/181751-pa","title":"Prediction of Resistivity Index by Use of Neural Networks With Different Combinations of Wireline Logs and Minimal Core Data","year":2016,"lang":"en","type":"article","venue":"SPE Reservoir Evaluation & Engineering","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Wireline; Index (typography); Core (optical fiber); Artificial neural network; Electrical resistivity and conductivity; Petroleum engineering; Geology; Data mining; Well logging; Computer science; Engineering; Artificial intelligence; Telecommunications; Electrical engineering","score_opus":0.056031383231487014,"score_gpt":0.2581870812667161,"score_spread":0.20215569803522906,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2468614152","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.83994716,0.0005728124,0.15884115,0.00007965185,0.000063160944,0.0001856849,0.00024367626,0.000053440308,0.000013270069],"genre_scores_gemma":[0.99890774,0.00034417203,0.0004681035,9.0289274e-7,0.000032142027,0.0000120015175,0.00018408665,0.000028188591,0.000022634465],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9986031,0.00004762631,0.0004549179,0.00021731481,0.0005051093,0.00017192731],"domain_scores_gemma":[0.9987108,0.00029559762,0.00013320627,0.0005660143,0.00022255664,0.00007183053],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000466171,0.00016842844,0.00033653344,0.00018775971,0.000024313236,0.000010438342,0.00019388009,0.00009570735,0.00002225514],"category_scores_gemma":[0.00032632623,0.00011960808,0.00004130667,0.0002695229,0.00007167335,0.0003065285,0.00009426865,0.00012298257,1.2803116e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000038890546,0.00006502423,0.012383455,0.00014365152,0.00016648635,3.9444268e-7,0.000029516961,0.97705686,0.007869982,0.000011622438,0.00030395522,0.0019301475],"study_design_scores_gemma":[0.0009189874,0.00008000607,0.076779924,0.00021969774,0.0001450506,0.000001564683,0.000008989464,0.9185497,0.0031012187,0.0000075451576,0.00008683086,0.000100495025],"about_ca_topic_score_codex":0.00007628637,"about_ca_topic_score_gemma":0.00005388826,"teacher_disagreement_score":0.15896061,"about_ca_system_score_codex":0.00005259056,"about_ca_system_score_gemma":0.000017729306,"threshold_uncertainty_score":0.48774758},"labels":[],"label_agreement":null},{"id":"W2474239299","doi":"","title":"3D Simulation of Fluid-Pressure-Induced Fracture Nucleation and Growth in Rock Samples","year":2015,"lang":"en","type":"article","venue":"49th U.S. Rock Mechanics/Geomechanics Symposium","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Geomechanica (Canada)","funders":"","keywords":"Fracture (geology); Nucleation; Geology; Fluid pressure; Mineralogy; Geotechnical engineering; Chemistry; Engineering; Mechanical engineering","score_opus":0.014696009738660929,"score_gpt":0.22622990065769377,"score_spread":0.21153389091903285,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2474239299","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.052415047,0.0011493277,0.9437875,0.00038435982,0.0007582488,0.0005875711,0.00004711323,0.00046557555,0.00040525876],"genre_scores_gemma":[0.99885064,0.00030252346,0.00031931623,0.00008801752,0.0001595672,0.000026535396,0.000073313255,0.00011050103,0.00006958767],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99751204,0.000106083615,0.00073207705,0.00052521494,0.00058670907,0.0005378939],"domain_scores_gemma":[0.9985638,0.00014095091,0.00018900611,0.0005217005,0.00029013513,0.00029437323],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0005303683,0.00045821405,0.00067437964,0.0005670922,0.00010449939,0.00006833466,0.0003619334,0.0005227513,0.000055661843],"category_scores_gemma":[0.00020109031,0.00045921875,0.00013224843,0.00067325856,0.0000029678067,0.00042259114,0.00016164561,0.00045932631,0.000031090836],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000043880424,0.00006087529,0.000033171167,0.00022986394,0.00013034632,0.000005442799,0.00085485267,0.9738055,0.024025796,0.0004700536,0.00020012486,0.00014010967],"study_design_scores_gemma":[0.00091273227,0.00014119971,0.00001785462,0.000103223996,0.0001560566,0.000006722268,0.00023656631,0.9568605,0.03539207,0.004176864,0.0015384255,0.00045778797],"about_ca_topic_score_codex":0.00034114387,"about_ca_topic_score_gemma":0.000076467935,"teacher_disagreement_score":0.9464356,"about_ca_system_score_codex":0.00016558237,"about_ca_system_score_gemma":0.000062882245,"threshold_uncertainty_score":0.99978596},"labels":[],"label_agreement":null},{"id":"W2475159514","doi":"10.2118/177480-pa","title":"Grid-Sensitivity Analysis and Comparison Between Unstructured Perpendicular Bisector and Structured Tartan/Local-Grid-Refinement Grids for Hydraulically Fractured Horizontal Wells in Eagle Ford Formation With Complicated Natural Fractures","year":2016,"lang":"en","type":"article","venue":"SPE Journal","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":33,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"ConocoPhillips (Canada)","funders":"","keywords":"Grid; Discretization; Unstructured grid; Polygon mesh; Reservoir simulation; Fracture (geology); Sensitivity (control systems); Context (archaeology); Computational science; Mesh generation; Computer science; Flow (mathematics); Geology; Geometry; Petroleum engineering; Finite element method; Engineering; Geotechnical engineering; Structural engineering; Computer graphics (images); Mathematics","score_opus":0.005711128582251244,"score_gpt":0.229137961233953,"score_spread":0.22342683265170174,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2475159514","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.791454,0.00058087433,0.20643002,0.0008242509,0.00017458209,0.00031007733,0.00012762564,0.00007596107,0.000022570384],"genre_scores_gemma":[0.9957873,0.00011991037,0.003312536,0.00006813942,0.00047823464,0.000011116446,0.00016841259,0.00004408169,0.0000102713275],"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","domain_scores_codex":[0.9977012,0.00012517719,0.00072615757,0.0004007072,0.0004746385,0.00057212147],"domain_scores_gemma":[0.99876887,0.00023461574,0.000271536,0.0002741335,0.00011780782,0.0003330468],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00041833363,0.00046350632,0.000964807,0.0006521285,0.0002681286,0.00018843471,0.00016884979,0.00024189182,0.00006537061],"category_scores_gemma":[0.000050080158,0.0002772319,0.00024116354,0.0005107865,0.00014776488,0.00040574744,0.000048101792,0.00061978266,0.0000017525183],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0016042484,0.00018173903,0.28297144,0.00051647035,0.010477631,0.00022475916,0.0023941707,0.47227043,0.07004601,0.00001737035,0.004773147,0.15452258],"study_design_scores_gemma":[0.0039655208,0.0003102538,0.83633757,0.00015306032,0.0013723014,0.0001774071,0.00019360613,0.12316394,0.02787325,0.00023366953,0.005440634,0.00077878975],"about_ca_topic_score_codex":0.00018698612,"about_ca_topic_score_gemma":0.0025139668,"teacher_disagreement_score":0.5533661,"about_ca_system_score_codex":0.00023289326,"about_ca_system_score_gemma":0.000028734607,"threshold_uncertainty_score":0.999968},"labels":[],"label_agreement":null},{"id":"W2478004283","doi":"10.2118/181779-ms","title":"In-Situ Stress Perturbations and Determinations Near a Fault and Their Impacts on Hydraulic Fracturing Design","year":2016,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Petro Geotech (Canada)","funders":"","keywords":"Hydraulic fracturing; Geology; Stress (linguistics); Stress field; Geotechnical engineering; Principal stress; Tectonics; Petroleum engineering; Seismology; Engineering; Structural engineering; Petrology; Finite element method","score_opus":0.010439272699085086,"score_gpt":0.22125968272504995,"score_spread":0.21082041002596486,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2478004283","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9615263,0.0002757018,0.033600837,0.0011757006,0.000042746735,0.0001238162,0.000006230647,0.00013943404,0.0031092498],"genre_scores_gemma":[0.9986504,0.00029039895,0.000473289,0.00010556831,0.00003698064,0.000015720674,0.0000013401451,0.000020844984,0.00040548126],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99933404,0.000032071504,0.00015130984,0.00017877218,0.00008035818,0.00022344847],"domain_scores_gemma":[0.99929965,0.00036757995,0.000017653027,0.00017871025,0.000015626572,0.000120759636],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00009647149,0.00016037333,0.00015812453,0.00017347619,0.000099319164,0.00007750717,0.00007211171,0.00008147443,0.00004080741],"category_scores_gemma":[0.000074165495,0.0000923311,0.00003292693,0.00011401084,0.000046100366,0.00024412457,0.000024296025,0.000111435234,0.000013346384],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000050041348,0.00026051595,0.0045125186,0.00029913548,0.00050337764,0.00009776919,0.01411586,0.71667993,0.08375323,0.00014743091,0.0027202584,0.17685995],"study_design_scores_gemma":[0.002462384,0.00024762383,0.10229542,0.0007619102,0.00008543128,0.00006268919,0.0007470913,0.50901955,0.37427303,0.0017741651,0.006935468,0.0013352365],"about_ca_topic_score_codex":0.00006156941,"about_ca_topic_score_gemma":0.0002228038,"teacher_disagreement_score":0.2905198,"about_ca_system_score_codex":0.000046179804,"about_ca_system_score_gemma":0.00001009229,"threshold_uncertainty_score":0.37651533},"labels":[],"label_agreement":null},{"id":"W2478980280","doi":"10.2118/2002-256","title":"Sand Production in Oil Sand Under Heavy Oil Foamy Flow","year":2002,"lang":"en","type":"article","venue":"Canadian International Petroleum Conference","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":14,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Calgary","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Petroleum engineering; Oil production; Oil sands; Environmental science; Flow (mathematics); Geology; Materials science; Composite material; Mechanics; Physics","score_opus":0.015365166273741156,"score_gpt":0.20790193059818846,"score_spread":0.1925367643244473,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2478980280","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7269495,0.000682199,0.0005748892,0.010412915,0.0018882288,0.000023457807,0.000055014272,0.00013616166,0.2592776],"genre_scores_gemma":[0.98339295,0.000487652,0.00009333973,0.00014019034,0.00027686343,0.000018973038,0.000034838497,0.000020229621,0.015534958],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.998965,0.000020137875,0.00022036157,0.00025020514,0.00022284182,0.00032141738],"domain_scores_gemma":[0.99943525,0.000020429794,0.000023550921,0.00020141223,0.00007570151,0.00024364778],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00008918419,0.0001562652,0.00015802615,0.00046347515,0.00006125804,0.0001067637,0.0002638034,0.000092275244,0.0020018995],"category_scores_gemma":[0.000055865712,0.00016512156,0.00005853366,0.00016304411,0.00004242557,0.00017550934,0.000012869559,0.0002675791,0.0001973081],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000004451381,0.000018022149,0.0010919222,0.000029849229,0.00009296433,0.00003798007,0.00023656782,0.9726006,0.00019434311,0.000084974665,0.007637011,0.017971346],"study_design_scores_gemma":[0.00038636528,0.00001032057,0.0032744312,0.00012122314,0.000014821309,0.00002620472,0.00007813935,0.9192033,0.0008260537,0.00015812306,0.07556562,0.00033539394],"about_ca_topic_score_codex":0.018431945,"about_ca_topic_score_gemma":0.15961877,"teacher_disagreement_score":0.2564434,"about_ca_system_score_codex":0.0004885715,"about_ca_system_score_gemma":0.00007277846,"threshold_uncertainty_score":0.9989104},"labels":[],"label_agreement":null},{"id":"W2479337842","doi":"10.2118/170193-pa","title":"A Domain Splitting-Based Analytical Approach for Assessing Hydro-Thermo-Geomechanical Responses of Heavy-Oil Reservoirs","year":2016,"lang":"en","type":"article","venue":"SPE Journal","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Geomechanics; Multiphysics; Petroleum engineering; Reservoir engineering; Geology; Reservoir simulation; Enhanced oil recovery; Mechanics; Flow (mathematics); Geotechnical engineering; Finite element method; Thermodynamics","score_opus":0.020568544357957318,"score_gpt":0.271349477515266,"score_spread":0.2507809331573087,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2479337842","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.40608007,0.00020327796,0.59043384,0.0012311318,0.00012836161,0.000055891494,0.0000142589415,0.00008127017,0.0017718691],"genre_scores_gemma":[0.96079105,0.000047985923,0.038091104,0.00003546178,0.00045293145,0.000008626353,0.0000033052065,0.00005806835,0.00051148335],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9979503,0.00016516796,0.0006547559,0.00023691988,0.00046189918,0.00053095585],"domain_scores_gemma":[0.99854755,0.00053948624,0.00014777246,0.00036509184,0.00012532277,0.00027474653],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0017574474,0.00022564114,0.00048406117,0.00034082972,0.00016668752,0.00010451278,0.00035513772,0.00017954285,0.00011628338],"category_scores_gemma":[0.00040331506,0.00014456143,0.00045703788,0.00029383774,0.000103574144,0.00018123983,0.00003469256,0.0003657444,0.0000072136454],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0022832607,0.0007755836,0.0022150262,0.0011807727,0.0018773099,0.0002226503,0.00043782612,0.7966629,0.12682822,0.0006352952,0.0069468333,0.05993431],"study_design_scores_gemma":[0.004601396,0.00032247748,0.0009152346,0.00086311,0.00037270717,0.00026387034,0.0004186097,0.92730755,0.043693494,0.0028769916,0.017495075,0.00086949294],"about_ca_topic_score_codex":0.00000638802,"about_ca_topic_score_gemma":0.0000030769988,"teacher_disagreement_score":0.554711,"about_ca_system_score_codex":0.00016908428,"about_ca_system_score_gemma":0.00012160417,"threshold_uncertainty_score":0.5895044},"labels":[],"label_agreement":null},{"id":"W2479471780","doi":"10.2118/2004-118","title":"Sanding Process and Permeability Change","year":2004,"lang":"en","type":"article","venue":"Canadian International Petroleum Conference","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":7,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"BitCan (Canada)","funders":"","keywords":"Permeability (electromagnetism); Process (computing); Petroleum engineering; Geology; Environmental science; Computer science; Chemistry","score_opus":0.01791079792471015,"score_gpt":0.2354862848837752,"score_spread":0.21757548695906506,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2479471780","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9723665,0.00010890029,0.0008413613,0.001727774,0.0002679753,0.000039807805,0.000032727105,0.00007281274,0.024542132],"genre_scores_gemma":[0.99947834,0.000056260953,0.000044687644,0.00011179685,0.00013884464,0.000023587803,0.000018105404,0.000010353074,0.000118000986],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99941725,0.000004842789,0.00010333746,0.00015085709,0.00012527617,0.00019844882],"domain_scores_gemma":[0.99956673,0.000009492641,0.000012416275,0.00009906027,0.000059809903,0.00025247884],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00005906506,0.00009714383,0.000094065756,0.00018263925,0.00006406157,0.00008150209,0.00017173903,0.00005143344,0.00024228166],"category_scores_gemma":[0.000031754476,0.00009771529,0.000028420058,0.0000614335,0.000044426717,0.0001608638,0.000010382534,0.00013289957,0.000026666274],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000015113199,0.000041182284,0.07228512,0.00028650468,0.00046508783,0.00017920614,0.0057334434,0.90375376,0.0005108926,0.0076088333,0.0004277866,0.00869304],"study_design_scores_gemma":[0.0020742868,0.000084402396,0.2900255,0.00050984166,0.00008897918,0.00015036324,0.0014447509,0.6245795,0.0026107365,0.010954001,0.0658711,0.0016065126],"about_ca_topic_score_codex":0.02526401,"about_ca_topic_score_gemma":0.10524,"teacher_disagreement_score":0.27917427,"about_ca_system_score_codex":0.00027005802,"about_ca_system_score_gemma":0.00009217405,"threshold_uncertainty_score":0.98122686},"labels":[],"label_agreement":null},{"id":"W2479959111","doi":"10.2118/08-12-37-tb","title":"State-of-the-Art Tight Gas Sands Characterization and Production Technology","year":2008,"lang":"en","type":"article","venue":"Journal of Canadian Petroleum Technology","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":20,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Calgary","funders":"Colorado School of Mines","keywords":"Tight gas; Petroleum engineering; Unconventional oil; Shale gas; Work (physics); Natural gas; Tight oil; Oil shale; Production (economics); Engineering; Geology; Mining engineering; Hydraulic fracturing; Waste management; Economics; Mechanical engineering","score_opus":0.003767088986963369,"score_gpt":0.16483683424445097,"score_spread":0.1610697452574876,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2479959111","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.986069,0.00049578445,0.0010259042,0.011738669,0.00034570572,0.00003813072,0.000004768939,0.000053214157,0.00022882492],"genre_scores_gemma":[0.9977587,0.0013583084,0.00019022528,0.000017609762,0.00006060511,0.0000023785558,0.0000017092846,0.000016903565,0.00059354573],"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","domain_scores_codex":[0.9991934,0.000013193163,0.00034438062,0.00009372043,0.00012793348,0.00022740822],"domain_scores_gemma":[0.99937284,0.0000060302996,0.00015965039,0.00022300599,0.00014175106,0.00009669411],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00010588436,0.00010748306,0.00026187187,0.0029940745,0.00009709153,0.0000061282544,0.00022442495,0.0001846884,0.000013732434],"category_scores_gemma":[0.00009724956,0.00008405274,0.00005438942,0.0014092241,0.00019661499,0.00009582961,0.000018065104,0.00042077858,0.0000036103893],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00007655292,0.0001385234,0.22727977,0.00036176317,0.0016171318,0.0007466211,0.00095160626,0.14650866,0.44497603,0.00029902483,0.02498116,0.15206315],"study_design_scores_gemma":[0.00086643756,0.00033750766,0.05497714,0.00022047706,0.00016553367,0.0061128507,0.00011515546,0.0058937874,0.2728314,0.00096221914,0.6570468,0.00047068816],"about_ca_topic_score_codex":0.00020384081,"about_ca_topic_score_gemma":0.0054796822,"teacher_disagreement_score":0.63206565,"about_ca_system_score_codex":0.00011160621,"about_ca_system_score_gemma":0.00014202602,"threshold_uncertainty_score":0.34275714},"labels":[],"label_agreement":null},{"id":"W2481348055","doi":"10.2118/2002-171","title":"Simulating Cold Production by a Coupled Reservoir-Geomechanics Model With Sand Erosion","year":2002,"lang":"en","type":"article","venue":"Canadian International Petroleum Conference","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Petro Geotech (Canada)","funders":"","keywords":"Geomechanics; Erosion; Geology; Petroleum engineering; Geotechnical engineering; Environmental science; Soil science; Geomorphology","score_opus":0.015184217747399949,"score_gpt":0.2026739808896193,"score_spread":0.18748976314221935,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2481348055","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.92519766,0.00023733883,0.057421803,0.0027462777,0.00045409406,0.00014516502,0.000116735704,0.00023527622,0.01344562],"genre_scores_gemma":[0.9937476,0.00010183043,0.00026211276,0.000083184146,0.00009846236,0.00002435951,0.00006152331,0.000032496002,0.005588453],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9988467,0.000012527446,0.00020408114,0.0002761661,0.00033392257,0.00032660464],"domain_scores_gemma":[0.99923766,0.000022015543,0.00004405364,0.00023547409,0.00017125848,0.00028955558],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000091462374,0.00017953245,0.00015977565,0.00023733125,0.00013560252,0.00013045347,0.000290689,0.00009217351,0.00045120195],"category_scores_gemma":[0.00005806007,0.00017140161,0.00004373883,0.00015095386,0.000026120922,0.00021486453,0.00001659533,0.00025934615,0.0000479372],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000004716754,0.000009568739,0.00017320624,0.0000130321005,0.000062536135,0.000007613229,0.00009370516,0.98879516,0.0038025717,0.000099426295,0.0068696444,0.000068793175],"study_design_scores_gemma":[0.00024169205,0.000020119303,0.000023457955,0.00006513357,0.000017222648,0.000005592698,0.00003224835,0.9906564,0.0011417344,0.000053620563,0.007528747,0.00021404319],"about_ca_topic_score_codex":0.008127453,"about_ca_topic_score_gemma":0.036517676,"teacher_disagreement_score":0.068549894,"about_ca_system_score_codex":0.0003775514,"about_ca_system_score_gemma":0.00006568724,"threshold_uncertainty_score":0.9984775},"labels":[],"label_agreement":null},{"id":"W2485104004","doi":"10.2118/181809-ms","title":"Evaluating Multiple Fractured Cased Hole Completion Performance for Gas Wells in the Upper and the Lower Montney Formation, Canada","year":2016,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Geology","score_opus":0.013613492511326647,"score_gpt":0.23050775834261614,"score_spread":0.21689426583128948,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2485104004","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.97668433,0.00014249678,0.017247971,0.004628886,0.000093069786,0.0003836345,0.00000981156,0.00003201482,0.0007777777],"genre_scores_gemma":[0.9989352,0.00004507731,0.0002797319,0.0004545708,0.00004954816,0.00006517039,0.0000066748853,0.000009603481,0.00015440058],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9992981,0.00004968086,0.00019423042,0.00008803216,0.00018845114,0.00018149664],"domain_scores_gemma":[0.9990933,0.0006221649,0.000029495135,0.00018901734,0.00004006154,0.000025977708],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00057257485,0.00009707082,0.00012377447,0.000032447813,0.00014530512,0.000031707128,0.000120444354,0.00003364861,0.00004262595],"category_scores_gemma":[0.00014489982,0.000039195867,0.000038716164,0.0000750423,0.00002853197,0.00012547079,0.000014255576,0.00007729401,0.0000031158756],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00011998916,0.000022886052,0.0022499172,0.000116185365,0.00007327947,0.000002012656,0.0022035937,0.95902836,0.0008464767,0.000022107846,0.015070827,0.020244388],"study_design_scores_gemma":[0.001559102,0.000016769343,0.0065077567,0.000030090314,0.000019189816,0.0000029569171,0.0002026055,0.9798261,0.0017180642,0.000047927882,0.0099749565,0.00009448221],"about_ca_topic_score_codex":0.04646559,"about_ca_topic_score_gemma":0.17569053,"teacher_disagreement_score":0.12922494,"about_ca_system_score_codex":0.00006722517,"about_ca_system_score_gemma":0.000021275231,"threshold_uncertainty_score":0.95988405},"labels":[],"label_agreement":null},{"id":"W2485871922","doi":"10.2118/181816-ms","title":"Impacts on SRV Region in Low-Permeability Formations Due Stressse Around a Hydraulic Fracture","year":2016,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Petro Geotech (Canada)","funders":"","keywords":"Dilatant; Permeability (electromagnetism); Hydraulic fracturing; Shear (geology); Cohesion (chemistry); Geology; Thickening; Geotechnical engineering; Materials science; Petrology; Chemistry","score_opus":0.0085233115708811,"score_gpt":0.22305526292727929,"score_spread":0.2145319513563982,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2485871922","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9738252,0.00006472075,0.012928742,0.002403498,0.000088413806,0.00015232131,0.0000055205633,0.00031600686,0.01021558],"genre_scores_gemma":[0.99907553,0.00007659414,0.000041215044,0.00029412447,0.00009319892,0.000020513447,0.00000803082,0.000023559052,0.00036723758],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9988813,0.0000405032,0.00030429382,0.00020972587,0.00019921221,0.00036501404],"domain_scores_gemma":[0.9991087,0.00016365328,0.000033443856,0.0005171617,0.000026817326,0.00015024623],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00013684414,0.00020366498,0.00023647946,0.00022800316,0.000059592003,0.000042004667,0.00017253887,0.00016297732,0.0001724515],"category_scores_gemma":[0.000117230215,0.00012078797,0.000120765246,0.0002660056,0.00003380408,0.00035785083,0.000020105148,0.00022255119,0.0001799095],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000034429962,0.00017831587,0.0061371652,0.00018289294,0.00009080723,0.00008068826,0.0008807948,0.9779405,0.0005433876,0.000045950586,0.00605785,0.00782723],"study_design_scores_gemma":[0.006797096,0.00039708184,0.4150273,0.0026451407,0.00015936232,0.00010456912,0.0015006386,0.45871934,0.049429297,0.0046725986,0.0575624,0.002985187],"about_ca_topic_score_codex":0.00035449187,"about_ca_topic_score_gemma":0.00089031144,"teacher_disagreement_score":0.5192211,"about_ca_system_score_codex":0.00022998231,"about_ca_system_score_gemma":0.000019327803,"threshold_uncertainty_score":0.49255905},"labels":[],"label_agreement":null},{"id":"W2486692181","doi":"10.2118/06-12-02","title":"Casing Impairment Induced by Shear Slip Along a Weak Layer in Shale Due to Fluid (Steam) Injection","year":2006,"lang":"en","type":"article","venue":"Journal of Canadian Petroleum Technology","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":9,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Calgary","funders":"Hong Kong Polytechnic University; University of Hong Kong","keywords":"Oil shale; Geology; Overburden; Slip (aerodynamics); Petroleum engineering; Shear (geology); Geotechnical engineering; Oil sands; Steam injection; Asphalt; Petrology; Materials science; Composite material","score_opus":0.004808459294238388,"score_gpt":0.19558860826631222,"score_spread":0.19078014897207382,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2486692181","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9922155,0.00058204494,0.0008733299,0.0042002955,0.00026704342,0.000060487324,0.0000061037426,0.00007127968,0.0017239023],"genre_scores_gemma":[0.9992961,0.000023670602,0.00026873712,0.000085891246,0.00014110909,0.0000066562134,0.0000024391675,0.00003453021,0.00014082858],"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","domain_scores_codex":[0.998535,0.000024442574,0.00055152964,0.00015127948,0.00019964357,0.0005381413],"domain_scores_gemma":[0.9993632,0.000015552761,0.00008484754,0.00021214999,0.00006118146,0.00026306885],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00027939392,0.00017927503,0.0003929673,0.0049667405,0.00006928827,0.000036313006,0.00026047518,0.0003217292,0.0000366454],"category_scores_gemma":[0.000037414324,0.00017836393,0.0001048249,0.0013359908,0.000021839598,0.00011731924,0.000018998322,0.0006572254,0.000019241586],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000024160881,0.000068287576,0.011070258,0.00003574557,0.00016413484,0.00095005217,0.000161358,0.90237105,0.051988944,0.000032577438,0.02816552,0.0049679135],"study_design_scores_gemma":[0.0067463606,0.0032924772,0.09161019,0.0011274193,0.0003742751,0.011202414,0.004415758,0.11347745,0.22437336,0.0013255121,0.53899765,0.0030571423],"about_ca_topic_score_codex":0.10236915,"about_ca_topic_score_gemma":0.33400524,"teacher_disagreement_score":0.7888936,"about_ca_system_score_codex":0.0010762565,"about_ca_system_score_gemma":0.00015687362,"threshold_uncertainty_score":0.90360826},"labels":[],"label_agreement":null},{"id":"W2486791521","doi":"10.2118/174461-pa","title":"Application of a Novel Hyperbranched-Polymer Fracturing-Fluid System in a Low-Permeability Heavy-Oil Reservoir","year":2016,"lang":"en","type":"article","venue":"SPE Production & Operations","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"China Scholarship Council","keywords":"Materials science; Shearing (physics); Polymer; Fracturing fluid; Hydraulic fracturing; Swelling; Permeability (electromagnetism); Composite material; Petroleum engineering; Geology; Chemistry","score_opus":0.009740506325053034,"score_gpt":0.2277796768896544,"score_spread":0.21803917056460137,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2486791521","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8218153,0.00040048716,0.17251162,0.002964378,0.00040155873,0.000298601,0.000028327022,0.00033221478,0.001247481],"genre_scores_gemma":[0.9960498,0.00007511148,0.00261351,0.000010205993,0.00029807602,0.00018306692,0.000016336535,0.000031077147,0.0007227752],"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9985665,0.000045921945,0.00052437163,0.0003978159,0.00023258501,0.0002327732],"domain_scores_gemma":[0.99897224,0.000027279499,0.00004033286,0.00072194525,0.00016602343,0.000072194205],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003507005,0.00017546806,0.00026798833,0.00022589111,0.00010695456,0.000025004858,0.00016934464,0.00010900447,0.00005242366],"category_scores_gemma":[0.000113809976,0.00013229265,0.00008350456,0.0005432693,0.00007480786,0.00033283167,0.00002879158,0.00014811363,0.00005206161],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000014920984,0.00013246217,0.0006458076,0.00023419033,0.000033876775,3.0828744e-7,0.0003369472,0.85790026,0.13818213,0.000061463994,0.0000754493,0.0023822046],"study_design_scores_gemma":[0.00095836126,0.000032194723,0.0034346513,0.00042468598,0.000057911202,0.000021087195,0.00042951,0.41725639,0.573642,0.000012030426,0.0032676894,0.00046345778],"about_ca_topic_score_codex":0.0003493052,"about_ca_topic_score_gemma":0.0004960395,"teacher_disagreement_score":0.44064385,"about_ca_system_score_codex":0.00023985255,"about_ca_system_score_gemma":0.00004922593,"threshold_uncertainty_score":0.53947383},"labels":[],"label_agreement":null},{"id":"W2487025716","doi":"10.2118/181866-ms","title":"Analyzing Transient Pressure and Rate Responses of Tight Oil Reservoirs Using Comparative Numerical, Analytical and Semi-Analytical Methods","year":2016,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Regina","funders":"","keywords":"Petroleum engineering; Tight gas; Tight oil; Transient analysis; Hydraulic fracturing; Transient (computer programming); Geology; Homogeneous; Petroleum; Computer simulation; Flow (mathematics); Permeability (electromagnetism); Reservoir modeling; Geotechnical engineering; Mechanics; Engineering; Computer science; Mathematics; Oil shale; Transient response; Physics","score_opus":0.04248468405083061,"score_gpt":0.3377450065283959,"score_spread":0.2952603224775653,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2487025716","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.734425,0.0022851946,0.2599334,0.00065257866,0.00004321342,0.00006291264,0.00002016212,0.00011461775,0.0024628781],"genre_scores_gemma":[0.98728234,0.00035924776,0.010592344,0.000013463692,0.000034729976,0.0000030459219,0.0000012420269,0.000023496543,0.0016900706],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9980356,0.00053539104,0.00050222286,0.00037323972,0.00020130014,0.00035222588],"domain_scores_gemma":[0.99800575,0.0012543381,0.000055664055,0.00032269172,0.00008795063,0.00027362956],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009544753,0.0002598869,0.00074064377,0.00027977585,0.00010625095,0.000046420082,0.00013651433,0.00013985959,0.00016909812],"category_scores_gemma":[0.0002238631,0.000158817,0.00014286136,0.00042492108,0.0003032264,0.00016987156,0.00006466488,0.00022004322,0.000002317663],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0010076681,0.0002820826,0.010508301,0.0012971606,0.009908897,0.00009156841,0.0041813506,0.8104607,0.14132209,0.001141961,0.0027537171,0.017044533],"study_design_scores_gemma":[0.0004845193,0.00005036848,0.0029277082,0.00012446649,0.0008440267,0.000013641906,0.00019552505,0.97700864,0.014061444,0.000051017476,0.003943237,0.00029543243],"about_ca_topic_score_codex":0.00010351248,"about_ca_topic_score_gemma":0.000015500913,"teacher_disagreement_score":0.25285733,"about_ca_system_score_codex":0.000027591277,"about_ca_system_score_gemma":0.00002515334,"threshold_uncertainty_score":0.64763695},"labels":[],"label_agreement":null},{"id":"W2487551264","doi":"","title":"AE monitoring of Hydraulic Fracturing Experiments in Granite Blocks Using supercritical Co 2 , Water and Viscous Oil","year":2014,"lang":"en","type":"article","venue":"48th U.S. Rock Mechanics/Geomechanics Symposium","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":32,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Mira Geoscience (Canada); Geoscience BC","funders":"","keywords":"Hydraulic fracturing; Supercritical fluid; Petroleum engineering; Geology; Hydraulic fluid; Geotechnical engineering; Hydraulic machinery; Engineering; Chemistry; Mechanical engineering","score_opus":0.010574639502946208,"score_gpt":0.2347938512871201,"score_spread":0.2242192117841739,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2487551264","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.87532943,0.00066914334,0.12188931,0.00010322275,0.0010021632,0.00018705238,0.000014598796,0.00030532162,0.00049976783],"genre_scores_gemma":[0.99830806,0.0005555335,0.0004928307,0.00004806341,0.00030344637,0.000037720078,0.000025861747,0.000166119,0.00006238576],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9965163,0.00012310252,0.0009202536,0.00069483084,0.00061581464,0.0011297179],"domain_scores_gemma":[0.9986725,0.00011187966,0.000052035844,0.0007046626,0.000102803424,0.00035610536],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0006203798,0.00062908395,0.00091427413,0.000660269,0.00023025803,0.000108836306,0.00047332942,0.0004575498,0.00005993785],"category_scores_gemma":[0.000049511265,0.0005757462,0.00021305213,0.00034064645,0.00001410655,0.00035770485,0.0002663698,0.00068607845,0.000021089358],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000025577348,0.000096601056,0.000119515644,0.00036724468,0.00011251039,0.000028597664,0.0011195234,0.43486166,0.56289244,0.00010328318,0.000009990671,0.00026308006],"study_design_scores_gemma":[0.000638331,0.00007177159,0.0000053976887,0.00023066897,0.000081788974,0.000031132404,0.00023554759,0.5135783,0.48375508,0.00047237918,0.00043784152,0.00046174918],"about_ca_topic_score_codex":0.00023612432,"about_ca_topic_score_gemma":0.000017482505,"teacher_disagreement_score":0.12297861,"about_ca_system_score_codex":0.00021400677,"about_ca_system_score_gemma":0.000024063016,"threshold_uncertainty_score":0.9996694},"labels":[],"label_agreement":null},{"id":"W2488781638","doi":"10.1201/b16955-119","title":"Parameter characterisation for rock mass preconditioning using hydraulic fracturing","year":2014,"lang":"en","type":"book-chapter","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Hydraulic fracturing; Geology; Petroleum engineering; Rock mass classification; Mining engineering; Geotechnical engineering","score_opus":0.017604143390649946,"score_gpt":0.2210191399245456,"score_spread":0.20341499653389566,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2488781638","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"methods","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0019390844,0.0002219802,0.8291479,0.000051896946,0.0006300826,0.0004585609,0.000044826666,0.000652225,0.16685347],"genre_scores_gemma":[0.6998574,0.000137918,0.0073865815,0.00023815208,0.0017827374,0.00007538466,0.0006012781,0.00041498084,0.28950557],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9983087,0.000011503302,0.0005778663,0.00044468592,0.00024833056,0.0004088696],"domain_scores_gemma":[0.9988957,0.0002613733,0.00019112766,0.00047062745,0.00007083981,0.000110302775],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00017234044,0.00053660345,0.0006580231,0.000361517,0.00017336626,0.00015152979,0.00021653225,0.00060098,0.001227882],"category_scores_gemma":[0.000044760673,0.00052142976,0.000468879,0.000027354334,0.000017701901,0.0001700188,0.000028479446,0.00046076978,0.00017983095],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000008022019,0.0000037129914,0.000006033131,0.0005109386,0.0006427316,0.000002785148,0.00007435129,0.99163294,0.00069257896,0.00027830686,0.0015512471,0.0045963367],"study_design_scores_gemma":[0.00025042286,0.00003328624,0.000035517525,0.0004908807,0.00043561915,0.000011467015,0.0000061799556,0.7947131,0.004049382,0.0038887453,0.19509308,0.0009923666],"about_ca_topic_score_codex":0.00001545896,"about_ca_topic_score_gemma":0.000009062675,"teacher_disagreement_score":0.8217613,"about_ca_system_score_codex":0.00021294155,"about_ca_system_score_gemma":0.00001940497,"threshold_uncertainty_score":0.99972373},"labels":[],"label_agreement":null},{"id":"W2491309656","doi":"10.1016/b978-0-12-800390-9.00005-0","title":"Reservoir Characterization of Unconventional Gas Formations","year":2014,"lang":"en","type":"book-chapter","venue":"Elsevier eBooks","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"TransCanada (Canada)","funders":"","keywords":"Characterization (materials science); Petroleum engineering; Unconventional oil; Geology; Reservoir modeling; Materials science; Nanotechnology; Paleontology","score_opus":0.009200923442036074,"score_gpt":0.20423402241796268,"score_spread":0.1950330989759266,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2491309656","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00080347084,0.00013119505,0.0018984291,0.00004726014,0.00028921262,0.0001756248,0.000079267935,0.00014891228,0.99642664],"genre_scores_gemma":[0.0518606,0.00016677962,0.000107188775,0.00003129869,0.0003289078,0.000021516864,0.0005847258,0.000087838256,0.94681114],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9987603,0.000015265283,0.0005573214,0.00017000927,0.00031881098,0.00017831047],"domain_scores_gemma":[0.999155,0.0000318625,0.00018155093,0.00043527287,0.00011214325,0.00008416584],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00017009617,0.00027108396,0.00044532877,0.00027309905,0.00006441988,0.00002358744,0.00022248822,0.00028026022,0.00047628715],"category_scores_gemma":[0.000010055704,0.00025955646,0.0003186883,0.000019739457,0.000060704966,0.000049698945,0.000044832123,0.0003083357,0.0001702278],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000010314817,0.000010692712,0.000007856513,0.0015144122,0.0009362777,0.0000064325777,0.00033749963,0.01220092,0.0014367384,0.0045725466,0.0005523533,0.97841394],"study_design_scores_gemma":[0.00014015155,0.000016784794,0.000041725365,0.00042083082,0.00015091707,0.000004219455,0.0000016614699,0.005320849,0.00057688146,0.002955351,0.9900828,0.00028782082],"about_ca_topic_score_codex":4.2377084e-7,"about_ca_topic_score_gemma":0.000012373538,"teacher_disagreement_score":0.98953044,"about_ca_system_score_codex":0.000061725266,"about_ca_system_score_gemma":0.00003065618,"threshold_uncertainty_score":0.9999857},"labels":[],"label_agreement":null},{"id":"W2491613601","doi":"10.2118/181819-ms","title":"Analytical Model for Multi-Fractured Horizontal Wells in Tight Sand Reservoir with Threshold Pressure Gradient","year":2016,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":16,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Regina","funders":"National Science Fund for Distinguished Young Scholars; National Natural Science Foundation of China","keywords":"Geology; Flow (mathematics); Pressure gradient; Mechanics; Fracture (geology); Geotechnical engineering; Pressure drop; Volumetric flow rate; Petroleum engineering; Petrology; Physics","score_opus":0.019838037063125653,"score_gpt":0.24444870808017458,"score_spread":0.22461067101704893,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2491613601","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.31666824,0.00065352384,0.6751976,0.0013923132,0.00011738116,0.0006165574,0.00006307842,0.0003854603,0.004905837],"genre_scores_gemma":[0.9888905,0.000053227184,0.0038268887,0.000043715027,0.00007083708,0.00005628317,0.000008866324,0.00004929884,0.0070003667],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9986518,0.000013161692,0.0002764795,0.00034415742,0.00023432833,0.00048007327],"domain_scores_gemma":[0.99932384,0.00007215346,0.000024716508,0.0003557187,0.000043164062,0.00018038123],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00016358873,0.00025166443,0.0003460388,0.00018209711,0.000051125306,0.000035348647,0.0002218114,0.00016544184,0.00009775972],"category_scores_gemma":[0.00002568797,0.0001320939,0.00013365448,0.00017450168,0.00005275459,0.0001723988,0.000033390836,0.00017264312,0.000015053489],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00012126977,0.000095380434,0.0027206559,0.00008086073,0.00028363412,0.000015542662,0.00023111244,0.98918426,0.00052415824,0.000085349544,0.006262071,0.00039572694],"study_design_scores_gemma":[0.0016651027,0.000059051323,0.0010074524,0.000070597205,0.00008645279,0.0000023789496,0.000016219079,0.9863723,0.0040907003,0.000080432255,0.006268621,0.00028070822],"about_ca_topic_score_codex":0.00007754284,"about_ca_topic_score_gemma":0.000763123,"teacher_disagreement_score":0.67222226,"about_ca_system_score_codex":0.000069805,"about_ca_system_score_gemma":0.000023112978,"threshold_uncertainty_score":0.53866327},"labels":[],"label_agreement":null},{"id":"W2492660759","doi":"10.2118/181835-ms","title":"Induced Stresses Near a Hydraulic Fracture and Fracture Geometry with Plasticity","year":2016,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Petro Geotech (Canada)","funders":"","keywords":"Plasticity; Fracture (geology); Permeability (electromagnetism); Materials science; Principal stress; Deformation (meteorology); Geotechnical engineering; Stress field; Hydraulic fracturing; Stress (linguistics); Porosity; Geology; Composite material; Shear stress; Structural engineering; Finite element method; Engineering","score_opus":0.005392607393318632,"score_gpt":0.19461578925956796,"score_spread":0.18922318186624934,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2492660759","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9497387,0.00023522764,0.045235164,0.002071134,0.00003593762,0.0000861092,0.000005888724,0.00044207156,0.002149763],"genre_scores_gemma":[0.9982651,0.00009440244,0.00046802763,0.00069812406,0.00011255248,0.000007901422,0.0000030466967,0.000040997278,0.00030988755],"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","domain_scores_codex":[0.9989868,0.000016976943,0.0001594834,0.00026664895,0.00023697772,0.00033315815],"domain_scores_gemma":[0.9992959,0.00019552629,0.00003075651,0.00024320645,0.000035232417,0.00019936686],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00004723823,0.00025831518,0.00027580708,0.00012243986,0.00010756522,0.00008799368,0.00014126867,0.00020048924,0.000572335],"category_scores_gemma":[0.00005027832,0.00012796941,0.000050071616,0.00024154245,0.00006655815,0.00020690299,0.000028785373,0.00026210508,0.000049615544],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00018339991,0.00021579121,0.03041531,0.00057799835,0.002264471,0.0002447787,0.001288306,0.87787217,0.013041846,0.00002677083,0.04081482,0.033054363],"study_design_scores_gemma":[0.0048325215,0.0005945382,0.23898546,0.0008315531,0.0005910228,0.00013971157,0.00046477967,0.053432714,0.23756868,0.00037079197,0.45924136,0.0029468886],"about_ca_topic_score_codex":0.00023202242,"about_ca_topic_score_gemma":0.000095082076,"teacher_disagreement_score":0.8244394,"about_ca_system_score_codex":0.00003241037,"about_ca_system_score_gemma":0.000020592253,"threshold_uncertainty_score":0.62666667},"labels":[],"label_agreement":null},{"id":"W2494065873","doi":"10.2118/2000-012","title":"Improved Estimation of Gas Well Deliverability from Single-Point Tests","year":2000,"lang":"en","type":"article","venue":"Canadian International Petroleum Conference","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":8,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Petroleum engineering; Point (geometry); Estimation; Computer science; Environmental science; Geology; Engineering; Mathematics; Systems engineering","score_opus":0.008914137170645424,"score_gpt":0.2018906025995133,"score_spread":0.19297646542886787,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2494065873","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9527398,0.00004964469,0.0040082093,0.000525067,0.00021120418,0.000041866206,0.00015387991,0.00006350136,0.042206846],"genre_scores_gemma":[0.99839896,0.000030951316,0.0006600995,0.00005287132,0.00007027487,0.000007412841,0.00014306171,0.000013521723,0.0006228695],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99916357,0.000018000586,0.0002693848,0.00018787851,0.00016395179,0.00019721796],"domain_scores_gemma":[0.9993507,0.00005698012,0.00003454507,0.00023315055,0.00010710005,0.0002174814],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00006900327,0.00012991265,0.00016241334,0.00015916085,0.0000357228,0.000054259937,0.0003000844,0.000077128556,0.007168498],"category_scores_gemma":[0.000055928336,0.00013680944,0.00007648983,0.00007583492,0.000051631236,0.0001476831,0.000009063184,0.00014520748,0.00013175674],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000010116848,0.000022185486,0.00089947367,0.000013936205,0.000121599194,0.000007727245,0.00014259148,0.974022,0.0018621181,0.000032555,0.00054618815,0.022319566],"study_design_scores_gemma":[0.00018565604,0.000018578809,0.005867742,0.000040242474,0.00001841381,0.0000021199048,0.000021268148,0.9839863,0.0034953998,0.00041863974,0.005799339,0.00014628631],"about_ca_topic_score_codex":0.11309892,"about_ca_topic_score_gemma":0.122791596,"teacher_disagreement_score":0.045659155,"about_ca_system_score_codex":0.00031813435,"about_ca_system_score_gemma":0.00010995241,"threshold_uncertainty_score":0.99373907},"labels":[],"label_agreement":null},{"id":"W2494179584","doi":"10.2118/181803-ms","title":"A Comprehensive Evaluation of Well Completion and Production Performance in Bakken Shale Using Data-Driven Approaches","year":2016,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":15,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Oil shale; Sobol sequence; Petroleum engineering; Hydraulic fracturing; Tight oil; Geology; Reservoir modeling; Artificial neural network; Directional drilling; Shale oil; Completion (oil and gas wells); Artificial intelligence; Computer science; Sensitivity (control systems); Drilling; Engineering","score_opus":0.14361099244062522,"score_gpt":0.27751302948191214,"score_spread":0.13390203704128692,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2494179584","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9936111,0.00018076191,0.0052242843,0.00007793601,0.000042845917,0.00013116875,0.0000029447185,0.000030357132,0.0006986304],"genre_scores_gemma":[0.99859583,0.00011349088,0.0012007544,0.0000015488754,0.00003603439,0.000003982968,0.000017797762,0.0000074216123,0.000023148921],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9993821,0.000042005722,0.00015277464,0.0001563739,0.00018066252,0.000086097556],"domain_scores_gemma":[0.9996455,0.000018320312,0.000027030123,0.00023932359,0.00005193942,0.000017936318],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000286447,0.00006637666,0.00012346783,0.00010555805,0.000021034204,0.00000592211,0.00007271713,0.000032440184,0.00002844049],"category_scores_gemma":[0.000017455422,0.000045588444,0.000011331138,0.00011105595,0.00003269565,0.00023559191,0.000038403465,0.000039082643,0.0000039779125],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000052877044,0.000015766775,0.0096898405,0.00010183047,0.000034244968,1.0562068e-7,0.00014030532,0.9694132,0.0083991485,0.0000023988964,0.000050760736,0.012147078],"study_design_scores_gemma":[0.00024593822,0.0000067406463,0.044310465,0.000053191445,0.00003764779,0.0000027631638,0.0000686854,0.9505636,0.0044735526,0.000014656317,0.00015661851,0.000066154025],"about_ca_topic_score_codex":0.000048120026,"about_ca_topic_score_gemma":0.00004996574,"teacher_disagreement_score":0.034620624,"about_ca_system_score_codex":0.000049769173,"about_ca_system_score_gemma":0.000009025469,"threshold_uncertainty_score":0.18590428},"labels":[],"label_agreement":null},{"id":"W2494963317","doi":"10.2118/151863-ms","title":"\"Squimulation\": Simultaneous Well Stimulation and Scale Squeeze Treatments in Deep Water, West Africa","year":2012,"lang":"en","type":"article","venue":"SPE International Symposium and Exhibition on Formation Damage Control","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":9,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Nalco (Canada)","funders":"","keywords":"Seawater; Completion (oil and gas wells); Petroleum engineering; Drilling; Scale (ratio); Well stimulation; Stimulation; Wellbore; Drilling fluid; Scaling; Environmental science; Geology; Engineering; Petroleum; Mechanical engineering; Mathematics; Physics","score_opus":0.005125493517896952,"score_gpt":0.20708185575708257,"score_spread":0.20195636223918562,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2494963317","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.96262854,0.00017797857,0.020711,0.0009822929,0.00034706638,0.00032984492,0.00003414613,0.0001483565,0.014640797],"genre_scores_gemma":[0.9989087,0.00017637323,0.000095923315,0.00007933671,0.00017266303,0.00002587259,0.00025562517,0.000016935188,0.00026857536],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99902886,0.000040913998,0.00032234038,0.00013597905,0.00023058173,0.0002413122],"domain_scores_gemma":[0.99959,0.00009563475,0.00004656098,0.0000996613,0.00005528165,0.00011286629],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001601641,0.00016851907,0.00015779467,0.00022744796,0.00009399954,0.00009398375,0.000059161714,0.000093735245,0.00018765614],"category_scores_gemma":[0.000015673764,0.00013906838,0.000045363213,0.000073165254,0.000025968006,0.00083084963,0.000016951455,0.00011015523,0.00012397513],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000072645606,0.00010793731,0.003508639,0.000031647975,0.000058607184,0.0000039740394,0.0017351944,0.98566663,0.006389558,0.0000760366,0.000043422362,0.0023057237],"study_design_scores_gemma":[0.0023340962,0.000050510494,0.007668554,0.0000428436,0.00004069065,0.000010320969,0.000098715434,0.98125845,0.0046984563,0.00013368796,0.0034626867,0.00020096288],"about_ca_topic_score_codex":0.000031093834,"about_ca_topic_score_gemma":0.000041674055,"teacher_disagreement_score":0.036280178,"about_ca_system_score_codex":0.00015762703,"about_ca_system_score_gemma":0.000001971758,"threshold_uncertainty_score":0.56710434},"labels":[],"label_agreement":null},{"id":"W2496031855","doi":"10.2118/07-04-04","title":"A Multiphase Flow Approach to Modeling Sand Production Using Finite Elements","year":2007,"lang":"en","type":"article","venue":"Journal of Canadian Petroleum Technology","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":14,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Petroleum engineering; Drag; Flow (mathematics); Multiphase flow; Geotechnical engineering; Drawdown (hydrology); Oil sands; Particle (ecology); Geology; Environmental science; Mechanics; Materials science","score_opus":0.014497935099097399,"score_gpt":0.22655391236975833,"score_spread":0.21205597727066094,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2496031855","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.5218301,0.00035332429,0.4756925,0.00051551656,0.00033240826,0.000055628738,0.0000035765806,0.000059970822,0.0011569901],"genre_scores_gemma":[0.94396716,0.000037953807,0.055625875,0.00004587861,0.00023703073,0.0000014345327,0.0000015971921,0.000027531187,0.000055564065],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9986662,0.000010291225,0.0005076359,0.0001381568,0.00019632195,0.00048138708],"domain_scores_gemma":[0.99920034,0.000009950575,0.00008194081,0.00021409844,0.00012770321,0.0003659554],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005413411,0.00014465372,0.0002721367,0.005185992,0.00009668278,0.000023686349,0.00024252413,0.00018746541,0.000008829529],"category_scores_gemma":[0.00016481933,0.00013788982,0.00009190301,0.0011153248,0.000022070833,0.0001082927,0.000014120255,0.0004689073,0.00000485572],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000010730727,0.000016631931,0.00025096317,0.000016024398,0.000112478774,0.000058645037,0.00008156645,0.99114406,0.0028212955,0.0000025532718,0.0002291178,0.0052559054],"study_design_scores_gemma":[0.00029265252,0.00004279491,0.000018051496,0.000041931395,0.000054941214,0.0002162049,0.00023450465,0.98374045,0.003424046,0.000039780898,0.011743927,0.00015072893],"about_ca_topic_score_codex":0.002378409,"about_ca_topic_score_gemma":0.011929737,"teacher_disagreement_score":0.42213708,"about_ca_system_score_codex":0.00043750077,"about_ca_system_score_gemma":0.00010467457,"threshold_uncertainty_score":0.66570735},"labels":[],"label_agreement":null},{"id":"W2502630626","doi":"10.1201/noe0415444019-c56","title":"A model for coupled micro and macro-scale swelling processes in clay shales","year":2007,"lang":"en","type":"book-chapter","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Swelling; Macro; Geology; Scale (ratio); Clay minerals; Geotechnical engineering; Geochemistry; Materials science; Composite material; Computer science; Cartography; Geography","score_opus":0.024493124991419844,"score_gpt":0.24030827880587102,"score_spread":0.21581515381445118,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2502630626","genre_codex":"methods","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.007028186,0.014310947,0.5498038,0.00010001137,0.00011547982,0.00079001335,0.000080644415,0.00055070006,0.42722023],"genre_scores_gemma":[0.3398093,0.008427556,0.022046931,0.00017208069,0.00033749398,0.00006308979,0.00015351924,0.00032316172,0.6286669],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9989609,0.0000012336019,0.0003351078,0.00029410637,0.00012444798,0.0002841876],"domain_scores_gemma":[0.99954695,0.00009898367,0.000038751892,0.00017368287,0.00005788115,0.00008375282],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00014255497,0.00030972782,0.000435341,0.0002847289,0.000042320462,0.000042331816,0.00012475802,0.00038399894,0.000061776016],"category_scores_gemma":[0.000009701158,0.0002730819,0.00010538696,0.000039507275,0.000037163372,0.000050263276,0.000025541825,0.00028268978,0.000009074911],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000020297932,0.000010560191,0.000018493874,0.0021784476,0.00015916751,0.000012843558,0.00042065018,0.9951919,0.0003986421,0.000096500014,0.00036653588,0.0011260078],"study_design_scores_gemma":[0.00024585775,0.000008332974,0.0000016737307,0.00027724504,0.00007774755,0.000004500602,0.000012917037,0.98735255,0.001040886,0.0012741619,0.009321778,0.00038236927],"about_ca_topic_score_codex":0.000035258072,"about_ca_topic_score_gemma":0.0017960558,"teacher_disagreement_score":0.52775687,"about_ca_system_score_codex":0.000050909468,"about_ca_system_score_gemma":0.00003049338,"threshold_uncertainty_score":0.99997216},"labels":[],"label_agreement":null},{"id":"W2508077651","doi":"10.1098/rsta.2015.0423","title":"Implicit level set algorithms for modelling hydraulic fracture propagation","year":2016,"lang":"en","type":"review","venue":"Philosophical Transactions of the Royal Society A Mathematical Physical and Engineering Sciences","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":60,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of British Columbia","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Discontinuity (linguistics); Boundary (topology); Nonlinear system; Numerical analysis; Partial differential equation; Fracture (geology); Computer science; Boundary value problem; Finite element method; Displacement (psychology); Applied mathematics; Mathematics; Mathematical analysis; Geology; Physics","score_opus":0.05846807967771735,"score_gpt":0.2896442777605729,"score_spread":0.23117619808285556,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2508077651","genre_codex":"methods","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.000020981146,0.13659261,0.86203533,0.00057287747,0.00008734823,0.00042349857,0.00009284919,0.00011172951,0.00006279085],"genre_scores_gemma":[0.18309435,0.78809196,0.02543989,0.0000747113,0.0019198098,0.0008053738,0.000022810818,0.00027127803,0.0002798368],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99840754,0.00002415843,0.00046154726,0.0003600504,0.0003830815,0.0003636174],"domain_scores_gemma":[0.99889517,0.00058081176,0.00008651342,0.00026917708,0.00003480357,0.00013350557],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00026011947,0.00041074053,0.0010290811,0.000051381237,0.00027039702,0.000053613174,0.0004667359,0.00027509782,0.000007082132],"category_scores_gemma":[0.00003270233,0.00021753072,0.0013399351,0.00035270222,0.00031154446,0.00007973689,0.000026561924,0.00048358305,0.0000037163602],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[8.3206027e-7,0.00005577959,1.3017796e-8,0.010343644,0.00031691964,9.141377e-8,0.00013575034,0.9624951,0.0000035856374,0.0007994565,0.000028948838,0.025819864],"study_design_scores_gemma":[0.00009138816,0.000038825146,1.8414309e-7,0.0031066851,0.0005144269,0.0000038898816,0.0000060414563,0.959359,0.00003141767,0.018782051,0.017751211,0.00031489888],"about_ca_topic_score_codex":0.0000033188421,"about_ca_topic_score_gemma":5.7290606e-8,"teacher_disagreement_score":0.8365954,"about_ca_system_score_codex":0.000050889474,"about_ca_system_score_gemma":0.000035384717,"threshold_uncertainty_score":0.8870645},"labels":[],"label_agreement":null},{"id":"W2508492704","doi":"10.2118/181687-ms","title":"Duvernay Proppant Intensity Production Case Study and Frac Fluid Selection","year":2016,"lang":"en","type":"article","venue":"SPE Annual Technical Conference and Exhibition","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":10,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Tonne; Volume (thermodynamics); Production (economics); Stage (stratigraphy); Produced water; Animal science; Hydrology (agriculture); Tonnage; Environmental science; Petroleum engineering; Geology; Geotechnical engineering; Waste management; Engineering; Physics","score_opus":0.015088390264138298,"score_gpt":0.24040065127474264,"score_spread":0.22531226101060434,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2508492704","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9901325,0.000051998286,0.008431657,0.0005491947,0.00007387887,0.00022750486,0.000006041021,0.00031661606,0.00021061493],"genre_scores_gemma":[0.99933696,0.0002391813,0.0000959186,0.000014784808,0.00012290137,0.000020810157,0.000002570519,0.000011428604,0.00015545226],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99919873,0.000030975967,0.00018475266,0.0002861084,0.00012977442,0.00016964947],"domain_scores_gemma":[0.999603,0.000018235696,0.000025547772,0.00013484492,0.00013136984,0.00008701556],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00020319513,0.00013587858,0.00017850222,0.00008907107,0.00012433507,0.000038183705,0.00003541043,0.00010228125,0.000027565886],"category_scores_gemma":[0.00007134759,0.000090043184,0.000028462722,0.0001291974,0.000077624274,0.00029832163,0.000040345698,0.0001593694,0.000009710643],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000443773,0.0011311702,0.029565904,0.000508752,0.00050687284,0.0018639318,0.0052105724,0.0016363587,0.5530385,0.00028502857,0.01581042,0.38999876],"study_design_scores_gemma":[0.00974391,0.010573351,0.2513589,0.002797272,0.0021352444,0.03744014,0.0419147,0.065423466,0.54067236,0.013478887,0.017155116,0.0073066982],"about_ca_topic_score_codex":0.00025453587,"about_ca_topic_score_gemma":0.00047622473,"teacher_disagreement_score":0.38269207,"about_ca_system_score_codex":0.000041020216,"about_ca_system_score_gemma":0.000010087519,"threshold_uncertainty_score":0.36718544},"labels":[],"label_agreement":null},{"id":"W2508637529","doi":"","title":"Gas Release Mechanisms from Energy Wellbores","year":2014,"lang":"en","type":"article","venue":"48th U.S. Rock Mechanics/Geomechanics Symposium","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":9,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Waterloo","funders":"","keywords":"Energy (signal processing); Physics","score_opus":0.0045571409018592525,"score_gpt":0.1787397406023831,"score_spread":0.17418259970052385,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2508637529","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0016439257,0.0006975316,0.9886606,0.00079363957,0.0027017158,0.00023454899,0.000116240284,0.0018827317,0.0032690815],"genre_scores_gemma":[0.9931831,0.0016467057,0.0015552042,0.00074122776,0.00087696954,0.0001237505,0.00035405403,0.0003646574,0.001154357],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99517167,0.00021700004,0.000999985,0.0011852403,0.0009923237,0.0014337993],"domain_scores_gemma":[0.9967158,0.00023921202,0.00022832143,0.0018269977,0.0001897931,0.0007998868],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0005496591,0.0010165639,0.0010732092,0.00056265225,0.00046053677,0.00022858118,0.0013019076,0.000757083,0.00072860246],"category_scores_gemma":[0.00010679268,0.0010118252,0.0005837878,0.0008109004,0.000008413027,0.0003530946,0.00038946478,0.00076007814,0.00072245614],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000052282187,0.00014629934,0.0000011688649,0.00012489804,0.0005651478,0.00005293766,0.00021500903,0.8280197,0.10580546,0.055253923,0.0073000393,0.002463176],"study_design_scores_gemma":[0.00066338415,0.00014486774,4.273692e-7,0.00008713962,0.00023904679,0.00001546577,0.00007798119,0.7290916,0.12933797,0.09006593,0.04933057,0.00094565836],"about_ca_topic_score_codex":0.0007429867,"about_ca_topic_score_gemma":0.00034514497,"teacher_disagreement_score":0.9915391,"about_ca_system_score_codex":0.00028628352,"about_ca_system_score_gemma":0.0000673001,"threshold_uncertainty_score":0.9992332},"labels":[],"label_agreement":null},{"id":"W2509123901","doi":"10.2118/181470-ms","title":"Multiphase Analytics in a High Water-Cut Environment","year":2016,"lang":"en","type":"article","venue":"SPE Annual Technical Conference and Exhibition","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Apache (Canada)","funders":"","keywords":"Petroleum engineering; Workflow; Multiphase flow; Reservoir modeling; Geology; Reservoir simulation; Permeability (electromagnetism); Fluid dynamics; Computer science; Mechanics","score_opus":0.011064193467474056,"score_gpt":0.21835127085945924,"score_spread":0.20728707739198518,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2509123901","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9391325,0.0000565278,0.057692613,0.0017567902,0.00003491925,0.00011003897,0.000039255123,0.00019720498,0.0009801341],"genre_scores_gemma":[0.9987821,0.00067889714,0.00027401056,0.000028832326,0.000041676267,0.000012401284,0.000017866529,0.000010600454,0.0001536065],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99923086,0.000017441967,0.00020161818,0.00019035918,0.00012245328,0.00023727176],"domain_scores_gemma":[0.99969685,0.000026219175,0.0000117406325,0.0001636032,0.000014884839,0.00008669063],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000116591254,0.00012254035,0.00016879896,0.000107019994,0.00002917433,0.00001933739,0.00007176137,0.000119403776,0.00019340993],"category_scores_gemma":[0.000014389605,0.000072560746,0.000040912008,0.00005698179,0.00007304723,0.0001491134,0.00004153074,0.00012193293,0.00008763373],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00019725172,0.0006680445,0.0041893255,0.0003018893,0.00020186086,0.0004004978,0.0012640101,0.061201204,0.7620393,0.0024145057,0.0047705024,0.16235164],"study_design_scores_gemma":[0.008321992,0.0010668335,0.036233928,0.0013578897,0.00029270828,0.00008766595,0.00085086655,0.06734546,0.7961849,0.03556999,0.0495934,0.003094369],"about_ca_topic_score_codex":0.00006200911,"about_ca_topic_score_gemma":0.00009375932,"teacher_disagreement_score":0.15925726,"about_ca_system_score_codex":0.00005433803,"about_ca_system_score_gemma":0.0000043363816,"threshold_uncertainty_score":0.29589415},"labels":[],"label_agreement":null},{"id":"W2509627098","doi":"10.2118/184057-ms","title":"Influencing Fracture Growth With Stage Sequencing","year":2016,"lang":"en","type":"article","venue":"SPE Eastern Regional Meeting","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Oncolytics Biotech (Canada)","funders":"Hess Corporation","keywords":"Microseism; Stage (stratigraphy); Fracture (geology); Geology; Hydraulic fracturing; Petroleum engineering; TRACER; Oil shale; Geotechnical engineering; Seismology; Paleontology","score_opus":0.011572168581359892,"score_gpt":0.20428999448727161,"score_spread":0.19271782590591172,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2509627098","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9573443,0.00041382186,0.029888187,0.0013637604,0.00011792704,0.00009924991,0.0000043673745,0.00051804027,0.010250326],"genre_scores_gemma":[0.9961473,0.000063471874,0.0013504727,0.00023544182,0.0003951281,0.000007657239,0.0000029853347,0.000061985746,0.0017355585],"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9985451,0.0000306574,0.00025349125,0.00029275453,0.00044982406,0.00042816828],"domain_scores_gemma":[0.99924827,0.00016140022,0.00007657443,0.00027171453,0.00008831544,0.00015370741],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00021296319,0.00024988886,0.0002326204,0.00014098758,0.00010906819,0.000053025797,0.00022879621,0.00011301559,0.00006594286],"category_scores_gemma":[0.000059190013,0.00014884715,0.0000934304,0.00018981972,0.000058887912,0.0002554468,0.00003736396,0.0002430723,0.00014169123],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000075667565,0.000022683784,0.07996418,0.0005920431,0.0006758464,0.00037147567,0.0021470115,0.8753199,0.03462793,0.00015876912,0.00094825367,0.005096232],"study_design_scores_gemma":[0.013469501,0.0009362985,0.06220502,0.03376607,0.0011052057,0.0011899206,0.014943848,0.27777305,0.35295853,0.006127738,0.22287303,0.012651794],"about_ca_topic_score_codex":0.0001964576,"about_ca_topic_score_gemma":0.00015478188,"teacher_disagreement_score":0.5975469,"about_ca_system_score_codex":0.00017944213,"about_ca_system_score_gemma":0.000043653334,"threshold_uncertainty_score":0.60698104},"labels":[],"label_agreement":null},{"id":"W2509701944","doi":"","title":"An Approach to Observe Fractures Induced by Hydraulic Fracturing","year":2015,"lang":"en","type":"article","venue":"eSpace (Curtin University)","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Hydraulic fracturing; Geology; Petroleum engineering; Forensic engineering; Engineering","score_opus":0.016779080034263143,"score_gpt":0.21626170665582514,"score_spread":0.199482626621562,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2509701944","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9215606,0.00012442551,0.03286491,0.00039980246,0.00017217646,0.00016756188,0.0000095302885,0.0007441624,0.043956846],"genre_scores_gemma":[0.9961782,0.0000117313575,0.0014924541,0.0001564952,0.0001430115,0.0000015290528,0.000033172128,0.000051890664,0.0019315158],"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","domain_scores_codex":[0.9985589,0.00008942502,0.00014819135,0.00040224704,0.0003279532,0.00047330762],"domain_scores_gemma":[0.9985481,0.000036471785,0.000047805726,0.00055924035,0.000067294946,0.0007410684],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00017898068,0.00029061508,0.0003056528,0.0004147592,0.00012638432,0.000089498746,0.0006030506,0.00022722982,0.000031536692],"category_scores_gemma":[0.000056912995,0.00030134548,0.0001109143,0.00079545577,0.000026217984,0.0004242126,0.00008936665,0.00044758737,0.00010211832],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00004769748,0.00012979035,0.00071738684,0.000031221738,0.00016932096,0.000036181882,0.0031601521,0.97570765,0.0053282552,0.00003995207,0.013710455,0.00092191546],"study_design_scores_gemma":[0.0018551813,0.00024120031,0.00777653,0.00006730711,0.0002485062,0.000009720521,0.00783093,0.111208536,0.062400542,0.000051478946,0.8064082,0.0019018374],"about_ca_topic_score_codex":0.00044943235,"about_ca_topic_score_gemma":0.00008949971,"teacher_disagreement_score":0.86449915,"about_ca_system_score_codex":0.0002414931,"about_ca_system_score_gemma":0.00003800023,"threshold_uncertainty_score":0.99994385},"labels":[],"label_agreement":null},{"id":"W2510756507","doi":"10.2118/181511-ms","title":"SAGD Operation in Interbedded Sands With Application of Horizontal Multistage Fracturing; Reservoir Engineering Aspects","year":2016,"lang":"en","type":"article","venue":"SPE Annual Technical Conference and Exhibition","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Petroleum engineering; Oil shale; Geology; Permeability (electromagnetism); Hydraulic fracturing; Steam-assisted gravity drainage; Geotechnical engineering; Oil sands; Drainage; Fracture (geology); Steam injection; Asphalt","score_opus":0.006054446661434469,"score_gpt":0.2177156679684552,"score_spread":0.21166122130702072,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2510756507","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8104722,0.00006599554,0.18759587,0.00026687916,0.0000211864,0.00017508518,0.000023263905,0.00018349318,0.0011960276],"genre_scores_gemma":[0.99899393,0.00014037304,0.00072968774,0.0000065868244,0.000044106946,0.000033068944,0.000021956472,0.000016698907,0.000013568858],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.999175,0.0000146469,0.00025814332,0.00021688853,0.00015268628,0.00018263317],"domain_scores_gemma":[0.9996177,0.000040627365,0.000036405305,0.00018531283,0.000054559372,0.00006539934],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00013134143,0.00014542893,0.00021357725,0.00015808968,0.000024990959,0.000021839256,0.000092653994,0.00012905711,0.000026869337],"category_scores_gemma":[0.000030357409,0.00010012951,0.000033619184,0.00015094795,0.000052884974,0.00030212884,0.0000320133,0.00016469751,0.0000057889683],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00023243114,0.00016019895,0.0034142751,0.00037291538,0.00007916629,0.00003963908,0.00075463124,0.030252503,0.93360204,0.0034291502,0.00022331308,0.027439727],"study_design_scores_gemma":[0.0040655504,0.0011720085,0.078837685,0.0021075208,0.00009640097,0.00006086712,0.0007436684,0.17585747,0.7317587,0.0023054369,0.0015804038,0.0014142457],"about_ca_topic_score_codex":0.000121515266,"about_ca_topic_score_gemma":0.00051076635,"teacher_disagreement_score":0.2018433,"about_ca_system_score_codex":0.00006213477,"about_ca_system_score_gemma":0.000012744456,"threshold_uncertainty_score":0.40831628},"labels":[],"label_agreement":null},{"id":"W2511441806","doi":"10.1016/j.jngse.2016.08.049","title":"Rate-transient analysis of liquid-rich tight/shale reservoirs using the dynamic drainage area concept: Examples from North American reservoirs","year":2016,"lang":"en","type":"article","venue":"Journal of Natural Gas Science and Engineering","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":31,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"Alberta Innovates - Technology Futures; University of Calgary","keywords":"Decoupling (probability); Fluid dynamics; Geomechanics; Nonlinear system; Petroleum engineering; Geology; Reservoir modeling; Multiphase flow; Saturation (graph theory); Reservoir engineering; Flow (mathematics); Mechanics; Geotechnical engineering; Engineering; Mathematics; Control engineering; Petroleum","score_opus":0.009806233767495287,"score_gpt":0.22867197072058595,"score_spread":0.21886573695309067,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2511441806","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9880303,0.00115979,0.009974539,0.00048164697,0.00023387742,0.00005143344,0.000018299517,0.000031252912,0.000018837076],"genre_scores_gemma":[0.9982352,0.00042448455,0.0012118964,0.000019194882,0.00007036207,0.0000010765949,0.0000020144569,0.000018082617,0.000017662021],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.998031,0.000041688912,0.00055345567,0.00023069743,0.0007078232,0.00043530608],"domain_scores_gemma":[0.99857545,0.00034792497,0.00022212464,0.0003354509,0.00032283773,0.00019618431],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00082194206,0.00022361068,0.0005574836,0.00084359705,0.00015986474,0.00008237087,0.000672481,0.000042825875,0.000011712319],"category_scores_gemma":[0.00032084712,0.00012063967,0.00021629137,0.0030731743,0.0005831027,0.0005419317,0.00007683089,0.0003411573,3.8600746e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000029310833,0.000008499913,0.0007325659,0.000014868527,0.00048847473,0.000018851964,0.00081781734,0.87387294,0.12334442,0.000002826819,0.000021033444,0.0006483665],"study_design_scores_gemma":[0.00031207092,0.0001520453,0.058955055,0.0001767945,0.0007031627,0.000019656027,0.00071456586,0.9272574,0.011092514,0.000008129167,0.00029834532,0.00031023644],"about_ca_topic_score_codex":0.00020536942,"about_ca_topic_score_gemma":0.00028787807,"teacher_disagreement_score":0.11225191,"about_ca_system_score_codex":0.00020282573,"about_ca_system_score_gemma":0.000065362576,"threshold_uncertainty_score":0.4919543},"labels":[],"label_agreement":null},{"id":"W2512445703","doi":"","title":"Analysis of Continuous Acoustic Emission Waveform Records from Rock Fracturing Experiments","year":2013,"lang":"en","type":"article","venue":"47th U.S. Rock Mechanics/Geomechanics Symposium","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Acoustic emission; Geology; Seismology; Waveform; Mineralogy; Acoustics; Computer science; Telecommunications; Physics","score_opus":0.00739982955517459,"score_gpt":0.21217804224940345,"score_spread":0.20477821269422886,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2512445703","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.29209867,0.00091002503,0.70259196,0.00012622311,0.0016594393,0.0006837349,0.00015665087,0.00082159106,0.00095172494],"genre_scores_gemma":[0.99698615,0.00058096385,0.00048805107,0.00009679997,0.00024969014,0.00014756498,0.00032967786,0.00018453231,0.0009365823],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99559677,0.00007887386,0.0013954146,0.0009139924,0.00093373435,0.0010812304],"domain_scores_gemma":[0.9971362,0.00018643323,0.00042126045,0.0014599654,0.00031741054,0.00047876537],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00033400144,0.0008240951,0.0015789655,0.001121664,0.0002772701,0.00015682119,0.0009526638,0.0006541161,0.0019172218],"category_scores_gemma":[0.00008403699,0.000764792,0.0008381115,0.0016205277,0.0000048980974,0.0005064128,0.00029923074,0.00068252604,0.00025642823],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000024048388,0.00012053437,0.00004766097,0.00009620955,0.002621494,0.000011473249,0.000559435,0.74374306,0.25140738,0.00002301922,0.0008270271,0.000518643],"study_design_scores_gemma":[0.0005228592,0.00011759978,0.000028131628,0.00012047045,0.0016870621,0.000003407752,0.0005269495,0.8247824,0.17000087,0.0006966516,0.0007745367,0.0007390716],"about_ca_topic_score_codex":0.0012395453,"about_ca_topic_score_gemma":0.00008064492,"teacher_disagreement_score":0.7048875,"about_ca_system_score_codex":0.0003859718,"about_ca_system_score_gemma":0.000056423698,"threshold_uncertainty_score":0.9994803},"labels":[],"label_agreement":null},{"id":"W2512548693","doi":"10.2118/181693-ms","title":"Complementary Surveillance Microseismic and Flowback Data Analysis: An Approach to Evaluate Complex Fracture Networks","year":2016,"lang":"en","type":"article","venue":"SPE Annual Technical Conference and Exhibition","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":14,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Nexen (Canada); University of Alberta","funders":"","keywords":"Microseism; Workflow; Fracture (geology); Hydraulic fracturing; Petroleum engineering; Perforation; Volume (thermodynamics); Geology; Wellbore; Computer science; Engineering; Environmental science; Geotechnical engineering; Seismology; Physics; Database; Mechanical engineering","score_opus":0.03835501366667039,"score_gpt":0.28752711865175107,"score_spread":0.2491721049850807,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2512548693","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.14710467,0.0002912276,0.8487623,0.0018128672,0.000035820914,0.00026651713,0.00062677974,0.0003374108,0.000762437],"genre_scores_gemma":[0.99455994,0.0004660464,0.0029082827,0.00047776024,0.0001158779,0.000010855338,0.001419252,0.000017998622,0.000024005947],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99853164,0.000082304985,0.00029471246,0.0005649079,0.00019961891,0.00032678968],"domain_scores_gemma":[0.9989317,0.000054522086,0.000036070942,0.00066809676,0.00007729705,0.00023232514],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004462992,0.00022416438,0.00038490366,0.00014853913,0.000115653944,0.000093259034,0.00031970907,0.00013687504,0.00009647476],"category_scores_gemma":[0.000019893725,0.00015777817,0.000051837702,0.00033397155,0.00010509729,0.00034494666,0.00020872004,0.00018525415,0.00001178596],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00040641116,0.00064512464,0.020210404,0.00038590436,0.0029114152,0.000038885075,0.0012004372,0.6877939,0.04295731,0.0005390866,0.12586856,0.11704256],"study_design_scores_gemma":[0.00089098176,0.00016911908,0.12646915,0.000089973524,0.0004593508,0.000021167516,0.00032449872,0.85406107,0.00027383113,0.0008218926,0.0155990515,0.0008198912],"about_ca_topic_score_codex":0.00014725403,"about_ca_topic_score_gemma":0.0004759627,"teacher_disagreement_score":0.84745526,"about_ca_system_score_codex":0.000027778231,"about_ca_system_score_gemma":0.00001006914,"threshold_uncertainty_score":0.64340067},"labels":[],"label_agreement":null},{"id":"W2513137918","doi":"10.2118/181774-ms","title":"An Integrated Completion and Reservoir Modeling Methodology for Horizontal Shale Wells: A Montney Formation Example","year":2016,"lang":"en","type":"article","venue":"SPE Liquids-Rich Basins Conference - North America","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"Missouri University of Science and Technology; University of Missouri","keywords":"Petroleum engineering; Oil shale; Geology; Hydraulic fracturing; Geophone; Directional drilling; Fracture (geology); Reservoir simulation; Engineering; Drilling; Geotechnical engineering; Seismology","score_opus":0.0627269624808579,"score_gpt":0.2740518191507402,"score_spread":0.21132485666988227,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2513137918","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.45251945,0.0000775738,0.54624724,0.00029444435,0.000077646415,0.00019716496,0.0001110392,0.00021947875,0.00025595815],"genre_scores_gemma":[0.96812147,0.00051242346,0.0306446,0.00007918697,0.00013485127,0.0000942575,0.0002774406,0.000049255603,0.0000865263],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9980945,0.00020495118,0.0004871163,0.0004538901,0.00021565134,0.00054388173],"domain_scores_gemma":[0.99868584,0.00024913365,0.00010215578,0.00046229592,0.00025793654,0.00024262516],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00032373957,0.000329149,0.00052486174,0.00028175866,0.00019270556,0.000090701644,0.00030708712,0.00015193807,0.00012708758],"category_scores_gemma":[0.00015908235,0.00024459854,0.00009996148,0.00035808387,0.00012328937,0.00062795036,0.000049839902,0.00020579304,0.000024845529],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00082510884,0.00026963005,0.0042180214,0.0004987875,0.0005818538,0.000023299623,0.006602542,0.65531814,0.032602016,0.00034025148,0.0018999485,0.29682043],"study_design_scores_gemma":[0.00063281733,0.0005430009,0.00072115776,0.000069433154,0.00008009365,0.000010668396,0.0006701544,0.97997737,0.0018099432,0.00036089547,0.014672742,0.0004516999],"about_ca_topic_score_codex":0.0015493511,"about_ca_topic_score_gemma":0.0027619472,"teacher_disagreement_score":0.51560265,"about_ca_system_score_codex":0.00011748229,"about_ca_system_score_gemma":0.00005884753,"threshold_uncertainty_score":0.99744385},"labels":[],"label_agreement":null},{"id":"W2513340862","doi":"10.2118/181715-ms","title":"Completion Design Production Case Study in the Duvernay Shale Formation","year":2016,"lang":"en","type":"article","venue":"SPE Annual Technical Conference and Exhibition","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Completion (oil and gas wells); Oil shale; Hydraulic fracturing; Petroleum engineering; Geology; Stage (stratigraphy); Spark plug; Production (economics); Production rate; Hydrology (agriculture); Engineering; Geotechnical engineering; Paleontology; Industrial engineering; Mechanical engineering","score_opus":0.037930517670124335,"score_gpt":0.26244641300297183,"score_spread":0.2245158953328475,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2513340862","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.88684654,0.000025621663,0.11137928,0.0008103224,0.000039044313,0.0003497483,0.0000039306783,0.00013323026,0.00041227674],"genre_scores_gemma":[0.99962115,0.000096738724,0.00011248058,0.000019382052,0.000063565734,0.00004739721,0.0000044281587,0.0000060594707,0.000028782153],"study_design_codex":"design_other","study_design_gemma":"observational","domain_scores_codex":[0.9992799,0.00009623682,0.00019157167,0.00014697945,0.00015148411,0.00013383846],"domain_scores_gemma":[0.9996896,0.00005206411,0.000024597335,0.00015718181,0.00004866345,0.00002792576],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00046568978,0.00009328038,0.0001087218,0.000085691376,0.000083412095,0.000036655958,0.000066877044,0.0000613399,0.000019632216],"category_scores_gemma":[0.000046346733,0.000052912514,0.00002466158,0.00015506183,0.000039508726,0.0003824246,0.000015682679,0.00012134306,0.00001343866],"study_design_candidate":"design_other","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0006523316,0.0037666345,0.020872142,0.00090382335,0.00032517285,0.0056003495,0.05844968,0.07785211,0.2062448,0.0025582688,0.056529664,0.566245],"study_design_scores_gemma":[0.015979439,0.0089476295,0.3836594,0.0034443652,0.0011796278,0.026638554,0.18938503,0.19512822,0.11043835,0.04497692,0.013384947,0.006837546],"about_ca_topic_score_codex":0.0001207519,"about_ca_topic_score_gemma":0.00043760493,"teacher_disagreement_score":0.5594075,"about_ca_system_score_codex":0.000041685067,"about_ca_system_score_gemma":0.000005523602,"threshold_uncertainty_score":0.21577096},"labels":[],"label_agreement":null},{"id":"W2513393555","doi":"10.2118/181567-ms","title":"Analytical Study of Flowing and In-Situ Compositions in Unconventional Liquid-Rich Gas Plays","year":2016,"lang":"en","type":"article","venue":"SPE Annual Technical Conference and Exhibition","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"CMG Reservoir Simulation Foundation; Pennsylvania State University","keywords":"Constant (computer programming); Mechanics; Flow (mathematics); Work (physics); Fluid dynamics; Condensation; Vaporization; Petroleum engineering; Geology; Thermodynamics; Physics","score_opus":0.015463100054798427,"score_gpt":0.25700048153109656,"score_spread":0.24153738147629814,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2513393555","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9963039,0.000044957935,0.0018564942,0.00032328125,0.000014846812,0.000104650084,0.0000109471885,0.000043811193,0.0012971103],"genre_scores_gemma":[0.99975514,0.00012336177,0.000055328175,0.000008930708,0.000020595342,0.0000117438885,0.000008068108,0.0000062689705,0.000010545245],"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","domain_scores_codex":[0.9992041,0.000035793815,0.00028791907,0.00018121021,0.00013653796,0.00015446864],"domain_scores_gemma":[0.9997083,0.00007744325,0.0000141317205,0.00010100036,0.000038920196,0.000060192397],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00017347079,0.00010031293,0.00022008974,0.00021506753,0.000027648824,0.000013532574,0.000055098728,0.000090912305,0.000033036165],"category_scores_gemma":[0.000026601274,0.000076480355,0.000029490295,0.00020440973,0.00007113375,0.00016729269,0.00004377299,0.00014768666,0.000003230686],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0016137452,0.0061588613,0.1886419,0.0009925468,0.0006405453,0.00066684355,0.007754752,0.044725634,0.71200687,0.011665919,0.001834173,0.02329819],"study_design_scores_gemma":[0.010903969,0.0035780238,0.863584,0.0030898238,0.00033583518,0.00010550383,0.007515373,0.03811243,0.06129796,0.00940018,0.00026583235,0.0018111115],"about_ca_topic_score_codex":0.000059635455,"about_ca_topic_score_gemma":0.0010121175,"teacher_disagreement_score":0.6749421,"about_ca_system_score_codex":0.00003290799,"about_ca_system_score_gemma":0.000010792956,"threshold_uncertainty_score":0.31187785},"labels":[],"label_agreement":null},{"id":"W2513401176","doi":"10.1007/s12665-016-6013-7","title":"Transient pressure response of fractured horizontal wells in tight gas reservoirs with arbitrary shapes by the boundary element method","year":2016,"lang":"en","type":"article","venue":"Environmental Earth Sciences","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":25,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Regina","funders":"National Natural Science Foundation of China","keywords":"Boundary element method; Mechanics; Geology; Boundary value problem; Discretization; Boundary (topology); Tight gas; Dimensionless quantity; Geometry; Fracture (geology); Geotechnical engineering; Hydraulic fracturing; Finite element method; Mathematics; Mathematical analysis; Physics; Thermodynamics","score_opus":0.004387242711639144,"score_gpt":0.20162270101767507,"score_spread":0.19723545830603592,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2513401176","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9923911,0.0024768582,0.0026898007,0.0014673778,0.000047626243,0.00020454846,0.00006558138,0.000031971886,0.0006251533],"genre_scores_gemma":[0.9978338,0.0002578717,0.0012924111,0.000059778606,0.000021072046,0.000016423102,0.0000030561253,0.000014230826,0.000501387],"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9982635,0.00020382831,0.00027151787,0.00031024934,0.0006096157,0.00034131415],"domain_scores_gemma":[0.99940395,0.00023677535,0.00005532296,0.00021783455,0.0000021729295,0.00008394662],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009232507,0.00018671184,0.00021248576,0.000104585975,0.00015455198,0.000034127537,0.000398577,0.000060306345,0.0005565589],"category_scores_gemma":[0.000009872894,0.00009043066,0.00007815784,0.0002122136,0.0005609383,0.00023797186,0.000039691957,0.00016270754,0.0000141035425],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.001028316,0.00039888461,0.01889243,0.00008046622,0.00043597186,0.000057820682,0.0069701723,0.49281716,0.4635273,0.0000090591975,0.0031391906,0.012643219],"study_design_scores_gemma":[0.0017677156,0.0011018269,0.17161527,0.00024072427,0.00011897201,0.000028172646,0.0017725911,0.029308371,0.5607675,0.00010072501,0.23246065,0.0007175405],"about_ca_topic_score_codex":0.0001252171,"about_ca_topic_score_gemma":0.00011086665,"teacher_disagreement_score":0.46350878,"about_ca_system_score_codex":0.000025492544,"about_ca_system_score_gemma":0.00002526222,"threshold_uncertainty_score":0.60939294},"labels":[],"label_agreement":null},{"id":"W2513595978","doi":"10.2118/171577-pa","title":"Effect of Fracture Roughness, Shear Displacement, Fluid Type, and Proppant on the Conductivity of a Single Fracture: A Visual and Quantitative Analysis","year":2016,"lang":"en","type":"article","venue":"SPE Reservoir Evaluation & Engineering","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":29,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"Helmholtz-Alberta Initiative; Natural Sciences and Engineering Research Council of Canada; Türkiye Bilimsel ve Teknolojik Araştırma Kurumu; Government of Alberta","keywords":"Hydraulic fracturing; Fracture (geology); Hydraulic conductivity; Geology; Surface finish; Geotechnical engineering; Conductivity; Surface roughness; Shear (geology); Rheology; Comminution; Displacement (psychology); Materials science; Petroleum engineering; Mineralogy; Composite material; Petrology; Soil science; Metallurgy","score_opus":0.020029350345171525,"score_gpt":0.2954020261835985,"score_spread":0.275372675838427,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2513595978","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9728491,0.0014087867,0.024739727,0.0004164424,0.000056359917,0.0003864059,0.000011696794,0.00005117567,0.000080358324],"genre_scores_gemma":[0.9994723,0.0002142609,0.00018040003,0.00000820821,0.00003491778,0.000030181965,0.000011076611,0.00002873411,0.000019877876],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99844944,0.00021353927,0.00032597937,0.0002574706,0.0005375794,0.00021597683],"domain_scores_gemma":[0.9983525,0.00097071327,0.000105637824,0.00031685323,0.00018174596,0.00007253009],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0014285955,0.00024413539,0.00048753107,0.0002937848,0.00005327958,0.0000258764,0.0001141035,0.000109997054,0.00009805627],"category_scores_gemma":[0.0010391943,0.00013390742,0.000107663305,0.0007759883,0.00007856001,0.00017753185,0.00004326885,0.0001614466,0.000002593076],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00010547616,0.000033191944,0.00086106383,0.0002450155,0.0010769926,9.886676e-7,0.00031364834,0.9187314,0.07767642,0.00003677418,0.00007433415,0.000844672],"study_design_scores_gemma":[0.00077025394,0.00061466545,0.007897991,0.00026121465,0.0011497467,0.0000016436436,0.00006299241,0.79350364,0.19495758,0.000036608166,0.0004957385,0.0002479374],"about_ca_topic_score_codex":0.00006107792,"about_ca_topic_score_gemma":0.00002057266,"teacher_disagreement_score":0.1252278,"about_ca_system_score_codex":0.000077519144,"about_ca_system_score_gemma":0.000023229102,"threshold_uncertainty_score":0.54605865},"labels":[],"label_agreement":null},{"id":"W2514489837","doi":"","title":"Montney Shale Geomechanical Challenges: 2D And 3D FEM/DEM Numerical Simulations of a Layered Material Fracturing In Compression","year":2012,"lang":"en","type":"article","venue":"46th U.S. Rock Mechanics/Geomechanics Symposium","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Geology; Geomechanics; Finite element method; Oil shale; Compression (physics); Geotechnical engineering; Petroleum engineering; Materials science; Engineering; Structural engineering; Composite material","score_opus":0.014825635035983104,"score_gpt":0.22881831185079482,"score_spread":0.2139926768148117,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2514489837","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.33461884,0.0073301066,0.65136886,0.0005742391,0.0030148895,0.0012757294,0.00030691383,0.0009850758,0.0005253475],"genre_scores_gemma":[0.9962057,0.0023604524,0.00065988064,0.000044965564,0.00038467164,0.00006452357,0.00007795724,0.0001583202,0.000043523534],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99628973,0.00018452451,0.0010781629,0.0006439561,0.0006234339,0.0011802184],"domain_scores_gemma":[0.9981419,0.00023014148,0.00023343189,0.00078364386,0.000085353924,0.00052554853],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00061306276,0.00065050105,0.001067219,0.000558905,0.00020275195,0.00006349593,0.0004946456,0.0006663328,0.00024173658],"category_scores_gemma":[0.00007768292,0.00063910603,0.00022116317,0.00047381112,0.000008901262,0.0005218038,0.000441831,0.0007277867,0.000032240405],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00009858997,0.0003861396,0.000047300986,0.0005182405,0.00021415178,0.000016495354,0.0013634013,0.92270195,0.072284244,0.000991386,0.000052061303,0.0013260365],"study_design_scores_gemma":[0.0010290329,0.00012996452,0.00004220973,0.00028224723,0.00012898784,0.0000333466,0.000289779,0.94724804,0.04733526,0.0011713019,0.0016089597,0.0007008886],"about_ca_topic_score_codex":0.00013927458,"about_ca_topic_score_gemma":0.00005785294,"teacher_disagreement_score":0.6615869,"about_ca_system_score_codex":0.00021272164,"about_ca_system_score_gemma":0.000036103214,"threshold_uncertainty_score":0.999606},"labels":[],"label_agreement":null},{"id":"W2514567624","doi":"10.1061/9780784480137.032","title":"Modeling the Effect of Flocculation and Desiccation on Oil Sands Tailings","year":2016,"lang":"en","type":"article","venue":"Geo-Chicago 2016","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Tailings; Oil sands; Dewatering; Flocculation; Environmental science; Geotechnical engineering; Deposition (geology); Geology; Environmental engineering; Materials science; Metallurgy; Structural basin; Composite material; Asphalt","score_opus":0.0047984668358252765,"score_gpt":0.2009894560697912,"score_spread":0.19619098923396594,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2514567624","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.96908784,0.00030213883,0.02906891,0.00036845563,0.0000710352,0.00004036418,0.000002280442,0.00007426571,0.0009847197],"genre_scores_gemma":[0.9992969,0.00023740654,0.00005115907,0.00001119358,0.00008990296,0.000010073499,0.0000026119003,0.000014847376,0.00028589097],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.999414,0.000043434906,0.00015434583,0.00012184595,0.0001329416,0.00013340455],"domain_scores_gemma":[0.9995035,0.00018220936,0.000020984537,0.00023488363,0.00002136901,0.000037078782],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003088034,0.00010501263,0.00013738508,0.00006600038,0.00006582209,0.000012464275,0.00008334434,0.00007273913,0.000021613952],"category_scores_gemma":[0.00007981922,0.000048312122,0.00005877866,0.00007220503,0.00003051061,0.00006450739,0.000016201628,0.00007735533,0.000030225625],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000035092016,0.0000046759046,0.000392752,0.00007694716,0.00007694196,4.4279741e-7,0.00015245215,0.9006183,0.017498385,0.000019353494,0.0001913106,0.0809333],"study_design_scores_gemma":[0.00056861585,0.00007798298,0.0007485026,0.00023281999,0.00007574364,0.0000022645825,0.000008891379,0.95768064,0.039620455,0.0001610742,0.00067751016,0.00014549772],"about_ca_topic_score_codex":0.00005979554,"about_ca_topic_score_gemma":0.000010876809,"teacher_disagreement_score":0.08078781,"about_ca_system_score_codex":0.0000207054,"about_ca_system_score_gemma":0.0000051027805,"threshold_uncertainty_score":0.19701111},"labels":[],"label_agreement":null},{"id":"W2515272408","doi":"","title":"Borehole Stability Analysis using Results from Full Field Reservoir Geomechanical Simulation: A CBM Case History","year":2015,"lang":"en","type":"article","venue":"49th U.S. Rock Mechanics/Geomechanics Symposium","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Borehole; Geology; Petroleum engineering; Reservoir simulation; Geomechanics; Stability (learning theory); Field (mathematics); Geotechnical engineering; Computer science","score_opus":0.03680974985914077,"score_gpt":0.2492193803079715,"score_spread":0.21240963044883074,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2515272408","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.08869829,0.0011113802,0.9044107,0.00040526126,0.0023646445,0.0005684944,0.0005227272,0.0011860298,0.00073242775],"genre_scores_gemma":[0.99593455,0.000097627635,0.0021359795,0.00021730746,0.00068234315,0.00004728001,0.0004632177,0.00019144664,0.00023026818],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9934658,0.00039590913,0.0018322666,0.001648585,0.0013248165,0.0013326294],"domain_scores_gemma":[0.99421674,0.0007513205,0.00043212532,0.0027465743,0.0006568781,0.0011963826],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001878871,0.0009882572,0.0014995789,0.00092855457,0.0003680733,0.00017360052,0.0010366724,0.0010153572,0.00069800747],"category_scores_gemma":[0.00076926465,0.0010310921,0.000943221,0.002078535,0.000013902523,0.00064015755,0.0006084739,0.0012460774,0.00017818063],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000358985,0.0001677262,0.0000041591593,0.00006743996,0.0014056937,0.00071502605,0.001177455,0.98713,0.006072779,0.000113142196,0.0027018236,0.0000857738],"study_design_scores_gemma":[0.0016570549,0.00030424717,3.8023998e-7,0.000050774703,0.0019536398,0.00010335779,0.0007734749,0.97595185,0.0064776465,0.002390051,0.009195324,0.0011421727],"about_ca_topic_score_codex":0.0031308916,"about_ca_topic_score_gemma":0.0020317014,"teacher_disagreement_score":0.9072362,"about_ca_system_score_codex":0.002333363,"about_ca_system_score_gemma":0.00032904177,"threshold_uncertainty_score":0.99921393},"labels":[],"label_agreement":null},{"id":"W2515418109","doi":"","title":"Modeling the Anisotropic Damaged Zone Around Hydraulic Fractures: Thermodynamic Framework and Simulation of Mechanical Tests","year":2013,"lang":"en","type":"article","venue":"SMARTech Repository (Georgia Institute of Technology)","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"ConocoPhillips (Canada)","funders":"","keywords":"Anisotropy; Geology; Geotechnical engineering; Physics","score_opus":0.006146224639472012,"score_gpt":0.2216921803134528,"score_spread":0.2155459556739808,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2515418109","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.76934195,0.00066127355,0.22866102,0.0001915349,0.00024362,0.00026121462,0.0000014229838,0.00033345603,0.00030453762],"genre_scores_gemma":[0.99389446,0.00007650588,0.0058383616,0.000015798287,0.00006745414,0.00004208299,0.00000350487,0.00003424481,0.000027613269],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9985854,0.000030265242,0.0005539054,0.00029268497,0.00025657297,0.00028114076],"domain_scores_gemma":[0.9987523,0.000087043845,0.000134241,0.00084546144,0.00012131933,0.000059643007],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001360498,0.00026045178,0.00042717342,0.0003252002,0.0002009051,0.000039890234,0.00047117405,0.0005689844,0.000008899382],"category_scores_gemma":[0.00014359731,0.0001924407,0.0001182962,0.0005058841,0.000340357,0.00026931576,0.00012166996,0.0006985805,0.0000053477943],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000060636207,0.00003536167,0.00038069714,0.00009066367,0.00017160508,0.0000071047057,0.00008632016,0.9485181,0.04715653,0.00038434583,0.000005890905,0.0031572988],"study_design_scores_gemma":[0.00021346251,0.00007145942,0.0009259136,0.00016124571,0.00010927128,0.000019595685,0.00013264142,0.97514874,0.01742299,0.0053520002,0.00024035724,0.00020232651],"about_ca_topic_score_codex":0.00027481327,"about_ca_topic_score_gemma":0.000035232162,"teacher_disagreement_score":0.22455251,"about_ca_system_score_codex":0.00007191517,"about_ca_system_score_gemma":0.000039941635,"threshold_uncertainty_score":0.7847504},"labels":[],"label_agreement":null},{"id":"W2516564924","doi":"10.1016/j.jngse.2016.08.007","title":"On the pressure-saturation path in infinite-acting unconventional liquid-rich gas reservoirs","year":2016,"lang":"en","type":"article","venue":"Journal of Natural Gas Science and Engineering","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":12,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"CMG Reservoir Simulation Foundation; Pennsylvania State University","keywords":"Saturation (graph theory); Mechanics; Relative permeability; Multiphase flow; Reservoir simulation; Petroleum engineering; Petroleum reservoir; Permeability (electromagnetism); Constant (computer programming); Chemistry; Geology; Porosity; Geotechnical engineering; Mathematics; Physics","score_opus":0.008304949979763523,"score_gpt":0.21420623281400702,"score_spread":0.2059012828342435,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2516564924","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99579805,0.0006622913,0.0011603817,0.0016036596,0.0004941681,0.000043181535,7.579905e-7,0.000025751016,0.00021175084],"genre_scores_gemma":[0.9993046,0.00026780178,0.00020732246,0.000029762243,0.000141018,0.0000016528854,1.6695174e-7,0.0000092661085,0.000038387236],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99876034,0.000017331018,0.0003022305,0.000113800845,0.0005428898,0.00026341833],"domain_scores_gemma":[0.9992791,0.00029987647,0.00007654873,0.0001169732,0.00014181317,0.00008570955],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0010472535,0.00012070585,0.00015465922,0.00037237103,0.00009657231,0.0000827304,0.00026744787,0.00004745365,0.00001385977],"category_scores_gemma":[0.0009649812,0.000061775514,0.00005752478,0.0005904236,0.000064785505,0.0005987512,0.000034152286,0.00039452815,0.0000021521378],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00003923244,0.000011641394,0.00019328194,0.000040002175,0.000045350935,0.000022612954,0.0003394982,0.9126706,0.08317133,0.00020753423,0.00033227672,0.002926648],"study_design_scores_gemma":[0.0014322307,0.0004398322,0.013343024,0.002110396,0.00008261953,0.0002250223,0.00042406653,0.90290225,0.06706266,0.00064070325,0.010591434,0.0007457467],"about_ca_topic_score_codex":0.00000523279,"about_ca_topic_score_gemma":0.000004516486,"teacher_disagreement_score":0.016108667,"about_ca_system_score_codex":0.000103262384,"about_ca_system_score_gemma":0.000040707804,"threshold_uncertainty_score":0.25191322},"labels":[],"label_agreement":null},{"id":"W2516901139","doi":"10.1016/j.jconhyd.2016.09.001","title":"2D sandbox experiments of surfactant foams for mobility control and enhanced LNAPL recovery in layered soils","year":2016,"lang":"en","type":"article","venue":"Journal of Contaminant Hydrology","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":40,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"TechnoRem (Canada); Institut National de la Recherche Scientifique","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Volatilisation; Sandbox (software development); Porous medium; TRACER; Pulmonary surfactant; Dissolution; Permeability (electromagnetism); Chemistry; Chromatography; Materials science; Porosity; Composite material","score_opus":0.007140228094221473,"score_gpt":0.23330902365994236,"score_spread":0.2261687955657209,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2516901139","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.95024,0.0015008898,0.047611043,0.0001649079,0.00024931488,0.00014201083,0.000013495159,0.000008295533,0.00007001006],"genre_scores_gemma":[0.99908566,0.00062001846,0.00015007885,0.000024721217,0.000056175148,0.0000107389515,4.8613765e-7,0.000014986037,0.000037134014],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9986622,0.0000826142,0.0007326245,0.00012935989,0.00012173857,0.0002714809],"domain_scores_gemma":[0.9989358,0.0004795564,0.00025678676,0.00015515822,0.00008843135,0.000084246865],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006330294,0.00014521008,0.0007108921,0.000182717,0.000020330699,0.000006113075,0.00013395153,0.00014787594,0.000024021965],"category_scores_gemma":[0.00016377257,0.00009201347,0.00016743371,0.00006028757,0.000069095,0.00013707609,0.000014718935,0.000121165984,8.9677013e-7],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0015350817,0.00018371931,0.004565648,0.00013344416,0.000616069,0.000043488322,0.00061581534,0.03405208,0.94163984,0.000011770218,0.00009976516,0.01650326],"study_design_scores_gemma":[0.024393773,0.0034983451,0.05015986,0.00065717846,0.00032878038,0.00015753286,0.00024840565,0.05777952,0.85804164,0.0014914703,0.0025952018,0.0006482581],"about_ca_topic_score_codex":0.000032430697,"about_ca_topic_score_gemma":0.000076664546,"teacher_disagreement_score":0.08359819,"about_ca_system_score_codex":0.00007295758,"about_ca_system_score_gemma":0.000030746414,"threshold_uncertainty_score":0.37522003},"labels":[],"label_agreement":null},{"id":"W2517588064","doi":"10.1190/segam2016-13878932.1","title":"Seeking real value: Quantitative estimation of permeability enhancement, production volumes, and drainage area from microseismic data","year":2016,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Microsemi (Canada)","funders":"","keywords":"Microseism; Computer science; Production (economics); Profitability index; Drainage; Geology; Seismology","score_opus":0.021551433634172428,"score_gpt":0.2610320188075666,"score_spread":0.23948058517339418,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2517588064","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.68709534,0.00012938767,0.31130493,0.0002548561,0.000082472776,0.00008349308,0.00003704245,0.00007801754,0.00093446707],"genre_scores_gemma":[0.9902168,0.00016833829,0.009121917,0.0000042916777,0.000030294934,0.0000041332523,0.00008910955,0.000011646397,0.00035345007],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.999186,0.000038617338,0.00022739593,0.00029867445,0.00012317559,0.00012613676],"domain_scores_gemma":[0.9992578,0.00009715135,0.000050526436,0.0005254884,0.000033841396,0.000035208523],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002835637,0.000105993066,0.00017225869,0.000057664955,0.00004712955,0.000017575157,0.00013688467,0.000046599398,0.000065050815],"category_scores_gemma":[0.00017371567,0.00007340267,0.000024639125,0.00009169896,0.00010202289,0.0003246084,0.00007153427,0.000053644573,0.000007794258],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00005454424,0.00012260299,0.003339224,0.00040315717,0.00056201406,0.000002441733,0.0026812223,0.14721128,0.7542225,0.00020769717,0.0022290985,0.088964224],"study_design_scores_gemma":[0.00020322009,0.000023903274,0.006275558,0.000114058676,0.000072037816,8.3209125e-7,0.00020857976,0.9106375,0.08105808,0.0009937391,0.0002583423,0.00015414837],"about_ca_topic_score_codex":0.0016778015,"about_ca_topic_score_gemma":0.00018177977,"teacher_disagreement_score":0.76342624,"about_ca_system_score_codex":0.000051295323,"about_ca_system_score_gemma":0.000011199035,"threshold_uncertainty_score":0.2993274},"labels":[],"label_agreement":null},{"id":"W2517817536","doi":"10.2118/181465-ms","title":"Appraising Unconventional Play from Mini-Frac Test Analysis, Actual Field Case","year":2016,"lang":"en","type":"article","venue":"SPE Annual Technical Conference and Exhibition","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Apache (Canada)","funders":"","keywords":"Workflow; Permeability (electromagnetism); Reservoir modeling; Computer science; Petroleum engineering; Reservoir simulation; Process (computing); Geology","score_opus":0.012573518656315374,"score_gpt":0.24797691748308426,"score_spread":0.2354033988267689,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2517817536","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.81811553,0.00018726336,0.1762638,0.0015810343,0.00009868333,0.00010108851,0.00034152882,0.0004160963,0.0028949846],"genre_scores_gemma":[0.99880296,0.00016050093,0.000528175,0.00007816064,0.00016992206,0.000010163717,0.0000895766,0.000012027401,0.00014852964],"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9989618,0.000025567231,0.00028456267,0.00030174592,0.00018830888,0.00023802031],"domain_scores_gemma":[0.99904203,0.00047353742,0.00004107034,0.00023052219,0.00007149107,0.00014132437],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00013222481,0.0001763767,0.00027248912,0.00017210444,0.00010051917,0.000062396495,0.00009773518,0.00020913969,0.0008194163],"category_scores_gemma":[0.00016570446,0.00012580029,0.00015497983,0.00026850676,0.00007935633,0.0002715927,0.000049332004,0.00019086798,0.000051011233],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00048231764,0.0015614367,0.059464548,0.0004531702,0.0073389485,0.0069216606,0.0040970296,0.015113744,0.30223528,0.0042941836,0.11530788,0.48272982],"study_design_scores_gemma":[0.01322075,0.0035446591,0.22027172,0.003637847,0.012664575,0.0029947064,0.008343579,0.13466354,0.41466123,0.065788426,0.108711794,0.011497163],"about_ca_topic_score_codex":0.00025203163,"about_ca_topic_score_gemma":0.00061033823,"teacher_disagreement_score":0.47123265,"about_ca_system_score_codex":0.000030781615,"about_ca_system_score_gemma":0.000016878239,"threshold_uncertainty_score":0.89720345},"labels":[],"label_agreement":null},{"id":"W2520587253","doi":"10.15781/t2xd0qz38","title":"Characterization of the Cana-Woodford Shale using fractal-based, stochastic inversion, Canadian County, Oklahoma","year":2016,"lang":"en","type":"dissertation","venue":"Texas ScholarWorks (Texas Digital Library)","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Fractal; Oil shale; Geology; Inversion (geology); Cartography; Mining engineering; Geography; Geomorphology; Mathematics; Paleontology","score_opus":0.0060673915504352235,"score_gpt":0.18588349044469243,"score_spread":0.1798160988942572,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2520587253","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.97792095,0.00039593488,0.00081313215,0.00019639627,0.0013075594,0.0005123956,0.0019487953,0.00030683394,0.016598007],"genre_scores_gemma":[0.98571867,0.000035294543,0.000032366643,0.0001463999,0.00028194286,0.000009710361,0.004512003,0.00025097321,0.009012623],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99736375,0.000050784012,0.0007249202,0.00050213706,0.0006577359,0.0007007047],"domain_scores_gemma":[0.99809724,0.00009019815,0.00034358274,0.0008589096,0.00012576787,0.00048432042],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0000839149,0.00065078406,0.00063487206,0.00069902116,0.0002755858,0.0006779981,0.0010113647,0.00078302814,0.000824852],"category_scores_gemma":[0.000101187,0.0004958723,0.00042356263,0.00094902737,0.00009453074,0.0023108541,0.00007606257,0.0009507338,0.000121520745],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00096916803,0.000828748,0.24023402,0.0073426636,0.005862605,0.00039204632,0.0009676712,0.6534679,0.007024762,0.00030793657,0.04431247,0.038289994],"study_design_scores_gemma":[0.005516418,0.00033639037,0.30902705,0.024558023,0.0030162064,0.00006056054,0.00039757503,0.32853878,0.1282443,0.0014412431,0.18721016,0.011653305],"about_ca_topic_score_codex":0.004264155,"about_ca_topic_score_gemma":0.004546261,"teacher_disagreement_score":0.32492912,"about_ca_system_score_codex":0.00034405763,"about_ca_system_score_gemma":0.0009570108,"threshold_uncertainty_score":0.9997493},"labels":[],"label_agreement":null},{"id":"W2521337261","doi":"10.2118/181197-ms","title":"Influence of Confining Stress in Petrophysical Properties Changes during Thermal Recovery in Silty Sands Colombia","year":2016,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Petrophysics; Geology; Petroleum engineering; Geotechnical engineering; Thermal; Outcrop; Porosity; Overburden pressure; Viscosity; Tectonics; Stress (linguistics); Environmental science; Mining engineering; Geomorphology; Materials science; Seismology","score_opus":0.006697625245151678,"score_gpt":0.18540270416766755,"score_spread":0.17870507892251586,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2521337261","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9988309,0.000090553425,0.000026894722,0.00008852872,0.000021080028,0.00005162807,0.0000034848747,0.00005851287,0.00082840514],"genre_scores_gemma":[0.9995745,0.00009598758,0.000022834383,0.0000060533857,0.000027970813,0.00001632609,5.644921e-7,0.000013956811,0.00024183217],"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99928004,0.000027630324,0.00020466122,0.0001342178,0.00012239069,0.00023107644],"domain_scores_gemma":[0.9997176,0.00005296733,0.000024605393,0.00015276611,0.000017786757,0.00003425603],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000075917196,0.000111457746,0.00023815938,0.00015973435,0.000014809496,0.000009821626,0.00012660626,0.000064479216,0.00004198534],"category_scores_gemma":[0.000043539356,0.00006963363,0.00003697008,0.00016838223,0.000047520272,0.00012442129,0.000038363,0.000106822765,0.0000065196305],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00002885657,0.00002623027,0.02711873,0.0001057487,0.000024163002,0.000011048206,0.00028931515,0.65006334,0.32113436,0.0000022530696,0.000003391495,0.0011925435],"study_design_scores_gemma":[0.0006105947,0.000047241097,0.36417982,0.0005751708,0.0000067396186,8.348092e-7,0.00013991792,0.008602929,0.62562567,0.0000054651246,0.000019153771,0.00018643454],"about_ca_topic_score_codex":0.00054130604,"about_ca_topic_score_gemma":0.0012233247,"teacher_disagreement_score":0.6414604,"about_ca_system_score_codex":0.000057294146,"about_ca_system_score_gemma":0.000011006927,"threshold_uncertainty_score":0.2839577},"labels":[],"label_agreement":null},{"id":"W2522300292","doi":"10.2118/181164-ms","title":"Flow Visualization for Performance Measurement across Sand Control Orifices","year":2016,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Flow visualization; Flow (mathematics); Flow measurement; Volumetric flow rate; Geology; Visualization; Body orifice; Pressure measurement; Geotechnical engineering; Mechanics; Materials science; Engineering; Mechanical engineering; Physics","score_opus":0.014386793383676518,"score_gpt":0.24125773501469824,"score_spread":0.22687094163102173,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2522300292","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.09747511,0.00016231545,0.9004397,0.00012125196,0.00018835827,0.0001268434,0.000010245616,0.00022729917,0.0012489221],"genre_scores_gemma":[0.9988789,0.00008596439,0.00026106215,0.000025841955,0.00012379476,0.000038515835,0.0000023717757,0.000015589198,0.0005679534],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9993877,0.000007004172,0.0001361604,0.000101183425,0.0001699427,0.00019803325],"domain_scores_gemma":[0.99970603,0.000030186697,0.0000146618395,0.00012122497,0.00008352937,0.000044366814],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00026964673,0.000085097294,0.00011194398,0.000026178881,0.00007693749,0.000027789236,0.00007202441,0.000044094508,0.00007775153],"category_scores_gemma":[0.000031958705,0.00004838969,0.00005453147,0.00005687069,0.0000117536665,0.00011617555,0.000004334161,0.000019276978,0.000033761124],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000493008,0.000034074266,0.0024515388,0.0002751277,0.00036507208,5.1104143e-7,0.00032641718,0.85966164,0.026501955,0.000022895898,0.0055590314,0.10475242],"study_design_scores_gemma":[0.0010795115,0.000033720735,0.0016413567,0.000048777823,0.000029487908,4.828999e-7,0.000021726572,0.8854642,0.0787196,0.000011627241,0.032790516,0.00015899274],"about_ca_topic_score_codex":0.000005845477,"about_ca_topic_score_gemma":0.000026194795,"teacher_disagreement_score":0.9014038,"about_ca_system_score_codex":0.00005314445,"about_ca_system_score_gemma":0.0000057786815,"threshold_uncertainty_score":0.19732744},"labels":[],"label_agreement":null},{"id":"W2523364320","doi":"10.13140/rg.2.1.4924.3041","title":"HYDRO-FRACTURING VERSUS HYDRO-SHEARING: A CRITICAL ASSESSMENT OF TWO DISTINCT RESERVOIR STIMULATION MECHANISMS","year":2015,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":25,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Hydraulic fracturing; Shearing (physics); Well stimulation; Geology; Petroleum engineering; Geotechnical engineering; Mining engineering; Petrology; Reservoir engineering; Petroleum; Paleontology","score_opus":0.03762508269073476,"score_gpt":0.3278861437423346,"score_spread":0.2902610610515998,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2523364320","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.53797626,0.00008798348,0.40449566,0.00027303628,0.00068903633,0.00015420912,0.000005795449,0.00053200807,0.055786032],"genre_scores_gemma":[0.9853597,0.000004746337,0.014201118,0.000011653989,0.00013580958,0.000014782527,0.000021755817,0.00004685533,0.0002035409],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9981567,0.000066715766,0.0004586665,0.00028716496,0.0006277734,0.0004029671],"domain_scores_gemma":[0.99870455,0.00031799666,0.000045202287,0.0005000362,0.00011790364,0.00031429762],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005241661,0.00024333334,0.0003812184,0.00020247854,0.00007612956,0.000060664155,0.00026067745,0.000118992524,0.00019760184],"category_scores_gemma":[0.00029788056,0.00021416524,0.00015309901,0.00027533586,0.00005245449,0.00025250512,0.00011438551,0.00031970727,0.000033039058],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000028749131,0.000059225,0.0004930196,0.00008234558,0.00012145451,0.000016160651,0.00011063899,0.9962463,0.0012115727,0.001099222,0.00024226234,0.00028904507],"study_design_scores_gemma":[0.0013479858,0.00011985539,0.001673184,0.00004604768,0.0001083942,0.0000036704619,0.000100921745,0.98274964,0.010632472,0.0024231195,0.0005132378,0.0002814629],"about_ca_topic_score_codex":0.0003994824,"about_ca_topic_score_gemma":0.000114327755,"teacher_disagreement_score":0.4473835,"about_ca_system_score_codex":0.0002216798,"about_ca_system_score_gemma":0.00005378933,"threshold_uncertainty_score":0.8733405},"labels":[],"label_agreement":null},{"id":"W2524392239","doi":"10.15530/urtec-2016-2461040","title":"Examination of Water Management Challenges and Solutions in Shale Resource Development - Could Waterless Fracturing Technologies Work?","year":2016,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":23,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Fractal Systems (Canada)","funders":"","keywords":"Petroleum engineering; Oil shale; Work (physics); Geology; Shale gas; Resource (disambiguation); Fracturing fluid; Engineering; Computer science; Mechanical engineering","score_opus":0.017702497705078573,"score_gpt":0.1947872090646681,"score_spread":0.17708471135958953,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2524392239","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.97542584,0.0018505998,0.0066408017,0.0010534595,0.000026873719,0.000118271855,4.6316342e-7,0.00037603514,0.014507665],"genre_scores_gemma":[0.99715084,0.001290658,0.000755711,0.0000022824893,0.000004796366,0.00002758824,0.0000016643705,0.000010812948,0.00075561856],"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9993224,0.000013158081,0.00019043242,0.00014235328,0.00011063552,0.00022098896],"domain_scores_gemma":[0.9997763,0.000025595757,0.000012039073,0.0001579815,0.000010053963,0.000018030074],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00022960834,0.00009891764,0.00013064497,0.0002630356,0.000032773547,0.000007837236,0.000101627964,0.00008242892,0.000018584735],"category_scores_gemma":[0.000004410747,0.00005398743,0.000017360922,0.000059263286,0.000036201443,0.0000753096,0.00010687615,0.00006136871,0.000008670385],"study_design_candidate":"design_other","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000050263625,0.000043571403,0.00029519337,0.00032808512,0.00014113265,0.000012422494,0.0031806643,0.015301842,0.0018923655,0.000100389676,0.00004597955,0.9786533],"study_design_scores_gemma":[0.0012052023,0.00003034113,0.1685585,0.0011393678,0.000055951954,0.0000049990076,0.0072429697,0.003421088,0.7770811,0.0005733281,0.039916135,0.0007710387],"about_ca_topic_score_codex":0.000003079766,"about_ca_topic_score_gemma":0.00003654226,"teacher_disagreement_score":0.97788227,"about_ca_system_score_codex":0.00005439857,"about_ca_system_score_gemma":0.0000011164107,"threshold_uncertainty_score":0.22015436},"labels":[],"label_agreement":null},{"id":"W2524921566","doi":"10.1520/mnl7320150009","title":"Production of Heavy Oil and Unconventional Oil and Gas","year":2016,"lang":"en","type":"book-chapter","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of New Brunswick","funders":"","keywords":"Petroleum engineering; Unconventional oil; Hydraulic fracturing; Submarine pipeline; Fossil fuel; Geology; Directional drilling; Oil reserves; Tight oil; Environmental science; Drilling; Petroleum; Waste management; Engineering; Geotechnical engineering; Oil shale","score_opus":0.008347000701651588,"score_gpt":0.19526048243098665,"score_spread":0.18691348172933506,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2524921566","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0017728555,0.0028443383,0.00015066298,0.0008531935,0.00032094802,0.000009641387,0.000011223995,0.000103062055,0.9939341],"genre_scores_gemma":[0.022482684,0.008724905,0.0001296391,0.0000068180975,0.0002609924,0.0000024150506,0.000010986086,0.000030529984,0.968351],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9993894,0.0000037649254,0.000188617,0.00018715768,0.00013913398,0.000091915805],"domain_scores_gemma":[0.9996903,0.000018993993,0.000038944087,0.00015754743,0.000038277667,0.000055916884],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00008180755,0.00015792808,0.00023979359,0.00012197585,0.000027076954,0.000010208,0.000038318707,0.00015012678,0.0004000064],"category_scores_gemma":[0.0000086813825,0.00011360094,0.00007050933,0.000011779653,0.00007500051,0.000046821257,0.00002499586,0.00011625452,0.000017576593],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00003624043,0.00002319558,0.000047879872,0.0033081663,0.001547621,0.000013378514,0.0001396333,0.0049801427,0.0012332113,0.01114439,0.009432995,0.96809316],"study_design_scores_gemma":[0.0005862663,0.00005788864,0.00008970043,0.0014633198,0.00040461041,0.0000779693,0.000015776188,0.0018501293,0.0032314921,0.010450503,0.9809386,0.000833734],"about_ca_topic_score_codex":0.0000155328,"about_ca_topic_score_gemma":0.000035571848,"teacher_disagreement_score":0.97150564,"about_ca_system_score_codex":0.000020500904,"about_ca_system_score_gemma":0.000010050031,"threshold_uncertainty_score":0.46325117},"labels":[],"label_agreement":null},{"id":"W2526925261","doi":"10.1007/s00603-016-1091-0","title":"Special Issue: Including Papers on “Rock Dynamics and Applications”","year":2016,"lang":"en","type":"article","venue":"Rock Mechanics and Rock Engineering","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Dynamics (music); Geology; Geotechnical engineering; Computer science; Forensic engineering; Engineering; Physics; Acoustics","score_opus":0.004541923238219239,"score_gpt":0.19058433463119645,"score_spread":0.18604241139297722,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2526925261","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00180078,0.00045673738,0.9938439,0.00020996513,0.00045988805,0.00017780114,0.000018555793,0.0006866599,0.0023456984],"genre_scores_gemma":[0.99581444,0.0013932707,0.000157317,0.000024781863,0.0019082754,0.000031790496,0.0000057899506,0.000059514186,0.0006048037],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99902946,0.0000063186453,0.00021012576,0.00027464083,0.00016236055,0.00031711647],"domain_scores_gemma":[0.99948853,0.000078759695,0.00002628182,0.000214582,0.000019557367,0.0001722914],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00007653429,0.00024830128,0.00024264147,0.00016838363,0.00017751423,0.000040531875,0.00011889222,0.00014136345,0.00004708518],"category_scores_gemma":[0.000025698251,0.00019222588,0.000058312573,0.00016221005,5.043791e-7,0.00008229499,0.000098740704,0.00017525506,0.000035356486],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000041773465,0.000009612168,0.000011501709,0.00012112423,0.00009051584,0.00000400358,0.00006961409,0.9868098,0.002136336,0.002765212,0.00065733155,0.0073207687],"study_design_scores_gemma":[0.00023193313,0.000024711857,0.00002436275,0.00009364036,0.00003175696,0.000009826959,0.00004141151,0.91373384,0.0007228801,0.00007514847,0.08472944,0.00028103185],"about_ca_topic_score_codex":0.000003002915,"about_ca_topic_score_gemma":0.0000097995735,"teacher_disagreement_score":0.99401367,"about_ca_system_score_codex":0.00010580389,"about_ca_system_score_gemma":0.000005559293,"threshold_uncertainty_score":0.7838744},"labels":[],"label_agreement":null},{"id":"W2527338208","doi":"10.15530/urtec-2016-2435484","title":"A Geomechanical Study of Refracturing Based on Microseismic Observations - Case Study of Haynesville and Eagle Ford Wells","year":2016,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":10,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Microsemi (Canada)","funders":"","keywords":"Eagle; Microseism; Geology; Seismology; Mining engineering; Paleontology","score_opus":0.019532035103599035,"score_gpt":0.2355377384664127,"score_spread":0.21600570336281366,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2527338208","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9951533,0.000018451667,0.0041337507,0.000070152644,0.000046254037,0.00033540858,0.000006572111,0.000076056036,0.00016002939],"genre_scores_gemma":[0.99945855,0.0000066372268,0.0002029526,0.000021042384,0.000017539971,0.000021374328,8.655143e-7,0.000024698234,0.00024636518],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99894327,0.000053357424,0.00041081812,0.00022244123,0.00019636934,0.0001737643],"domain_scores_gemma":[0.9991061,0.0002537449,0.0000632862,0.00045288124,0.000048304908,0.000075697426],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00021233178,0.00015739533,0.0003327266,0.00018984245,0.000067717425,0.000011236888,0.000116974596,0.00006131169,0.000072037044],"category_scores_gemma":[0.00004155014,0.00010076363,0.000060366416,0.00019288414,0.000018941755,0.000076365155,0.000048081187,0.00009710377,0.0000035578398],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00013904314,0.0072432803,0.045063153,0.0003240932,0.0010710764,0.0006894945,0.0050898897,0.89919215,0.03314909,0.0000060172747,0.00055365707,0.007479027],"study_design_scores_gemma":[0.026694346,0.010023894,0.08286002,0.00061092386,0.0013446126,0.00018503651,0.057493165,0.6716314,0.1447577,0.00007947672,0.0023618126,0.0019576037],"about_ca_topic_score_codex":0.002369501,"about_ca_topic_score_gemma":0.00079966895,"teacher_disagreement_score":0.22756077,"about_ca_system_score_codex":0.000029008126,"about_ca_system_score_gemma":0.000008969073,"threshold_uncertainty_score":0.41090214},"labels":[],"label_agreement":null},{"id":"W2527480608","doi":"10.2118/184387-pa","title":"Transient Response in Arbitrary-Shaped Composite Reservoirs","year":2016,"lang":"en","type":"article","venue":"SPE Reservoir Evaluation & Engineering","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":34,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Regina","funders":"University of Alberta; University of Regina; Ryerson University","keywords":"Laplace transform; Flow (mathematics); Geology; Boundary value problem; Boundary (topology); Compressibility; Reservoir modeling; Laplace's equation; Transient (computer programming); Mechanics; Complex geometry; Geometry; Geotechnical engineering; Computer science; Mathematics; Mathematical analysis; Physics","score_opus":0.018291421881406138,"score_gpt":0.2571180249485848,"score_spread":0.23882660306717868,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2527480608","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9594029,0.0011487203,0.03456878,0.0020581193,0.00034082867,0.00045284454,0.000016416587,0.0005850628,0.0014263374],"genre_scores_gemma":[0.9975773,0.00032239946,0.0014606393,0.000022329748,0.00013774638,0.00013171537,0.000017866458,0.00009933143,0.00023066871],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9969461,0.0002494248,0.0006804689,0.0004496442,0.000969107,0.0007052429],"domain_scores_gemma":[0.99844694,0.0004449566,0.000048763588,0.0006861478,0.00013451546,0.00023865193],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0025509433,0.00037878013,0.00042996716,0.00082503055,0.0000660537,0.000063309555,0.00043118652,0.00020252408,0.00045817558],"category_scores_gemma":[0.0004797949,0.0003055094,0.0001975298,0.0009096586,0.000037269954,0.0004344117,0.000053214753,0.0003561042,0.0001727264],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00016778833,0.000028656608,0.0002863079,0.00006238917,0.00008170173,0.000025900934,0.00026452055,0.9063787,0.0914622,0.000016818938,0.00022984199,0.0009951838],"study_design_scores_gemma":[0.0018727004,0.0000635596,0.027692309,0.00045371387,0.0000623015,0.000011001442,0.00004331587,0.9478211,0.013212519,0.00017002597,0.008030538,0.0005669058],"about_ca_topic_score_codex":0.00003734036,"about_ca_topic_score_gemma":0.00006257258,"teacher_disagreement_score":0.078249685,"about_ca_system_score_codex":0.0006451106,"about_ca_system_score_gemma":0.00007865874,"threshold_uncertainty_score":0.9999397},"labels":[],"label_agreement":null},{"id":"W2527496087","doi":"10.2118/0915-0156-jpt","title":"Corrosion and Scale Formation in High-Temperature Sour-Gas Wells","year":2015,"lang":"en","type":"article","venue":"Journal of Petroleum Technology","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Sour gas; Corrosion; Iron sulfide; Hydrogen sulfide; Ferrous; Sulfide; Chemistry; Solubility; Carbon capture and storage (timeline); Metallurgy; Fossil fuel; Natural gas; Geology; Materials science; Organic chemistry","score_opus":0.0042993732958529944,"score_gpt":0.19346442488654672,"score_spread":0.18916505159069372,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2527496087","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99461395,0.0012140216,0.0017396357,0.0020366574,0.00020405793,0.00001845176,9.162664e-7,0.000057573037,0.000114724106],"genre_scores_gemma":[0.99883205,0.00034586803,0.0006544573,0.000019883168,0.0000789787,0.0000011087378,0.0000010020067,0.0000108261065,0.00005580915],"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9993245,0.000017752285,0.000302216,0.000060608272,0.00014167264,0.0001532528],"domain_scores_gemma":[0.999656,0.000012634943,0.000088401815,0.00011012156,0.000060895985,0.00007190821],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00022581249,0.00009156614,0.00024822468,0.00070291106,0.000020915768,0.000020181202,0.0001321217,0.00022974469,0.0000056769986],"category_scores_gemma":[0.000041451436,0.00007186716,0.000039429888,0.00025385973,0.000034809127,0.00018101046,0.000027506538,0.00049868866,0.000007944428],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00010465565,0.00009671657,0.010788493,0.000118744625,0.00006304488,0.00028000656,0.00062269694,0.8513586,0.12127644,0.00005712166,0.008861911,0.006371569],"study_design_scores_gemma":[0.013552277,0.002151463,0.01543248,0.0011666336,0.0003686033,0.006822424,0.0083596455,0.2684706,0.59914726,0.013267441,0.0697638,0.0014973558],"about_ca_topic_score_codex":0.0000075230805,"about_ca_topic_score_gemma":0.000045180128,"teacher_disagreement_score":0.582888,"about_ca_system_score_codex":0.0000930358,"about_ca_system_score_gemma":0.000011803347,"threshold_uncertainty_score":0.29306576},"labels":[],"label_agreement":null},{"id":"W2527623525","doi":"10.2118/177189-pa","title":"Estimates of Stress-Dependent Properties in Tight Reservoirs: Their Use With Core and Drill-Cuttings Data","year":2016,"lang":"en","type":"article","venue":"SPE Reservoir Evaluation & Engineering","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":10,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"China National Offshore Oil Corporation; University of Calgary","keywords":"Petrophysics; Drill cuttings; Permeability (electromagnetism); Compressibility; Porosity; Overburden pressure; Geology; Geotechnical engineering; Effective stress; Stress (linguistics); Compaction; Oedometer test; Porous medium; Petroleum engineering; Soil science; Mechanics; Engineering; Soil water; Mechanical engineering; Drilling","score_opus":0.06458804307053423,"score_gpt":0.26440991508348005,"score_spread":0.19982187201294582,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2527623525","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9909808,0.0018248849,0.0060931663,0.00029370797,0.00006326716,0.00037690907,0.0000623515,0.00020178262,0.0001031082],"genre_scores_gemma":[0.99670094,0.00068634,0.0023111082,0.0000037754992,0.000060359962,0.000045101875,0.000051952426,0.00006984091,0.00007057881],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.998013,0.0000443798,0.00047873196,0.00042343102,0.0006455872,0.00039482178],"domain_scores_gemma":[0.9983838,0.0002679179,0.00008059064,0.0009720814,0.00018028218,0.00011531679],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00093636906,0.00030656968,0.00040363384,0.00036648396,0.000044877324,0.00007434346,0.00047054945,0.00011394765,0.000060184066],"category_scores_gemma":[0.00057608145,0.0001868991,0.00003848852,0.00036295864,0.0000685232,0.00087647955,0.00021108796,0.00019437834,0.0000049900873],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000031024054,0.00002889191,0.013431024,0.00032418055,0.00017210518,0.0000067889614,0.00050184387,0.96500725,0.018517494,0.000011021778,0.000073061885,0.0018952994],"study_design_scores_gemma":[0.00088318455,0.0000475006,0.011337132,0.0014830254,0.000084700005,0.0000089851055,0.00017093838,0.95151556,0.03351813,0.000056024186,0.00055399997,0.0003407934],"about_ca_topic_score_codex":0.00022584388,"about_ca_topic_score_gemma":0.00047906727,"teacher_disagreement_score":0.015000638,"about_ca_system_score_codex":0.000131268,"about_ca_system_score_gemma":0.000052624022,"threshold_uncertainty_score":0.76215243},"labels":[],"label_agreement":null},{"id":"W2527728603","doi":"10.2118/182016-ms","title":"A Composite Model for Multi-Stage Fractured Horizontal Wells in Heterogeneous Reservoirs","year":2016,"lang":"en","type":"article","venue":"SPE Russian Petroleum Technology Conference and Exhibition","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":9,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Regina","funders":"National Natural Science Foundation of China","keywords":"Flow (mathematics); Geology; Mechanics; Petroleum engineering; Fracture (geology); Coupling (piping); Reservoir engineering; Geotechnical engineering; Engineering; Mechanical engineering; Physics","score_opus":0.022603149398322864,"score_gpt":0.2527715788230754,"score_spread":0.23016842942475252,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2527728603","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.6236204,0.00041907615,0.37171325,0.002973328,0.00006633039,0.0001921681,0.00008418736,0.00044365283,0.0004876296],"genre_scores_gemma":[0.99564683,0.00048272093,0.0032714135,0.00003536862,0.000030308023,0.00008097119,0.000025218036,0.000032840544,0.00039433353],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99879915,0.000016511165,0.00028984403,0.00036086905,0.00010177063,0.00043188655],"domain_scores_gemma":[0.99951625,0.000024385105,0.000051377912,0.00029935446,0.000023174285,0.000085484346],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00010160947,0.00023926113,0.00033614898,0.00052795454,0.00008730121,0.00003624333,0.00018127091,0.00039206925,0.000030582734],"category_scores_gemma":[0.000016904138,0.0001815241,0.00008659263,0.00015283278,0.00013585802,0.00015519637,0.000048025806,0.0002331614,0.000018868726],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0006059875,0.0005332541,0.014759157,0.00082758087,0.0006583303,0.00033566385,0.0013496634,0.57193637,0.33461177,0.009410052,0.00068831164,0.06428386],"study_design_scores_gemma":[0.0016677912,0.00010053548,0.0005366334,0.00019276439,0.000028565772,0.000016321055,0.000075213255,0.9546624,0.03831711,0.0030171548,0.0010362213,0.00034930685],"about_ca_topic_score_codex":0.000038031707,"about_ca_topic_score_gemma":0.0005443255,"teacher_disagreement_score":0.382726,"about_ca_system_score_codex":0.00009488201,"about_ca_system_score_gemma":0.000022290296,"threshold_uncertainty_score":0.74023384},"labels":[],"label_agreement":null},{"id":"W2528446712","doi":"10.2118/182006-ms","title":"Semi-analytical Modeling of Multi-stage Fractured Horizontal Wells Coupled with Geomechanics: Considering Hydraulic Fracture Stress-sensitivity and Shale Anisotropy","year":2016,"lang":"en","type":"article","venue":"SPE Russian Petroleum Technology Conference and Exhibition","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Regina","funders":"Creations of Advanced Catalytic Transformation for the Sustainable Manufacturing at Low Energy, Low Environmental Load; National Natural Science Foundation of China","keywords":"Hydraulic fracturing; Anisotropy; Geology; Oil shale; Geomechanics; Geotechnical engineering; Compressibility; Hydraulic conductivity; Fracture (geology); Effective stress; Mechanics; Stress (linguistics); Permeability (electromagnetism); Soil science","score_opus":0.013142992512669517,"score_gpt":0.22203124204314426,"score_spread":0.20888824953047475,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2528446712","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.5607298,0.00034102023,0.4371271,0.0012383594,0.00002430174,0.000092752205,0.000046236946,0.00025706028,0.00014334326],"genre_scores_gemma":[0.9978973,0.000702355,0.001220371,0.000035957746,0.000036773123,0.000010623624,0.00002033425,0.000037561258,0.0000386854],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9985336,0.000032155105,0.00034136424,0.0004676629,0.0002019533,0.00042323023],"domain_scores_gemma":[0.9992853,0.00005776212,0.00010464912,0.00035378255,0.000057285026,0.000141238],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001413702,0.00034276815,0.0005802092,0.00039770966,0.000119366836,0.00004510759,0.00009886682,0.00047194102,0.000072982824],"category_scores_gemma":[0.000033369706,0.00023978711,0.000071156246,0.00017409296,0.0002321439,0.00023230973,0.00006912326,0.00042531607,0.0000066518605],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00037206965,0.00033466157,0.01916685,0.0009213695,0.0015823297,0.0007233964,0.00069552637,0.76658887,0.19369659,0.0074869934,0.000045459037,0.008385887],"study_design_scores_gemma":[0.0011178375,0.00014614951,0.00047994306,0.00033590212,0.0001251673,0.000060288734,0.00039493342,0.9711584,0.024969261,0.00076086534,0.00009735626,0.00035390136],"about_ca_topic_score_codex":0.0001618235,"about_ca_topic_score_gemma":0.00031788906,"teacher_disagreement_score":0.43716753,"about_ca_system_score_codex":0.000058863327,"about_ca_system_score_gemma":0.0000382617,"threshold_uncertainty_score":0.97782344},"labels":[],"label_agreement":null},{"id":"W2528934796","doi":"10.1007/978-3-319-40124-9_7","title":"On the Production Analysis of a Multi-Fractured Horizontal Well","year":2016,"lang":"en","type":"book-chapter","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Dalhousie University","funders":"","keywords":"Fracture (geology); Pressure drop; Tight gas; Constant (computer programming); Mechanics; Flow (mathematics); Work (physics); Petroleum engineering; Mathematical optimization; Geology; Hydraulic fracturing; Mathematics; Computer science; Geotechnical engineering; Engineering; Physics; Mechanical engineering","score_opus":0.010356834043776427,"score_gpt":0.20511965569799326,"score_spread":0.19476282165421682,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2528934796","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0010178677,0.0005358345,0.007124789,0.00059577724,0.00046893116,0.00026789366,0.000051726423,0.00028771377,0.9896495],"genre_scores_gemma":[0.53567934,0.00021625162,0.00005276794,0.000023935698,0.00015302414,0.0000064260394,0.00002250692,0.000048288475,0.46379745],"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","domain_scores_codex":[0.9988838,0.000013139315,0.0003305205,0.00029075492,0.00031470743,0.00016710836],"domain_scores_gemma":[0.99890924,0.00013811041,0.00010822385,0.0007307611,0.000060344366,0.000053310465],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00015323234,0.00031183273,0.0005464323,0.00054629875,0.000049306025,0.000014664111,0.00023468125,0.00027560582,0.003373023],"category_scores_gemma":[0.000046259105,0.00015704919,0.0006562419,0.00012729877,0.00006140425,0.000032737968,0.000026096224,0.00032526496,0.00023356204],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000077634606,0.00011007601,0.00002143641,0.00025008546,0.051216938,0.000025740168,0.00055817567,0.8725554,0.0021015992,0.016705532,0.041335337,0.015042079],"study_design_scores_gemma":[0.00084022584,0.00028135697,0.00061507965,0.0012042958,0.026186436,0.000007686353,0.00008545897,0.18150362,0.030962836,0.003682548,0.7514521,0.0031783767],"about_ca_topic_score_codex":0.000029853778,"about_ca_topic_score_gemma":0.00023393231,"teacher_disagreement_score":0.71011674,"about_ca_system_score_codex":0.00008018677,"about_ca_system_score_gemma":0.000010640212,"threshold_uncertainty_score":0.99753803},"labels":[],"label_agreement":null},{"id":"W2529389755","doi":"","title":"On Modeling Three-Phase Flow in Discretely Fractured Porous Rock","year":2013,"lang":"en","type":"dissertation","venue":"UWSpace (University of Waterloo)","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Flow (mathematics); Geotechnical engineering; Geology; Phase (matter); Porosity; Porous medium; Petroleum engineering; Mechanics; Petrology; Physics","score_opus":0.007579790543421561,"score_gpt":0.19856988832534606,"score_spread":0.1909900977819245,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2529389755","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99557537,0.00029489928,0.0025416797,0.00011504307,0.00023508233,0.00020461607,0.000028285018,0.0001460852,0.0008589604],"genre_scores_gemma":[0.94838053,0.00014474578,0.0005350669,0.0000062020363,0.000039435447,9.625011e-7,0.00070862356,0.0000560005,0.05012841],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9988104,0.0000257892,0.0001805618,0.00033483576,0.0003072034,0.0003412124],"domain_scores_gemma":[0.9993188,0.000027858458,0.00008495833,0.00038635908,0.0000641791,0.00011789157],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.000068822934,0.00034062058,0.0005622159,0.0005381968,0.000096433156,0.00002700765,0.00037367857,0.0004639273,0.0003893393],"category_scores_gemma":[0.00001180033,0.0003562972,0.00022826005,0.00021232179,0.000012695015,0.00019476068,0.000025343526,0.0005766386,0.00014019117],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00009134748,0.00005831782,0.000008120775,0.00023823704,0.00017814075,0.00006323998,0.021036653,0.9750453,0.00036994187,0.0000027673718,0.00058860454,0.002319325],"study_design_scores_gemma":[0.0008654992,0.0000688212,0.00015213808,0.0003105322,0.00013433197,6.570064e-7,0.0113307815,0.98598,0.000500833,0.00018822667,0.00006513345,0.00040307036],"about_ca_topic_score_codex":0.03161864,"about_ca_topic_score_gemma":0.07631097,"teacher_disagreement_score":0.04926945,"about_ca_system_score_codex":0.0001297875,"about_ca_system_score_gemma":0.000026650341,"threshold_uncertainty_score":0.9998889},"labels":[],"label_agreement":null},{"id":"W2529672794","doi":"","title":"Research and Practice on Key Factors of Fracturing Technique in Changqing Zhenbei Tight Thick Layer","year":2016,"lang":"en","type":"article","venue":"Advances in petroleum exploration and development","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Petroleum engineering; Fracturing fluid; Fracture (geology); Displacement (psychology); Geology; Layer (electronics); Block (permutation group theory); Production (economics); Geotechnical engineering; Engineering; Materials science; Composite material; Mathematics","score_opus":0.04312145025038095,"score_gpt":0.3195574893382457,"score_spread":0.27643603908786474,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2529672794","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8422233,0.004437147,0.14347193,0.0016649611,0.0001971512,0.00042414584,0.0000028839709,0.00015905472,0.0074194283],"genre_scores_gemma":[0.99166673,0.0050700814,0.0030698106,0.00001678131,0.000016294165,0.000076888544,0.0000031867014,0.000013448313,0.00006675292],"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99896073,0.00007916438,0.00028442452,0.0002006477,0.00026515743,0.0002098588],"domain_scores_gemma":[0.999297,0.00045061193,0.000043939457,0.0001141171,0.000043631633,0.000050661998],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00074738456,0.00011934782,0.00017186202,0.00051035814,0.00005665013,0.000019562714,0.00006708562,0.000074299605,0.000009580412],"category_scores_gemma":[0.00017048138,0.00008275537,0.0000098364,0.00020736024,0.000045713965,0.0007801958,0.00003934872,0.00020599065,0.000003982928],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0006520482,0.0006745093,0.05972099,0.0012444493,0.00022433908,0.000118319,0.0497138,0.6392015,0.035329625,0.0018695284,0.00016148528,0.21108939],"study_design_scores_gemma":[0.002381455,0.0003628477,0.02605464,0.0023689563,0.0000120170625,0.000012605068,0.012792263,0.006908815,0.75769603,0.003208725,0.18713284,0.0010688137],"about_ca_topic_score_codex":0.000015720267,"about_ca_topic_score_gemma":0.0001848759,"teacher_disagreement_score":0.7223664,"about_ca_system_score_codex":0.00011148753,"about_ca_system_score_gemma":0.000021402639,"threshold_uncertainty_score":0.3374666},"labels":[],"label_agreement":null},{"id":"W2529900951","doi":"10.1007/s00603-016-1097-7","title":"3D Numerical Modeling of the Propagation of Hydraulic Fracture at Its Intersection with Natural (Pre-existing) Fracture","year":2016,"lang":"en","type":"article","venue":"Rock Mechanics and Rock Engineering","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":67,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Waterloo","funders":"National Natural Science Foundation of China","keywords":"Differential stress; Fracture (geology); Hydraulic fracturing; Intersection (aeronautics); Geology; Geotechnical engineering; Finite element method; Complex fracture; Strain energy release rate; Stress (linguistics); Mechanics; Structural engineering; Engineering; Deformation (meteorology); Physics","score_opus":0.004924695899456029,"score_gpt":0.1854441153029503,"score_spread":0.18051941940349428,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2529900951","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.089206256,0.0006227727,0.9096262,0.000104308885,0.00018069285,0.00012435389,0.0000038534286,0.0001013995,0.000030172247],"genre_scores_gemma":[0.99945,0.00008233562,0.00022432437,0.000019093035,0.00008101272,0.0000085736365,0.0000031819723,0.000044626813,0.00008684095],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99902433,0.000013843285,0.00028968143,0.0001980241,0.00025336648,0.00022073954],"domain_scores_gemma":[0.9994939,0.000045444805,0.00009162975,0.00022488357,0.00007927219,0.00006485356],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00007560528,0.0002232265,0.00028320224,0.000102253434,0.00009447565,0.000009945636,0.00014615907,0.00014315857,0.000014255188],"category_scores_gemma":[0.00005341247,0.000119941564,0.000096231466,0.0002178964,9.46193e-7,0.000121853765,0.000081042934,0.00026167437,0.0000012695501],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00001846405,0.000008267002,0.000023646331,0.00019447389,0.00009986024,8.2438225e-7,0.00026442268,0.9816597,0.01754848,0.00002838553,0.000017388136,0.00013606851],"study_design_scores_gemma":[0.00023883414,0.000038027923,0.00007750285,0.00035625414,0.00006160906,0.000017863884,0.000023556062,0.9568417,0.041653264,0.000016712418,0.0005004095,0.00017427391],"about_ca_topic_score_codex":0.000023369104,"about_ca_topic_score_gemma":0.000008269989,"teacher_disagreement_score":0.91024375,"about_ca_system_score_codex":0.00008404837,"about_ca_system_score_gemma":0.000010987191,"threshold_uncertainty_score":0.4891075},"labels":[],"label_agreement":null},{"id":"W2531575198","doi":"10.1021/acs.energyfuels.6b01565","title":"Simulation of a Multistage Fractured Horizontal Well with Finite Conductivity in Composite Shale Gas Reservoir through Finite-Element Method","year":2016,"lang":"en","type":"article","venue":"Energy & Fuels","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":49,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"National Natural Science Foundation of China; CMG Reservoir Simulation Foundation","keywords":"Finite volume method; Finite element method; Petroleum engineering; Nonlinear system; Mechanics; Hydraulic fracturing; Geology; Permeability (electromagnetism); Oil shale; Geotechnical engineering; Engineering; Structural engineering; Chemistry; Physics","score_opus":0.014007972073656857,"score_gpt":0.2580933221785915,"score_spread":0.24408535010493462,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2531575198","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.4646727,0.00022422076,0.53308755,0.000111218746,0.000069135276,0.000078092584,0.00003302403,0.00008882137,0.0016352562],"genre_scores_gemma":[0.99172294,0.00007383476,0.007563809,0.000030714687,0.000080823105,0.000023907467,0.000036563204,0.000044616718,0.00042280043],"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9984685,0.00015513426,0.00039874788,0.0003221889,0.0003151189,0.00034026726],"domain_scores_gemma":[0.9983583,0.0009655402,0.000110882465,0.00043547023,0.00006204947,0.00006772487],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00024109235,0.0002599662,0.00044233634,0.00017250108,0.000052515396,0.000019705662,0.00019394874,0.00014098777,0.00022923168],"category_scores_gemma":[0.00007435904,0.0001764387,0.00011695412,0.00032187035,0.000056319812,0.00030068622,0.000052618907,0.00016806409,0.000009827291],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00008759191,0.000077808814,0.0009033926,0.000051621086,0.00015432265,0.000030534276,0.0004841835,0.96277595,0.033220604,0.000038540198,0.000028571463,0.0021468701],"study_design_scores_gemma":[0.0024510515,0.00021693081,0.0019667922,0.00027991872,0.00008457002,0.00000208578,0.00009503402,0.4471237,0.528922,0.00074134994,0.017571729,0.0005447853],"about_ca_topic_score_codex":0.0014520582,"about_ca_topic_score_gemma":0.0013869512,"teacher_disagreement_score":0.52705026,"about_ca_system_score_codex":0.00011496707,"about_ca_system_score_gemma":0.000019795796,"threshold_uncertainty_score":0.71949613},"labels":[],"label_agreement":null},{"id":"W2531713236","doi":"","title":"Simulation of multiple hydraulically driven fractures","year":2015,"lang":"en","type":"dissertation","venue":"UWSpace (University of Waterloo)","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"University of Waterloo","keywords":"Petroleum engineering; Geology; Computer science","score_opus":0.008015942538212589,"score_gpt":0.2135742760276962,"score_spread":0.20555833348948363,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2531713236","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9975038,0.00021590176,0.0003675286,0.000052613326,0.00017969265,0.00012763984,0.00003336749,0.000121271565,0.0013981491],"genre_scores_gemma":[0.9611685,0.00006915148,0.000595684,0.0000022692748,0.000040553827,1.9054994e-7,0.00057052646,0.000033931585,0.03751914],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.999049,0.000031795145,0.0001724479,0.00020421078,0.00035511242,0.00018744699],"domain_scores_gemma":[0.9990939,0.00008623045,0.00016646295,0.000315742,0.0002283382,0.000109325854],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00008218381,0.00022072524,0.0005006817,0.0003123967,0.00005577416,0.000008493243,0.00031669042,0.00039779354,0.00016655169],"category_scores_gemma":[0.000047615555,0.00023934021,0.00023995638,0.00017951755,0.000045148263,0.00012928562,0.000026906346,0.0002642384,0.000030441457],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00006017064,0.000029239533,0.00017445188,0.00037047284,0.0002688551,0.000009515839,0.027110985,0.9675561,0.0018324308,5.348994e-7,0.000979031,0.0016081791],"study_design_scores_gemma":[0.0009064294,0.00008870019,0.0070164483,0.00032485073,0.000500491,4.2285035e-7,0.029513853,0.9514071,0.006562133,0.000099547666,0.003038228,0.00054184796],"about_ca_topic_score_codex":0.00842411,"about_ca_topic_score_gemma":0.028558645,"teacher_disagreement_score":0.036335282,"about_ca_system_score_codex":0.000067312416,"about_ca_system_score_gemma":0.0000388277,"threshold_uncertainty_score":0.9981789},"labels":[],"label_agreement":null},{"id":"W2535471801","doi":"10.2118/181595-ms","title":"Revitalization of a 75-Year-Old Multi-Layered Permian Basin Field Results in 10-Fold Increase in Primary Production","year":2016,"lang":"en","type":"article","venue":"SPE Annual Technical Conference and Exhibition","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"ConocoPhillips (Canada)","funders":"ConocoPhillips","keywords":"Permian; Geology; Structural basin; Oil in place; Paleontology; Reservoir modeling; Drilling; Permeability (electromagnetism); Mining engineering; Petroleum; Petroleum engineering; Engineering","score_opus":0.01426699107068365,"score_gpt":0.239344580718434,"score_spread":0.22507758964775035,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2535471801","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9899563,0.00009296479,0.005398182,0.0018112656,0.00004607503,0.00026215764,0.00005005002,0.00013166391,0.0022512975],"genre_scores_gemma":[0.9986578,0.00054206786,0.0003823631,0.000031265594,0.000040862466,0.000015795216,0.00003964776,0.000010019717,0.0002801396],"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","domain_scores_codex":[0.9990206,0.00005258745,0.00038311293,0.00024608008,0.00013323348,0.00016442429],"domain_scores_gemma":[0.9995788,0.000054383778,0.000048947193,0.0001953594,0.00007022196,0.0000523324],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00032326818,0.00011670542,0.00022538667,0.00020974356,0.000018025192,0.000012455128,0.000069921065,0.00016638648,0.000034000215],"category_scores_gemma":[0.00041151815,0.00009024844,0.000040117386,0.00027178795,0.000044551183,0.00027301378,0.000031672877,0.00013252124,0.0000072058624],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0030246263,0.001582643,0.045578055,0.0024547488,0.00012038725,0.00015823939,0.002652517,0.014629179,0.72316206,0.0014252237,0.018515315,0.18669704],"study_design_scores_gemma":[0.014037091,0.0016195341,0.55371433,0.011816375,0.00016581488,0.00006595354,0.0015028532,0.02290402,0.38200814,0.0047950624,0.0047357334,0.0026350778],"about_ca_topic_score_codex":0.00031210287,"about_ca_topic_score_gemma":0.0004861227,"teacher_disagreement_score":0.5081363,"about_ca_system_score_codex":0.000065451284,"about_ca_system_score_gemma":0.000018096905,"threshold_uncertainty_score":0.36802244},"labels":[],"label_agreement":null},{"id":"W2535949236","doi":"10.2118/182422-ms","title":"Analytical Model for Multifractured Horizontal Wells in Heterogeneous Shale Reservoirs","year":2016,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":14,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Regina","funders":"National Science Fund for Distinguished Young Scholars; National Natural Science Foundation of China","keywords":"Geology; Slippage; Oil shale; Hydraulic fracturing; Petroleum engineering; Fracture (geology); Flow (mathematics); Geotechnical engineering; Mechanics; Materials science","score_opus":0.015712244550729015,"score_gpt":0.2423979380826643,"score_spread":0.2266856935319353,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2535949236","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.62189317,0.00013477005,0.37315193,0.00091790914,0.00012472123,0.00026135994,0.000036499212,0.00033081218,0.003148804],"genre_scores_gemma":[0.9945902,0.000044812936,0.0018456982,0.00005750011,0.00007965102,0.000038246133,0.0000069710136,0.00004168992,0.0032952272],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9988534,0.000013673169,0.0002870158,0.00026158922,0.00015871646,0.0004256278],"domain_scores_gemma":[0.99936396,0.00013072434,0.00001576737,0.0003191202,0.00002748039,0.00014294684],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00014277209,0.0001831029,0.00026755058,0.00017342549,0.000034416073,0.00002359454,0.00021114541,0.00015348998,0.00014880416],"category_scores_gemma":[0.00006152397,0.00011512326,0.00018949127,0.00012555478,0.000030429843,0.00010988501,0.000032418364,0.00010254755,0.00005825073],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00003037625,0.00003506065,0.00047165397,0.000028661596,0.000078098084,0.000013568308,0.00008501581,0.99287474,0.0012245828,0.000018883475,0.0023064325,0.00283295],"study_design_scores_gemma":[0.00066842994,0.000023589084,0.00013634234,0.000023593766,0.000019993886,0.0000032702717,0.000012454761,0.98811495,0.008259461,0.00023737346,0.0022907143,0.00020981644],"about_ca_topic_score_codex":0.00007725584,"about_ca_topic_score_gemma":0.0004249609,"teacher_disagreement_score":0.37269703,"about_ca_system_score_codex":0.00011773688,"about_ca_system_score_gemma":0.000013673542,"threshold_uncertainty_score":0.469459},"labels":[],"label_agreement":null},{"id":"W2539921002","doi":"10.2118/182507-ms","title":"Effect of Near Wellbore Effective Stress on the Performance of Slotted Liner Completions in SAGD Operations","year":2016,"lang":"en","type":"article","venue":"SPE Thermal Well Integrity and Design Symposium","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":28,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"Natural Sciences and Engineering Research Council of Canada; RGL Reservoir Management","keywords":"Geotechnical engineering; Clogging; Compaction; Stress (linguistics); Geology; Oil sands; Overburden pressure; Asphalt; Petroleum engineering; Materials science; Composite material","score_opus":0.007926864077127869,"score_gpt":0.2186369656411845,"score_spread":0.21071010156405665,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2539921002","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99351716,0.0000848608,0.003586535,0.0005359137,0.000056528057,0.00034579186,0.000021829883,0.000033081997,0.0018183226],"genre_scores_gemma":[0.9995528,0.00016770646,0.000060260336,0.000015261858,0.000033049622,0.00003193686,0.0000033926044,0.000014252702,0.00012137734],"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99904567,0.00032727653,0.00022038676,0.00012761539,0.00012481217,0.00015422967],"domain_scores_gemma":[0.99886334,0.00080522295,0.000028491313,0.00022483026,0.00003977382,0.000038317125],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000518605,0.00015108021,0.00026374398,0.00008037969,0.00007579988,0.0000150197375,0.00014913191,0.00009431314,0.0000960128],"category_scores_gemma":[0.000036913876,0.00007395485,0.000072262905,0.00016087711,0.00017063109,0.00006995362,0.000022724244,0.0002886344,0.000022059652],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00022431926,0.000069201116,0.0027970085,0.00016837625,0.00011166478,0.0000017395273,0.0004819739,0.83086807,0.16383424,0.00009349242,0.000115545,0.0012343473],"study_design_scores_gemma":[0.0005282417,0.00060112437,0.0055254586,0.00039388213,0.000049221202,0.000001346963,0.000027748018,0.2817144,0.71091866,0.000008991191,0.0001008267,0.00013009922],"about_ca_topic_score_codex":0.00024513743,"about_ca_topic_score_gemma":0.000052376963,"teacher_disagreement_score":0.5491537,"about_ca_system_score_codex":0.000030534786,"about_ca_system_score_gemma":0.000012939018,"threshold_uncertainty_score":0.30157912},"labels":[],"label_agreement":null},{"id":"W2540959532","doi":"10.2118/182517-ms","title":"Investigation Into the Use of Commercial Sands and Fines to Replicate Oil Sands for Large-Scale Sand Control Testing","year":2016,"lang":"en","type":"article","venue":"SPE Thermal Well Integrity and Design Symposium","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":32,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"Natural Sciences and Engineering Research Council of Canada; RGL Reservoir Management","keywords":"Oil sands; Particle-size distribution; Sieve analysis; Particle size; Shape factor; Geology; Consolidation (business); Granulometry; Environmental science; Mineralogy; Geotechnical engineering; Petroleum engineering; Materials science; Asphalt; Composite material; Mathematics","score_opus":0.04093492938070316,"score_gpt":0.23614142563861967,"score_spread":0.19520649625791653,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2540959532","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7804343,0.00030592183,0.21152292,0.006666604,0.000109451525,0.00030645597,0.00004175152,0.00011507278,0.00049751514],"genre_scores_gemma":[0.9956566,0.00012629048,0.0032814993,0.00032164628,0.00015134031,0.000042582815,0.0000032504092,0.000022943768,0.00039382],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.999078,0.00009762407,0.0002752419,0.0002137392,0.000107346095,0.00022805246],"domain_scores_gemma":[0.9985507,0.0009377096,0.00005626449,0.00024465605,0.00009190994,0.00011874095],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005865654,0.00017356269,0.00027331026,0.000070310314,0.00016721411,0.00006265457,0.00012333794,0.00011747761,0.000012189759],"category_scores_gemma":[0.00017980608,0.000096918855,0.000059970782,0.00012868154,0.00011111424,0.00014425573,0.00003784528,0.00015860992,0.0000034594534],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00058816955,0.000043761323,0.010491865,0.0002990075,0.0002479539,0.0000020657947,0.005195763,0.048791252,0.8976532,0.00007981131,0.0050080293,0.031599104],"study_design_scores_gemma":[0.00444602,0.0007093282,0.014441487,0.00072550646,0.00051900133,0.00001400655,0.00026835405,0.4054292,0.55111563,0.0015827754,0.019773742,0.0009749454],"about_ca_topic_score_codex":0.00030005316,"about_ca_topic_score_gemma":0.000099579076,"teacher_disagreement_score":0.35663795,"about_ca_system_score_codex":0.000018703468,"about_ca_system_score_gemma":0.000016186199,"threshold_uncertainty_score":0.39522362},"labels":[],"label_agreement":null},{"id":"W2542874047","doi":"10.2118/182511-ms","title":"New Criteria for Slotted Liner Design for Heavy Oil Thermal Production","year":2016,"lang":"en","type":"article","venue":"SPE Thermal Well Integrity and Design Symposium","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":45,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"Natural Sciences and Engineering Research Council of Canada; RGL Reservoir Management","keywords":"Permeability (electromagnetism); Pressure drop; Saturation (graph theory); Flow (mathematics); Materials science; Mechanics; Mathematics","score_opus":0.028641792549515138,"score_gpt":0.2531814185982028,"score_spread":0.22453962604868768,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2542874047","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"methods","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.013163477,0.0004110067,0.97849727,0.0051673856,0.00076446123,0.0005170366,0.000018910347,0.00035311104,0.0011073224],"genre_scores_gemma":[0.92256916,0.00051201804,0.05086105,0.0001831676,0.0026479373,0.0002526966,0.000019523397,0.00015165028,0.022802804],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.998568,0.00012151522,0.00032535967,0.0003883789,0.00013893764,0.00045778352],"domain_scores_gemma":[0.99900657,0.00033730813,0.00005257161,0.00031186646,0.00010948466,0.0001822272],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00070742884,0.00031118168,0.0003467187,0.000112327056,0.00015819604,0.0000850721,0.00020261016,0.00024399375,0.00016527515],"category_scores_gemma":[0.00008214322,0.00020139052,0.0001728714,0.000107210704,0.00006465577,0.0002561031,0.000022736862,0.00020756057,0.00004193875],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0011448415,0.00005795885,0.000012012943,0.00020926104,0.0002542794,0.000002270513,0.0004263277,0.08441623,0.8612497,0.000055075387,0.030048637,0.022123393],"study_design_scores_gemma":[0.0015094896,0.00039558415,0.00007228911,0.00019395056,0.00021583235,0.000013201433,0.000043913013,0.08290209,0.88625556,0.00084423576,0.026929617,0.0006242367],"about_ca_topic_score_codex":0.0000731896,"about_ca_topic_score_gemma":0.000008913068,"teacher_disagreement_score":0.92763627,"about_ca_system_score_codex":0.00006188242,"about_ca_system_score_gemma":0.00005522673,"threshold_uncertainty_score":0.82124674},"labels":[],"label_agreement":null},{"id":"W2548250367","doi":"10.2118/180242-pa","title":"A Petrophysical Dual-Porosity Model for Evaluation of Secondary Mineralization and Tortuosity in Naturally Fractured Reservoirs","year":2016,"lang":"en","type":"article","venue":"SPE Reservoir Evaluation & Engineering","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":7,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Calgary","funders":"China National Offshore Oil Corporation","keywords":"Cementation (geology); Petrophysics; Porosity; Mineralization (soil science); Tortuosity; Geology; Compaction; Fracture (geology); Mineralogy; Geotechnical engineering; Soil science; Composite material; Materials science","score_opus":0.021343441193006907,"score_gpt":0.27132961335243677,"score_spread":0.24998617215942986,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2548250367","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.905295,0.0011025026,0.0921319,0.00030736838,0.00014690029,0.0007125234,0.000037290476,0.000113110975,0.00015338713],"genre_scores_gemma":[0.9968049,0.00015278769,0.0025581345,0.000008061016,0.0001155697,0.00016831524,0.00007600867,0.000050656767,0.00006557165],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99759626,0.00011449707,0.0005524079,0.0003677834,0.0010218463,0.0003472239],"domain_scores_gemma":[0.998642,0.0001908567,0.00010068753,0.00038798453,0.0005648498,0.00011359778],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002277134,0.00026808432,0.00039946713,0.0003937792,0.00005476784,0.0000324492,0.00015754919,0.00019807855,0.000057277975],"category_scores_gemma":[0.00094801065,0.00022090224,0.00012697809,0.00036624234,0.000034147615,0.0004871322,0.000054798133,0.00020049178,0.000002060967],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000034834477,0.000027155595,0.00030857194,0.00016570561,0.000071979775,5.7253993e-7,0.00030883102,0.9532414,0.041554123,0.000057905534,0.00014444279,0.004084461],"study_design_scores_gemma":[0.0021264676,0.00003177835,0.016369807,0.00016980202,0.00015869406,0.0000015322564,0.000016712045,0.97122675,0.008702126,0.00084258564,0.000085981876,0.00026776054],"about_ca_topic_score_codex":0.000058810907,"about_ca_topic_score_gemma":0.00030830852,"teacher_disagreement_score":0.09150987,"about_ca_system_score_codex":0.0004591298,"about_ca_system_score_gemma":0.00013452687,"threshold_uncertainty_score":0.9008132},"labels":[],"label_agreement":null},{"id":"W2548256768","doi":"10.1360/n972015-00692","title":"Key issues and investigation of horizontal well drilling and multistage fracturing in shale gas reservoir","year":2016,"lang":"en","type":"article","venue":"Chinese Science Bulletin (Chinese Version)","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":10,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Shale gas; Petroleum engineering; Geology; Drilling; Key (lock); Directional drilling; Oil shale; Hydraulic fracturing; Unconventional oil; Petrology; Mining engineering; Engineering; Computer science; Paleontology; Mechanical engineering","score_opus":0.004059752114732576,"score_gpt":0.21293520241973585,"score_spread":0.20887545030500326,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2548256768","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9966747,0.0006516619,0.00031105007,0.0013083406,0.00015972811,0.00011393791,0.000007514617,0.00008957113,0.0006834613],"genre_scores_gemma":[0.9978243,0.00051851623,0.0013297149,0.000020670275,0.000083429346,0.0000048393567,0.0000034026498,0.00002227824,0.00019283491],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9983939,0.00004096906,0.00034497955,0.00044468674,0.00042361472,0.0003518578],"domain_scores_gemma":[0.9991044,0.00021613734,0.000072279196,0.00031785728,0.00006897494,0.00022038227],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007306274,0.00025751442,0.00033480275,0.0005155032,0.00019792645,0.0000663599,0.0003176571,0.000092287235,0.00013995905],"category_scores_gemma":[0.00047222467,0.00015724156,0.000053741944,0.00073014194,0.0005631537,0.000401297,0.00021702386,0.00018106576,0.000038434435],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000057409066,0.000034577653,0.8296798,0.0003217889,0.000030391147,0.000044955694,0.0029273531,0.016300756,0.14812616,0.0000139982185,0.00054980133,0.0019130053],"study_design_scores_gemma":[0.0025433663,0.00013980894,0.8437288,0.0009407183,0.00003037797,0.000041387357,0.00045347042,0.11257669,0.032300342,0.0012501007,0.0050204983,0.00097444677],"about_ca_topic_score_codex":0.0005607165,"about_ca_topic_score_gemma":0.000106231084,"teacher_disagreement_score":0.1158258,"about_ca_system_score_codex":0.000073665404,"about_ca_system_score_gemma":0.000024025278,"threshold_uncertainty_score":0.64121246},"labels":[],"label_agreement":null},{"id":"W2548394865","doi":"10.1144/petgeo2016-070","title":"Causes and mitigation strategies of surface hydrocarbon leaks at heavy-oil fields: examples from Alberta and California","year":2016,"lang":"en","type":"article","venue":"Petroleum Geoscience","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"Canadian Natural Resources Limited; University of Texas at Austin","keywords":"Telmatology; Environmental geology; Metamorphic petrology; Geobiology; Geology; Economic geology; Igneous petrology; Regional geology; Engineering geology; Hydrocarbon; Hydrogeology; Palaeogeography; Earth science; Petroleum engineering; Seismology; Volcanism; Geotechnical engineering; Tectonics","score_opus":0.006827275699561914,"score_gpt":0.1969955136473688,"score_spread":0.1901682379478069,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2548394865","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9948067,0.0009625525,0.0029378545,0.00033891344,0.000053830383,0.000013093291,0.00003352492,0.000039650626,0.0008138991],"genre_scores_gemma":[0.9982119,0.00076115166,0.0002057517,0.000011817536,0.000022458082,0.0000021369826,0.000003574144,0.000008089628,0.0007730946],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9992441,0.000019666137,0.0001605226,0.00022130554,0.00016223965,0.00019216664],"domain_scores_gemma":[0.99948835,0.00020306456,0.000037071946,0.00017386227,0.000014628669,0.00008301364],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00009293799,0.000116202034,0.00016949263,0.000046113204,0.00007729507,0.00003987397,0.000104286635,0.00005986143,0.000029247478],"category_scores_gemma":[0.000051361836,0.00007950611,0.000026174801,0.00007873323,0.00018722106,0.00017827612,0.000053499196,0.000052932508,0.0000064402916],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00005914581,0.0000655458,0.12395457,0.00046183058,0.00022138431,0.000016247997,0.0032777325,0.2939232,0.56378716,0.00017155483,0.0004857982,0.0135757895],"study_design_scores_gemma":[0.0016536106,0.0002215205,0.14567104,0.00073094055,0.00021666296,0.000029787945,0.0017213513,0.56044567,0.27137557,0.0018360642,0.01481948,0.0012782969],"about_ca_topic_score_codex":0.008026366,"about_ca_topic_score_gemma":0.0064980625,"teacher_disagreement_score":0.2924116,"about_ca_system_score_codex":0.000024830373,"about_ca_system_score_gemma":0.000014802546,"threshold_uncertainty_score":0.99857926},"labels":[],"label_agreement":null},{"id":"W2550296770","doi":"10.1016/b978-0-12-802100-2.00004-6","title":"Shale Gas Production Technologies","year":2016,"lang":"en","type":"book-chapter","venue":"Elsevier eBooks","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Petroleum engineering; Shale gas; Separator (oil production); Unconventional oil; Hydraulic fracturing; Oil shale; Directional drilling; Production (economics); Environmental science; Engineering; Waste management; Drilling; Mechanical engineering","score_opus":0.008452849332755207,"score_gpt":0.19820366969140238,"score_spread":0.18975082035864718,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2550296770","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00005017398,0.0027801413,0.000052900377,0.0002470934,0.0005694701,0.0001920102,0.000010960486,0.0016629962,0.99443424],"genre_scores_gemma":[0.013640118,0.001009991,0.00009711678,0.00001022997,0.00046087938,0.0000339471,0.0000073002648,0.0001179235,0.9846225],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9988496,0.00000540844,0.00028533424,0.0003547916,0.00022762814,0.00027724507],"domain_scores_gemma":[0.99909776,0.00001797376,0.000066665474,0.0007238748,0.000045885405,0.000047825928],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00010044168,0.0003676954,0.00040855675,0.00026826595,0.00007208932,0.000027932912,0.000284148,0.00046600512,0.00015463156],"category_scores_gemma":[0.000023399425,0.00027098868,0.00022904498,0.000014125435,0.000118542586,0.00003963896,0.00007384437,0.0004561436,0.00063506654],"study_design_candidate":"design_other","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000015278391,0.0000014026531,7.3264164e-7,0.00012628117,0.00020516245,0.000020168365,0.000029297013,0.00033631208,0.00011383797,0.00017567731,0.000764946,0.9982247],"study_design_scores_gemma":[0.000057397538,0.000011155747,9.2416536e-7,0.00046279997,0.00010316847,0.00001590897,0.0000062626946,0.00006399723,0.0019262909,0.010587359,0.98637897,0.00038578644],"about_ca_topic_score_codex":1.3497016e-7,"about_ca_topic_score_gemma":0.000008972672,"teacher_disagreement_score":0.99783885,"about_ca_system_score_codex":0.0001138788,"about_ca_system_score_gemma":0.00001732916,"threshold_uncertainty_score":0.99997425},"labels":[],"label_agreement":null},{"id":"W2550334470","doi":"","title":"Interfacial motions and pressure fluctuations during fluid displacement in porous media","year":2014,"lang":"en","type":"article","venue":"2014 AGU Fall Meeting","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Western University","funders":"","keywords":"Porous medium; Displacement (psychology); Mechanics; Materials science; Fluid motion; Porosity; Physics; Composite material","score_opus":0.004974831227098851,"score_gpt":0.20296887698279925,"score_spread":0.1979940457557004,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2550334470","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9914337,0.0005708546,0.003891679,0.00013729569,0.00019859319,0.00008669261,0.0000051505153,0.00015917646,0.0035168624],"genre_scores_gemma":[0.99908674,0.00010528711,0.00038182575,0.000011356789,0.00019261874,0.000020197593,0.000013015289,0.00002528488,0.00016368848],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99903774,0.00005427332,0.00027313537,0.0002019782,0.00015807449,0.00027476894],"domain_scores_gemma":[0.99958086,0.000081454134,0.000031305422,0.00019516486,0.00002082178,0.00009041166],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00028762763,0.0001505879,0.0001954372,0.00016567651,0.00011609146,0.000049270246,0.000117340314,0.00008086826,0.000023099468],"category_scores_gemma":[0.00018852612,0.0001430356,0.00004124337,0.00011046388,0.000027363423,0.00010085077,0.00006289439,0.00019211201,0.000032131786],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000004431081,0.00002568956,0.015106599,0.00016995169,0.00008726094,0.0000037892107,0.0023745915,0.97298354,0.007188262,0.000034056393,0.0003994969,0.0016223234],"study_design_scores_gemma":[0.0010154357,0.000025717844,0.16000879,0.00032925882,0.00014333201,0.000010296175,0.00043798567,0.82908857,0.00366238,0.0001326074,0.004594113,0.0005515243],"about_ca_topic_score_codex":0.00059519336,"about_ca_topic_score_gemma":0.0028854562,"teacher_disagreement_score":0.14490218,"about_ca_system_score_codex":0.00003470865,"about_ca_system_score_gemma":0.000004900846,"threshold_uncertainty_score":0.58328223},"labels":[],"label_agreement":null},{"id":"W2554615863","doi":"10.1017/cbo9781316543832.007","title":"Radially Symmetric Thermo-Poroelasticity Problems: Cylindrical Cavity in an Infinite Medium","year":2016,"lang":"en","type":"book-chapter","venue":"Cambridge University Press eBooks","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"McGill University","funders":"","keywords":"Poromechanics; Mechanics; Porous medium; Bounded function; Materials science; Fluid pressure; Cavity wall; Physics; Porosity; Mathematics; Mathematical analysis; Composite material","score_opus":0.015277718762238665,"score_gpt":0.18827226433232244,"score_spread":0.17299454557008379,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2554615863","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0022018803,0.00021803091,0.0029719041,0.000017649669,0.00029950016,0.00034908357,0.00020479636,0.0004014208,0.9933357],"genre_scores_gemma":[0.27966234,0.00037840352,0.000054326287,0.000027277916,0.00035591857,0.0000025152956,0.000052857904,0.00013145455,0.7193349],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.99801075,0.00007726872,0.00037520425,0.0005862955,0.0004235996,0.0005268582],"domain_scores_gemma":[0.9984646,0.00018271778,0.00013699908,0.00070688664,0.00011527728,0.000393546],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00020075409,0.00055970385,0.000740748,0.0008696024,0.000109256354,0.00005184871,0.0007342333,0.0007644856,0.00001741578],"category_scores_gemma":[0.000029593893,0.0005309295,0.00027827936,0.000049816783,0.00020188223,0.00016769706,0.00021507766,0.0009964039,0.000035485562],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0012529617,0.00066352484,0.0006628706,0.0059300084,0.0078521585,0.014398034,0.0025817028,0.23488231,0.0022946682,0.6145005,0.035158362,0.07982286],"study_design_scores_gemma":[0.0025950698,0.00019984086,0.0014567323,0.0010153163,0.00083329185,0.000032253858,0.000027013806,0.020881496,0.00050088903,0.00006519277,0.9699587,0.0024342057],"about_ca_topic_score_codex":0.00023415468,"about_ca_topic_score_gemma":0.00009690903,"teacher_disagreement_score":0.9348003,"about_ca_system_score_codex":0.00052397023,"about_ca_system_score_gemma":0.00011320701,"threshold_uncertainty_score":0.99971426},"labels":[],"label_agreement":null},{"id":"W2557629196","doi":"","title":"Characterization of Hydraulic Active Fractures in a Dolostone Aquifer Using Heat and Contaminants As Tracers","year":2014,"lang":"en","type":"article","venue":"2014 AGU Fall Meeting","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Guelph","funders":"","keywords":"Dolostone; Aquifer; Geology; Contamination; Environmental science; Groundwater; Hydrology (agriculture); Geotechnical engineering; Geochemistry; Sedimentary rock; Carbonate rock","score_opus":0.006945726858550862,"score_gpt":0.22988561099534005,"score_spread":0.2229398841367892,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2557629196","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9957533,0.00018650081,0.001744645,0.00006339258,0.0000940168,0.00011245665,0.0000031609168,0.000059129135,0.001983425],"genre_scores_gemma":[0.99948055,0.00015016348,0.00015931517,0.000052667772,0.000073103794,0.000005689334,0.000013244239,0.000033108074,0.000032151438],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9989517,0.00008476302,0.0003167033,0.00021489333,0.00016501803,0.00026696917],"domain_scores_gemma":[0.9995506,0.000100392936,0.00007257302,0.00016942226,0.000030655214,0.00007639271],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00030450645,0.0001841605,0.00036680722,0.00022028407,0.000057272868,0.000024453722,0.00009591331,0.00014194248,0.00001579545],"category_scores_gemma":[0.000116537456,0.0001688196,0.00005678951,0.00014953637,0.0000457002,0.00016655789,0.000031133375,0.0001975364,0.000007843793],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00006362995,0.000050843606,0.026497211,0.00029342325,0.00014309071,0.000007612738,0.0039950707,0.2861377,0.6681393,0.000006193231,0.000022539572,0.014643416],"study_design_scores_gemma":[0.0010386206,0.00009477809,0.16486765,0.00058424706,0.000107310574,0.000012970618,0.00041899778,0.59426963,0.23649873,0.000044536955,0.0015422854,0.0005202599],"about_ca_topic_score_codex":0.0030289413,"about_ca_topic_score_gemma":0.00070693623,"teacher_disagreement_score":0.43164057,"about_ca_system_score_codex":0.000051860796,"about_ca_system_score_gemma":0.0000101693995,"threshold_uncertainty_score":0.6884264},"labels":[],"label_agreement":null},{"id":"W2558814179","doi":"","title":"Seismic characteristics of tensile fracture growth induced by hydraulic fracturing","year":2014,"lang":"en","type":"article","venue":"AGU Fall Meeting Abstracts","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Hydraulic fracturing; Fracture (geology); Geology; Ultimate tensile strength; Geotechnical engineering; Materials science; Composite material","score_opus":0.006396887869823532,"score_gpt":0.19721192317553218,"score_spread":0.19081503530570865,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2558814179","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.98731184,0.00018783097,0.0015297643,0.00034811467,0.00033312873,0.00011820248,0.000013990543,0.00046136416,0.00969577],"genre_scores_gemma":[0.9985182,0.0000836747,0.00031269767,0.00040105748,0.00039873645,0.000010221789,0.00007788953,0.00010841182,0.000089091685],"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.997597,0.000070393995,0.00083262305,0.00040405968,0.0004652564,0.00063067395],"domain_scores_gemma":[0.99836063,0.00038307832,0.0003148062,0.00053944415,0.00013743961,0.00026460653],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0005321406,0.00044113112,0.0006773809,0.0002076832,0.00013752934,0.000075305776,0.0004257973,0.0003818369,0.0000095838095],"category_scores_gemma":[0.00060023763,0.00041123165,0.00020806122,0.00025030356,0.00005277746,0.00018939908,0.00005799378,0.0007899393,0.000090799615],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000025202542,0.0001858918,0.019334577,0.0008751975,0.000499472,0.000025040286,0.0010239613,0.9061148,0.056780163,0.0000029757064,0.00889427,0.006238462],"study_design_scores_gemma":[0.0014921019,0.00021715884,0.26634085,0.0011612211,0.0004670612,0.000039136237,0.0002216598,0.2350307,0.43737996,0.0003204745,0.05498112,0.0023485788],"about_ca_topic_score_codex":0.0046769893,"about_ca_topic_score_gemma":0.00011920514,"teacher_disagreement_score":0.6710841,"about_ca_system_score_codex":0.000065310334,"about_ca_system_score_gemma":0.000021573154,"threshold_uncertainty_score":0.99983394},"labels":[],"label_agreement":null},{"id":"W2560427188","doi":"10.2118/184161-ms","title":"Modeling Heavy-Oil Recovery Using Electromagnetic Radiation/Hydraulic Fracturing Considering Adiabatic Effect and Thermal Expansion","year":2016,"lang":"en","type":"article","venue":"SPE Heavy Oil Conference and Exhibition","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"Ministry of Education and Science of the Russian Federation; Russian Foundation for Basic Research","keywords":"Adiabatic process; Petroleum engineering; Mechanics; Dielectric heating; Thermal; Materials science; Nuclear engineering; Environmental science; Thermodynamics; Physics; Engineering","score_opus":0.012059079595643446,"score_gpt":0.21870599827150988,"score_spread":0.20664691867586643,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2560427188","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9830973,0.0021074587,0.013503603,0.0003359722,0.00012645977,0.00005789012,0.0000039717506,0.00019468578,0.00057264813],"genre_scores_gemma":[0.99543655,0.0038059782,0.0003845273,0.0000782247,0.00017436064,0.000016960947,0.0000095802625,0.000042521788,0.00005130563],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9985501,0.00009307427,0.00033237535,0.0003733862,0.00020459197,0.00044646495],"domain_scores_gemma":[0.99939334,0.00013181912,0.00004811272,0.00020933365,0.000044587767,0.00017283238],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00025219293,0.00029831898,0.00036678294,0.00021748428,0.00023220251,0.00014736428,0.00006302624,0.00016625479,0.00006261651],"category_scores_gemma":[0.000065422544,0.00023421607,0.00007890413,0.00011989524,0.00006370258,0.0005118912,0.00003455685,0.00021497668,0.000015416032],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0001228829,0.000022596405,0.00028785155,0.0007597988,0.00013056326,0.000029105091,0.0008066221,0.30172595,0.2253501,0.000021325053,0.000019915724,0.47072327],"study_design_scores_gemma":[0.00097522425,0.00017448023,0.00042685334,0.0011581149,0.0001244429,0.00005715579,0.000068719375,0.9442013,0.051882423,0.00034956256,0.00008574144,0.00049599324],"about_ca_topic_score_codex":0.00028043985,"about_ca_topic_score_gemma":0.00006483975,"teacher_disagreement_score":0.6424753,"about_ca_system_score_codex":0.00010156419,"about_ca_system_score_gemma":0.000043184944,"threshold_uncertainty_score":0.9551054},"labels":[],"label_agreement":null},{"id":"W2562019585","doi":"10.15530/urtec-2016-2459223","title":"Understanding and Quantifying Variable Drainage Volume for Unconventional Wells","year":2016,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Microsemi (Canada)","funders":"","keywords":"Variable (mathematics); Drainage; Petroleum engineering; Volume (thermodynamics); Geology; Mathematics; Thermodynamics","score_opus":0.06732180170399323,"score_gpt":0.24367321594672892,"score_spread":0.1763514142427357,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2562019585","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.003227691,0.000086627646,0.9786053,0.00046903588,0.00013726483,0.000064438456,0.000007811663,0.00015796567,0.017243894],"genre_scores_gemma":[0.987684,0.00002983553,0.0037116404,0.00002580428,0.0000661219,0.000008320797,0.0000033281208,0.000017292006,0.00845363],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.999488,0.0000071535887,0.00011684147,0.00012352089,0.00007590996,0.0001885695],"domain_scores_gemma":[0.9997016,0.000121181874,0.000011946141,0.000093412,0.000013104659,0.000058731446],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00018098945,0.00008169291,0.00010921001,0.00007175291,0.00008839068,0.000037105154,0.000052227275,0.000050841347,0.0005001698],"category_scores_gemma":[0.000026342073,0.000054219247,0.00005162691,0.00007027055,0.000024605595,0.00011622348,0.000015258636,0.000033695876,0.000023548206],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00008340121,0.00012415342,0.011893234,0.0021860986,0.002449264,0.000024017685,0.0006655218,0.4542777,0.063564345,0.33036825,0.12525192,0.0091120815],"study_design_scores_gemma":[0.002196659,0.000068277695,0.00090169173,0.00029712645,0.00014054081,0.000014183919,0.0004672989,0.7431043,0.005445651,0.06356545,0.18302223,0.0007766525],"about_ca_topic_score_codex":0.000017575627,"about_ca_topic_score_gemma":0.000012937723,"teacher_disagreement_score":0.98445636,"about_ca_system_score_codex":0.00007330573,"about_ca_system_score_gemma":0.0000069023413,"threshold_uncertainty_score":0.5476509},"labels":[],"label_agreement":null},{"id":"W2565391130","doi":"","title":"Cohesion and Fracturing in a Transparent Jointed Rock Analogue","year":2016,"lang":"en","type":"article","venue":"50th U.S. Rock Mechanics/Geomechanics Symposium","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Waterloo","funders":"","keywords":"Geology; Cohesion (chemistry); Geotechnical engineering","score_opus":0.010885954743899057,"score_gpt":0.20858455481931376,"score_spread":0.1976986000754147,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2565391130","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.049667343,0.001206923,0.94509,0.0014739651,0.0008759938,0.00051281287,0.00006071055,0.00078939466,0.00032283744],"genre_scores_gemma":[0.9958997,0.0031741501,0.00013788186,0.00011429219,0.00015117165,0.000075570926,0.000030437543,0.00014249724,0.00027433934],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9967753,0.00010210736,0.00082343095,0.0007943522,0.0005038938,0.0010008779],"domain_scores_gemma":[0.9985336,0.000153168,0.00012322291,0.00069554476,0.00008639289,0.00040806073],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00046619363,0.0006309736,0.00078511634,0.0007291784,0.0001853171,0.00007919086,0.00046682078,0.00045261494,0.00019295469],"category_scores_gemma":[0.00006391633,0.0004930445,0.00023301641,0.00062039326,0.0000046978876,0.00035510468,0.00016947999,0.0005149996,0.00015482087],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00009503343,0.00016301371,0.00008306095,0.0004244264,0.00030420552,0.0001320904,0.00071192026,0.7301701,0.26407513,0.0008148457,0.00063895044,0.0023872813],"study_design_scores_gemma":[0.0018418543,0.00018764204,0.00005458193,0.0006643096,0.0001417884,0.000055023567,0.00014818001,0.86451614,0.122755624,0.003908268,0.0047067055,0.0010198553],"about_ca_topic_score_codex":0.00010912086,"about_ca_topic_score_gemma":0.00035319434,"teacher_disagreement_score":0.9462323,"about_ca_system_score_codex":0.00035512188,"about_ca_system_score_gemma":0.00004510691,"threshold_uncertainty_score":0.9997521},"labels":[],"label_agreement":null},{"id":"W2566163317","doi":"","title":"Exploration and Development of the Winnipeg/Deadwood Deep Gas Play along the Nesson Anticline","year":2013,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Anticline; Oil shale; Geology; Shale gas; Corporation; Paleontology","score_opus":0.011448481841056327,"score_gpt":0.2028211763917715,"score_spread":0.19137269455071518,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2566163317","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9525863,0.00022901485,0.044297658,0.001555266,0.00008094321,0.00013222183,2.2135438e-7,0.00005881116,0.0010595921],"genre_scores_gemma":[0.9985695,0.000050801296,0.0010715986,0.000038065482,0.000031861415,0.00001512888,0.0000021302858,0.000009697938,0.00021123682],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9994708,0.000019316643,0.00019238412,0.00007458239,0.00012852639,0.00011444325],"domain_scores_gemma":[0.9996871,0.000042955,0.000025624446,0.00018666597,0.000029920826,0.000027747777],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000119719916,0.00008122701,0.000097636635,0.000027316193,0.00010234828,0.00003117451,0.000119104734,0.00003576217,0.000099557496],"category_scores_gemma":[0.000018077855,0.000038033984,0.000028390863,0.00011591729,0.000029155406,0.0001250496,0.00003806159,0.00008033701,0.000023785178],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000044297294,0.00006353675,0.009655783,0.00018317439,0.00040837057,0.0000011773255,0.014581605,0.8531659,0.010576461,0.000065814726,0.0023418372,0.1089519],"study_design_scores_gemma":[0.00052818324,0.000017864546,0.111955605,0.0000865317,0.00007612245,0.000006195423,0.0029921862,0.65479076,0.22033434,0.00028634124,0.008571315,0.00035459397],"about_ca_topic_score_codex":0.00014523155,"about_ca_topic_score_gemma":0.00045547463,"teacher_disagreement_score":0.20975786,"about_ca_system_score_codex":0.000011283969,"about_ca_system_score_gemma":0.000008871477,"threshold_uncertainty_score":0.15509808},"labels":[],"label_agreement":null},{"id":"W2566616379","doi":"","title":"Evaluating completion performance for gas wells in the upper and the lower Montney formation, Canada","year":2016,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Geology; Completion (oil and gas wells); Petroleum engineering","score_opus":0.013388578186413237,"score_gpt":0.23010157120706587,"score_spread":0.21671299302065264,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2566616379","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.972223,0.00013781736,0.015408078,0.0077420925,0.0000883293,0.0002669267,0.0000032744122,0.000025134852,0.004105368],"genre_scores_gemma":[0.9990975,0.00008338676,0.00013914068,0.00031591722,0.00003877115,0.000039946357,0.000002131072,0.0000053919994,0.00027777348],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9995087,0.000030242072,0.00013929096,0.000055242454,0.00013892402,0.00012760484],"domain_scores_gemma":[0.9995641,0.0002520954,0.000015822307,0.00012727836,0.000025544892,0.000015171519],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005529046,0.00006033615,0.00007962909,0.000021359287,0.00009299657,0.000021212147,0.00009471973,0.000017602986,0.00003853748],"category_scores_gemma":[0.00004593952,0.00002273481,0.000024049274,0.000056467885,0.00002116336,0.000095121875,0.0000114708355,0.00004448415,0.000002968199],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00010946088,0.00002514035,0.002914793,0.0002496993,0.000119260454,0.0000012463942,0.0028263372,0.86182874,0.00050958415,0.0005232048,0.048484214,0.082408346],"study_design_scores_gemma":[0.0008286732,0.0000148422605,0.0046046455,0.00003314977,0.00001550465,0.0000030305969,0.00018886125,0.98074806,0.0005444885,0.00014350851,0.012801485,0.00007376754],"about_ca_topic_score_codex":0.023258949,"about_ca_topic_score_gemma":0.090293236,"teacher_disagreement_score":0.11891933,"about_ca_system_score_codex":0.000045958317,"about_ca_system_score_gemma":0.0000139230915,"threshold_uncertainty_score":0.98324525},"labels":[],"label_agreement":null},{"id":"W2569861142","doi":"10.2118/184867-ms","title":"Accelerating Completions Concept Select in Unconventional Plays Using Diagnostics and Frac Modeling","year":2017,"lang":"en","type":"article","venue":"SPE Hydraulic Fracturing Technology Conference and Exhibition","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":11,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Shell (Canada)","funders":"Academy of Finland","keywords":"Development (topology); Field (mathematics); Key (lock); Process (computing); Computer science; Planar; Mathematical optimization; Engineering; Mathematics; Mathematical analysis; Pure mathematics","score_opus":0.03340501444299354,"score_gpt":0.2609794733833075,"score_spread":0.22757445894031397,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2569861142","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9186438,0.00078878796,0.07841333,0.0009780996,0.00010046049,0.00014276677,0.000010222469,0.0002519742,0.00067059643],"genre_scores_gemma":[0.996504,0.00080450124,0.0024659315,0.00004234429,0.0000954007,0.000018903747,0.000033867935,0.000026088346,0.000008974483],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9987513,0.000022395992,0.00034186375,0.0003641346,0.00014130626,0.00037901805],"domain_scores_gemma":[0.99933785,0.00006337969,0.00010159581,0.0003555427,0.00006090344,0.00008072973],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00015711233,0.00024855247,0.0003438622,0.00039326155,0.0006498794,0.00023868213,0.00021565009,0.00032539977,0.00004511699],"category_scores_gemma":[0.00016291873,0.00026159058,0.000045133835,0.00011967338,0.0002515283,0.00041074035,0.0001466979,0.00060782646,0.000005318815],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000011796223,0.00006122978,0.017584879,0.00015907713,0.00012780832,0.00008624772,0.00062036753,0.9609507,0.005268315,0.001664739,0.0000834023,0.013381494],"study_design_scores_gemma":[0.0005191475,0.000026405258,0.00474811,0.00033945058,0.00004081838,0.000046785663,0.00022851519,0.9794893,0.005013499,0.009106565,0.00011819116,0.00032317147],"about_ca_topic_score_codex":0.00036548797,"about_ca_topic_score_gemma":0.00028843293,"teacher_disagreement_score":0.07786023,"about_ca_system_score_codex":0.00006740538,"about_ca_system_score_gemma":0.000028131493,"threshold_uncertainty_score":0.9999836},"labels":[],"label_agreement":null},{"id":"W2571347807","doi":"10.2118/184865-ms","title":"Analyzing ISIP Stage-by-Stage Escalation to Determine Fracture Height and Horizontal-Stress Anisotropy","year":2017,"lang":"en","type":"article","venue":"SPE Hydraulic Fracturing Technology Conference and Exhibition","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":33,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"ConocoPhillips (Canada)","funders":"ConocoPhillips","keywords":"Microseism; Hydraulic fracturing; Anisotropy; Fracture (geology); Geology; Stage (stratigraphy); Tiltmeter; Perforation; Stress (linguistics); Stress field; Geotechnical engineering; Mechanics; Structural engineering; Engineering; Seismology; Mechanical engineering; Physics","score_opus":0.010549657157770686,"score_gpt":0.23353471733519984,"score_spread":0.22298506017742917,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2571347807","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.91270846,0.00081744505,0.080612525,0.0036194955,0.00013487504,0.00025461937,0.000047688252,0.00059811526,0.0012067863],"genre_scores_gemma":[0.9968095,0.0009901199,0.0014024101,0.00011743615,0.00012867636,0.00003249939,0.00007298771,0.000049238548,0.00039716615],"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9982568,0.000024865612,0.00036705055,0.0006169773,0.0002052082,0.0005291035],"domain_scores_gemma":[0.998666,0.00003906567,0.00017190496,0.0008280289,0.00006937574,0.00022565505],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00015650572,0.00042142416,0.0004874601,0.00047495545,0.00069766067,0.00042394525,0.00038885782,0.0005278399,0.00011563445],"category_scores_gemma":[0.00010055721,0.00040000473,0.000073052746,0.00015799596,0.00023398113,0.00059332064,0.00020515065,0.00062472996,0.000029351144],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0003088144,0.00040050334,0.08676267,0.001942043,0.001472611,0.00077723776,0.00303357,0.10189666,0.30459026,0.0012874729,0.007615008,0.48991317],"study_design_scores_gemma":[0.0024233148,0.00054173335,0.04226948,0.0010678594,0.00033217724,0.000083952335,0.00082141324,0.10751715,0.77653027,0.0038987861,0.062000252,0.0025136413],"about_ca_topic_score_codex":0.00031800798,"about_ca_topic_score_gemma":0.0002961085,"teacher_disagreement_score":0.48739952,"about_ca_system_score_codex":0.00007767821,"about_ca_system_score_gemma":0.000016933769,"threshold_uncertainty_score":0.9998452},"labels":[],"label_agreement":null},{"id":"W2571695116","doi":"","title":"Acoustic Emission Geomechanics of Hydraulic Fracturing in the Laboratory","year":2016,"lang":"en","type":"article","venue":"50th U.S. Rock Mechanics/Geomechanics Symposium","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Geomechanics; Hydraulic fracturing; Geology; Acoustic emission; Geotechnical engineering; Petroleum engineering; Acoustics; Physics","score_opus":0.006524052293969553,"score_gpt":0.20380874085024547,"score_spread":0.19728468855627593,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2571695116","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.050598416,0.0016053047,0.9412536,0.0019284381,0.0019526946,0.000946413,0.00016097337,0.0007839683,0.0007701856],"genre_scores_gemma":[0.9967647,0.001972618,0.000110931775,0.00029168642,0.00029485853,0.00011025764,0.000022767172,0.00018333505,0.0002488249],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9954992,0.00024252992,0.001202944,0.00078273594,0.0010622834,0.001210309],"domain_scores_gemma":[0.99714017,0.00043904132,0.00031560328,0.0015784445,0.00021769071,0.00030902593],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0014224952,0.0007605244,0.0009043634,0.0007439708,0.00024625676,0.00007736421,0.0015195676,0.0006323544,0.00021782894],"category_scores_gemma":[0.00023045727,0.00050275214,0.00037779816,0.0014622669,0.000010446862,0.00042875667,0.00029985615,0.00080878363,0.00015079275],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000045477456,0.0001853609,0.000011205992,0.00039483095,0.00018703114,0.00007198589,0.0007764113,0.52815753,0.46658218,0.0012378382,0.0014921697,0.00085796206],"study_design_scores_gemma":[0.0017320169,0.0002899784,0.000011161326,0.00078979874,0.00029051263,0.000050722087,0.0006509607,0.69301736,0.27735806,0.010110487,0.014397943,0.001300971],"about_ca_topic_score_codex":0.0000626629,"about_ca_topic_score_gemma":0.00008415026,"teacher_disagreement_score":0.9461663,"about_ca_system_score_codex":0.00035888425,"about_ca_system_score_gemma":0.00013614782,"threshold_uncertainty_score":0.9997424},"labels":[],"label_agreement":null},{"id":"W25725830","doi":"10.1063/1.4906804","title":"SOUTHWEST FLORIDA WATER MANAGEMENT DISTRICT WELL CONSTRUCTION PERMIT LOCATIONS","year":2013,"lang":"en","type":"article","venue":"downloadable data","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"Seventh Framework Programme; Academy of Finland; Russian Academy of Sciences; Magnus Ehrnroothin Säätiö; Russian Foundation for Basic Research","keywords":"Centroid; Quarter (Canadian coin); Latitude; Geography; Matching (statistics); Longitude; Reliability (semiconductor); Geographic coordinate system; Cartography; Statistics; Computer science; Geodesy; Archaeology; Mathematics","score_opus":0.010107718940123524,"score_gpt":0.19963528973027753,"score_spread":0.189527570790154,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W25725830","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.37762758,0.002067826,0.23955812,0.004207757,0.005033003,0.0024162547,0.0036571415,0.00409095,0.3613414],"genre_scores_gemma":[0.9903741,0.00021289951,0.001514296,0.000042698022,0.00015174951,0.0000506133,0.005710626,0.000023681894,0.001919339],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99900305,0.000014183508,0.00021200498,0.00028193818,0.00017408455,0.00031473662],"domain_scores_gemma":[0.9986193,0.000013026775,0.000015515985,0.0012262907,0.000027377753,0.00009849686],"candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.000088639856,0.00015366686,0.00014337437,0.000110359935,0.00013661504,0.00014491777,0.0005417871,0.000058192276,0.0024124838],"category_scores_gemma":[0.000004486583,0.00011250263,0.00003921352,0.0001635847,0.000040615156,0.00043586714,0.00021446873,0.00013534683,0.0061657773],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000005936433,0.00009640938,0.0020024944,0.0005431551,0.0011269358,0.00003693803,0.00030459405,0.40820336,0.0011323286,0.000091283284,0.544693,0.041763563],"study_design_scores_gemma":[0.00051654223,0.000011982581,0.0037193678,0.00004671669,0.00030962043,0.00002549616,0.0010726475,0.24819434,0.0063588847,0.00017402944,0.73889905,0.00067133486],"about_ca_topic_score_codex":0.0007528614,"about_ca_topic_score_gemma":0.00005833163,"teacher_disagreement_score":0.61274654,"about_ca_system_score_codex":0.000044554115,"about_ca_system_score_gemma":0.0000046981036,"threshold_uncertainty_score":0.99849945},"labels":[],"label_agreement":null},{"id":"W2582109592","doi":"10.5539/jmr.v9n1p143","title":"Domain Decomposition Modified with Characteristic Mixed Finite Element and Numerical Analysis for Three-Dimensional Slightly Compressible Oil-Water Seepage Displacement","year":2017,"lang":"en","type":"article","venue":"Journal of Mathematics Research","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"Natural Science Foundation of Shandong Province; National Natural Science Foundation of China","keywords":"Domain decomposition methods; Mathematics; Finite element method; Numerical analysis; Norm (philosophy); Mathematical analysis; Mixed finite element method; Applied mathematics; Boundary value problem","score_opus":0.03970571902974014,"score_gpt":0.3287508252137227,"score_spread":0.28904510618398255,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2582109592","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.5522038,0.00005620377,0.44694638,0.00048224244,0.00004020037,0.00009638331,0.000012359615,0.000010132062,0.00015230243],"genre_scores_gemma":[0.9815381,0.00003131316,0.018115073,0.000005270191,0.0000922114,0.000024549785,0.000017207149,0.000024799227,0.0001514446],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99806345,0.00006360792,0.000513561,0.00014671801,0.000831369,0.00038128253],"domain_scores_gemma":[0.9985637,0.00037520018,0.00018860825,0.0003886478,0.0002917399,0.0001921088],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0016963481,0.000160713,0.0005088871,0.00043961604,0.00047240345,0.00030377303,0.00033206496,0.000066749,0.000056363864],"category_scores_gemma":[0.00004991927,0.00009541216,0.00017198805,0.000109417975,0.000086764165,0.0001630591,0.00010497089,0.00033946912,0.0000057721113],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0003866363,0.0005485447,0.0010740745,0.0011438204,0.0051539415,0.00013610304,0.00093799544,0.974696,0.0140679665,0.00015319497,0.00057454314,0.0011271753],"study_design_scores_gemma":[0.0011887572,0.00024021372,0.0028788531,0.0002214702,0.00046365955,0.000025838113,0.00007799733,0.9866641,0.0065032966,0.00092138385,0.0006380478,0.00017637771],"about_ca_topic_score_codex":0.000015758338,"about_ca_topic_score_gemma":0.000039591752,"teacher_disagreement_score":0.42933434,"about_ca_system_score_codex":0.000090462614,"about_ca_system_score_gemma":0.00002302618,"threshold_uncertainty_score":0.3890795},"labels":[],"label_agreement":null},{"id":"W2582173312","doi":"","title":"En-Echelon Fracture Growth in Shales During Hydraulic Stimulation","year":2015,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Canadian Apheresis Group","funders":"","keywords":"Geology; Hydraulic fracturing; Fracture (geology); Well stimulation; Petroleum engineering; Geotechnical engineering; Petroleum; Reservoir engineering; Paleontology","score_opus":0.009845118089767577,"score_gpt":0.22219862037717597,"score_spread":0.2123535022874084,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2582173312","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.97546333,0.0002631172,0.008320084,0.00038657195,0.00009415999,0.000075827316,7.211774e-7,0.00042484602,0.014971345],"genre_scores_gemma":[0.99880177,0.00004180625,0.00044896672,0.000056257522,0.00013078692,0.0000072754124,0.000013267229,0.000027591213,0.00047229996],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9991669,0.000030586838,0.00020578831,0.00016119366,0.00020031731,0.0002351985],"domain_scores_gemma":[0.9996238,0.000041941836,0.000016191509,0.00016628824,0.000028985576,0.00012281061],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00016172307,0.00014991079,0.0001810541,0.00022885292,0.000025419964,0.000031806365,0.00012854542,0.00014606018,0.00008299524],"category_scores_gemma":[0.00007141994,0.00012724861,0.000056255994,0.00028629627,0.000010562059,0.00019590087,0.000024774778,0.000247505,0.000108685344],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000004714054,0.00001546133,0.006522316,0.00004241812,0.000023627446,0.000019177613,0.00073128624,0.991641,0.0003469429,0.0000058585783,0.00043731203,0.00020988277],"study_design_scores_gemma":[0.001215571,0.000023594836,0.15527824,0.00006902058,0.00003203276,0.00001343268,0.00041900144,0.80228126,0.03681398,0.00070553145,0.0026167876,0.0005315377],"about_ca_topic_score_codex":0.000371775,"about_ca_topic_score_gemma":0.00017494506,"teacher_disagreement_score":0.18935972,"about_ca_system_score_codex":0.00015028944,"about_ca_system_score_gemma":0.000011922662,"threshold_uncertainty_score":0.5189048},"labels":[],"label_agreement":null},{"id":"W2583764990","doi":"10.2118/0916-0114-jpt","title":"Chemical Analysis of Flowback Water and Downhole Gas-Shale Samples","year":2016,"lang":"en","type":"article","venue":"Journal of Petroleum Technology","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":9,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Produced water; Hydraulic fracturing; Shale gas; Oil shale; Environmental science; Unconventional oil; Petroleum engineering; Salinity; Geology","score_opus":0.004859522186492528,"score_gpt":0.1988758213648113,"score_spread":0.19401629917831878,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2583764990","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9874175,0.0005580019,0.010314062,0.0014277546,0.00005426628,0.000010328908,0.000007260455,0.000049404298,0.00016137573],"genre_scores_gemma":[0.99854636,0.00038692856,0.00092279416,0.000007455467,0.000049446335,0.0000010278103,0.0000014195213,0.000012337369,0.000072233786],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.999062,0.000013109693,0.0004422012,0.00010289629,0.00015685332,0.00022296012],"domain_scores_gemma":[0.9994865,0.000051528717,0.000095056326,0.00022328713,0.000076767894,0.00006685925],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00019086245,0.00011692813,0.0005344291,0.0011674415,0.000018204933,0.0000074903246,0.00023459276,0.00018724026,0.00014676881],"category_scores_gemma":[0.00005893916,0.00006158838,0.0001891152,0.0003528577,0.00013159894,0.00007227732,0.000055330092,0.00019597502,0.000005632284],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000024842791,0.000045590838,0.011176077,0.00004040898,0.003087267,0.0000366852,0.000080631835,0.02037515,0.9532862,0.000028761498,0.00038173917,0.01143665],"study_design_scores_gemma":[0.0010117006,0.00015071305,0.0021546865,0.000087321736,0.0018183596,0.00015671983,0.0001344246,0.009339514,0.9732105,0.00084584404,0.010828244,0.00026193232],"about_ca_topic_score_codex":0.000005297073,"about_ca_topic_score_gemma":0.000008830244,"teacher_disagreement_score":0.019924344,"about_ca_system_score_codex":0.00004130431,"about_ca_system_score_gemma":0.0000071468576,"threshold_uncertainty_score":0.2511501},"labels":[],"label_agreement":null},{"id":"W2584545177","doi":"10.2118/0716-0080-jpt","title":"Production Performance in the In-Fill Development of Unconventional Resources","year":2016,"lang":"en","type":"article","venue":"Journal of Petroleum Technology","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Petrophysics; Eagle; Computer science; Workover; Reservoir simulation; Geomechanics; Systems Modeling Language; Drilling; Petroleum engineering; Operations research; Geology; Engineering; Paleontology; Mechanical engineering; Geotechnical engineering","score_opus":0.006164723544386542,"score_gpt":0.19966950636536804,"score_spread":0.1935047828209815,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2584545177","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9968716,0.00031876744,0.0007507631,0.0016952624,0.00010506838,0.000016365717,1.7517011e-7,0.000012535683,0.0002294948],"genre_scores_gemma":[0.99920046,0.00012746349,0.0005503117,0.0000032181636,0.000043832548,0.0000029834243,1.0149925e-7,0.0000047044236,0.00006689405],"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","domain_scores_codex":[0.9992438,0.000018466555,0.00040336742,0.000053699827,0.00016455477,0.0001160903],"domain_scores_gemma":[0.9997109,0.000023352803,0.000111876616,0.00010654806,0.00003703581,0.000010270814],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00052658754,0.00005847208,0.0001540532,0.00069935084,0.000016593203,0.0000025445543,0.00022670091,0.0000735502,0.000013264208],"category_scores_gemma":[0.000060455102,0.000030645475,0.000039755265,0.0002995741,0.00004875379,0.000071514136,0.000014768269,0.00020892001,0.0000033230585],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00013173607,0.0003896666,0.35915855,0.0003089252,0.0003460571,0.00010070576,0.002794532,0.4158879,0.058061544,0.00012354577,0.00061023707,0.1620866],"study_design_scores_gemma":[0.0027305323,0.00042243322,0.64437085,0.001547138,0.00005953499,0.0007434718,0.0023903209,0.0043217908,0.22011411,0.0013329674,0.121523865,0.00044295896],"about_ca_topic_score_codex":0.0000010811686,"about_ca_topic_score_gemma":0.00004028309,"teacher_disagreement_score":0.4115661,"about_ca_system_score_codex":0.00007909472,"about_ca_system_score_gemma":0.000023756396,"threshold_uncertainty_score":0.12496862},"labels":[],"label_agreement":null},{"id":"W2586130254","doi":"10.2118/182595-ms","title":"Fully Coupled Thermal-Hydraulic-Mechanical Reservoir Simulation with Non-Isothermal Multiphase Compositional Modeling","year":2017,"lang":"en","type":"article","venue":"SPE Reservoir Simulation Conference","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":11,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"CMG Reservoir Simulation Foundation; Colorado School of Mines","keywords":"Fluid dynamics; Thermal hydraulics; Computer science; Simulation; Flash evaporation; Deformation (meteorology); Isothermal process; Mechanics; Geology; Heat transfer; Thermodynamics; Physics","score_opus":0.03455092078600607,"score_gpt":0.2920236000170434,"score_spread":0.25747267923103734,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2586130254","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.54939646,0.000045004086,0.44638547,0.00043901597,0.00012586406,0.00033788825,0.000022353157,0.0002824943,0.0029654864],"genre_scores_gemma":[0.99608535,0.00003705649,0.0028335915,0.000057237412,0.00039493496,0.00004078823,0.0001412223,0.0001065792,0.00030326616],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99703777,0.0000959081,0.0006739875,0.000645963,0.0008798189,0.0006665766],"domain_scores_gemma":[0.9970818,0.00031443822,0.0002457839,0.0014477337,0.0005744178,0.00033581635],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00043354285,0.00052186067,0.0005835452,0.0002350625,0.000984093,0.00061201066,0.0009491983,0.00032892378,0.00054860633],"category_scores_gemma":[0.00018926208,0.00045658948,0.00020693944,0.00019218317,0.00014810263,0.0010510383,0.00017593056,0.00060631824,0.0001416365],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00028566585,0.00008184962,0.00046728365,0.00009362019,0.00018441486,0.00003445687,0.00021077468,0.9946997,0.0031139776,0.000043444797,0.0000150443975,0.00076974527],"study_design_scores_gemma":[0.0020029265,0.00009592809,0.0016664886,0.0002202099,0.00008373209,0.0000032791472,0.00004964325,0.9936921,0.0009528894,0.00023623965,0.00038894912,0.0006076062],"about_ca_topic_score_codex":0.0004144385,"about_ca_topic_score_gemma":0.0003169713,"teacher_disagreement_score":0.4466889,"about_ca_system_score_codex":0.00016404476,"about_ca_system_score_gemma":0.00012367971,"threshold_uncertainty_score":0.9997886},"labels":[],"label_agreement":null},{"id":"W2586137456","doi":"10.2118/185078-ms","title":"Fracture Network Characterization by Analyzing Flowback Salts: Scale-Up of Experimental Data","year":2017,"lang":"en","type":"article","venue":"SPE Unconventional Resources Conference","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Nexen (Canada); University of Alberta","funders":"Natural Resources Canada","keywords":"Imbibition; Oil shale; Volume (thermodynamics); Fracture (geology); Petroleum engineering; Shale gas; Mineralogy; Geology; Geotechnical engineering; Soil science; Environmental science; Materials science; Thermodynamics","score_opus":0.02107740243426755,"score_gpt":0.25939333124723385,"score_spread":0.2383159288129663,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2586137456","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9397734,0.0014641519,0.052167825,0.0005692948,0.0007040297,0.00017122948,0.0003700562,0.00014892183,0.0046310844],"genre_scores_gemma":[0.9965519,0.00015260039,0.0003480351,0.000032092365,0.00033869283,0.0000053508443,0.0010576558,0.00002552028,0.0014881949],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9986216,0.00003873764,0.0003647307,0.00033767533,0.00036718484,0.0002700653],"domain_scores_gemma":[0.99851096,0.000037388276,0.00022193494,0.0010362061,0.000078428566,0.00011510723],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00023239359,0.00020258062,0.0003056802,0.0000621738,0.00028578573,0.0002042578,0.0010770163,0.00012343726,0.0009850926],"category_scores_gemma":[0.000051034764,0.00018995508,0.000106137624,0.0000833674,0.00014765584,0.00041870837,0.00024078811,0.00021242713,0.000040830506],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00052768405,0.0008031845,0.10076947,0.001249037,0.003883108,0.00006884687,0.0044298354,0.37518516,0.37525684,0.0006046528,0.090384275,0.04683789],"study_design_scores_gemma":[0.0016792355,0.000084136045,0.04740745,0.0008106336,0.00023312909,0.0000110669125,0.00030058634,0.5819131,0.050889507,0.0004350024,0.3151816,0.0010545141],"about_ca_topic_score_codex":0.00011228026,"about_ca_topic_score_gemma":0.000050222752,"teacher_disagreement_score":0.32436734,"about_ca_system_score_codex":0.00003355115,"about_ca_system_score_gemma":0.000027275173,"threshold_uncertainty_score":0.9999281},"labels":[],"label_agreement":null},{"id":"W2586266066","doi":"10.2118/185079-ms","title":"Coupling of Wellbore and Surface Facilities Models with Reservoir Simulation to Optimize Recovery of Liquids from Shale Reservoirs","year":2017,"lang":"en","type":"article","venue":"SPE Unconventional Resources Conference","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Nexen (Canada); Schlumberger (Canada); University of Calgary","funders":"","keywords":"Petroleum engineering; Wellbore; Oil shale; Coupling (piping); Shale gas; Completion (oil and gas wells); Reservoir simulation; Environmental science; Work (physics); Well control; Reservoir engineering; Injection well; Fossil fuel; Petroleum; Geology; Drilling; Engineering; Waste management; Mechanical engineering","score_opus":0.029479377190059355,"score_gpt":0.24375743385349727,"score_spread":0.2142780566634379,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2586266066","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.96775246,0.00033244252,0.02813998,0.00014728935,0.000050216237,0.0001290566,0.00019270966,0.000040454044,0.0032153782],"genre_scores_gemma":[0.9948407,0.00014539107,0.0032974363,0.0000034580344,0.000037019247,0.000004849646,0.00003427107,0.00002084034,0.0016160359],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9986725,0.00001930778,0.0003812261,0.00028306138,0.0004417193,0.00020218655],"domain_scores_gemma":[0.99865365,0.0002406454,0.00016671335,0.00055971055,0.00025859853,0.00012067696],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002459878,0.00018832281,0.00038727038,0.00010795889,0.00015312276,0.00009660346,0.00040127666,0.000106341824,0.00019485923],"category_scores_gemma":[0.00012921721,0.0001657159,0.00009246018,0.00008149444,0.00020827098,0.0003180757,0.00013710637,0.00015479566,0.0000042912334],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00021032154,0.000013794574,0.002403911,0.00016696451,0.00015693982,0.000003269396,0.0009355833,0.9952061,0.0006724227,0.00009390542,0.00002589133,0.00011087563],"study_design_scores_gemma":[0.00041880572,0.00010208944,0.0031323035,0.00048334015,0.00004492692,5.797052e-7,0.0005546977,0.9887507,0.0037929812,0.0021179894,0.0003996894,0.00020191945],"about_ca_topic_score_codex":0.0017629782,"about_ca_topic_score_gemma":0.00044741176,"teacher_disagreement_score":0.027088225,"about_ca_system_score_codex":0.00003137726,"about_ca_system_score_gemma":0.00004246117,"threshold_uncertainty_score":0.6757698},"labels":[],"label_agreement":null},{"id":"W2586266679","doi":"10.2118/185058-ms","title":"Experimental Investigation for Microscale Stimulation of Shales By Water Imbibition During the Shut-in Periods","year":2017,"lang":"en","type":"article","venue":"SPE Unconventional Resources Conference","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":34,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Nexen (Canada); University of Alberta","funders":"","keywords":"Imbibition; Oil shale; Kerosene; Hydraulic fracturing; Geology; Porosity; Geotechnical engineering; Permeability (electromagnetism); Petroleum engineering; Mineralogy; Chemistry","score_opus":0.01509110336401615,"score_gpt":0.24617878627056405,"score_spread":0.2310876829065479,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2586266679","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9968421,0.00015739107,0.0019584903,0.00022464282,0.00008186514,0.00015466966,0.000027591848,0.00002458395,0.0005286835],"genre_scores_gemma":[0.99895215,0.000010792734,0.0001462713,0.0000055374317,0.000059579434,0.000037531077,0.00008257813,0.000012140801,0.0006934008],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99926203,0.000022503715,0.0002368701,0.00014964456,0.00017023693,0.00015873027],"domain_scores_gemma":[0.9996021,0.000031817886,0.00006912773,0.0002126591,0.000048587845,0.000035712812],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00016262768,0.00010635447,0.00013261806,0.00006519771,0.0002456006,0.000106982785,0.0002163557,0.000060776238,0.00016750216],"category_scores_gemma":[0.000025933077,0.000076050484,0.00009213301,0.000026736296,0.00015847986,0.00016113654,0.00003834694,0.0000831568,0.000006702507],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000052892785,0.000045446082,0.014779699,0.00019408617,0.00006009511,0.0000014214434,0.0016829527,0.06285854,0.9196939,0.00014592912,0.00015384596,0.00033122694],"study_design_scores_gemma":[0.00074087724,0.000029943827,0.054786153,0.00012457294,0.000017298802,0.0000019532645,0.0002942024,0.0890791,0.8526401,0.0008882117,0.0012328125,0.00016479062],"about_ca_topic_score_codex":0.00013711613,"about_ca_topic_score_gemma":0.000095534764,"teacher_disagreement_score":0.06705377,"about_ca_system_score_codex":0.00004988141,"about_ca_system_score_gemma":0.0000093746585,"threshold_uncertainty_score":0.31012487},"labels":[],"label_agreement":null},{"id":"W2586329322","doi":"10.2118/185043-ms","title":"Fracturing Fluid Distribution in Shale Gas Reservoirs Due to Fracture Closure, Proppant Distribution and Gravity Segregation","year":2017,"lang":"en","type":"article","venue":"SPE Unconventional Resources Conference","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":24,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Nexen (Canada); University of Alberta","funders":"CMG Reservoir Simulation Foundation","keywords":"Fracture (geology); Geology; Fluid dynamics; Hydraulic fracturing; Geotechnical engineering; Mechanics; Oil shale; Petroleum engineering; Matrix (chemical analysis); Petrophysics; Porosity; Materials science; Composite material","score_opus":0.013660130948271574,"score_gpt":0.23902938848897123,"score_spread":0.22536925754069967,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2586329322","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9705918,0.00018149654,0.025824405,0.0018823844,0.00015012184,0.000270243,0.00019314195,0.00010591771,0.00080049044],"genre_scores_gemma":[0.9986255,0.000103117505,0.0001409953,0.00002745765,0.00014308779,0.00003763899,0.0006297438,0.000020721896,0.00027169782],"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","domain_scores_codex":[0.99824196,0.00006934507,0.00038720298,0.00043369803,0.00046900014,0.0003988065],"domain_scores_gemma":[0.99891776,0.00006672238,0.0001327983,0.00051611493,0.0001457531,0.00022083586],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0004583589,0.00027000761,0.00033283065,0.000109867135,0.00044552612,0.0003867214,0.00039111925,0.00020068002,0.00011092101],"category_scores_gemma":[0.00038320836,0.00024986215,0.00011081902,0.00014410456,0.00012935186,0.00037979195,0.00014481504,0.00042951142,0.0000393034],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000767591,0.0005773385,0.24493943,0.0017799833,0.00072676747,0.0007294011,0.0035108957,0.67378014,0.0063503156,0.005587454,0.008704595,0.05254608],"study_design_scores_gemma":[0.0009851274,0.000084220854,0.84339803,0.0006420296,0.00006863828,0.000039859588,0.00018405843,0.095738634,0.009593337,0.010891162,0.037669085,0.0007057995],"about_ca_topic_score_codex":0.0008130235,"about_ca_topic_score_gemma":0.0008845438,"teacher_disagreement_score":0.59845865,"about_ca_system_score_codex":0.0001890801,"about_ca_system_score_gemma":0.00003887246,"threshold_uncertainty_score":0.99999535},"labels":[],"label_agreement":null},{"id":"W2586346236","doi":"10.2118/185021-ms","title":"Waterflooding a Multi-layered Tight Oil Reservoir Developed with Hydraulically Fractured Horizontal Wells","year":2017,"lang":"en","type":"article","venue":"SPE Unconventional Resources Conference","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Red River College","funders":"","keywords":"Petroleum engineering; Petrophysics; Tight oil; Geology; Oil shale; Permeability (electromagnetism); Tight gas; Reservoir simulation; Reservoir engineering; Oil in place; Petroleum reservoir; Material balance; Geotechnical engineering; Hydraulic fracturing; Petroleum; Porosity; Engineering","score_opus":0.02688318025197999,"score_gpt":0.24615927254351105,"score_spread":0.21927609229153106,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2586346236","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9245582,0.00038357524,0.024656702,0.0020086586,0.00041701397,0.00017345538,0.00004560608,0.00047254196,0.047284205],"genre_scores_gemma":[0.9863174,0.0001221155,0.0048008594,0.000051529114,0.000249615,0.000034320372,0.00006377691,0.000064233776,0.008296167],"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","domain_scores_codex":[0.99761635,0.00006328925,0.0004570547,0.0005500678,0.000698791,0.00061445724],"domain_scores_gemma":[0.9983099,0.00007771177,0.00019419008,0.00087997434,0.00021757833,0.00032064607],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00029316245,0.00043579625,0.00047923587,0.00018143983,0.00071224273,0.0006250305,0.0011071336,0.00022579197,0.0006902132],"category_scores_gemma":[0.00014133472,0.0003330683,0.00020537975,0.0001240363,0.0002599277,0.0003945152,0.00019754634,0.00054686674,0.00032581788],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0024628902,0.0016620795,0.06650558,0.0028638989,0.009656918,0.0037914026,0.011150324,0.7256581,0.061101973,0.002395251,0.009325424,0.10342616],"study_design_scores_gemma":[0.009296305,0.00044001325,0.088909805,0.0021100363,0.00046783625,0.00017603216,0.0006471002,0.40485904,0.05257417,0.0015543514,0.43519917,0.003766153],"about_ca_topic_score_codex":0.0003665441,"about_ca_topic_score_gemma":0.0011807891,"teacher_disagreement_score":0.42587376,"about_ca_system_score_codex":0.00010856154,"about_ca_system_score_gemma":0.00010811767,"threshold_uncertainty_score":0.99991214},"labels":[],"label_agreement":null},{"id":"W2586494439","doi":"10.2118/185000-ms","title":"Classification of Alberta Oil Sands Based on Particle Size Distribution for Sand Control Design and Experimental Applications","year":2017,"lang":"en","type":"article","venue":"SPE Canada Heavy Oil Technical Conference","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":16,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Alberta","funders":"Natural Sciences and Engineering Research Council of Canada; RGL Reservoir Management","keywords":"Oil sands; Categorization; Particle-size distribution; Particle size; Environmental science; Scale (ratio); Petroleum engineering; Computer science; Geology; Artificial intelligence; Geography; Cartography","score_opus":0.018366232389765487,"score_gpt":0.25098223366572237,"score_spread":0.23261600127595689,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2586494439","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.13977827,0.00030259538,0.8478616,0.0055938545,0.00011907672,0.0004501755,0.0002891283,0.00016026512,0.0054450296],"genre_scores_gemma":[0.998911,0.000019137713,0.000634288,0.00003874718,0.000023727727,0.0002326305,0.00002530641,0.000010713308,0.00010443261],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9992631,0.000020886566,0.00020395809,0.00018545605,0.0001521185,0.00017448264],"domain_scores_gemma":[0.99893284,0.00039677034,0.00006843196,0.00042066368,0.000060039107,0.000121251935],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00012868548,0.00011345961,0.00019303733,0.000009624917,0.00020021225,0.000047249792,0.00019132256,0.000076454024,0.000022785367],"category_scores_gemma":[0.00021577136,0.000103821956,0.000039079256,0.000039231418,0.000106288164,0.00004545225,0.0000113377,0.00009307917,5.786357e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.001405212,0.00071415486,0.0030232337,0.0011702277,0.00036283923,0.000009832242,0.000118678465,0.313786,0.5037146,0.009027116,0.013099185,0.15356892],"study_design_scores_gemma":[0.0012281436,0.00009969352,0.007169904,0.000068634865,0.000060709215,0.0000010673994,0.000022343886,0.8253436,0.159542,0.00008957399,0.006133199,0.00024110096],"about_ca_topic_score_codex":0.018891718,"about_ca_topic_score_gemma":0.031746157,"teacher_disagreement_score":0.85913277,"about_ca_system_score_codex":0.00011595085,"about_ca_system_score_gemma":0.00015120488,"threshold_uncertainty_score":0.9876416},"labels":[],"label_agreement":null},{"id":"W2586543585","doi":"10.2118/185027-ms","title":"Coupling Analytical and Numerical Methods to Assess Performance and Stimulation Efficiency in Multi-Stage Fractured Horizontals","year":2017,"lang":"en","type":"article","venue":"SPE Unconventional Resources Conference","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"ConocoPhillips (Canada)","funders":"","keywords":"Square root; Plot (graphics); Thermal diffusivity; Permeability (electromagnetism); Flow (mathematics); Computer science; Mechanics; Mathematics; Statistics; Physics; Thermodynamics; Chemistry","score_opus":0.07644408417675586,"score_gpt":0.3617558263414652,"score_spread":0.28531174216470934,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2586543585","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.68214905,0.00012351284,0.31677973,0.00009445103,0.000057123667,0.00008402594,0.0000038309527,0.00003247752,0.0006758051],"genre_scores_gemma":[0.9888921,0.00004375673,0.01066387,0.000012069307,0.00003745558,0.000008493417,0.0000054144944,0.000013194105,0.00032369312],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.998955,0.000032975913,0.00025958996,0.00029241506,0.00022412464,0.00023588123],"domain_scores_gemma":[0.99933237,0.00014623356,0.00006213882,0.00024039089,0.000053265998,0.00016560034],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00047667974,0.00016317691,0.00026724438,0.00016065601,0.00021326501,0.00023669528,0.0002026681,0.00009596644,0.00008774682],"category_scores_gemma":[0.00027359434,0.00014694512,0.000044874745,0.000094704876,0.00009690047,0.00017737852,0.000102356316,0.00024042034,0.0000083437235],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000037191305,0.0000502461,0.10180449,0.00011807431,0.00006126028,0.000017479517,0.0005043485,0.88287985,0.0013082927,0.00023007863,0.000009768117,0.012978913],"study_design_scores_gemma":[0.00026969006,0.000026123716,0.28218025,0.0000640727,0.00001449478,0.0000018897537,0.00004206422,0.716014,0.0004945378,0.00003280078,0.00072671287,0.00013334441],"about_ca_topic_score_codex":0.00012201932,"about_ca_topic_score_gemma":0.000052180894,"teacher_disagreement_score":0.30674303,"about_ca_system_score_codex":0.00004198993,"about_ca_system_score_gemma":0.000019264808,"threshold_uncertainty_score":0.59922487},"labels":[],"label_agreement":null},{"id":"W2586592468","doi":"","title":"Shear Behavior of the Montney Shale Under Double-shear Test","year":2011,"lang":"en","type":"article","venue":"45th U.S. Rock Mechanics / Geomechanics Symposium","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Shear (geology); Geology; Direct shear test; Geotechnical engineering; Petrology","score_opus":0.01677614832885577,"score_gpt":0.20893645602883285,"score_spread":0.19216030769997708,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2586592468","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.13556509,0.0026899518,0.8159841,0.0012729875,0.01044448,0.00423013,0.00053201127,0.0031960125,0.026085263],"genre_scores_gemma":[0.9971673,0.0003791657,0.00032899991,0.00011611616,0.00015134884,0.00012740713,0.00002199222,0.00018473747,0.0015229702],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99685556,0.00005945588,0.0008209407,0.00059420196,0.0007678856,0.00090193347],"domain_scores_gemma":[0.9976102,0.00007125993,0.0002096742,0.0015782375,0.00021147396,0.00031914946],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0004253572,0.0005862952,0.0006639821,0.00028783106,0.00031169943,0.000056001736,0.0012555413,0.0005063314,0.0004284364],"category_scores_gemma":[0.000032221764,0.0004744261,0.00054419163,0.0008462013,0.00001412118,0.000232491,0.0004392137,0.0007506565,0.00017025665],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00008641038,0.0010076446,0.00018473128,0.00050867,0.00065175904,0.00004686207,0.0019356483,0.85655355,0.1268053,0.010245555,0.0017070348,0.00026683387],"study_design_scores_gemma":[0.0015831186,0.00030713627,0.000098808356,0.00018575822,0.0008152338,0.00007524438,0.00050017727,0.63662666,0.3512631,0.004270728,0.0030956557,0.0011783626],"about_ca_topic_score_codex":0.00032247015,"about_ca_topic_score_gemma":0.00008919789,"teacher_disagreement_score":0.8616022,"about_ca_system_score_codex":0.00019575142,"about_ca_system_score_gemma":0.00008770785,"threshold_uncertainty_score":0.99977076},"labels":[],"label_agreement":null},{"id":"W2586677911","doi":"10.2118/185062-ms","title":"Factors Affecting Huff-n-Puff Efficiency in Hydraulically-Fractured Tight Reservoirs","year":2017,"lang":"en","type":"article","venue":"SPE Unconventional Resources Conference","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":25,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"Alberta Innovates - Technology Futures","keywords":"Tight oil; Oil shale; Petroleum engineering; Tight gas; Hydraulic fracturing; Fracture (geology); Shale gas; Geology; Grid; Reservoir simulation; Drilling fluid; Enhanced oil recovery; Drilling; Work (physics); Geotechnical engineering; Engineering; Mechanical engineering","score_opus":0.026145753047945617,"score_gpt":0.2578834343135881,"score_spread":0.2317376812656425,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2586677911","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.956319,0.00027913463,0.0028251535,0.00053555716,0.000371157,0.00016195777,0.000011518727,0.00020096541,0.0392956],"genre_scores_gemma":[0.9982573,0.000052777534,0.00014409867,0.000023177436,0.0001715102,0.000010618515,0.00003109432,0.000038067858,0.0012713921],"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","domain_scores_codex":[0.9978057,0.00008089269,0.00046566062,0.0004719807,0.0006014736,0.000574267],"domain_scores_gemma":[0.99848783,0.00022060535,0.0001740251,0.0008060137,0.00009183079,0.00021970471],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00044036872,0.00035363852,0.00043752242,0.00029441176,0.0004820787,0.00040283156,0.001051381,0.00021792891,0.00093331217],"category_scores_gemma":[0.00055804977,0.0002961755,0.00026470746,0.00018830625,0.0002066949,0.00030938594,0.00018037265,0.00062795065,0.00010731103],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00013681577,0.00056576775,0.19440685,0.0008000843,0.000730505,0.0004275884,0.009385304,0.77352214,0.0065155295,0.0011680626,0.0023399792,0.010001378],"study_design_scores_gemma":[0.0018214823,0.00012178844,0.73747444,0.0007795935,0.00009716442,0.00001158558,0.0010031172,0.20417573,0.012541755,0.0037382403,0.036776092,0.0014590239],"about_ca_topic_score_codex":0.00038419972,"about_ca_topic_score_gemma":0.0011435733,"teacher_disagreement_score":0.5693464,"about_ca_system_score_codex":0.00012415744,"about_ca_system_score_gemma":0.000050608203,"threshold_uncertainty_score":0.99998},"labels":[],"label_agreement":null},{"id":"W2586769104","doi":"10.2118/185046-ms","title":"Building Calibrated Hydraulic Fracture Models from Low Quality Micro-Seismic Data and Utilizing it for Optimization: Montney Example","year":2017,"lang":"en","type":"article","venue":"SPE Unconventional Resources Conference","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"Missouri University of Science and Technology; University of Missouri","keywords":"Hydraulic fracturing; Petroleum engineering; Oil shale; Geology; Fracture (geology); Tight gas; Shale gas; Geotechnical engineering","score_opus":0.0789165340891106,"score_gpt":0.3007581059590416,"score_spread":0.22184157186993103,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2586769104","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.15182643,0.00077582605,0.843048,0.0014066285,0.00016511302,0.00022147049,0.00049254316,0.00015448658,0.0019095071],"genre_scores_gemma":[0.97799486,0.00023374306,0.020263143,0.00021527264,0.00022681571,0.000018158637,0.00070514245,0.000040894392,0.0003019487],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9982412,0.000058527163,0.00044840944,0.0006118524,0.00030654826,0.00033349768],"domain_scores_gemma":[0.99809355,0.0002451946,0.00020955986,0.0011483338,0.00012208798,0.00018130157],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0003768454,0.00027960207,0.0003898613,0.00008983585,0.00053198775,0.00060408836,0.0010212109,0.00019167467,0.0002599716],"category_scores_gemma":[0.00017883407,0.00026894882,0.00010803762,0.00006451648,0.00014803602,0.0007114759,0.00030462616,0.0002564223,0.0000062857293],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000030516774,0.0000214661,0.00031147024,0.00011190004,0.00021530865,0.000005016016,0.0002569385,0.99571884,0.0005198389,0.00020956137,0.0012693468,0.001329785],"study_design_scores_gemma":[0.00058632274,0.00000942448,0.0007079343,0.00018015438,0.00007405935,0.0000022322279,0.00015803552,0.967984,0.0010026755,0.005009803,0.023966113,0.0003192391],"about_ca_topic_score_codex":0.0035225707,"about_ca_topic_score_gemma":0.00030533955,"teacher_disagreement_score":0.8261685,"about_ca_system_score_codex":0.000041003008,"about_ca_system_score_gemma":0.000054893088,"threshold_uncertainty_score":0.9999763},"labels":[],"label_agreement":null},{"id":"W2586847626","doi":"","title":"Comparing Laboratory Hydraulic Fracturing and Brazilian Test Tensile Strengths","year":2016,"lang":"en","type":"article","venue":"50th U.S. Rock Mechanics/Geomechanics Symposium","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Waterloo","funders":"","keywords":"Hydraulic fracturing; Ultimate tensile strength; Geology; Geotechnical engineering; Test (biology); Forensic engineering; Materials science; Engineering; Composite material","score_opus":0.00606879700974557,"score_gpt":0.20002120492270856,"score_spread":0.19395240791296298,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2586847626","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.22720803,0.0054775556,0.74282944,0.0047461702,0.004900208,0.0016741279,0.0005294973,0.0066710445,0.0059639397],"genre_scores_gemma":[0.99632823,0.0018563397,0.0002364138,0.00024173882,0.0004379364,0.000060606213,0.000026208761,0.0002287695,0.0005837387],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99633586,0.00007981867,0.0008029881,0.0009454242,0.0006043954,0.0012315251],"domain_scores_gemma":[0.9974106,0.00046205038,0.00018444304,0.0010949369,0.00019571817,0.000652249],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00047768414,0.0008041342,0.00089476845,0.00051451806,0.0004425224,0.0001848137,0.0006658301,0.00048472977,0.00019037678],"category_scores_gemma":[0.00025301374,0.00065391,0.0002299144,0.00065610517,0.000015840476,0.00056917587,0.00038988073,0.0006266829,0.00033862292],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000058687543,0.00032143627,0.00066753407,0.00077545986,0.00090881553,0.00019492919,0.0008149959,0.33446544,0.64793074,0.0017184335,0.007135147,0.005008373],"study_design_scores_gemma":[0.0017570293,0.00021629268,0.00007087812,0.0005024692,0.0002792578,0.000068668356,0.00021435188,0.74760026,0.1978942,0.002215669,0.047460515,0.0017204134],"about_ca_topic_score_codex":0.000060362407,"about_ca_topic_score_gemma":0.00012196066,"teacher_disagreement_score":0.7691202,"about_ca_system_score_codex":0.00031041697,"about_ca_system_score_gemma":0.00007364758,"threshold_uncertainty_score":0.99959123},"labels":[],"label_agreement":null},{"id":"W2586901768","doi":"10.2118/185031-ms","title":"Localized Reservoir Characterization Model for Hydraulic Fracturing Design in Tight Reservoirs","year":2017,"lang":"en","type":"article","venue":"SPE Unconventional Resources Conference","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Golder Associates (Canada); University of Calgary","funders":"University of Calgary","keywords":"Geology; Hydraulic fracturing; Tight oil; Oil shale; Petroleum engineering; Tight gas; Permeability (electromagnetism); Drilling; Reservoir modeling; Petrology; Petroleum reservoir; Shale gas; Carbonate; Reservoir simulation; Mining engineering; Paleontology; Engineering","score_opus":0.04195393734589947,"score_gpt":0.2643701906052873,"score_spread":0.22241625325938785,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2586901768","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.31650186,0.000107357315,0.67784846,0.0012059377,0.00020233417,0.00045016504,0.00004282893,0.00017258643,0.0034684795],"genre_scores_gemma":[0.99174803,0.00014867846,0.0036524779,0.00006284466,0.00017043723,0.0001397393,0.00013119506,0.000054901815,0.0038916639],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.998036,0.00007325324,0.0005144293,0.00044483133,0.00042820492,0.00050328317],"domain_scores_gemma":[0.998597,0.00015316677,0.00019052834,0.0007478127,0.00014656437,0.0001649262],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0006308784,0.00030105855,0.00040471682,0.00028696295,0.00042837742,0.00038006398,0.0008797922,0.00021228295,0.00019962079],"category_scores_gemma":[0.00032564887,0.0002904877,0.00020104198,0.00011520024,0.00013398277,0.0005053126,0.00011909431,0.00032435227,0.000045152476],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00013161967,0.000045406967,0.0009638701,0.00016679124,0.000088720335,0.00001590323,0.00046278827,0.9933077,0.0026157044,0.00028038892,0.000314173,0.0016069111],"study_design_scores_gemma":[0.0009310184,0.000024958403,0.0051208204,0.00022570214,0.000028946963,0.0000023626449,0.000029634377,0.97108966,0.0028309093,0.005460659,0.013916588,0.0003387568],"about_ca_topic_score_codex":0.00012081737,"about_ca_topic_score_gemma":0.00024184129,"teacher_disagreement_score":0.6752462,"about_ca_system_score_codex":0.00012986036,"about_ca_system_score_gemma":0.000078802426,"threshold_uncertainty_score":0.9999547},"labels":[],"label_agreement":null},{"id":"W2586971094","doi":"10.2118/185004-ms","title":"Measurements of Permeability Change in Inter-Bedded Shale at Elevated Temperatures","year":2017,"lang":"en","type":"article","venue":"SPE Canada Heavy Oil Technical Conference","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"Innotech Alberta","keywords":"Permeability (electromagnetism); Oil shale; Geology; Geotechnical engineering; Modulus; Overburden pressure; Anisotropy; Shear stress; Shear (geology); Materials science; Petroleum engineering; Composite material; Petrology; Chemistry","score_opus":0.048124635037916065,"score_gpt":0.2701081114222289,"score_spread":0.22198347638431284,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2586971094","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.991937,0.00017859269,0.000032996246,0.00079353724,0.0001833304,0.000100655314,0.000027100954,0.00009359481,0.006653236],"genre_scores_gemma":[0.9994834,0.000056261837,0.00010372916,0.000049491377,0.000033261193,0.000031533415,0.000011512515,0.000016870226,0.00021395848],"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","domain_scores_codex":[0.9986219,0.000039590228,0.00035416012,0.00027521324,0.00037448536,0.00033469216],"domain_scores_gemma":[0.9988049,0.000032021595,0.000062530526,0.0008386811,0.000112705064,0.00014914366],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00025337102,0.00019079997,0.00038433907,0.00006764541,0.00011375928,0.00003960421,0.00062800106,0.0001308411,0.00022386303],"category_scores_gemma":[0.00030673103,0.00017055952,0.00006818625,0.00010078149,0.0001288049,0.000092049835,0.00013665126,0.00034639097,0.0000028265472],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0004497066,0.00053148647,0.45811772,0.0032394682,0.0006063112,0.00046505654,0.0010292156,0.011451373,0.46794993,0.00013698469,0.009245741,0.04677701],"study_design_scores_gemma":[0.0015091095,0.0001175507,0.48928326,0.0010878709,0.000083199455,0.000018299706,0.000065841334,0.029740036,0.4724621,0.00013657576,0.004263843,0.0012323132],"about_ca_topic_score_codex":0.41171214,"about_ca_topic_score_gemma":0.93499124,"teacher_disagreement_score":0.5232791,"about_ca_system_score_codex":0.00047095388,"about_ca_system_score_gemma":0.00018509635,"threshold_uncertainty_score":0.69552153},"labels":[],"label_agreement":null},{"id":"W2586998177","doi":"10.2118/185070-ms","title":"Application of Monte Carlo Simulation for Estimation of Vertical and Horizontal Biot's Constants Through Calibration of the Minimum Horizontal Stress in the Tight Gas Monteith Formation","year":2017,"lang":"en","type":"article","venue":"SPE Unconventional Resources Conference","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Biot number; Monte Carlo method; Calibration; Linear regression; Tight gas; Mathematics; Geology; Statistics; Hydraulic fracturing; Mechanics; Geotechnical engineering; Physics","score_opus":0.016918640700680363,"score_gpt":0.2565795220704108,"score_spread":0.23966088136973043,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2586998177","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8791774,0.000085006315,0.1198258,0.00015258933,0.000044610224,0.00036090965,0.00006937375,0.0000075601315,0.00027675382],"genre_scores_gemma":[0.9995877,0.00002153957,0.00030294375,0.0000024329024,0.000023483213,0.00002370909,0.000025314557,0.0000061587466,0.000006689924],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99908394,0.00004429264,0.00038662818,0.000111179856,0.00027952334,0.00009443715],"domain_scores_gemma":[0.9992539,0.00016049267,0.00021034373,0.00025512377,0.000102397345,0.000017690856],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00019163912,0.00009601953,0.00017486468,0.000050139715,0.00010346588,0.00003534622,0.00022693032,0.00007456718,0.0000044170706],"category_scores_gemma":[0.00012849562,0.000064995744,0.00008319119,0.000071053706,0.00018718315,0.00029261594,0.000029918117,0.000077952,1.7158884e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00019895691,0.00010431062,0.008797056,0.00056663813,0.000091582704,4.5238676e-7,0.0031559647,0.9683431,0.0067250193,0.003892226,0.000019832269,0.008104896],"study_design_scores_gemma":[0.0005769928,0.000057438643,0.014794795,0.00013999359,0.000045100463,9.793706e-7,0.00039110045,0.96289665,0.019885499,0.001104975,0.000042611882,0.00006385151],"about_ca_topic_score_codex":0.00036318958,"about_ca_topic_score_gemma":0.00055509247,"teacher_disagreement_score":0.12041033,"about_ca_system_score_codex":0.000024715357,"about_ca_system_score_gemma":0.00002188671,"threshold_uncertainty_score":0.26504496},"labels":[],"label_agreement":null},{"id":"W2587073057","doi":"10.2118/185057-ms","title":"Comparison of PKN, KGD, Pseudo3D, and Diffusivity Models for Hydraulic Fracturing of the Horn River Basin Shale Gas Formations Using Microseismic Data","year":2017,"lang":"en","type":"article","venue":"SPE Unconventional Resources Conference","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Nexen (Canada); University of Calgary","funders":"University of Calgary","keywords":"Microseism; Geology; Hydraulic fracturing; Borehole; Fracture (geology); Anisotropy; Oil shale; Shale gas; Seismology; Geotechnical engineering","score_opus":0.0753191757745847,"score_gpt":0.30777251913773174,"score_spread":0.23245334336314705,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2587073057","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9112253,0.00028312916,0.086910576,0.00019707954,0.00010844665,0.00018008947,0.00024212204,0.000019563004,0.0008336745],"genre_scores_gemma":[0.9979786,0.000050636627,0.0017225031,0.000012923071,0.000054673732,0.000005041509,0.00004136526,0.000015912368,0.00011830609],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9988781,0.000032400356,0.00040065212,0.00022330874,0.00026678268,0.00019873476],"domain_scores_gemma":[0.9985016,0.00012176671,0.0003213866,0.0008757871,0.00011732567,0.00006211012],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00023909949,0.00015919452,0.00034596634,0.00008387217,0.00038479548,0.00008751867,0.00083682226,0.00008663624,0.000030828283],"category_scores_gemma":[0.0001077383,0.00012729099,0.00013747172,0.00006145442,0.00032877797,0.0003914037,0.00035970847,0.00017171932,0.0000012400385],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00006485718,0.00019975005,0.03340486,0.0011427186,0.00055707974,0.0000013408504,0.0031884292,0.93832695,0.013498361,0.00069947063,0.00063293125,0.008283223],"study_design_scores_gemma":[0.00039348318,0.000011991498,0.017370995,0.00021353808,0.00010023643,0.0000038463936,0.00017280113,0.9676381,0.009294845,0.0027346995,0.0019242162,0.00014129143],"about_ca_topic_score_codex":0.0006493111,"about_ca_topic_score_gemma":0.00016008037,"teacher_disagreement_score":0.086753316,"about_ca_system_score_codex":0.000029313383,"about_ca_system_score_gemma":0.000045207315,"threshold_uncertainty_score":0.5190776},"labels":[],"label_agreement":null},{"id":"W2587079836","doi":"","title":"Understanding Hydraulic Fracture Geometry And Interactions In Pre-Conditioning Through DFN And Numerical Modeling","year":2011,"lang":"en","type":"article","venue":"45th U.S. Rock Mechanics / Geomechanics Symposium","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Golder Associates (Canada)","funders":"","keywords":"Geology; Geometry; Fracture (geology); Geotechnical engineering; Mathematics","score_opus":0.03212966545450631,"score_gpt":0.2359151991810937,"score_spread":0.20378553372658736,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2587079836","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.014183482,0.00072482444,0.982351,0.00031806855,0.0005315979,0.0002805322,0.000016738435,0.00038357568,0.0012101468],"genre_scores_gemma":[0.99667,0.001577946,0.001033598,0.0003153591,0.00011876482,0.000052093423,0.000042622,0.000119790806,0.00006983134],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9975001,0.00006938562,0.00063634984,0.0006846868,0.00035118824,0.000758289],"domain_scores_gemma":[0.99900395,0.00010543631,0.00011686839,0.0004529301,0.000054667005,0.00026616006],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00031748568,0.0005179689,0.00058972253,0.0005788911,0.0003704005,0.0001388316,0.00027530597,0.00032620298,0.00012126789],"category_scores_gemma":[0.000045518613,0.00053618173,0.00013609428,0.00069652125,0.000008453965,0.0007362027,0.00022598224,0.0010300433,0.000017319091],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000027591288,0.00007000713,0.000033859433,0.00016260803,0.00019440922,0.00003141993,0.0037395936,0.9903862,0.0016376779,0.0035166475,0.00014469244,0.000055296172],"study_design_scores_gemma":[0.00049672736,0.000071366834,0.000008389758,0.0001676226,0.0001260381,0.00008779626,0.0009856892,0.96511936,0.0022304321,0.029409941,0.00071352016,0.0005831158],"about_ca_topic_score_codex":0.0005291431,"about_ca_topic_score_gemma":0.00009829558,"teacher_disagreement_score":0.9824865,"about_ca_system_score_codex":0.00034979993,"about_ca_system_score_gemma":0.00003075645,"threshold_uncertainty_score":0.99970895},"labels":[],"label_agreement":null},{"id":"W2587191938","doi":"10.2118/184999-ms","title":"An Experimental Evaluation of Pore Plugging and Permeability Reduction Near SAGD Sand Control Liners","year":2017,"lang":"en","type":"article","venue":"SPE Canada Heavy Oil Technical Conference","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":36,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"Natural Sciences and Engineering Research Council of Canada; RGL Reservoir Management","keywords":"Clogging; Permeability (electromagnetism); Geotechnical engineering; Volumetric flow rate; Grain size; Wellbore; Particle-size distribution; Materials science; Particle size; Geology; Petroleum engineering; Composite material; Mechanics; Chemistry","score_opus":0.022102325583856632,"score_gpt":0.2819722776383686,"score_spread":0.25986995205451197,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2587191938","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9959512,0.0003191237,0.00039974108,0.00048743447,0.00013320641,0.0000899866,0.000017890354,0.00007273563,0.0025287229],"genre_scores_gemma":[0.999584,0.00002878639,0.00026590368,0.000011427793,0.000053798492,0.000015751797,0.000012743319,0.0000120925715,0.000015506097],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99884623,0.00005583237,0.00024191801,0.00023778327,0.0004308282,0.000187415],"domain_scores_gemma":[0.9990604,0.000021881237,0.00007364324,0.0005425072,0.00014471178,0.00015688415],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00046361558,0.00013394227,0.00024594853,0.000029623154,0.00022344281,0.00008316523,0.0002181767,0.00009527733,0.00008391151],"category_scores_gemma":[0.00015792724,0.00012527003,0.000037541886,0.000037781763,0.00022276891,0.00015303673,0.000023878145,0.00019650933,2.809726e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00026305515,0.0002453431,0.0062948945,0.0005513755,0.00031162886,0.000035317593,0.0007358125,0.44930437,0.33388808,0.0002511933,0.0019325127,0.20618644],"study_design_scores_gemma":[0.0011119515,0.00009436549,0.019092921,0.00011351396,0.00014924895,0.000020610534,0.00031240607,0.9098223,0.068074875,0.00016107739,0.0006668028,0.00037995746],"about_ca_topic_score_codex":0.077195235,"about_ca_topic_score_gemma":0.08945294,"teacher_disagreement_score":0.4605179,"about_ca_system_score_codex":0.00023640128,"about_ca_system_score_gemma":0.00038129464,"threshold_uncertainty_score":0.9289498},"labels":[],"label_agreement":null},{"id":"W2587227169","doi":"10.2118/185009-ms","title":"Quantification of Sand Production by Use of a Pressure-Gradient-Based Sand Failure Criterion","year":2017,"lang":"en","type":"article","venue":"SPE Canada Heavy Oil Technical Conference","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":10,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Regina","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Pore water pressure; Geotechnical engineering; Scale (ratio); Cementation (geology); Geology; Pressure gradient; Overburden pressure; Production (economics); Force balance; Grid; Petroleum engineering; Environmental science; Mechanics; Materials science; Cement; Composite material","score_opus":0.023341557955424398,"score_gpt":0.2388456122058975,"score_spread":0.21550405425047311,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2587227169","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9405495,0.0015022273,0.044293378,0.008741712,0.0009407814,0.0004913565,0.0005580948,0.00037887174,0.0025440953],"genre_scores_gemma":[0.9987539,0.00008617392,0.00082918315,0.000010015346,0.000023177012,0.000011275325,0.00003376388,0.000014182103,0.00023835253],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99893486,0.000028378157,0.0003263479,0.00023255374,0.0002973933,0.000180435],"domain_scores_gemma":[0.99877006,0.00004122731,0.00015345488,0.00077347946,0.00016850563,0.00009329462],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001288374,0.00013747341,0.00028571236,0.0000577928,0.00010518116,0.000053013177,0.0002978361,0.000109785666,0.000037563317],"category_scores_gemma":[0.00034316577,0.00012610968,0.00005608842,0.000084211984,0.00015108117,0.00013956953,0.000024024817,0.00018283412,4.587147e-7],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000098221644,0.000110838875,0.0017890882,0.0014529199,0.00015235959,0.00000623209,0.00004483888,0.06184921,0.8718176,0.00008347382,0.049941096,0.012654112],"study_design_scores_gemma":[0.00031225572,0.000058781334,0.0063830405,0.00040705214,0.00013848889,0.0000031118375,0.000013340878,0.058392696,0.88514113,0.00003633729,0.048773963,0.00033978722],"about_ca_topic_score_codex":0.1387534,"about_ca_topic_score_gemma":0.16809732,"teacher_disagreement_score":0.058204394,"about_ca_system_score_codex":0.000051236206,"about_ca_system_score_gemma":0.00018617502,"threshold_uncertainty_score":0.8669817},"labels":[],"label_agreement":null},{"id":"W2587396341","doi":"10.2118/185052-ms","title":"Multi-Well, Multi-Phase Flowing Material Balance","year":2017,"lang":"en","type":"article","venue":"SPE Unconventional Resources Conference","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":29,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Material balance; Petroleum engineering; Flow (mathematics); Phase (matter); Production (economics); Fossil fuel; Reservoir engineering; Water injection (oil production); Two-phase flow; Enhanced oil recovery; Environmental science; Geology; Mechanics; Process engineering; Chemistry; Petroleum; Engineering","score_opus":0.029243291318731823,"score_gpt":0.282636903935796,"score_spread":0.25339361261706417,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2587396341","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9339369,0.00022115593,0.0545667,0.00029454997,0.0013080162,0.00016727352,0.00009822961,0.00035163268,0.009055575],"genre_scores_gemma":[0.9909308,0.00007642447,0.004782295,0.00002418172,0.00032667967,0.000016934384,0.00006072389,0.00003267334,0.0037493212],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9986365,0.00003389512,0.00031319208,0.00032533964,0.00031793554,0.00037317353],"domain_scores_gemma":[0.99901164,0.000030386678,0.00007168343,0.00061121985,0.00010399062,0.00017111057],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00020141926,0.00024432977,0.00028904015,0.00009650137,0.0004526148,0.0004394351,0.00069669366,0.0001246275,0.0017832017],"category_scores_gemma":[0.00012459274,0.00022627882,0.00017149231,0.00005785626,0.0001579818,0.00025945457,0.00012577977,0.0002337794,0.0004351262],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00091620866,0.003395074,0.04202055,0.002963257,0.0048939516,0.0022709765,0.005852115,0.46144685,0.3844299,0.0021862935,0.013131013,0.076493785],"study_design_scores_gemma":[0.0032439132,0.00004393828,0.013051149,0.00027658025,0.00007823877,0.00001600485,0.00011386561,0.8955148,0.018590767,0.00018649847,0.06824317,0.0006411035],"about_ca_topic_score_codex":0.00018873673,"about_ca_topic_score_gemma":0.00013823253,"teacher_disagreement_score":0.4340679,"about_ca_system_score_codex":0.00004979577,"about_ca_system_score_gemma":0.000031487507,"threshold_uncertainty_score":0.9991293},"labels":[],"label_agreement":null},{"id":"W2587441664","doi":"10.2118/185967-ms","title":"SAGD Sand Control: Large Scale Testing Results","year":2017,"lang":"en","type":"article","venue":"SPE Canada Heavy Oil Technical Conference","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":21,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Devon Energy (Canada)","funders":"","keywords":"Oil sands; Sizing; Petroleum engineering; Scaling; Geotechnical engineering; Engineering; Environmental science; Geology; Asphalt; Geography","score_opus":0.017670523912495534,"score_gpt":0.2328675465302353,"score_spread":0.21519702261773976,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2587441664","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.13383612,0.0009087043,0.020359872,0.0119565055,0.0013382253,0.00029788702,0.0008584163,0.0018296773,0.8286146],"genre_scores_gemma":[0.9976862,0.000055411798,0.0009550799,0.00015501038,0.00014825669,0.000012630483,0.000011910556,0.000028429988,0.00094706786],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99827963,0.00002680529,0.00038195576,0.00034260954,0.00038281936,0.00058619934],"domain_scores_gemma":[0.9982698,0.0001732758,0.00009415842,0.0010235447,0.00012719983,0.00031201632],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00032802988,0.00023156402,0.0003858815,0.00004587703,0.00047890167,0.00018364623,0.00073499966,0.00015573627,0.000052429878],"category_scores_gemma":[0.0009844097,0.00020847356,0.0000713262,0.0000998958,0.00011068429,0.00011139133,0.00009478247,0.00050869025,0.000015235806],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0007318474,0.00042624847,0.016896414,0.0018446306,0.0011172456,0.0025328412,0.0004049202,0.21926084,0.040937778,0.0011443527,0.26232094,0.45238197],"study_design_scores_gemma":[0.006843378,0.00019260708,0.10990974,0.001210761,0.0003130877,0.000096622796,0.0001371416,0.48696825,0.018859487,0.0009543217,0.37171075,0.0028038414],"about_ca_topic_score_codex":0.18749799,"about_ca_topic_score_gemma":0.73577106,"teacher_disagreement_score":0.86385006,"about_ca_system_score_codex":0.00017566128,"about_ca_system_score_gemma":0.00037910644,"threshold_uncertainty_score":0.85013056},"labels":[],"label_agreement":null},{"id":"W2587789255","doi":"10.2118/184753-ms","title":"Overcoming Challenges of Stimulating a Deepwater Frac-Pack-Completed Well in the Gulf of Mexico Using Coiled Tubing with Real-Time Downhole Measurements","year":2017,"lang":"en","type":"article","venue":"SPE/ICoTA Coiled Tubing and Well Intervention Conference and Exhibition","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Kellogg's (Canada)","funders":"","keywords":"Well stimulation; Productivity; Petroleum engineering; Wellbore; Hydraulic fracturing; Computer science; Engineering; Geology; Petroleum; Reservoir engineering","score_opus":0.040677812614845404,"score_gpt":0.2671450257538797,"score_spread":0.2264672131390343,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2587789255","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.98998153,0.00038139676,0.0054319846,0.000107273634,0.000054203807,0.00018282571,0.000006130715,0.000034465196,0.0038201842],"genre_scores_gemma":[0.9991317,0.0004253601,0.00032337845,0.0000062457175,0.000037792484,0.000008633026,0.000020322806,0.00002204732,0.000024519828],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9984632,0.00014448479,0.00054661516,0.00028862306,0.0002975323,0.0002595084],"domain_scores_gemma":[0.9990723,0.00008581065,0.00029912282,0.00035975932,0.00012772535,0.000055248034],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000767454,0.00023538839,0.0004545209,0.00019516659,0.00023889534,0.00016153874,0.00018746729,0.000112376154,0.00009754948],"category_scores_gemma":[0.0000452449,0.00017977919,0.000104024446,0.000079141166,0.00013747413,0.00037546852,0.0000678993,0.0002133027,0.000003422796],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00092982064,0.0008474587,0.06609432,0.0058966475,0.0015987538,0.000070300885,0.02226194,0.41004694,0.44371003,0.00039151494,0.000087016524,0.04806525],"study_design_scores_gemma":[0.0036300744,0.00040437715,0.030355468,0.008539729,0.00033542598,0.000028861949,0.0031575055,0.8942637,0.05801994,0.0006399652,0.000040364135,0.0005846102],"about_ca_topic_score_codex":0.0011967664,"about_ca_topic_score_gemma":0.00034546346,"teacher_disagreement_score":0.48421675,"about_ca_system_score_codex":0.000034604094,"about_ca_system_score_gemma":0.00001149451,"threshold_uncertainty_score":0.7331183},"labels":[],"label_agreement":null},{"id":"W2589110298","doi":"10.1016/j.marpetgeo.2017.02.015","title":"An efficient approach for characterizing basin-scale hydrodynamics","year":2017,"lang":"en","type":"article","venue":"Marine and Petroleum Geology","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta; Government of Saskatchewan","funders":"","keywords":"Groundwater flow; Aquifer; Groundwater; Hydrogeology; Geology; Structural basin; Buoyancy; Hydrology (agriculture); Sedimentary basin; Petroleum engineering; Geomorphology; Geotechnical engineering; Mechanics","score_opus":0.006243302961478572,"score_gpt":0.21413897066484539,"score_spread":0.20789566770336682,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2589110298","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.94802374,0.000042410407,0.03924289,0.00027271136,0.00017967768,0.00006737417,0.000008022541,0.000110145185,0.012053056],"genre_scores_gemma":[0.99638593,0.00006988971,0.0023715398,0.000054109532,0.0002199934,0.000030026933,0.000103508966,0.000024662206,0.00074035826],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99922454,0.000016958375,0.00015028924,0.00023916396,0.000059118214,0.00030994532],"domain_scores_gemma":[0.9993096,0.000024924739,0.00004625578,0.0004982079,0.00001850147,0.000102512706],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00017848368,0.00014992073,0.00027303418,0.00008431981,0.00030949648,0.0000811647,0.00023985405,0.00011612882,0.000028205986],"category_scores_gemma":[0.000015009643,0.00013420051,0.00007277278,0.000018718956,0.00008271274,0.000065368404,0.00009993272,0.00014333958,0.0000041368917],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000049623868,0.00011044977,0.08672141,0.00022731995,0.00016575736,0.000009638018,0.00019636637,0.89494085,0.0015034281,0.00008964198,0.000115266594,0.015870215],"study_design_scores_gemma":[0.00034325733,0.000054786426,0.063718095,0.0000023765558,0.00003548822,0.000014757052,0.000019971485,0.9265464,0.00016810246,0.000028220387,0.00891168,0.00015684539],"about_ca_topic_score_codex":0.00028871777,"about_ca_topic_score_gemma":0.00014683174,"teacher_disagreement_score":0.0483622,"about_ca_system_score_codex":0.000015298498,"about_ca_system_score_gemma":0.000005565049,"threshold_uncertainty_score":0.5472538},"labels":[],"label_agreement":null},{"id":"W2590804068","doi":"10.1021/acs.energyfuels.6b03291","title":"Performance Evaluation of Water Control with Nanoemulsion as Pre-pad Fluid in Hydraulically Fracturing Tight Gas Formations","year":2017,"lang":"en","type":"article","venue":"Energy & Fuels","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":18,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Regina","funders":"Government of Shandong Province; Natural Sciences and Engineering Research Council of Canada; National Natural Science Foundation of China","keywords":"Imbibition; Wetting; Permeability (electromagnetism); Contact angle; Hydraulic fracturing; Scanning electron microscope; Relative permeability; Materials science; Porosity; Porous medium; Water injection (oil production); X-ray photoelectron spectroscopy; Petroleum engineering; Chemical engineering; Composite material; Chemistry; Geology","score_opus":0.006881780395832969,"score_gpt":0.22231444730034408,"score_spread":0.2154326669045111,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2590804068","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.98423386,0.00012842567,0.0026070706,0.00026104902,0.00008264944,0.000106890126,0.0000018387894,0.000050451985,0.012527782],"genre_scores_gemma":[0.99935585,0.00013122136,0.000109450084,0.000029483488,0.00007151278,0.00006369934,0.00001808412,0.000025566538,0.00019513133],"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99872226,0.000048554746,0.00029530146,0.00016724074,0.00048199767,0.00028462382],"domain_scores_gemma":[0.999143,0.0000289285,0.000083517734,0.0005580686,0.00011485765,0.000071645445],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00042596675,0.00017179281,0.00025793238,0.0001674118,0.00019661874,0.000058471553,0.00028252506,0.00010527727,0.00013157056],"category_scores_gemma":[0.00004078651,0.000113796494,0.00007107016,0.000059046673,0.000046521498,0.00043316124,0.00003423337,0.00013812208,0.000020433288],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000038874696,0.00002829551,0.0010905669,0.00004487523,0.000091496164,0.0000028040756,0.000442192,0.9374019,0.04601403,0.00000917111,0.000026896945,0.014808907],"study_design_scores_gemma":[0.0010940233,0.00005525843,0.019665137,0.00012324464,0.000078890575,0.0000039478728,0.000011931043,0.4221498,0.5549803,0.00007156856,0.0015955651,0.00017037592],"about_ca_topic_score_codex":0.0002244042,"about_ca_topic_score_gemma":0.00026236425,"teacher_disagreement_score":0.5152521,"about_ca_system_score_codex":0.00007631537,"about_ca_system_score_gemma":0.000025003514,"threshold_uncertainty_score":0.46404862},"labels":[],"label_agreement":null},{"id":"W2591628712","doi":"10.1615/jpormedia.v20.i2.50","title":"FRACTURING FLUID LEAKOFF BEHAVIOR IN NATURAL FRACTURES: EFFECTS OF FLUID RHEOLOGY, NATURAL FRACTURE DEFORMABILITY, AND HYDRAULIC FRACTURE PROPAGATION","year":2017,"lang":"en","type":"article","venue":"Journal of Porous Media","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":13,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Hydraulic fracturing; Fracturing fluid; Comminution; Fracture (geology); Geology; Rheology; Viscosity; Fluid dynamics; Geotechnical engineering; Petroleum engineering; Materials science; Mechanics; Composite material","score_opus":0.004472563402340605,"score_gpt":0.23575826217057183,"score_spread":0.2312856987682312,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2591628712","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.98600936,0.010552973,0.0006604016,0.00073471636,0.0016210759,0.0002921628,0.0000033942226,0.000048291156,0.00007759853],"genre_scores_gemma":[0.997871,0.00074961514,0.00040489997,0.00021473621,0.00065002247,0.0000102518325,0.000014741132,0.00005558038,0.000029157103],"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","domain_scores_codex":[0.99736136,0.00011330178,0.001046257,0.00028407722,0.0006820886,0.0005129155],"domain_scores_gemma":[0.9976256,0.00047811342,0.000813824,0.0006295899,0.00021226426,0.00024062331],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00065289176,0.00045504532,0.0010058588,0.00052859157,0.00021029366,0.0001223025,0.0007152661,0.0004959364,0.000028680537],"category_scores_gemma":[0.0014000138,0.0003299886,0.00030873233,0.0001345257,0.0002586077,0.0009946697,0.00011460527,0.0019695715,0.0000022421402],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0015758834,0.001597113,0.23447697,0.006579248,0.0028041594,0.005674179,0.029047012,0.41587698,0.16847196,0.000022343631,0.007345685,0.12652846],"study_design_scores_gemma":[0.0025846844,0.00025171574,0.8295706,0.0006670837,0.0004593898,0.00055968587,0.00025526356,0.012175872,0.15135214,0.00019705082,0.0012879069,0.00063863996],"about_ca_topic_score_codex":0.00024192382,"about_ca_topic_score_gemma":0.00029123496,"teacher_disagreement_score":0.5950936,"about_ca_system_score_codex":0.00018260439,"about_ca_system_score_gemma":0.00009051389,"threshold_uncertainty_score":0.99991524},"labels":[],"label_agreement":null},{"id":"W2591946755","doi":"","title":"Simulation of Anisotropic Rock Damage for Geologic Fracturing","year":2014,"lang":"en","type":"article","venue":"2014 AGU Fall Meeting","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"ConocoPhillips (Canada)","funders":"","keywords":"Geology; Anisotropy; Hydraulic fracturing; Fracture (geology); Seismology; Geotechnical engineering; Petrology; Mining engineering","score_opus":0.00914684108986101,"score_gpt":0.22930567605905552,"score_spread":0.22015883496919453,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2591946755","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.617475,0.00014201923,0.37795144,0.000032165575,0.0001372456,0.00012109735,0.0000082783645,0.00022862814,0.0039041445],"genre_scores_gemma":[0.9965009,0.000011439738,0.0030251322,0.000024798523,0.00022674167,0.000013316044,0.000031425196,0.000029728833,0.00013649398],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9991181,0.00003567118,0.00028763755,0.00017114058,0.00012916984,0.00025828546],"domain_scores_gemma":[0.998944,0.0006166912,0.00008771451,0.00024113312,0.000055694934,0.000054811517],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002580205,0.00014199152,0.00025212404,0.000100339974,0.00008518567,0.000019986324,0.00016149644,0.00010862398,0.000046516438],"category_scores_gemma":[0.0004501877,0.000126519,0.00012367593,0.00007479224,0.00001131452,0.00007933829,0.000032001684,0.000114595925,0.000033898585],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000032460039,0.000007519062,0.0031573505,0.00015342352,0.000036460475,3.2405998e-7,0.00008764396,0.9941895,0.0007670103,0.0000061953947,0.00044034407,0.0011509731],"study_design_scores_gemma":[0.00021190151,0.000031914664,0.002976709,0.00006019104,0.00003576914,2.2110362e-7,0.000026239522,0.98321164,0.0026825445,0.00014053092,0.010477272,0.00014509301],"about_ca_topic_score_codex":0.00013587416,"about_ca_topic_score_gemma":0.00010262556,"teacher_disagreement_score":0.37902594,"about_ca_system_score_codex":0.000024686626,"about_ca_system_score_gemma":0.0000042655,"threshold_uncertainty_score":0.5159295},"labels":[],"label_agreement":null},{"id":"W2592461725","doi":"10.1016/j.ces.2017.03.022","title":"Rheological properties study of foam fracturing fluid using CO2 and surfactant","year":2017,"lang":"en","type":"article","venue":"Chemical Engineering Science","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":74,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Regina","funders":"Specialized Research Fund for the Doctoral Program of Higher Education of China; Natural Science Foundation of Hainan Province; National Natural Science Foundation of China","keywords":"Rheology; Fracturing fluid; Shear thinning; Materials science; Herschel–Bulkley fluid; Shear rate; Non-Newtonian fluid; Viscosity; Newtonian fluid; Fluid dynamics; Apparent viscosity; Mechanics; Composite material; Petroleum engineering; Geology; Geotechnical engineering; Physics","score_opus":0.02141195178198877,"score_gpt":0.23492759221145768,"score_spread":0.2135156404294689,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2592461725","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99819607,0.00021690899,0.0011385945,0.000009147368,0.00011741575,0.0000842316,7.042967e-7,0.00011993012,0.00011699931],"genre_scores_gemma":[0.9989578,0.00001667841,0.00096096855,0.0000018371035,0.000038057045,0.0000037834168,1.6184438e-7,0.0000147824885,0.000005915539],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.998853,0.000003896763,0.00021656178,0.00026005393,0.00030098684,0.0003654955],"domain_scores_gemma":[0.999268,0.000030571944,0.000041493877,0.0004536549,0.0000443548,0.0001619391],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00023715207,0.00015956025,0.00026377174,0.00009690854,0.00020474046,0.00012190017,0.0004926378,0.00006110987,0.0000059918307],"category_scores_gemma":[0.00042447113,0.00012342575,0.000036497113,0.00012991113,0.00031433883,0.00028228323,0.00021724119,0.00019081187,0.0000010236081],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000002094687,0.000023734488,0.0029101186,0.00005107957,0.000016633545,0.0000041149574,0.00021654069,0.40372443,0.5929203,0.0000022233348,8.345542e-7,0.00012787225],"study_design_scores_gemma":[0.0001515562,0.000019136785,0.0094522415,0.000052400606,0.000016356857,0.0000059853246,0.000071670125,0.53926724,0.45080596,0.0000024895178,0.000009183277,0.00014575718],"about_ca_topic_score_codex":0.00009900039,"about_ca_topic_score_gemma":9.563515e-7,"teacher_disagreement_score":0.14211434,"about_ca_system_score_codex":0.000057466543,"about_ca_system_score_gemma":0.000017763632,"threshold_uncertainty_score":0.50331557},"labels":[],"label_agreement":null},{"id":"W2592709069","doi":"10.2118/183721-ms","title":"Senlac, The Forgotten SAGD Project","year":2017,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Steam-assisted gravity drainage; Petroleum engineering; Oil sands; Oil field; Steam injection; Oil production; Reservoir engineering; Geology; Petroleum; Archaeology; Asphalt; Paleontology; Geography","score_opus":0.01479459101125217,"score_gpt":0.24975367515212338,"score_spread":0.23495908414087122,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2592709069","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.18052863,0.00021885302,0.009008184,0.003982669,0.000425908,0.00018951994,0.000002921406,0.00059424643,0.80504906],"genre_scores_gemma":[0.9901807,0.00004594318,0.00017000869,0.000058026002,0.00014518149,0.000008870757,0.0000010202953,0.000012445397,0.009377831],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9996084,0.0000069663893,0.00007111534,0.00007293744,0.00009031136,0.00015027807],"domain_scores_gemma":[0.99932396,0.000020287203,0.000014632281,0.0006071675,0.000010141094,0.000023809702],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00010616169,0.000071021124,0.00007966009,0.000023564357,0.0002961086,0.00013507772,0.0003546333,0.00003553862,0.000092218754],"category_scores_gemma":[0.00003261386,0.000036769386,0.00007126377,0.000026548027,0.000033168657,0.0000807096,0.000043912674,0.00010293461,0.00011855914],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000014978237,0.00006236414,0.013832047,0.00024664486,0.0014990775,0.00007963767,0.0024759062,0.34470475,0.001672549,0.0006356209,0.5368767,0.097899765],"study_design_scores_gemma":[0.000341894,0.000016647542,0.027545366,0.00002376491,0.00008674909,0.000012971279,0.00028968687,0.36914265,0.008051059,0.00031378004,0.59380794,0.00036746846],"about_ca_topic_score_codex":0.00041778642,"about_ca_topic_score_gemma":0.00020544326,"teacher_disagreement_score":0.80965203,"about_ca_system_score_codex":0.000011429465,"about_ca_system_score_gemma":0.000006233845,"threshold_uncertainty_score":0.22774579},"labels":[],"label_agreement":null},{"id":"W2593376236","doi":"","title":"Physical Properties of Fractured Porous Media","year":2015,"lang":"en","type":"article","venue":"AGU Fall Meeting Abstracts","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Porous medium; Geology; Porosity; Geotechnical engineering","score_opus":0.018532172747992744,"score_gpt":0.21878628124441965,"score_spread":0.2002541084964269,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2593376236","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9830964,0.0009860459,0.0000303665,0.000091139686,0.0002357924,0.000057879333,0.0000025028298,0.000283935,0.015215921],"genre_scores_gemma":[0.9992038,0.000018808707,0.00030513544,0.000022042237,0.00033476032,0.000005905158,0.000007572871,0.00003811433,0.00006384155],"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.998795,0.000027436536,0.00032151924,0.00016853854,0.00039049287,0.0002970644],"domain_scores_gemma":[0.9992666,0.00008203012,0.00008209223,0.00027402927,0.00009776561,0.00019744902],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002700637,0.00018855045,0.00032719292,0.00008807879,0.000032550975,0.000027132768,0.00021411938,0.00010621649,0.000001080246],"category_scores_gemma":[0.0004811503,0.0001465962,0.00009833618,0.00014116951,0.000055553206,0.00010842794,0.00003225243,0.0002638048,0.00006550569],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000012448831,0.00007147127,0.0010711877,0.00011520898,0.00011336689,0.000025853842,0.0044996487,0.9829686,0.008877357,0.0000015161393,0.0010763735,0.0011669336],"study_design_scores_gemma":[0.001915354,0.00016729104,0.026868764,0.0011050043,0.00042215994,0.000040133615,0.002586349,0.12880117,0.82606965,0.0006551076,0.009735135,0.0016338989],"about_ca_topic_score_codex":0.0026946487,"about_ca_topic_score_gemma":0.0007158565,"teacher_disagreement_score":0.85416746,"about_ca_system_score_codex":0.000040464995,"about_ca_system_score_gemma":0.00003347389,"threshold_uncertainty_score":0.5978019},"labels":[],"label_agreement":null},{"id":"W2593473957","doi":"","title":"Correlation of Hydraulic Fracturing Induced Seismicity with Operation Parameters of Shale Gas Extraction: Two Case Studies in Western Canada","year":2015,"lang":"en","type":"article","venue":"AGU Fall Meeting Abstracts","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Geological Survey of Canada","funders":"","keywords":"Hydraulic fracturing; Induced seismicity; Geology; Extraction (chemistry); Shale gas; Petroleum engineering; Oil shale; Natural gas; Mining engineering; Seismology; Geotechnical engineering; Engineering; Waste management; Paleontology","score_opus":0.03263817420775345,"score_gpt":0.26898553840422573,"score_spread":0.2363473641964723,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2593473957","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9982418,0.00022596729,0.00028174257,0.00006328361,0.00020873356,0.00013486492,0.0000029751159,0.000049874077,0.0007907952],"genre_scores_gemma":[0.9992628,0.00002026277,0.0005833811,0.000024836805,0.000045115637,0.000009380572,0.000009628216,0.00002540698,0.000019150983],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9985569,0.0000650276,0.0005957865,0.00020457048,0.0003437747,0.00023391511],"domain_scores_gemma":[0.9990419,0.00024966727,0.00023531291,0.00022227589,0.00014083648,0.0001099965],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00047355113,0.00019810244,0.00038540724,0.00015761463,0.0000469546,0.000017219236,0.00009417219,0.000084025574,5.958957e-7],"category_scores_gemma":[0.00021392439,0.00017616045,0.000038764298,0.00021373421,0.000037212154,0.00024984544,0.000021306985,0.00031488133,0.0000016647308],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00001933766,0.000027702708,0.041612793,0.00013087055,0.000112069094,0.00044190485,0.0016993594,0.95507896,0.00036840801,1.146962e-7,0.000032619326,0.00047584408],"study_design_scores_gemma":[0.0038218119,0.00033289733,0.08641496,0.0022139233,0.000416149,0.0016211666,0.011532762,0.7397397,0.15238978,0.00004000547,0.00018507743,0.0012917736],"about_ca_topic_score_codex":0.75718564,"about_ca_topic_score_gemma":0.8031362,"teacher_disagreement_score":0.21533927,"about_ca_system_score_codex":0.00025135843,"about_ca_system_score_gemma":0.00012755618,"threshold_uncertainty_score":0.71836144},"labels":[],"label_agreement":null},{"id":"W2593510207","doi":"","title":"Markov Chain Monte Carlo Simulation to Assess Uncertainty in Models of Naturally Deformed Rock","year":2015,"lang":"en","type":"article","venue":"AGU Fall Meeting Abstracts","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Carleton University","funders":"","keywords":"Markov chain Monte Carlo; Monte Carlo method; Statistical physics; Markov chain; Geology; Econometrics; Computer science; Statistics; Mathematics; Physics","score_opus":0.02843959119919739,"score_gpt":0.2590744696238259,"score_spread":0.23063487842462851,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2593510207","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99152297,0.00020266784,0.001039112,0.00007839675,0.00016145562,0.0001633648,0.0000047181343,0.00014498136,0.0066823144],"genre_scores_gemma":[0.9987275,0.000011640812,0.0009891728,0.000036771282,0.00007145915,0.000011948961,0.000008533386,0.00003431429,0.000108683234],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99842983,0.00004713663,0.00053090096,0.00022567094,0.00038956292,0.0003769217],"domain_scores_gemma":[0.9990582,0.00020901824,0.000094490206,0.00026801394,0.00015088146,0.000219412],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00066602824,0.00020646637,0.00033999395,0.00025049152,0.000030149375,0.000032722517,0.00022802313,0.00016252711,6.437313e-7],"category_scores_gemma":[0.0004862305,0.00018743292,0.00008695218,0.00033222316,0.000008748014,0.00020496808,0.000044916622,0.00029008175,0.000011468484],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000024498644,0.000021477468,0.0013037093,0.00007294845,0.000039762956,0.000015282401,0.000983119,0.99660736,0.0001754915,8.1080907e-7,0.00009196079,0.00066354865],"study_design_scores_gemma":[0.0003918116,0.000022784305,0.005620907,0.00019451499,0.000018761424,0.0000014038465,0.0002706281,0.9925301,0.0005296081,0.00006131053,0.00014150997,0.00021666622],"about_ca_topic_score_codex":0.012978943,"about_ca_topic_score_gemma":0.012126045,"teacher_disagreement_score":0.007204487,"about_ca_system_score_codex":0.00026048743,"about_ca_system_score_gemma":0.000054616477,"threshold_uncertainty_score":0.9935937},"labels":[],"label_agreement":null},{"id":"W2593702972","doi":"10.2118/184699-ms","title":"Novel Techniques for Modelling Re-Fracturing in Tight Reservoirs","year":2017,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Hydraulic fracturing; Microseism; Fracture (geology); Geology; Petroleum engineering; Tight gas; Petrophysics; Geotechnical engineering; Reservoir simulation; Pore water pressure; Geomechanics; Computation; Computer science; Seismology; Porosity; Algorithm","score_opus":0.030544861936814854,"score_gpt":0.26819367140836464,"score_spread":0.2376488094715498,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2593702972","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.043580823,0.00012420616,0.9085509,0.0006467126,0.00012653679,0.00023118664,0.000005174148,0.00047800696,0.046256427],"genre_scores_gemma":[0.9570413,0.00010179918,0.041176625,0.000026471787,0.00014924997,0.00006001901,0.0000048882857,0.000041298674,0.0013983255],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9990883,0.000004722988,0.00024482326,0.0002114463,0.0001253126,0.0003253852],"domain_scores_gemma":[0.99913067,0.00005924362,0.00004255214,0.00066894415,0.000030378114,0.0000681906],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00029626762,0.00015627108,0.00022800447,0.00017228532,0.00021711986,0.00014448001,0.00045881196,0.00013409983,0.000034333716],"category_scores_gemma":[0.00005751349,0.00013381598,0.00011321341,0.00004897476,0.000027013062,0.00029125312,0.00006117675,0.00020465312,0.000007402594],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000072659072,0.00001694597,0.00014485829,0.0000856559,0.000033827288,0.000003554035,0.000110862486,0.9955586,0.0015002695,0.00004213235,0.0007026012,0.0017933883],"study_design_scores_gemma":[0.00022469976,0.000008788899,0.00018993432,0.00008318782,0.000012028609,0.0000010542741,0.000032805667,0.9271408,0.052477702,0.00041282823,0.019202758,0.0002134171],"about_ca_topic_score_codex":0.0006161533,"about_ca_topic_score_gemma":0.00058781443,"teacher_disagreement_score":0.9134605,"about_ca_system_score_codex":0.000062753235,"about_ca_system_score_gemma":0.000008626168,"threshold_uncertainty_score":0.5456857},"labels":[],"label_agreement":null},{"id":"W2593779614","doi":"10.1130/abs/2016am-283604","title":"RELATING EDIACARAN FRONDS","year":2016,"lang":"en","type":"article","venue":"Abstracts with programs - Geological Society of America","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Queen's University; University of Toronto","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Frond; Computer science; Geology; Astrobiology; Paleontology; Physics","score_opus":0.011215254287143761,"score_gpt":0.2200855690582894,"score_spread":0.20887031477114565,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2593779614","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9594383,0.00046971615,0.023788286,0.0020575346,0.00008468156,0.0002639581,0.0000046505074,0.0008816051,0.01301122],"genre_scores_gemma":[0.9782545,0.00022754756,0.020983733,0.00009874917,0.000098661,0.00002642064,0.000008702469,0.000023142595,0.0002785714],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9986139,0.00002195894,0.00034790565,0.0002535405,0.00029370433,0.00046900113],"domain_scores_gemma":[0.9992375,0.00017192471,0.0001238477,0.00025551766,0.00005778765,0.0001534597],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00015535811,0.00021209815,0.00036990255,0.000019565177,0.00008136783,0.000016834905,0.00020626209,0.00019257604,0.00017250291],"category_scores_gemma":[0.000035741046,0.000109600915,0.0002673932,0.00025728124,0.00048718817,0.00011331813,0.000039427312,0.00027250889,0.000049676575],"study_design_candidate":"design_other","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000044559074,0.00035335618,0.03855125,0.00020445809,0.0011652561,0.000024926554,0.0011337474,0.15314867,0.0035041566,0.000008878689,0.005932559,0.7959282],"study_design_scores_gemma":[0.006666897,0.005136403,0.32867712,0.0016887813,0.00090769853,0.00009204237,0.004478902,0.05854199,0.025270632,0.0015663082,0.56262887,0.0043443744],"about_ca_topic_score_codex":0.00015135092,"about_ca_topic_score_gemma":0.0000032621717,"teacher_disagreement_score":0.79158384,"about_ca_system_score_codex":0.00003514694,"about_ca_system_score_gemma":0.000013550616,"threshold_uncertainty_score":0.44693956},"labels":[],"label_agreement":null},{"id":"W2595708762","doi":"10.1002/2016wr020088","title":"Impact of eliminating fracture intersection nodes in multiphase compositional flow simulation","year":2017,"lang":"en","type":"article","venue":"Water Resources Research","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":9,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Waterloo; University of Guelph","funders":"Boeing","keywords":"Mechanics; Multiphase flow; Relative permeability; Capillary pressure; Fracture (geology); Fluid dynamics; Context (archaeology); Capillary action; Computer simulation; Matrix (chemical analysis); Applied mathematics; Computer science; Mathematics; Materials science; Geology; Geotechnical engineering; Physics; Porous medium","score_opus":0.03599568766738316,"score_gpt":0.3688128733185784,"score_spread":0.3328171856511953,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2595708762","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9959377,0.0000450059,0.002673954,0.00007809708,0.000030168723,0.00009691556,0.000007780629,0.000035470788,0.0010948817],"genre_scores_gemma":[0.99953115,0.000007472162,0.0001958404,0.0000019616903,0.000113679074,0.000009265128,0.000032994623,0.000020824511,0.00008683714],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99873483,0.00010789144,0.00022830737,0.00016604099,0.0004189824,0.0003439656],"domain_scores_gemma":[0.9992877,0.00013298102,0.000030805142,0.00035694469,0.00012221966,0.000069315654],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000620789,0.00011184949,0.00017993402,0.00046210422,0.00028066544,0.00014545587,0.000301068,0.000107154905,0.00016058407],"category_scores_gemma":[0.000121877136,0.00007638638,0.00012196227,0.00008814056,0.000108358974,0.00020637912,0.00009398061,0.00046740597,0.000022310074],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00006010582,0.00004571628,0.011151378,0.000067047185,0.000058660855,0.000012365281,0.003280629,0.96671814,0.015899414,9.089594e-8,0.000028799337,0.0026776502],"study_design_scores_gemma":[0.0003866818,0.000049634946,0.0751259,0.00010083175,0.0000044523945,0.0000014293835,0.000096792144,0.9047207,0.01912072,0.000030392232,0.0002753619,0.00008710593],"about_ca_topic_score_codex":0.001661335,"about_ca_topic_score_gemma":0.00011203459,"teacher_disagreement_score":0.06397452,"about_ca_system_score_codex":0.000167541,"about_ca_system_score_gemma":0.0000061916935,"threshold_uncertainty_score":0.31149462},"labels":[],"label_agreement":null},{"id":"W2596503067","doi":"","title":"Roughness-Dominated Hydraulic Fracture Propagation","year":2015,"lang":"en","type":"article","venue":"2015 AGU Fall Meeting","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Dalhousie University","funders":"","keywords":"Geology; Fracture (geology); Geotechnical engineering; Forensic engineering; Engineering","score_opus":0.012364252747103855,"score_gpt":0.23661625729725064,"score_spread":0.2242520045501468,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2596503067","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.88755745,0.0034393035,0.025661845,0.0020864443,0.0009902848,0.00040021248,0.0000053132426,0.0018956845,0.07796346],"genre_scores_gemma":[0.9977979,0.000029285828,0.0007700106,0.000168007,0.00039501017,0.00002222907,0.00004350704,0.00005918384,0.00071485544],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9985886,0.0000681103,0.00032016195,0.00024973153,0.00037858935,0.00039477894],"domain_scores_gemma":[0.99917656,0.00005034641,0.000072266776,0.00033002355,0.00013509979,0.0002357207],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005155277,0.00024061913,0.00028133777,0.00014283827,0.000087913904,0.00008469588,0.000239101,0.00018862946,0.0000115215],"category_scores_gemma":[0.00024108971,0.00020464163,0.00009426936,0.00033554994,0.000028565213,0.00024262452,0.00004332731,0.00033442688,0.0003124437],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000009965653,0.000023910276,0.0018512118,0.00007155597,0.00009013451,0.00002383681,0.0010646565,0.9664869,0.0007344641,0.0000034314987,0.027884915,0.0017550357],"study_design_scores_gemma":[0.0012005506,0.00005718298,0.001591064,0.00022346796,0.0001409964,0.000026594873,0.00074189424,0.7821231,0.017694376,0.00029818912,0.19506739,0.00083519134],"about_ca_topic_score_codex":0.0010526023,"about_ca_topic_score_gemma":0.0002516545,"teacher_disagreement_score":0.18436378,"about_ca_system_score_codex":0.00013976338,"about_ca_system_score_gemma":0.00003407783,"threshold_uncertainty_score":0.83450437},"labels":[],"label_agreement":null},{"id":"W2598339466","doi":"10.15530/urtec-2016-2456352","title":"Rate Dependency of Bilinear Flow in Fractured Shale/Tight Gas Reservoirs","year":2016,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Petroleum engineering; Tight gas; Dependency (UML); Shale gas; Bilinear interpolation; Oil shale; Flow (mathematics); Geology; Volumetric flow rate; Petrology; Computer science; Mechanics; Hydraulic fracturing; Artificial intelligence; Physics","score_opus":0.006719962414655316,"score_gpt":0.20612099062348974,"score_spread":0.19940102820883443,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2598339466","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9565208,0.0005868231,0.02524457,0.0011743,0.00021546881,0.00014226438,0.000014108006,0.00028399113,0.015817676],"genre_scores_gemma":[0.9964642,0.00033947488,0.0012322948,0.00002326039,0.00007005641,0.000008034473,0.000004024885,0.0000295223,0.0018291635],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99886316,0.00005125041,0.0003769331,0.00020848877,0.000195264,0.0003048914],"domain_scores_gemma":[0.999235,0.00015327254,0.00003217936,0.0004407935,0.00004198553,0.00009680724],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00029720913,0.00016640322,0.00029708733,0.00025460363,0.000020755824,0.00001114943,0.0002581256,0.00014115749,0.0013258],"category_scores_gemma":[0.00013383188,0.000097172044,0.0001237009,0.00031880866,0.000035548455,0.00014838808,0.000039140046,0.00015125198,0.000118402735],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000062455976,0.00012326858,0.012877379,0.00024228146,0.00028126762,0.00010881298,0.0006108636,0.9144056,0.048336077,0.000034547236,0.0052523497,0.017665096],"study_design_scores_gemma":[0.0024217707,0.00008618141,0.020658309,0.0004015729,0.00007153538,0.000008229115,0.00011885414,0.50066763,0.45442405,0.0019102297,0.018366838,0.00086478214],"about_ca_topic_score_codex":0.00019497982,"about_ca_topic_score_gemma":0.0006783252,"teacher_disagreement_score":0.41373798,"about_ca_system_score_codex":0.00005022846,"about_ca_system_score_gemma":0.000019973138,"threshold_uncertainty_score":0.9995871},"labels":[],"label_agreement":null},{"id":"W2598956092","doi":"10.1007/s12517-017-2937-9","title":"A fully coupled numerical modeling to investigate the role of rock thermo-mechanical properties on reservoir uplifting in steam assisted gravity drainage","year":2017,"lang":"en","type":"article","venue":"Arabian Journal of Geosciences","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Geology; Gravity dam; Geomechanics; Geotechnical engineering; Finite element method; Porosity; Pore water pressure; Steam injection; Drainage; Coupling (piping); Stress (linguistics); Deformation (meteorology); Modulus; Thermal; Petroleum engineering; Materials science; Composite material; Structural engineering; Thermodynamics; Engineering","score_opus":0.026334802694893703,"score_gpt":0.24534562208093566,"score_spread":0.21901081938604194,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2598956092","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9942955,0.0002272573,0.0033347777,0.0014367979,0.00015363087,0.00009080395,9.409356e-7,0.000015815922,0.00044451084],"genre_scores_gemma":[0.99946123,0.00002182842,0.0003406013,0.000050109546,0.00007694406,0.000003775879,1.2362531e-7,0.000012204309,0.000033170694],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9982656,0.00010708733,0.000562208,0.00017521434,0.00056509394,0.0003247441],"domain_scores_gemma":[0.99896526,0.00008004693,0.00025863532,0.0004025295,0.00011582904,0.00017770634],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0016524814,0.00015244968,0.00037455137,0.00019163101,0.0003828828,0.00016805145,0.0011859816,0.00006178542,0.000007654911],"category_scores_gemma":[0.00080803863,0.00008729193,0.0001462347,0.00027601395,0.00010884561,0.0002864468,0.000106561914,0.00044146247,0.000005000592],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000041277206,0.000038976974,0.00095081143,0.000017016837,0.00003208326,0.000014595836,0.0012388186,0.9793537,0.015849847,0.000025074289,0.000006449791,0.0024313433],"study_design_scores_gemma":[0.0001957152,0.00018319291,0.006269536,0.0003283243,0.000020775467,0.000016477974,0.0012241076,0.9855535,0.0050312774,0.0009623317,0.000084909996,0.00012985672],"about_ca_topic_score_codex":0.000728696,"about_ca_topic_score_gemma":0.00019163008,"teacher_disagreement_score":0.010818571,"about_ca_system_score_codex":0.000050931365,"about_ca_system_score_gemma":0.00008138291,"threshold_uncertainty_score":0.35596618},"labels":[],"label_agreement":null},{"id":"W2599251899","doi":"","title":"Ab initio bread design: the role of bubbles in doughs and pores in breads","year":2015,"lang":"en","type":"article","venue":"UWA Profiles and Research Repository (University of Western Australia)","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Food science; Ab initio; Materials science; Chemistry","score_opus":0.0678098514640457,"score_gpt":0.2828203587176753,"score_spread":0.2150105072536296,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2599251899","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9980221,0.0008193224,0.00005394235,0.00014782306,0.000019414665,0.00014811748,0.000004928272,0.000013715697,0.00077066524],"genre_scores_gemma":[0.9986084,0.0002968746,0.00016126502,8.650994e-7,0.000020151814,0.0000010326812,0.0000024704564,0.0000071564464,0.0009017744],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9990102,0.00018779612,0.00014359089,0.0001514297,0.00028689014,0.00022006659],"domain_scores_gemma":[0.99950147,0.00011220933,0.00003582108,0.00017285722,0.00007754966,0.0001000946],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00062746386,0.00008629783,0.00020469088,0.00023480116,0.00007030586,0.000026860067,0.00020080869,0.00010344064,0.0000043953273],"category_scores_gemma":[0.000014625937,0.000072640694,0.00003046504,0.0002499466,0.0003519414,0.00015874387,0.000103756865,0.00027692723,0.0000015056223],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00041683018,0.00025497808,0.89191866,0.0010439499,0.00028739197,0.0005692953,0.023149347,0.04405337,0.031919826,0.00015876773,0.0012582622,0.004969347],"study_design_scores_gemma":[0.00213327,0.00040462462,0.8149672,0.00079325406,0.00006468884,0.000111686524,0.04550369,0.023770627,0.10866276,0.00095509656,0.0021859305,0.00044714755],"about_ca_topic_score_codex":0.0072762826,"about_ca_topic_score_gemma":0.00031616207,"teacher_disagreement_score":0.076951414,"about_ca_system_score_codex":0.000039495273,"about_ca_system_score_gemma":0.000036368812,"threshold_uncertainty_score":0.99933434},"labels":[],"label_agreement":null},{"id":"W2599486791","doi":"10.1002/2016jb013835","title":"Nucleation of dynamic slip on a hydraulically fractured fault","year":2017,"lang":"en","type":"article","venue":"Journal of Geophysical Research Solid Earth","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":28,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Dalhousie University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Slip (aerodynamics); Slipping; Nucleation; Instability; Geology; Mechanics; Geotechnical engineering; Fault (geology); Shear (geology); Seismology; Structural engineering; Petrology; Engineering; Physics; Thermodynamics","score_opus":0.021453641167394018,"score_gpt":0.33727943118374754,"score_spread":0.3158257900163535,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2599486791","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9911533,0.000081700215,0.0011424529,0.0009672807,0.00015948848,0.00009072143,0.0000056594613,0.000022529532,0.0063768635],"genre_scores_gemma":[0.99862534,0.0002187825,0.00026753667,0.000019943054,0.0003964081,0.0000018513679,0.0000018556811,0.000029254777,0.00043901041],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99750865,0.00011780893,0.00046776055,0.00014762672,0.0013319134,0.00042621957],"domain_scores_gemma":[0.9980788,0.00031053918,0.00023032736,0.0006114008,0.00048797127,0.00028093506],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008022292,0.00015391047,0.0004956183,0.00032556205,0.00026484343,0.0001475158,0.000731558,0.00013054219,0.000077884135],"category_scores_gemma":[0.0010885715,0.000114032766,0.00033702308,0.00017144233,0.0002093902,0.00028393438,0.00008037563,0.0012350994,0.00010785716],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0010744312,0.0013298021,0.00037352758,0.000550581,0.0016955647,0.00049525686,0.0018990077,0.6151444,0.14387856,0.0002584442,0.0066624884,0.22663799],"study_design_scores_gemma":[0.0020270387,0.0020177467,0.32980287,0.0007525446,0.000102299455,0.000024244182,0.00014352902,0.6007587,0.04669135,0.003930023,0.013285386,0.00046430103],"about_ca_topic_score_codex":0.00007630354,"about_ca_topic_score_gemma":0.000026909585,"teacher_disagreement_score":0.32942936,"about_ca_system_score_codex":0.00006178077,"about_ca_system_score_gemma":0.00007395443,"threshold_uncertainty_score":0.5365961},"labels":[],"label_agreement":null},{"id":"W2600548034","doi":"10.2118/185795-ms","title":"Step Rate Test as a Way to Understand Well Performance in Fractured Carbonates","year":2017,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":17,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"ConocoPhillips (Canada)","funders":"ConocoPhillips","keywords":"Interpretation (philosophy); Geology; Injector; Fracture (geology); Flow (mathematics); Petroleum engineering; Computer science; Applied mathematics; Mathematics; Mechanics; Geotechnical engineering; Engineering; Geometry; Physics; Mechanical engineering","score_opus":0.00848593559849456,"score_gpt":0.22219735279344388,"score_spread":0.21371141719494932,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2600548034","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.849542,0.000110568995,0.00089289894,0.00074711215,0.0001257701,0.000097065735,0.0000015483698,0.00013232764,0.1483507],"genre_scores_gemma":[0.99490064,0.000103101935,0.00018264884,0.000108288805,0.00005427808,0.000005252384,0.0000019635302,0.000022631073,0.004621202],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99927926,0.000008606859,0.00015182,0.00016803443,0.00011762586,0.0002746491],"domain_scores_gemma":[0.99930614,0.00006329287,0.000022382856,0.00047770079,0.000016434766,0.00011405314],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00015127048,0.0001466097,0.00018852162,0.00012150946,0.00012988866,0.00012897406,0.00029815914,0.00008006343,0.00024026714],"category_scores_gemma":[0.00008832473,0.00011520877,0.00004627083,0.00008266958,0.000023848394,0.00014759558,0.00004871902,0.00018130014,0.00029989256],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00002182916,0.00004722236,0.024792422,0.00012782418,0.000104164064,0.000060814855,0.0011848236,0.9656834,0.0017540415,0.000018125023,0.002748296,0.0034570578],"study_design_scores_gemma":[0.0009688365,0.00010073088,0.2573801,0.0001479354,0.00003765194,0.0000043695572,0.000505439,0.6562967,0.04071462,0.00012266445,0.04303125,0.000689736],"about_ca_topic_score_codex":0.00077814225,"about_ca_topic_score_gemma":0.0016776694,"teacher_disagreement_score":0.30938673,"about_ca_system_score_codex":0.00007495588,"about_ca_system_score_gemma":0.000009579808,"threshold_uncertainty_score":0.46980774},"labels":[],"label_agreement":null},{"id":"W2602020025","doi":"10.2118/185817-ms","title":"Transient Pressure and Temperature Interpretation in Intelligent Wells of the Golden Eagle Field","year":2017,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"Maersk Oil; Suncor Energy Incorporated; Heriot-Watt University","keywords":"Transient (computer programming); SIGNAL (programming language); Temperature measurement; Geology; Metering mode; Flow (mathematics); Computer science; Petroleum engineering; Mechanics; Engineering; Mechanical engineering; Physics; Thermodynamics","score_opus":0.004458413541328797,"score_gpt":0.21282891491502148,"score_spread":0.20837050137369267,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2602020025","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9846029,0.00085078506,0.0010389385,0.0012306601,0.00019863698,0.000121894744,0.0000023139423,0.00002533543,0.011928513],"genre_scores_gemma":[0.99828476,0.00011066806,0.000035274923,0.00003393511,0.00001429892,0.000002647834,3.9087467e-7,0.000004727501,0.0015133151],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.999678,0.000011530432,0.00010989653,0.00006908364,0.00006497551,0.00006648012],"domain_scores_gemma":[0.99967223,0.000024499355,0.000018861047,0.00025602258,0.000009841949,0.000018564628],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00006276945,0.000056235993,0.00009359611,0.000027786244,0.000037356764,0.000033011704,0.0001626347,0.000060019618,0.00006063798],"category_scores_gemma":[0.000029391509,0.000033824428,0.00004266917,0.000026795562,0.000020655032,0.00005761584,0.000024853773,0.00012372938,0.0000015616807],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000029987768,0.000052949887,0.014842754,0.00051981333,0.00032155935,0.0000042560587,0.008934469,0.94037944,0.013128202,0.000050787265,0.004643038,0.017092759],"study_design_scores_gemma":[0.00043425843,0.000053231583,0.16613017,0.00046465432,0.0001466059,0.0000034670686,0.0005981355,0.45357847,0.3629366,0.00013475174,0.015232863,0.00028679764],"about_ca_topic_score_codex":0.00031137012,"about_ca_topic_score_gemma":0.00042844095,"teacher_disagreement_score":0.48680094,"about_ca_system_score_codex":0.000004289847,"about_ca_system_score_gemma":0.0000030322415,"threshold_uncertainty_score":0.13793202},"labels":[],"label_agreement":null},{"id":"W2602496962","doi":"10.2118/185104-ms","title":"Optimizing Shale Development: Another Approach By Means of Multilateral Wellbores","year":2017,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Completion (oil and gas wells); Petroleum engineering; Subsea; Oil shale; Drilling; Drill; Unconventional oil; Wellbore; Production (economics); Tight oil; Computer science; Geology; Engineering; Marine engineering; Waste management; Mechanical engineering","score_opus":0.011928909410372503,"score_gpt":0.21472872259133335,"score_spread":0.20279981318096085,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2602496962","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.39140683,0.0005572155,0.27037707,0.00009325209,0.00015144006,0.00014594478,0.0000091882985,0.00037056353,0.3368885],"genre_scores_gemma":[0.96417856,0.000022925136,0.031094491,0.000011623618,0.00002218081,0.0000052698756,0.000008230342,0.000023229832,0.004633514],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99940455,0.000006163719,0.00016898169,0.00012319248,0.00011762956,0.00017950553],"domain_scores_gemma":[0.9995573,0.000008466458,0.000036969497,0.0003406109,0.0000151876,0.000041463783],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00008248816,0.00011371744,0.00017267365,0.00004823781,0.0001311831,0.000054616656,0.00029349467,0.0000639929,0.00017226028],"category_scores_gemma":[0.000008227443,0.00008846406,0.000059165708,0.000024757052,0.000038184462,0.00011632672,0.000041949344,0.000079443074,0.000017503642],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000009162464,0.0000997882,0.003946674,0.00026655916,0.00057082786,0.0000044073063,0.0037908272,0.96124804,0.012284845,0.000010715462,0.007630337,0.010137817],"study_design_scores_gemma":[0.0004510407,0.0000063777566,0.002868682,0.00003773876,0.000028890481,0.0000015254612,0.00011461229,0.71572584,0.25298718,0.000005524484,0.027439134,0.00033346255],"about_ca_topic_score_codex":0.00014474694,"about_ca_topic_score_gemma":0.000023432498,"teacher_disagreement_score":0.5727717,"about_ca_system_score_codex":0.000016079395,"about_ca_system_score_gemma":0.0000055508867,"threshold_uncertainty_score":0.36074597},"labels":[],"label_agreement":null},{"id":"W2602883448","doi":"10.2118/185861-ms","title":"Pressure Transient Analysis in Advanced Wells Completed with Flow Control Devices","year":2017,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"Maersk Oil; Suncor Energy Incorporated; Heriot-Watt University","keywords":"Inflow; Pressure drop; Petroleum engineering; Volumetric flow rate; Drop (telecommunication); Drawdown (hydrology); Nonlinear system; Pressure control; Transient analysis; Mechanics; Environmental geology; Completion (oil and gas wells); Computer science; Geology; Geotechnical engineering; Mechanical engineering; Engineering; Transient response; Hydrogeology; Metamorphic petrology; Electrical engineering; Physics","score_opus":0.005058634761597994,"score_gpt":0.20909515160821285,"score_spread":0.20403651684661486,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2602883448","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7201525,0.0009882879,0.25020483,0.0012966071,0.00011092926,0.0003779967,0.000043913897,0.0004305137,0.02639443],"genre_scores_gemma":[0.9985379,0.000027570515,0.00089419953,0.000046717778,0.000020330146,0.000014184017,0.0000104370765,0.000015835723,0.00043281648],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9991616,0.000021355252,0.00018900346,0.00020099276,0.00017732056,0.00024971773],"domain_scores_gemma":[0.9992485,0.000035699446,0.00003977128,0.00056225155,0.000030392634,0.00008340067],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000100411,0.0001576542,0.00040690624,0.00019599433,0.000115847906,0.00009224189,0.00029600886,0.00005865277,0.00026632682],"category_scores_gemma":[0.000009155955,0.00011008382,0.00012907575,0.00021591778,0.0000363564,0.00016111642,0.000009397179,0.00013911689,0.000014855928],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000021399035,0.000017693586,0.015922189,0.000037399255,0.0014732486,0.000014036561,0.00011334139,0.98086244,0.00010766921,0.0000017437818,0.00006321046,0.0013656011],"study_design_scores_gemma":[0.0008553105,0.000014667933,0.16173984,0.000018697263,0.0006463036,4.7078993e-7,0.000040269846,0.8303276,0.00023649765,0.0000017535293,0.005962178,0.0001564203],"about_ca_topic_score_codex":0.00052568904,"about_ca_topic_score_gemma":0.0076586474,"teacher_disagreement_score":0.27838543,"about_ca_system_score_codex":0.00001535177,"about_ca_system_score_gemma":0.0000060020766,"threshold_uncertainty_score":0.44890878},"labels":[],"label_agreement":null},{"id":"W2603097119","doi":"10.2118/185805-ms","title":"Development of a Parallel Simulator Utilizing Multiple Interacting Continua and Embedded Discrete Fracture Models in Fractured Unconventional Reservoirs","year":2017,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"Alberta Innovates - Technology Futures","keywords":"Hydraulic fracturing; Tight gas; Petroleum engineering; Reservoir simulation; Unconventional oil; Computer science; Fracture (geology); Simulation; Oil shale; Scale (ratio); Flow (mathematics); Reservoir engineering; Geology; Mechanics; Petroleum; Geotechnical engineering","score_opus":0.022715621737515596,"score_gpt":0.2713618568812354,"score_spread":0.24864623514371978,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2603097119","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.92761374,0.00027736303,0.068799905,0.00014762444,0.00011435263,0.0001705199,0.0000046839323,0.000090045076,0.0027817634],"genre_scores_gemma":[0.98260385,0.000023666324,0.017076084,0.000018341747,0.000036230922,0.000014651708,0.000017387918,0.000030143632,0.00017963855],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9985845,0.000026394478,0.00055695174,0.00027413113,0.00025067228,0.0003073371],"domain_scores_gemma":[0.99905485,0.00018319608,0.00017105284,0.00042531043,0.000052499156,0.00011310468],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00031409165,0.00023298727,0.00041831032,0.00016250153,0.0002200555,0.00011232478,0.00030167913,0.0001553485,0.000078481535],"category_scores_gemma":[0.00023198228,0.00019362237,0.000106170795,0.000056926972,0.00005557588,0.00051441527,0.0001409838,0.00035106685,0.0000032257792],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000041172712,0.000025073363,0.004942825,0.00011381211,0.0001617142,0.000009032028,0.0028673694,0.98994666,0.00075778563,0.000013725565,0.000060706076,0.0010601413],"study_design_scores_gemma":[0.0009838898,0.000005812918,0.015054753,0.00023167882,0.000018840734,0.0000013987512,0.0011367569,0.9762142,0.004481015,0.00018157733,0.0014372466,0.0002528369],"about_ca_topic_score_codex":0.00024102871,"about_ca_topic_score_gemma":0.0013822739,"teacher_disagreement_score":0.05499011,"about_ca_system_score_codex":0.000053724107,"about_ca_system_score_gemma":0.000030699706,"threshold_uncertainty_score":0.78956914},"labels":[],"label_agreement":null},{"id":"W2603199873","doi":"10.2118/185867-ms","title":"A New Environmentally Friendly Technique to Extend the Limits of Transient Pressure Testing and Sampling Using Pipe Conveyed Open Hole Wireline Formation Testing Tools","year":2017,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":16,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Wireline; Hydrostatic test; Transient (computer programming); Petroleum engineering; Casing; Environmental geology; Installation; Workover; Computer science; Engineering; Reliability engineering; Mechanical engineering; Geotechnical engineering; Hydrogeology; Telecommunications","score_opus":0.06758357528479282,"score_gpt":0.2908928418706517,"score_spread":0.22330926658585887,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2603199873","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.25996745,0.00013363369,0.73603153,0.00021585486,0.000036431204,0.00072188897,0.0000115064695,0.00008929077,0.002792451],"genre_scores_gemma":[0.8541001,0.000009132102,0.14567319,0.000026874697,0.00004310735,0.00001946566,0.000002488675,0.000021941134,0.00010366599],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9990714,0.000021877006,0.00033333636,0.00018775619,0.00016592888,0.00021967887],"domain_scores_gemma":[0.99910164,0.000195112,0.00011818225,0.0004442741,0.000032565196,0.00010825626],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00040868373,0.00016255671,0.00023484741,0.000058437236,0.00039434465,0.00032523045,0.00047714156,0.00006774982,0.000020005944],"category_scores_gemma":[0.00039213392,0.0001191173,0.000044334563,0.000095142925,0.00003776506,0.00065096276,0.00017858377,0.00015298482,0.0000015908629],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000008212929,0.000011876093,0.00035020465,0.0000949221,0.00006344961,0.0000018202842,0.0004670888,0.63739145,0.32450032,0.0000038323406,0.000041954907,0.03706484],"study_design_scores_gemma":[0.0005242545,0.00011067036,0.011644885,0.0005578408,0.00022572344,0.000032863085,0.00027165757,0.8046553,0.17976046,0.000069519905,0.0017598172,0.00038701505],"about_ca_topic_score_codex":0.0013759404,"about_ca_topic_score_gemma":0.00006701461,"teacher_disagreement_score":0.5941327,"about_ca_system_score_codex":0.00002635825,"about_ca_system_score_gemma":0.000019840203,"threshold_uncertainty_score":0.48574626},"labels":[],"label_agreement":null},{"id":"W2603512385","doi":"","title":"Simulation of mode II unconstrained fracture path formation coupled with continuum anisotropic damage propagation in shale","year":2016,"lang":"en","type":"article","venue":"SMARTech Repository (Georgia Institute of Technology)","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"ConocoPhillips (Canada)","funders":"","keywords":"Anisotropy; Oil shale; Fracture (geology); Path (computing); Mode (computer interface); Physics; Mechanics; Materials science; Geology; Geotechnical engineering; Computer science; Optics","score_opus":0.0039317278664668135,"score_gpt":0.1967936107960595,"score_spread":0.1928618829295927,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2603512385","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8286686,0.00005142988,0.16999128,0.00015517509,0.000109798,0.00027267094,0.000005512046,0.0002871269,0.00045837698],"genre_scores_gemma":[0.9973432,0.000011512771,0.002456054,0.000003161336,0.000025473932,0.00003146461,0.000013525586,0.000018909239,0.00009673463],"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9988406,0.000014282727,0.0005237584,0.00020241652,0.00021216001,0.00020683485],"domain_scores_gemma":[0.99913186,0.000024566987,0.00022775332,0.00042818696,0.00015408832,0.000033527376],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00009822506,0.0001904949,0.00035425212,0.00051868596,0.00008016219,0.000008620838,0.00020764171,0.00032903123,0.0000056605195],"category_scores_gemma":[0.00006780336,0.00013288845,0.00006181808,0.000508367,0.00024434557,0.00050405593,0.000036260444,0.00019849259,0.0000013982],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000042451287,0.000068238274,0.004796523,0.00018362739,0.00007873575,0.000024370389,0.00015022529,0.79761827,0.19528185,0.000102083315,0.000014020704,0.0016396289],"study_design_scores_gemma":[0.0018498969,0.00029500664,0.004515945,0.00073175563,0.000086073844,0.000018440862,0.00010183071,0.4919408,0.49886942,0.00036907187,0.00090306037,0.00031869652],"about_ca_topic_score_codex":0.000060118797,"about_ca_topic_score_gemma":0.00016330871,"teacher_disagreement_score":0.30567744,"about_ca_system_score_codex":0.00015058252,"about_ca_system_score_gemma":0.000069594425,"threshold_uncertainty_score":0.5419034},"labels":[],"label_agreement":null},{"id":"W2603519342","doi":"10.2118/175892-pa","title":"Estimating Effective Fracture Pore Volume From Flowback Data and Evaluating Its Relationship to Design Parameters of Multistage-Fracture Completion","year":2017,"lang":"en","type":"article","venue":"SPE Production & Operations","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":63,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Fracture (geology); Volume (thermodynamics); Petroleum engineering; Compressibility; Casing; Pore water pressure; Geology; Hydraulic fracturing; Completion (oil and gas wells); Geotechnical engineering; Mechanics; Thermodynamics","score_opus":0.06546734236206335,"score_gpt":0.32995072254688884,"score_spread":0.2644833801848255,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2603519342","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"methods","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.23892303,0.00016914912,0.7563105,0.0032036582,0.00040824965,0.0007323596,0.00009036865,0.00010693632,0.000055747223],"genre_scores_gemma":[0.66580147,0.0000071188138,0.33338693,0.000026476948,0.00023760073,0.00003439183,0.00034522926,0.000021388134,0.00013942034],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99862856,0.00014620494,0.00033563457,0.0004758363,0.00024730686,0.00016644128],"domain_scores_gemma":[0.99835557,0.00012973473,0.000106336964,0.0011231664,0.00019277261,0.00009244186],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006223705,0.00018962726,0.00025874528,0.000114822746,0.00084337575,0.00024067215,0.0003147358,0.00011051497,0.00007768529],"category_scores_gemma":[0.0024509104,0.00017871655,0.000038586262,0.00012443875,0.000055883982,0.0007137454,0.000101350975,0.00032834473,0.0000320684],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000008542274,0.000017454775,0.001810345,0.000038948918,0.000086458895,8.6556025e-7,0.0013476756,0.9879731,0.003158588,9.2487386e-7,0.0013993323,0.0041577914],"study_design_scores_gemma":[0.00018330321,0.00003340189,0.03264382,0.000098434066,0.00013178328,0.0000037310379,0.0001266009,0.96174896,0.00431084,0.000048690574,0.000482199,0.00018822639],"about_ca_topic_score_codex":0.00036566763,"about_ca_topic_score_gemma":0.00016899117,"teacher_disagreement_score":0.42687842,"about_ca_system_score_codex":0.000060630693,"about_ca_system_score_gemma":0.000026172002,"threshold_uncertainty_score":0.728785},"labels":[],"label_agreement":null},{"id":"W2604254498","doi":"10.2118/185351-ms","title":"Effect of Varying Permeability on Inflow Performance Curve of Gas Reservoirs","year":2017,"lang":"en","type":"article","venue":"SPE Oil and Gas India Conference and Exhibition","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Memorial University of Newfoundland","funders":"Memorial University of Newfoundland","keywords":"Inflow; Permeability (electromagnetism); Porosity; Cementation (geology); Compressibility; Mechanics; Geology; Volumetric flow rate; Geotechnical engineering; Natural gas field; Petroleum engineering; Materials science; Chemistry; Composite material; Natural gas; Physics","score_opus":0.010608469207835775,"score_gpt":0.23456547727349866,"score_spread":0.22395700806566288,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2604254498","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.98621374,0.00010100961,0.000021988317,0.0001104338,0.00005622633,0.00002918867,0.000009317208,0.000020277186,0.013437809],"genre_scores_gemma":[0.99727696,0.002567414,0.000026041273,0.0000042085794,0.000039112045,0.000005894914,0.0000100620555,0.000007594379,0.000062719795],"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99934846,0.00003947667,0.00017878784,0.00015465303,0.00013261268,0.00014602562],"domain_scores_gemma":[0.9994608,0.00007157864,0.00007910262,0.0002866745,0.000042659067,0.0000591634],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00033900776,0.00012716105,0.00026162056,0.000077956654,0.00015364756,0.0000412426,0.00009664529,0.0000882318,0.000030553256],"category_scores_gemma":[0.000080068974,0.00010006365,0.000048881408,0.000036545218,0.0001609952,0.00018293055,0.000037406106,0.00015195383,0.000002882848],"study_design_candidate":"design_other","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00041206475,0.00007242867,0.14293197,0.0060315295,0.00018554079,0.000011641442,0.0024924946,0.020083439,0.011689473,0.0000982416,0.00008395492,0.81590724],"study_design_scores_gemma":[0.002899016,0.0020379464,0.23298243,0.0031392947,0.0002510896,0.000017742916,0.00018065383,0.185975,0.5698977,0.0013863691,0.00044148607,0.0007912704],"about_ca_topic_score_codex":0.0001926751,"about_ca_topic_score_gemma":0.00003458208,"teacher_disagreement_score":0.8151159,"about_ca_system_score_codex":0.0000104627115,"about_ca_system_score_gemma":0.000009397493,"threshold_uncertainty_score":0.4080477},"labels":[],"label_agreement":null},{"id":"W2604314374","doi":"10.1088/1742-2140/aa6215","title":"Analytical analysis of fracture conductivity for sparse distribution of proppant packs","year":2017,"lang":"en","type":"article","venue":"Journal of Geophysics and Engineering","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":73,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"Natural Sciences and Engineering Research Council of Canada; National Natural Science Foundation of China; CMG Reservoir Simulation Foundation","keywords":"Embedment; Conductivity; Fracture (geology); Modulus; Materials science; Hydraulic fracturing; Geotechnical engineering; Elastic modulus; Geology; Hydraulic conductivity; Poromechanics; Composite material; Porosity; Porous medium; Soil science","score_opus":0.012016083418079498,"score_gpt":0.23864536124914199,"score_spread":0.2266292778310625,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2604314374","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8786127,0.00017058935,0.120981045,0.000051750412,0.00008767286,0.000034173878,0.000036046407,0.000006307774,0.000019687193],"genre_scores_gemma":[0.99935424,0.000103764876,0.00040375214,0.0000013395585,0.00011013902,9.1035264e-7,0.000008491235,0.000010281688,0.0000070960577],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9992913,0.000004886558,0.00034839485,0.00006937096,0.00015522553,0.00013084046],"domain_scores_gemma":[0.99924976,0.000065045526,0.00024692516,0.00020996034,0.00015187741,0.00007644672],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00021750735,0.00011089954,0.00054770714,0.00013877855,0.000046701603,0.000028759472,0.000134295,0.00006761007,0.0000027200026],"category_scores_gemma":[0.00010907243,0.00008773614,0.000323255,0.00013700679,0.000039031518,0.00016503863,0.000019721138,0.00016223398,6.830453e-8],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000017198894,0.000036108668,0.0019695964,0.00022908415,0.0022987325,0.0000033415915,0.0000893011,0.98836595,0.0057628,0.00009758305,0.00005452787,0.0010757803],"study_design_scores_gemma":[0.00032329644,0.00007579774,0.123563446,0.00008320453,0.0019377533,0.000003292097,0.000029580078,0.8644166,0.008781772,0.00010364181,0.000547671,0.00013395642],"about_ca_topic_score_codex":0.000028778686,"about_ca_topic_score_gemma":0.0000024141395,"teacher_disagreement_score":0.12394936,"about_ca_system_score_codex":0.000020680636,"about_ca_system_score_gemma":0.000012655871,"threshold_uncertainty_score":0.35777757},"labels":[],"label_agreement":null},{"id":"W2604673903","doi":"10.2118/185745-ms","title":"Incorporation of Formation Water into Rate-Transient Analysis of Tight Oil Wells with High Water-Oil Ratio: A Field Example from North America","year":2017,"lang":"en","type":"article","venue":"SPE Western Regional Meeting","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":9,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"Alberta Innovates","keywords":"Petroleum engineering; Saturation (graph theory); Tight oil; Oil production; Environmental science; Water cut; Oil field; Geology; Water injection (oil production); Reservoir simulation; Produced water; Volumetric flow rate; Water saturation; Reservoir modeling; Decoupling (probability); Transient flow; Geotechnical engineering; Mechanics; Engineering; Geomorphology","score_opus":0.011085880224503259,"score_gpt":0.2072185224046874,"score_spread":0.19613264218018414,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2604673903","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.97940326,0.000026420084,0.019370733,0.0006703017,0.000058223613,0.000031754502,0.000008876904,0.000037293503,0.0003931549],"genre_scores_gemma":[0.9982137,0.0000852056,0.0008667335,0.00003909262,0.00007876768,0.000009864213,0.00050718826,0.000018628476,0.00018078586],"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99876213,0.000049886443,0.00047266742,0.0002073802,0.00030797513,0.00019993685],"domain_scores_gemma":[0.99904966,0.000072455536,0.00022386377,0.00047458464,0.00011783488,0.00006158895],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00015931253,0.00017792988,0.00043749574,0.00023120882,0.00015628152,0.0000646046,0.00024697505,0.00007327297,0.00004940738],"category_scores_gemma":[0.000010492285,0.000111993846,0.00014252606,0.00013502454,0.00006871119,0.0003370027,0.000043932894,0.00011397854,0.000012354409],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00009602908,0.000036476515,0.01089398,0.00019726399,0.0011377833,0.000008323352,0.0055902814,0.9365037,0.041742858,0.0000019484203,0.000044753528,0.0037466204],"study_design_scores_gemma":[0.0011188196,0.0001573595,0.028016541,0.000432882,0.0016944613,0.0000018588034,0.0004479794,0.19250369,0.77055204,0.000076414246,0.004397883,0.00060009066],"about_ca_topic_score_codex":0.015761897,"about_ca_topic_score_gemma":0.010145633,"teacher_disagreement_score":0.744,"about_ca_system_score_codex":0.000034793262,"about_ca_system_score_gemma":0.000009908895,"threshold_uncertainty_score":0.9907922},"labels":[],"label_agreement":null},{"id":"W2604720259","doi":"10.3390/en10040471","title":"Effects of Lean Zones on Steam-Assisted Gravity Drainage Performance","year":2017,"lang":"en","type":"article","venue":"Energies","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":21,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"Natural Sciences and Engineering Research Council of Canada; Alberta Innovates - Technology Futures; CMG Reservoir Simulation Foundation","keywords":"Injector; Petroleum engineering; Steam-assisted gravity drainage; Saturation (graph theory); Environmental science; Geology; Water injection (oil production); Oil sands; Steam injection; Drainage; Materials science; Engineering; Mechanical engineering; Mathematics","score_opus":0.00604043266006244,"score_gpt":0.20866440248489657,"score_spread":0.20262396982483413,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2604720259","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9881342,0.00023440798,0.00009409609,0.000032851454,0.00023161861,0.000033359345,0.0000012730873,0.00012661198,0.011111574],"genre_scores_gemma":[0.99833435,0.00015429693,0.00008566057,0.0000065233417,0.000074766416,0.000007388798,0.000002217732,0.00001702214,0.0013177476],"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99947494,0.0000115193425,0.00011184871,0.00010612355,0.00013808164,0.00015748406],"domain_scores_gemma":[0.9993904,0.00005918923,0.00004949629,0.00044741784,0.000016048652,0.000037437436],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00007592775,0.00011823218,0.00019995034,0.00007366091,0.00018579376,0.000032889984,0.00026317663,0.00005572467,0.000009251789],"category_scores_gemma":[0.00005520754,0.0000949424,0.000085596075,0.00004006066,0.000068510206,0.00010183676,0.000040933093,0.00010541132,0.000014343305],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000016694692,0.00005507784,0.0009249161,0.0008179504,0.0001861752,0.000021725707,0.0003404929,0.9605522,0.011886863,0.00020621103,0.0005869949,0.024404686],"study_design_scores_gemma":[0.0005263167,0.000105419575,0.37033898,0.0002801011,0.0000790736,0.0000018992304,0.000053093267,0.02480118,0.59962165,0.00014904999,0.0037206335,0.00032259192],"about_ca_topic_score_codex":0.00013138792,"about_ca_topic_score_gemma":0.000037316593,"teacher_disagreement_score":0.935751,"about_ca_system_score_codex":0.000018026964,"about_ca_system_score_gemma":0.0000042866645,"threshold_uncertainty_score":0.38716388},"labels":[],"label_agreement":null},{"id":"W2604824834","doi":"10.2118/185724-ms","title":"Fracture Propagation, Leakoff and Flowback Modeling for Tight Oil Wells Using the Dynamic Drainage Area Concept","year":2017,"lang":"en","type":"article","venue":"SPE Western Regional Meeting","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":29,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"Alberta Innovates - Technology Futures","keywords":"Petroleum engineering; Tight oil; Hydraulic fracturing; Geology; Fracture (geology); Well stimulation; Initialization; Drainage; Oil shale; Tight gas; Directional drilling; Geotechnical engineering; Reservoir engineering; Drilling; Engineering; Petroleum; Computer science","score_opus":0.022950097332838985,"score_gpt":0.26090186651424563,"score_spread":0.23795176918140665,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2604824834","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.749457,0.0018175261,0.23832779,0.007571226,0.00035264992,0.00028636592,0.0000136112985,0.00019727528,0.001976568],"genre_scores_gemma":[0.9970147,0.000097095624,0.0015947323,0.00015943583,0.0003454109,0.000013573855,0.000018357036,0.000051219682,0.00070546265],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9989015,0.000027978218,0.0002568828,0.0002781697,0.00022116017,0.00031432728],"domain_scores_gemma":[0.9991688,0.00010816918,0.00012442123,0.0004403353,0.000080000056,0.00007825647],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00027243578,0.00022206877,0.00023915946,0.000055060173,0.0008539292,0.00029499142,0.00033769556,0.00011918957,0.0000067256024],"category_scores_gemma":[0.00008552701,0.00015783735,0.0001175749,0.000041237217,0.0001530857,0.00022885585,0.00006980166,0.00023891378,0.0000041892904],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000007528079,0.0000052887626,0.0002351838,0.00011487921,0.000082403225,0.0000047444914,0.0006659385,0.9966792,0.0006565699,0.000013493468,0.000089111294,0.0014456932],"study_design_scores_gemma":[0.00028431663,0.000008068282,0.00014147359,0.00030957613,0.000071712166,0.00001838945,0.00030276115,0.9941163,0.00047037372,0.00032801836,0.0037242721,0.00022475833],"about_ca_topic_score_codex":0.00018657096,"about_ca_topic_score_gemma":0.00019306026,"teacher_disagreement_score":0.24755771,"about_ca_system_score_codex":0.000057528323,"about_ca_system_score_gemma":0.000021822167,"threshold_uncertainty_score":0.6567819},"labels":[],"label_agreement":null},{"id":"W2605163395","doi":"10.2118/185649-ms","title":"Reinterpretation of Fracture Closure Dynamics During Diagnostic Fracture Injection Tests","year":2017,"lang":"en","type":"article","venue":"SPE Western Regional Meeting","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":27,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"Natural Sciences and Engineering Research Council of Canada; Seven Generations Energy","keywords":"Fracture (geology); Closure (psychology); Mechanics; Geotechnical engineering; Materials science; Deformation (meteorology); Geology; Composite material","score_opus":0.007230003691346137,"score_gpt":0.23725383390561774,"score_spread":0.2300238302142716,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2605163395","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99011815,0.0004572852,0.006042413,0.0010695719,0.0002930999,0.00012208472,0.000006783378,0.0001739953,0.0017166005],"genre_scores_gemma":[0.9987757,0.00014899188,0.00026105493,0.0000666921,0.00040703843,0.000008842646,0.00003682955,0.000051480725,0.00024335831],"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","domain_scores_codex":[0.99874496,0.00003592992,0.00035535605,0.0002573417,0.00033904324,0.00026738655],"domain_scores_gemma":[0.99875396,0.00024268591,0.00028375897,0.00053990184,0.00009225933,0.00008745364],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00016028334,0.00023550027,0.00030182893,0.00014113016,0.000299779,0.000113174014,0.00035085433,0.00021625622,0.000018151351],"category_scores_gemma":[0.00047669662,0.0002160062,0.00017375074,0.000083967694,0.000073801144,0.0003062717,0.00005820639,0.0004126832,0.000018652223],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000017438182,0.000018803437,0.17873962,0.00029374502,0.00013596972,0.000026871716,0.00046300556,0.81874096,0.0005910301,0.00000391841,0.00015501889,0.00081362674],"study_design_scores_gemma":[0.0006560496,0.00006609223,0.8831493,0.00173138,0.00017423189,0.00008905769,0.00022987698,0.10368376,0.0076735825,0.00040887314,0.0015522885,0.0005854808],"about_ca_topic_score_codex":0.00033200593,"about_ca_topic_score_gemma":0.00067071925,"teacher_disagreement_score":0.7150572,"about_ca_system_score_codex":0.00011567493,"about_ca_system_score_gemma":0.000015688887,"threshold_uncertainty_score":0.88084775},"labels":[],"label_agreement":null},{"id":"W2606024698","doi":"","title":"Multidisciplinary study of clogging of leachate drains","year":2000,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Regina; Western University","funders":"","keywords":"Clogging; Leachate; Environmental science; Waste management; Engineering; Geography; Archaeology","score_opus":0.008427739868546249,"score_gpt":0.23075202900002054,"score_spread":0.22232428913147428,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2606024698","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.88742036,0.000044148546,0.00025482426,0.00000873725,0.000015098681,0.00005356367,5.7822325e-7,0.00009591485,0.11210677],"genre_scores_gemma":[0.9930534,0.000019998699,0.00015946483,0.0000010337882,0.000012797676,0.0000022780994,7.084e-7,0.000018515715,0.006731848],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9995453,0.000013452674,0.00017926324,0.00007392772,0.000092449,0.00009563637],"domain_scores_gemma":[0.99974424,0.00001657374,0.000014579439,0.00018819165,0.00000775023,0.00002867035],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000065658605,0.000066502,0.00016451589,0.00008231782,0.00001673939,0.00000200493,0.00008784398,0.000025942712,0.0013902168],"category_scores_gemma":[0.000002773717,0.000052702562,0.000050116363,0.00012615616,0.000015690364,0.00002725757,0.000014436492,0.00005232456,0.000026372876],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000035629355,0.00016780442,0.0036178194,0.00003755524,0.00012445709,0.0000040305918,0.001964747,0.9869873,0.002425666,0.0000014074258,0.00017679989,0.0044888854],"study_design_scores_gemma":[0.0020146966,0.0003897656,0.095034376,0.0001006113,0.00019659704,0.000004286763,0.00725103,0.8445952,0.048072584,0.000051646362,0.0017802536,0.0005089729],"about_ca_topic_score_codex":0.00021352866,"about_ca_topic_score_gemma":0.00007403652,"teacher_disagreement_score":0.14239208,"about_ca_system_score_codex":0.0000059119748,"about_ca_system_score_gemma":0.0000020259413,"threshold_uncertainty_score":0.9995226},"labels":[],"label_agreement":null},{"id":"W2606656934","doi":"10.1017/jfm.2017.465","title":"Dispersion of solids in fracturing flows of yield stress fluids","year":2017,"lang":"en","type":"article","venue":"Journal of Fluid Mechanics","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Mechanics; Rheology; Viscosity; Reynolds number; Porous medium; Fracture (geology); Shear (geology); Dispersion (optics); Geotechnical engineering; Materials science; Turbulence; Hydraulic fracturing; Geology; Porosity; Physics; Composite material","score_opus":0.012031246492886217,"score_gpt":0.23360199760123546,"score_spread":0.22157075110834923,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2606656934","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.964696,0.0010182809,0.03322041,0.000095949676,0.00052862545,0.00004088338,0.00000686932,0.000009392546,0.00038359413],"genre_scores_gemma":[0.9979146,0.0011785963,0.0007201551,0.0000055257674,0.00013770514,4.4121202e-7,6.2849074e-7,0.000019723984,0.000022594362],"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99873084,0.000016511562,0.00064412795,0.00007849223,0.00034789136,0.00018215532],"domain_scores_gemma":[0.9990493,0.00006018515,0.00029397538,0.00040191933,0.000108107844,0.00008648855],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00044380108,0.00012988214,0.00047188715,0.00026690576,0.000050545,0.000022482516,0.00049853546,0.00013515615,0.00005263061],"category_scores_gemma":[0.00023394324,0.00010620824,0.00024607647,0.00007544271,0.000014485046,0.00023528743,0.000066446424,0.00033166853,0.0000013453201],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00004412844,0.00008108861,0.00056533806,0.0002914345,0.00017985223,0.000050638388,0.00042326315,0.64607435,0.3489122,0.000027513508,0.00019384516,0.0031563304],"study_design_scores_gemma":[0.00045045835,0.000104357816,0.00086972443,0.0007414857,0.000077909215,0.000013525678,0.00016904135,0.43536934,0.5616768,0.00015480806,0.00024940664,0.00012313036],"about_ca_topic_score_codex":0.00006729972,"about_ca_topic_score_gemma":0.0000596124,"teacher_disagreement_score":0.21276459,"about_ca_system_score_codex":0.000051904288,"about_ca_system_score_gemma":0.00002959943,"threshold_uncertainty_score":0.43310463},"labels":[],"label_agreement":null},{"id":"W2608548685","doi":"10.1016/j.jngse.2017.04.027","title":"The material balance equation for fractured vuggy gas reservoirs with bottom water-drive combining stress and gravity effects","year":2017,"lang":"en","type":"article","venue":"Journal of Natural Gas Science and Engineering","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":19,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Regina","funders":"","keywords":"Compressibility; Petroleum engineering; Matrix (chemical analysis); Permeability (electromagnetism); Fracture (geology); Geology; Stress (linguistics); Mechanics; Geotechnical engineering; Sensitivity (control systems); Material balance; Conservation of mass; Bottom water; Porosity; Water balance; Engineering; Materials science; Chemistry","score_opus":0.00528272434228495,"score_gpt":0.2174864893033714,"score_spread":0.21220376496108645,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2608548685","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.993822,0.00048308945,0.0043754815,0.0004938605,0.00069956,0.00009068816,0.0000019052063,0.000022145763,0.000011268088],"genre_scores_gemma":[0.9980586,0.00023049406,0.0014822492,0.000007393238,0.00019511086,0.0000037680256,0.0000010301783,0.000012252417,0.000009108334],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99900776,0.000009347996,0.00018885302,0.00012526345,0.00034354383,0.00032524316],"domain_scores_gemma":[0.99930394,0.00012859459,0.00010123247,0.00018111017,0.00016632807,0.000118804746],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007186987,0.00013889883,0.00021284698,0.00010625498,0.00068392354,0.00059678196,0.0003534576,0.00004921907,4.1837984e-7],"category_scores_gemma":[0.00025262145,0.00007206887,0.00003870955,0.00006974736,0.00016076614,0.0006470634,0.000056254426,0.0003016013,1.5114391e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00020687206,0.000016176204,0.0016751641,0.00055631023,0.00021552638,0.000057056288,0.0015612987,0.79615533,0.19087805,0.000054447853,0.00012929649,0.008494496],"study_design_scores_gemma":[0.0010767742,0.00023278136,0.020706318,0.0005303522,0.0000869555,0.00008809828,0.0001082688,0.78260183,0.19324204,0.00022799561,0.0007971771,0.0003013811],"about_ca_topic_score_codex":0.000015269643,"about_ca_topic_score_gemma":0.000008504638,"teacher_disagreement_score":0.019031154,"about_ca_system_score_codex":0.000055827153,"about_ca_system_score_gemma":0.000019213077,"threshold_uncertainty_score":0.57547826},"labels":[],"label_agreement":null},{"id":"W2609246044","doi":"","title":"Development of a Fully-Coupled, Hydro-Mechanical Model for Finite-Discrete Element Simulations of Fluid-driven Fracturing","year":2016,"lang":"en","type":"article","venue":"50th U.S. Rock Mechanics/Geomechanics Symposium","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Toronto; Geomechanica (Canada)","funders":"","keywords":"Finite element method; Hydraulic fracturing; Fluid dynamics; Geology; Mechanical engineering; Mechanics; Engineering; Structural engineering; Petroleum engineering; Physics","score_opus":0.013918346035340716,"score_gpt":0.2315948783213842,"score_spread":0.21767653228604347,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2609246044","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.02729791,0.000121952115,0.9704596,0.00023336659,0.00041548192,0.00081652607,0.00031021956,0.00030244983,0.000042526397],"genre_scores_gemma":[0.9803093,0.00019992486,0.018632745,0.00004049318,0.00012238098,0.00018849898,0.000102454644,0.00018121304,0.00022299927],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99567294,0.00004675168,0.0017573611,0.00073507667,0.00080428243,0.0009835798],"domain_scores_gemma":[0.9974319,0.00040972696,0.0004383457,0.0010004863,0.0003703171,0.00034927134],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0005914816,0.00066680094,0.0010476506,0.0005810625,0.0002684524,0.000030903444,0.0008215035,0.00046093218,0.00014831201],"category_scores_gemma":[0.00017124732,0.0005513719,0.00053945597,0.00047738125,0.00000972576,0.0002716138,0.00034534477,0.00027534593,0.000027274285],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000054760894,0.00008662481,7.021476e-7,0.000282733,0.0003449954,0.0000012307438,0.00044873476,0.6449048,0.3524303,0.0010891769,0.000041977524,0.00031395664],"study_design_scores_gemma":[0.0011512971,0.00010622471,2.0547277e-7,0.00023761837,0.00018612666,0.0000018294444,0.00005383143,0.70925444,0.28434157,0.003031224,0.0011376942,0.0004979123],"about_ca_topic_score_codex":0.0000123253185,"about_ca_topic_score_gemma":0.00009755799,"teacher_disagreement_score":0.9530114,"about_ca_system_score_codex":0.00035470884,"about_ca_system_score_gemma":0.00022332271,"threshold_uncertainty_score":0.99969375},"labels":[],"label_agreement":null},{"id":"W2609366961","doi":"","title":"Deep Fluid Injection into Fractured Rock","year":2016,"lang":"en","type":"article","venue":"50th U.S. Rock Mechanics/Geomechanics Symposium","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Golder Associates (Canada)","funders":"","keywords":"Geology; Petroleum engineering; Geotechnical engineering","score_opus":0.005252504689640042,"score_gpt":0.19829525696672548,"score_spread":0.19304275227708545,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2609366961","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0025153523,0.0011501667,0.9895636,0.000985561,0.0029348494,0.00042287936,0.000022680586,0.0017155596,0.0006893903],"genre_scores_gemma":[0.9951967,0.0013786936,0.00048055864,0.00026670753,0.0007746087,0.00013088864,0.000053890482,0.0002669443,0.0014509958],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9959957,0.00011821317,0.00089692103,0.0009618061,0.00080839026,0.0012189613],"domain_scores_gemma":[0.9975429,0.00014443132,0.00019259912,0.0013163381,0.00025045112,0.0005532772],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00041853977,0.0008431624,0.000802373,0.0006850987,0.0004676334,0.00013969747,0.00090087624,0.0007722666,0.0006909215],"category_scores_gemma":[0.00011454094,0.0006601916,0.0004932722,0.00091612723,0.000005150417,0.0005793667,0.00030360636,0.0005930139,0.0014714561],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00004674282,0.00008126799,0.0000037175632,0.00014882037,0.000370639,0.000026113086,0.00045293593,0.8024813,0.1892577,0.00096468127,0.0034593572,0.0027067314],"study_design_scores_gemma":[0.00092272134,0.0002352198,0.0000015627445,0.00013699544,0.00019544353,0.000052876636,0.0001068383,0.8396891,0.113294825,0.008561552,0.035801806,0.0010010933],"about_ca_topic_score_codex":0.00010427551,"about_ca_topic_score_gemma":0.00018950293,"teacher_disagreement_score":0.9926814,"about_ca_system_score_codex":0.00068101764,"about_ca_system_score_gemma":0.0000761722,"threshold_uncertainty_score":0.9995849},"labels":[],"label_agreement":null},{"id":"W2610333236","doi":"10.13140/rg.2.1.2040.7202","title":"Coupled hydromechanical modeling of rock mass response to hydraulic fracturing: Outcomes related to the enhancement of fracture permeability","year":2015,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Hydraulic fracturing; Permeability (electromagnetism); Geology; Rock mass classification; Fracture (geology); Relative permeability; Geotechnical engineering; Petroleum engineering; Porosity","score_opus":0.015642552705454837,"score_gpt":0.2540272956861264,"score_spread":0.23838474298067158,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2610333236","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7390761,0.00007479257,0.25660107,0.0033052822,0.00012346864,0.00031089806,0.0000041348535,0.000091432106,0.00041285012],"genre_scores_gemma":[0.9974428,0.0000076204938,0.0016466406,0.00027554118,0.000021609161,0.000030526917,0.0000045067877,0.000038352133,0.00053239113],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99762404,0.00013957368,0.0008252068,0.00034695774,0.00068330567,0.00038093163],"domain_scores_gemma":[0.9981844,0.00029713154,0.00007608879,0.0009559191,0.00018066657,0.00030580707],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0014445637,0.00028856195,0.00063202233,0.00021361746,0.00005433645,0.000020005407,0.0005276691,0.00019318415,0.00027588004],"category_scores_gemma":[0.0008834533,0.00018379798,0.00024979905,0.00048753925,0.000015598936,0.00008236511,0.000122053905,0.0003487887,0.00010182655],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0002023626,0.000060002374,0.00015340808,0.00003203651,0.00019768707,0.0000023113591,0.0016296742,0.98843694,0.008916946,0.0000024865049,0.00028141218,0.00008475938],"study_design_scores_gemma":[0.00033179173,0.00014626097,0.00047166678,0.00004485611,0.00006637436,0.0000013862958,0.00042945787,0.9650234,0.031470798,0.00018288445,0.0015999763,0.00023115388],"about_ca_topic_score_codex":0.00024040932,"about_ca_topic_score_gemma":0.000033544908,"teacher_disagreement_score":0.25836673,"about_ca_system_score_codex":0.00016888938,"about_ca_system_score_gemma":0.000056695964,"threshold_uncertainty_score":0.7495064},"labels":[],"label_agreement":null},{"id":"W2610781674","doi":"10.2118/186067-ms","title":"Two Phase Flow Coupled to Geomechanics with Dual Porosity Model: Simulating Fractured Reservoirs by Finite Element Method","year":2017,"lang":"en","type":"article","venue":"SPE Reservoir Characterisation and Simulation Conference and Exhibition","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Petro Geotech (Canada)","funders":"","keywords":"Geomechanics; Finite element method; Porosity; Mechanics; Geology; Saturation (graph theory); Displacement (psychology); Galerkin method; Geotechnical engineering; Materials science; Mathematics; Structural engineering; Engineering; Physics","score_opus":0.027764060768065296,"score_gpt":0.3079577792266443,"score_spread":0.280193718458579,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2610781674","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.47848016,0.000026705073,0.5202596,0.00069807546,0.00003743592,0.00024931342,0.00006702423,0.00009627043,0.00008539621],"genre_scores_gemma":[0.99408364,0.0001800363,0.004746387,0.00014788835,0.00012826546,0.000031798118,0.0005364762,0.00003848689,0.00010701547],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9982948,0.000071516944,0.0004322524,0.0004602355,0.00039725832,0.0003439759],"domain_scores_gemma":[0.99866563,0.00013655669,0.00020893563,0.00047607056,0.00023640708,0.00027642725],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00051161903,0.0003186535,0.0003891999,0.00016994463,0.0007479809,0.00060075434,0.00013531794,0.00015577007,0.00010510375],"category_scores_gemma":[0.00014877923,0.000285931,0.00005447423,0.00009997941,0.000037848637,0.0008707812,0.0000897589,0.00026310552,0.00000721492],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00016915792,0.00003883829,0.0001691608,0.00007043047,0.000054486303,0.0000040533214,0.0009991962,0.9826278,0.008967535,0.000022590802,0.000042423435,0.006834296],"study_design_scores_gemma":[0.0019704974,0.00012578473,0.0007599416,0.000113959504,0.000060946557,0.000001834718,0.00012527849,0.99307567,0.0022970592,0.00055354304,0.00054236996,0.00037311867],"about_ca_topic_score_codex":0.00016438263,"about_ca_topic_score_gemma":0.00018739073,"teacher_disagreement_score":0.5156035,"about_ca_system_score_codex":0.00006771197,"about_ca_system_score_gemma":0.000031488726,"threshold_uncertainty_score":0.9999593},"labels":[],"label_agreement":null},{"id":"W2610888945","doi":"10.2118/157935-pa","title":"Estimation of CHOPS Wormhole Coverage From Rate/Time Flow Behaviors","year":2017,"lang":"en","type":"article","venue":"SPE Reservoir Evaluation & Engineering","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":10,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Regina; Husky Energy (Canada)","funders":"Massachusetts General Hospital","keywords":"Wormhole; Dimensionless quantity; Mechanics; Flow (mathematics); Work (physics); Computer science; Geology; Engineering; Physics; Classical mechanics; Mechanical engineering","score_opus":0.014474318644112836,"score_gpt":0.26562226879164424,"score_spread":0.2511479501475314,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2610888945","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9402364,0.0004857705,0.05620234,0.00012739206,0.0004269747,0.00029126756,0.000049378254,0.0002817815,0.0018986858],"genre_scores_gemma":[0.9953781,0.000117027674,0.0038332914,0.0000037267296,0.00017545781,0.000046240446,0.00019420685,0.000063431566,0.00018851203],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9982682,0.000050327642,0.00046608306,0.00027075538,0.00063496426,0.00030969203],"domain_scores_gemma":[0.998468,0.00010603351,0.00014161988,0.0010231923,0.00013346085,0.00012771248],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0009205847,0.00026196853,0.00037992874,0.00021801934,0.00016867471,0.00016142029,0.000484654,0.00016131088,0.0007112814],"category_scores_gemma":[0.000607848,0.00026956058,0.00016549423,0.00015766606,0.000032035394,0.00056476047,0.00008237418,0.0002535192,0.0001652414],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00000839279,0.000017657065,0.00013350016,0.00004745063,0.00009380262,0.0000035476692,0.00014443853,0.9777179,0.01221419,0.0000036442589,0.00022548568,0.009390025],"study_design_scores_gemma":[0.00054752384,0.000017625514,0.010688016,0.00014276548,0.00016250575,8.321984e-7,0.000008307575,0.9541401,0.033436604,0.00014915656,0.0004453859,0.00026117015],"about_ca_topic_score_codex":0.00016801445,"about_ca_topic_score_gemma":0.000028765375,"teacher_disagreement_score":0.055141695,"about_ca_system_score_codex":0.00019202578,"about_ca_system_score_gemma":0.000042803586,"threshold_uncertainty_score":0.9999757},"labels":[],"label_agreement":null},{"id":"W2611344923","doi":"","title":"Shear Reactivation of Natural Fractures in Hydraulic Fracturing","year":2016,"lang":"en","type":"article","venue":"50th U.S. Rock Mechanics/Geomechanics Symposium","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Université de Sherbrooke","funders":"","keywords":"Hydraulic fracturing; Geology; Shear (geology); Geotechnical engineering; Natural (archaeology); Petrology","score_opus":0.005854101626713115,"score_gpt":0.2092716446205646,"score_spread":0.20341754299385148,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2611344923","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.23879576,0.0019708176,0.7481185,0.0027518263,0.0034883865,0.0010609982,0.00007419581,0.0013593909,0.0023801327],"genre_scores_gemma":[0.99794286,0.00091615657,0.00024032587,0.00012952219,0.00025182997,0.00005288405,0.000028389328,0.00014395657,0.00029406697],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9967337,0.00009703687,0.0009604627,0.0006499119,0.00067847566,0.00088040595],"domain_scores_gemma":[0.9982497,0.00025036672,0.0002521017,0.00088853977,0.00014154584,0.00021776375],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0005169173,0.0005787458,0.0007822417,0.0008742584,0.000119948,0.000045426343,0.0006512823,0.00047792995,0.00020550695],"category_scores_gemma":[0.00016333054,0.00044756336,0.00031629184,0.0008098173,0.000008163863,0.00057757366,0.00018149745,0.0006541978,0.000096632204],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00007684449,0.00011834509,0.00003218398,0.00023605995,0.00022461628,0.000029364257,0.00045039738,0.48432317,0.5096259,0.0009156059,0.000584546,0.003382939],"study_design_scores_gemma":[0.0013232637,0.00012253458,0.000114352115,0.00050545356,0.000090506524,0.000023902694,0.000117110634,0.38807675,0.59569263,0.006696104,0.006362349,0.0008750304],"about_ca_topic_score_codex":0.00014972745,"about_ca_topic_score_gemma":0.00010332297,"teacher_disagreement_score":0.7591471,"about_ca_system_score_codex":0.0004147361,"about_ca_system_score_gemma":0.00006308706,"threshold_uncertainty_score":0.9997976},"labels":[],"label_agreement":null},{"id":"W2611601775","doi":"10.2118/186041-ms","title":"Coupled Fluid Flow to Geomechanics in Fractued Reservoir: Governing Equation, Geomechanics Parameters and Numerical Method","year":2017,"lang":"en","type":"article","venue":"SPE Reservoir Characterisation and Simulation Conference and Exhibition","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Petro Geotech (Canada)","funders":"","keywords":"Geomechanics; Poromechanics; Permeability (electromagnetism); Hydraulic fracturing; Geology; Porosity; Geotechnical engineering; Fluid dynamics; Porous medium; Fracture (geology); Petroleum engineering; Mechanics","score_opus":0.037439045014131554,"score_gpt":0.28844274003164316,"score_spread":0.25100369501751163,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2611601775","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.53713685,0.000051429488,0.46143264,0.0009386,0.0000795744,0.00022226368,0.000017676717,0.00006542349,0.00005552953],"genre_scores_gemma":[0.9957851,0.00065782404,0.00306878,0.00012653685,0.00008214786,0.000034907833,0.00016886414,0.000030510133,0.00004530891],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99831253,0.000108058026,0.0004816962,0.00045442604,0.00032218316,0.0003210977],"domain_scores_gemma":[0.99885416,0.00021013377,0.00016562195,0.00039035358,0.00014748854,0.00023223808],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00072638935,0.00027050282,0.00040336722,0.0002739919,0.00042760308,0.0005548487,0.00013818125,0.00022719466,0.000082219216],"category_scores_gemma":[0.00048057616,0.00027398454,0.00004934617,0.00015149183,0.000026919954,0.0008857669,0.00011401216,0.00027554255,0.000015949785],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000911449,0.000020571822,0.0011012799,0.00012143445,0.00003684177,0.000005797779,0.0012591626,0.977011,0.0046126214,0.000117690564,0.000018250326,0.015604175],"study_design_scores_gemma":[0.0006652487,0.00006278224,0.018151104,0.00014189897,0.000028784956,0.000003566376,0.00020161267,0.97751725,0.00051441975,0.0017440849,0.00065380096,0.00031546157],"about_ca_topic_score_codex":0.00033257427,"about_ca_topic_score_gemma":0.000152954,"teacher_disagreement_score":0.45864826,"about_ca_system_score_codex":0.0000871589,"about_ca_system_score_gemma":0.00002707867,"threshold_uncertainty_score":0.9999712},"labels":[],"label_agreement":null},{"id":"W2612338451","doi":"","title":"Reactivation of a Propped Hydraulic Fracture","year":2014,"lang":"en","type":"article","venue":"2014 AGU Fall Meeting","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Dalhousie University","funders":"","keywords":"Fracture (geology); Geology; Geotechnical engineering","score_opus":0.005760710650745171,"score_gpt":0.20308794706157482,"score_spread":0.19732723641082964,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2612338451","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.91960937,0.00026717657,0.029572496,0.00043221444,0.00017325807,0.00013628953,0.0000012954522,0.0004014191,0.04940651],"genre_scores_gemma":[0.99845946,0.000032741442,0.00097341137,0.00010277439,0.00022370463,0.000009396335,0.000012364253,0.00003509345,0.00015103766],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99902123,0.000054508517,0.00029340858,0.00017153443,0.0002234752,0.0002358383],"domain_scores_gemma":[0.99935645,0.00011787564,0.00009645893,0.00030693653,0.00005211342,0.00007018996],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00037583607,0.00015436951,0.00025743202,0.00012555625,0.000056671593,0.000020394513,0.00016435308,0.00012790154,0.000014835196],"category_scores_gemma":[0.00020418304,0.00012950688,0.00010327071,0.00015224211,0.000022693532,0.00010089217,0.000023257497,0.00021771544,0.00005828288],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000100724965,0.000036049914,0.007535782,0.0003225823,0.00014167413,0.0000018439092,0.00071606395,0.94513506,0.028565831,0.000021652313,0.007936917,0.009576494],"study_design_scores_gemma":[0.00073164806,0.00008297999,0.014396693,0.00041623725,0.0001353617,0.0000068385207,0.0001601033,0.6937348,0.12973398,0.00040828995,0.15951617,0.0006768965],"about_ca_topic_score_codex":0.0009103213,"about_ca_topic_score_gemma":0.0001194232,"teacher_disagreement_score":0.25140023,"about_ca_system_score_codex":0.000030052814,"about_ca_system_score_gemma":0.000007854582,"threshold_uncertainty_score":0.5281137},"labels":[],"label_agreement":null},{"id":"W2612427445","doi":"10.2118/0417-0029-jpt","title":"Oil and Gas Producers Find Frac Hits in Shale Wells a Major Challenge","year":2017,"lang":"en","type":"article","venue":"Journal of Petroleum Technology","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":83,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Hydraulic fracturing; Oil shale; Casing; Drilling; Petroleum engineering; Shale gas; Tight oil; Geology; Petroleum industry; Engineering; Natural resource economics; Economics; Mechanical engineering; Paleontology","score_opus":0.006677193008588715,"score_gpt":0.2216165109172681,"score_spread":0.2149393179086794,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2612427445","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9795803,0.0042878734,0.00008329036,0.011956067,0.00021710756,0.000009692545,0.0000015673967,0.00005307289,0.0038110286],"genre_scores_gemma":[0.995074,0.0035103825,0.00037536546,0.00001231868,0.00014316027,0.000003278349,2.3799149e-7,0.000020962454,0.00086032855],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9990728,0.000013196164,0.000346566,0.00014238054,0.000150013,0.0002750577],"domain_scores_gemma":[0.99925214,0.00002175335,0.0002022885,0.00041001863,0.000042440108,0.000071329254],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00028339738,0.00014236302,0.00038679913,0.0006952487,0.000092990755,0.000044237022,0.0004606634,0.00024655246,0.000035071203],"category_scores_gemma":[0.00017282933,0.00011941435,0.0000783547,0.000090356174,0.00011504421,0.00016199499,0.00008068348,0.00070301327,0.000012946346],"study_design_candidate":"design_other","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00020358751,0.0006355891,0.07323525,0.0011903906,0.0018315697,0.0040252623,0.0018968459,0.11425359,0.024815619,0.00027085163,0.0065873847,0.771054],"study_design_scores_gemma":[0.017683554,0.0026164912,0.15774104,0.0030170837,0.0009772924,0.0041603097,0.0032187516,0.14392011,0.054397378,0.012579878,0.5964153,0.0032728205],"about_ca_topic_score_codex":0.000028355638,"about_ca_topic_score_gemma":0.00010776464,"teacher_disagreement_score":0.76778126,"about_ca_system_score_codex":0.00006788832,"about_ca_system_score_gemma":0.000022580816,"threshold_uncertainty_score":0.48695758},"labels":[],"label_agreement":null},{"id":"W2613233783","doi":"","title":"Nucleation of Dynamic Slip on a Hydraulically Fractured Fault","year":2014,"lang":"en","type":"article","venue":"AGU Fall Meeting Abstracts","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Dalhousie University","funders":"","keywords":"Slip (aerodynamics); Slipping; Nucleation; Geology; Instability; Geotechnical engineering; Mechanics; Fault (geology); Seismology; Structural engineering; Engineering; Thermodynamics; Physics","score_opus":0.005313440878173071,"score_gpt":0.21140481294825123,"score_spread":0.20609137207007816,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2613233783","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9368395,0.0000729793,0.0012324081,0.00022578643,0.00018386112,0.000085884036,0.0000030528106,0.00035063425,0.06100589],"genre_scores_gemma":[0.99847585,0.000031125666,0.0010282974,0.00012778529,0.00011997965,0.0000065032546,0.000024737716,0.000055362874,0.00013037767],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9984932,0.00004940176,0.00049015763,0.00026255005,0.00036949042,0.00033517685],"domain_scores_gemma":[0.99894685,0.000297322,0.00014312525,0.00041297154,0.000063633954,0.00013610008],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00039974082,0.00023639646,0.00033420656,0.00017139543,0.00007547333,0.00003815491,0.00024784656,0.00020234204,0.000008503483],"category_scores_gemma":[0.00047028644,0.00021134832,0.00015547163,0.00017979534,0.000036139216,0.0000830486,0.000021788226,0.00036231254,0.00014992434],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000012530448,0.00004944426,0.0003269998,0.000101417594,0.00007871519,0.0000045078928,0.00027177125,0.9802929,0.005427937,0.0000066913612,0.0003726905,0.013054398],"study_design_scores_gemma":[0.0008771955,0.00019584352,0.15623702,0.00059901754,0.00014308999,0.000007143548,0.000085007145,0.8057591,0.019696098,0.0003594348,0.015306609,0.0007344718],"about_ca_topic_score_codex":0.000771563,"about_ca_topic_score_gemma":0.00074884144,"teacher_disagreement_score":0.17453383,"about_ca_system_score_codex":0.000060376322,"about_ca_system_score_gemma":0.000010166156,"threshold_uncertainty_score":0.8618535},"labels":[],"label_agreement":null},{"id":"W2613389432","doi":"10.2118/187466-ms","title":"Effect of Lamination on Interpreting Formation Permeability and Pressure Responses from Wirelilne Formation Testing","year":2017,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Shell (Canada); University of Regina","funders":"","keywords":"Permeability (electromagnetism); Lamination; Geology; Capillary pressure; Fluid dynamics; Mechanics; Wireline; Relative permeability; Geotechnical engineering; Materials science; Petroleum engineering; Composite material; Engineering; Chemistry; Porous medium; Porosity; Physics; Membrane","score_opus":0.008620976169930513,"score_gpt":0.24670705853901215,"score_spread":0.23808608236908163,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2613389432","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.98601186,0.0000531295,0.009132311,0.000057393976,0.00004573842,0.000105192405,0.000007220133,0.00009774982,0.0044894116],"genre_scores_gemma":[0.9995794,0.00000965993,0.00030896367,0.0000037177126,0.000025150555,0.0000074994923,0.000010552836,0.000007506567,0.000047532616],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9994345,0.00008146104,0.00018965582,0.000089376794,0.000120339646,0.00008469547],"domain_scores_gemma":[0.9991041,0.0004792508,0.000093654155,0.0002590445,0.00003914289,0.000024805144],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005198803,0.000090026646,0.00014329494,0.0000649662,0.00015737586,0.00007135641,0.00009322166,0.000059758535,0.000011348064],"category_scores_gemma":[0.0014594108,0.000068687594,0.00003330449,0.0000284932,0.000028047642,0.00050068815,0.0000319702,0.000090498106,0.0000030324022],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00051143195,0.000050763505,0.03566488,0.0030536128,0.00023731956,0.0000033447486,0.0054182285,0.30749282,0.10147435,0.000024961168,0.0003109408,0.54575735],"study_design_scores_gemma":[0.00018646674,0.00010004061,0.03133534,0.0001744087,0.00004109826,8.4395134e-7,0.000033848704,0.7842562,0.1837223,0.00002917546,0.000053868527,0.00006636447],"about_ca_topic_score_codex":0.00017798725,"about_ca_topic_score_gemma":0.000030762694,"teacher_disagreement_score":0.54569095,"about_ca_system_score_codex":0.00002253594,"about_ca_system_score_gemma":0.0000019683318,"threshold_uncertainty_score":0.28009987},"labels":[],"label_agreement":null},{"id":"W2613521023","doi":"","title":"Elastic and Plastic Mechanical Properties of Liquids-Rich Unconventional Shales and Their Implications for Hydraulic Fracturing and Proppant Embedment: A Case Study of the Nordegg Member in Alberta, Canada","year":2014,"lang":"en","type":"article","venue":"48th U.S. Rock Mechanics/Geomechanics Symposium","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":11,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Hydraulic fracturing; Geology; Embedment; Petroleum engineering; Geotechnical engineering; Oil shale","score_opus":0.010944126156849799,"score_gpt":0.20273266475157747,"score_spread":0.19178853859472766,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2613521023","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.97382766,0.00036135013,0.024072066,0.0003802691,0.00023931169,0.0010225853,0.00004923466,0.000033346674,0.000014206062],"genre_scores_gemma":[0.99944395,0.000094578245,0.000044001896,0.000030821957,0.000041325682,0.00024821478,0.000007137937,0.00006075781,0.000029233683],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9980107,0.00010612325,0.0007348591,0.00050122064,0.00022310464,0.00042398996],"domain_scores_gemma":[0.998576,0.00046718438,0.00020286498,0.0004553815,0.00013179665,0.00016679359],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00035910044,0.00039721632,0.0006341507,0.00020044245,0.0002447789,0.000038345122,0.0002578023,0.00016185977,0.0000043689174],"category_scores_gemma":[0.00018174382,0.00028238207,0.000081388556,0.00030037013,0.000015746207,0.00011523453,0.00029230377,0.00028784006,1.812181e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00022256425,0.0008879604,0.0010270673,0.004078779,0.0013680567,0.000022201963,0.007944086,0.8876691,0.091162965,0.0048338356,0.000072903196,0.0007104777],"study_design_scores_gemma":[0.0015264326,0.00042648843,0.00011659647,0.00030149022,0.0003229904,0.0002985551,0.0019415391,0.9673583,0.025273263,0.0017927638,0.00017539637,0.00046619985],"about_ca_topic_score_codex":0.04385532,"about_ca_topic_score_gemma":0.3225003,"teacher_disagreement_score":0.27864498,"about_ca_system_score_codex":0.000106183805,"about_ca_system_score_gemma":0.00012551754,"threshold_uncertainty_score":0.9999628},"labels":[],"label_agreement":null},{"id":"W2613732658","doi":"","title":"Comparison of Hydraulic Methods and Tracer Experiments as Applied to the Development of Conceptual Models for Discrete Fracture Networks","year":2015,"lang":"en","type":"article","venue":"AGU Fall Meeting Abstracts","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Queen's University","funders":"","keywords":"TRACER; Fracture (geology); Computer science; Environmental science; Geology; Geotechnical engineering; Physics","score_opus":0.048054583192467915,"score_gpt":0.33826414930809606,"score_spread":0.29020956611562815,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2613732658","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.73084503,0.0014360534,0.2614962,0.00010632942,0.00012197393,0.00036674406,0.0000026017963,0.00006509874,0.0055599744],"genre_scores_gemma":[0.9417277,0.000006727196,0.05799,0.00006294967,0.000072881056,0.000060847262,0.000013313959,0.000033954777,0.00003163676],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9984913,0.000046485187,0.00067115173,0.00022522963,0.0002657075,0.00030014565],"domain_scores_gemma":[0.99896646,0.00033066954,0.0001788952,0.0002508633,0.00007612693,0.00019701611],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00092224986,0.0002180286,0.0004907383,0.00006882174,0.00008389757,0.00002331206,0.00021725542,0.00014629206,0.0000011235135],"category_scores_gemma":[0.00011867329,0.00015751798,0.00007470607,0.000119610675,0.00007229588,0.000062119645,0.000058260783,0.00020440505,0.0000021929777],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000034043725,0.00002697728,0.00014992747,0.00004500717,0.00015578119,2.4193514e-7,0.020919116,0.9745235,0.00091441214,0.000006909046,0.00041789847,0.0028061708],"study_design_scores_gemma":[0.000931695,0.00009817166,0.0017923596,0.00020386653,0.00015681311,0.0000015406011,0.012653965,0.76064825,0.20994703,0.00016267388,0.012905865,0.0004977822],"about_ca_topic_score_codex":0.00034167906,"about_ca_topic_score_gemma":0.00022282796,"teacher_disagreement_score":0.21387528,"about_ca_system_score_codex":0.00003586211,"about_ca_system_score_gemma":0.000036053167,"threshold_uncertainty_score":0.6423397},"labels":[],"label_agreement":null},{"id":"W2614502852","doi":"10.2118/179019-pa","title":"Minimize Formation Damage in Water-Sensitive Montney Formation With Energized Fracturing Fluid","year":2017,"lang":"en","type":"article","venue":"SPE Reservoir Evaluation & Engineering","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":16,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Fracturing fluid; Tight gas; Petroleum engineering; Hydraulic fracturing; Geology; Fluid dynamics; Well stimulation; Geotechnical engineering; Reservoir engineering; Mechanics; Petroleum","score_opus":0.017151229432079827,"score_gpt":0.24640238899393746,"score_spread":0.22925115956185763,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2614502852","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9260611,0.00015649183,0.068982795,0.0003915525,0.00020580208,0.0004749224,0.000004999193,0.00031113028,0.0034112246],"genre_scores_gemma":[0.9968013,0.00016154762,0.002433543,0.000010345592,0.00016399735,0.00011991812,0.00014681087,0.00006956622,0.00009292665],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9977741,0.000074688774,0.0005410426,0.00028603952,0.0007659881,0.0005581313],"domain_scores_gemma":[0.99867964,0.00006741789,0.00011422667,0.0008033378,0.00019854883,0.00013684359],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0011813133,0.00034830318,0.00039694633,0.00049699243,0.00027112974,0.0003135769,0.0003706518,0.00016759377,0.000086817534],"category_scores_gemma":[0.00025033462,0.00028091198,0.00010774461,0.00016557104,0.000028650273,0.0021163032,0.000086373744,0.0003505641,0.000056337183],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000036629903,0.000013865979,0.00008143056,0.00013991552,0.00006286474,0.000019281008,0.0010390255,0.9760879,0.021356782,0.000008181351,0.000058673082,0.0010953955],"study_design_scores_gemma":[0.0011276146,0.000020185405,0.0056997463,0.00022673077,0.000062846906,0.000009699542,0.00014456382,0.8108505,0.18091987,0.000036941547,0.00057241943,0.0003288984],"about_ca_topic_score_codex":0.00016825578,"about_ca_topic_score_gemma":0.00041992695,"teacher_disagreement_score":0.16523747,"about_ca_system_score_codex":0.00047398382,"about_ca_system_score_gemma":0.00002624559,"threshold_uncertainty_score":0.9999643},"labels":[],"label_agreement":null},{"id":"W2614755440","doi":"10.1016/j.petrol.2017.05.002","title":"Impact of water blocking in fractures on the performance of hydraulically fractured horizontal wells in tight gas reservoir","year":2017,"lang":"en","type":"article","venue":"Journal of Petroleum Science and Engineering","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":54,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"Fundamental Research Funds for the Central Universities; University of Alberta","keywords":"Tight gas; Petroleum engineering; Hydraulic fracturing; Unconventional oil; Fracturing fluid; Geology; Fracture (geology); Surface tension; Viscosity; Well stimulation; Geotechnical engineering; Reservoir engineering; Materials science; Composite material; Petroleum","score_opus":0.0059219120338067175,"score_gpt":0.23212684072125322,"score_spread":0.22620492868744652,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2614755440","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99903554,0.00018280253,0.000066534856,0.00022972381,0.00012014347,0.000031338634,8.809798e-7,0.000005750262,0.00032730735],"genre_scores_gemma":[0.9996337,0.00019683574,0.000068787085,0.00000680333,0.0000760389,0.0000010024197,1.4497475e-7,0.000011829018,0.0000048522757],"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","domain_scores_codex":[0.99854416,0.000012940602,0.00046666182,0.00011517509,0.0005249556,0.00033612788],"domain_scores_gemma":[0.99928117,0.00008256678,0.0001548614,0.0003090926,0.000080224934,0.000092064634],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0013137417,0.00015583335,0.00036385638,0.0005813653,0.00009410397,0.00007578954,0.00065540284,0.00006906072,0.000015522817],"category_scores_gemma":[0.00021947616,0.00008277472,0.00011945534,0.00018682124,0.00013740857,0.00046566266,0.00006598314,0.00052710186,6.9569575e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000028562928,0.000021518434,0.017174449,0.000041326522,0.000029515173,0.000015974018,0.00046082007,0.8949945,0.08688336,0.0000020642372,0.00001747341,0.00033042885],"study_design_scores_gemma":[0.0003835204,0.00025029533,0.44182932,0.00039669132,0.000012733672,0.000019363055,0.00003956484,0.43560573,0.12118071,0.000008916188,0.00014406777,0.00012909189],"about_ca_topic_score_codex":0.00011779987,"about_ca_topic_score_gemma":0.000021797197,"teacher_disagreement_score":0.4593888,"about_ca_system_score_codex":0.0001206794,"about_ca_system_score_gemma":0.00004980947,"threshold_uncertainty_score":0.3375455},"labels":[],"label_agreement":null},{"id":"W2614890554","doi":"10.15781/t2p55dn87","title":"Computer simulation of mass transport in groundwater : affect of macroscopic heterogeneities in hydraulic conductivity","year":2017,"lang":"en","type":"dissertation","venue":"Texas ScholarWorks (Texas Digital Library)","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Hydraulic conductivity; Groundwater; Mass transport; Affect (linguistics); Geotechnical engineering; Geology; Petroleum engineering; Environmental science; Hydrology (agriculture); Mechanics; Soil science; Engineering; Physics; Engineering physics; Psychology","score_opus":0.01152109716777668,"score_gpt":0.23996580006400758,"score_spread":0.2284447028962309,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2614890554","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.98737043,0.0010197972,0.0007450672,0.000011923192,0.00039164536,0.00037738672,0.00010396804,0.00013766196,0.009842129],"genre_scores_gemma":[0.9950454,0.00011056202,0.00012457765,0.000008014166,0.0000950229,0.000012549326,0.0018564138,0.00013522382,0.0026121854],"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","domain_scores_codex":[0.99762994,0.00007120043,0.00096615485,0.00048120387,0.00040216575,0.00044932344],"domain_scores_gemma":[0.99872154,0.00014513699,0.00031161917,0.000680846,0.000036569592,0.000104272585],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00016292805,0.0005509135,0.0011619505,0.0008052473,0.000039636085,0.00027636116,0.00062135764,0.0006718195,0.0001569433],"category_scores_gemma":[0.00002337801,0.00053625583,0.00037607233,0.00036852024,0.0000997178,0.0031477972,0.00003513592,0.000934374,0.000021600687],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00009835079,0.00015811849,0.21497914,0.0015146346,0.00020757326,0.000051068397,0.00019339689,0.77967316,0.000088852714,0.0000045848806,0.00004946105,0.002981631],"study_design_scores_gemma":[0.0018859466,0.00022489614,0.86559045,0.003797922,0.0001568466,0.000002666526,0.000056252124,0.08703356,0.037497714,0.00063300127,0.0016766599,0.0014440728],"about_ca_topic_score_codex":0.00011796498,"about_ca_topic_score_gemma":0.0001922218,"teacher_disagreement_score":0.69263965,"about_ca_system_score_codex":0.000064637396,"about_ca_system_score_gemma":0.00006385705,"threshold_uncertainty_score":0.9997089},"labels":[],"label_agreement":null},{"id":"W2615647784","doi":"10.2118/185516-ms","title":"A Practical Approach for Scale-Up of Solvent Transport Mechanisms in Post-CHOPS EOR Applications","year":2017,"lang":"en","type":"article","venue":"SPE Latin America and Caribbean Petroleum Engineering Conference","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Wormhole; Enhanced oil recovery; Scaling; Porous medium; Permeability (electromagnetism); Solvent; Petrophysics; Petroleum engineering; Computer science; Materials science; Porosity; Geology; Chemistry; Geotechnical engineering; Physics; Mathematics; Geometry","score_opus":0.01242774573785555,"score_gpt":0.23886180881351213,"score_spread":0.22643406307565658,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2615647784","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"methods","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.022322508,0.00006868318,0.97484076,0.00025549906,0.000073037256,0.0002453543,0.00006952801,0.000106103194,0.0020185367],"genre_scores_gemma":[0.9490226,0.00010574083,0.05044647,0.000010337552,0.00004589399,0.0001795763,0.000049637605,0.00003487341,0.00010489896],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9988828,0.000009211448,0.00032540428,0.000289019,0.00017128637,0.00032230624],"domain_scores_gemma":[0.9991765,0.00006328075,0.000093527364,0.00047270596,0.00006276273,0.00013121909],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00012102008,0.00022407767,0.00042621317,0.00013989698,0.00009258344,0.000055158987,0.00025599418,0.00010615764,0.000018145569],"category_scores_gemma":[0.000046729285,0.00021984066,0.00012024049,0.00008561929,0.00008690749,0.0001207886,0.000033677235,0.00026200546,0.0000014400922],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00008605032,0.00020910412,0.0014188682,0.0014080682,0.00043200908,0.000011571245,0.0012157685,0.9232325,0.046104155,0.0049251188,0.00008447846,0.020872286],"study_design_scores_gemma":[0.0006492563,0.000081427206,0.00909431,0.000059406037,0.000111038404,0.000006870899,0.00037515856,0.9845152,0.00273868,0.00013306171,0.001866291,0.00036933235],"about_ca_topic_score_codex":0.00017027766,"about_ca_topic_score_gemma":0.000037481856,"teacher_disagreement_score":0.92670006,"about_ca_system_score_codex":0.00003139686,"about_ca_system_score_gemma":0.00003971658,"threshold_uncertainty_score":0.8964842},"labels":[],"label_agreement":null},{"id":"W2615765231","doi":"10.2118/175101-pa","title":"Enhancing Hydrocarbon Permeability After Hydraulic Fracturing: Laboratory Evaluations of Shut-Ins and Surfactant Additives","year":2017,"lang":"en","type":"article","venue":"SPE Journal","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":93,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"CMG Reservoir Simulation Foundation","keywords":"Petroleum engineering; Oil shale; Hydrocarbon; Hydraulic fracturing; Permeability (electromagnetism); Relative permeability; Shut down; Geology; Tight gas; Fracturing fluid; Tight oil; Geotechnical engineering; Chemistry; Engineering; Process engineering","score_opus":0.008641441637164403,"score_gpt":0.2537915728415537,"score_spread":0.24515013120438928,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2615765231","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99464357,0.001107894,0.0011188558,0.0002423392,0.00024247305,0.00006077216,0.000023782308,0.000038923223,0.002521418],"genre_scores_gemma":[0.9987508,0.00050153956,0.00036246353,0.000017059558,0.00027567448,0.0000041838352,0.0000018295418,0.00002493363,0.00006153621],"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","domain_scores_codex":[0.99880254,0.000067377376,0.00037213627,0.00016501496,0.00033043313,0.0002625082],"domain_scores_gemma":[0.999011,0.00007964641,0.00017307916,0.00043776815,0.00011418873,0.0001843403],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006352534,0.00017460884,0.0003019547,0.00012772072,0.00033873462,0.00015966734,0.00021367264,0.00010035062,0.00030952814],"category_scores_gemma":[0.00029719676,0.00014568889,0.00012605211,0.000058265083,0.00013145874,0.00037625892,0.00005510686,0.00046590404,0.000009807547],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00021274218,0.00046302262,0.19238263,0.0011754037,0.0027569295,0.00043566196,0.012685606,0.5159938,0.25213954,0.000021616563,0.0009149287,0.020818153],"study_design_scores_gemma":[0.0007450553,0.00009164927,0.79087216,0.00039535182,0.00028600314,0.00005934336,0.00040806236,0.0478028,0.15450436,0.000548181,0.0037766013,0.0005104498],"about_ca_topic_score_codex":0.000041851596,"about_ca_topic_score_gemma":0.0002399907,"teacher_disagreement_score":0.5984895,"about_ca_system_score_codex":0.000083534054,"about_ca_system_score_gemma":0.00006702554,"threshold_uncertainty_score":0.594102},"labels":[],"label_agreement":null},{"id":"W2616191013","doi":"10.2118/185598-ms","title":"Use of Dynamic Data for Estimating Average Reservoir Pressure, OGIP, and Optimum Well Spacing in Shale Gas Reservoirs","year":2017,"lang":"en","type":"article","venue":"SPE Latin America and Caribbean Petroleum Engineering Conference","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Extrapolation; Petroleum engineering; Oil shale; Shale gas; Natural gas field; Compressibility; Material balance; Reservoir engineering; Well test (oil and gas); Drainage; Geology; Natural gas; Mechanics; Chemistry; Petroleum; Mathematics; Engineering","score_opus":0.02580837694598003,"score_gpt":0.2505213385603369,"score_spread":0.2247129616143569,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2616191013","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.66582495,0.0009844004,0.33012006,0.00048377662,0.0003034797,0.0003687446,0.00040840404,0.00025218667,0.0012539738],"genre_scores_gemma":[0.94676256,0.00045772933,0.05235949,0.0000057107345,0.00005262667,0.00001813823,0.000075240416,0.00005477369,0.00021372456],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99838316,0.000024827541,0.0004219449,0.00050161383,0.00020477998,0.0004636532],"domain_scores_gemma":[0.9980774,0.0002630882,0.0001539369,0.0013013645,0.000053062737,0.00015115878],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00024309641,0.00031737785,0.0005821329,0.00019851148,0.00015985507,0.00029100373,0.00062290684,0.000119981894,0.000019120187],"category_scores_gemma":[0.00051433657,0.00032088847,0.000058720747,0.000094140756,0.00013932952,0.00053371314,0.00042244286,0.00036894283,0.0000012235298],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000017838875,0.000012403685,0.0018152235,0.00062800036,0.00011702265,0.000011604817,0.00022848089,0.9915446,0.0019329741,0.00002324008,0.00010491101,0.0035636795],"study_design_scores_gemma":[0.00039115798,0.00004632345,0.0067525315,0.00034034316,0.000072687384,0.0000049713167,0.00008231683,0.9896007,0.0002136066,0.000042710508,0.0021212045,0.00033144274],"about_ca_topic_score_codex":0.00085643155,"about_ca_topic_score_gemma":0.00014520132,"teacher_disagreement_score":0.2809376,"about_ca_system_score_codex":0.0000289586,"about_ca_system_score_gemma":0.000025382398,"threshold_uncertainty_score":0.9999243},"labels":[],"label_agreement":null},{"id":"W2616529883","doi":"","title":"FDEM Modelling of Thermo-Mechanical Wellbore Instabilities within Shale Formations","year":2015,"lang":"en","type":"article","venue":"49th U.S. Rock Mechanics/Geomechanics Symposium","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Geomechanica (Canada); University of Toronto","funders":"","keywords":"Geology; Wellbore; Oil shale; Petroleum engineering","score_opus":0.023409180703715025,"score_gpt":0.2117748788360912,"score_spread":0.18836569813237616,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2616529883","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.019779779,0.0006361067,0.97320294,0.00028888506,0.0015404688,0.0005126524,0.000120057615,0.00085861265,0.0030604836],"genre_scores_gemma":[0.99687254,0.0003130552,0.0016808255,0.00007464192,0.00022148792,0.000092689,0.00010416725,0.00017502066,0.00046557176],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9961106,0.00014618448,0.0013252856,0.0005853668,0.0009470266,0.0008855367],"domain_scores_gemma":[0.99740684,0.00014236085,0.0002910629,0.0011539687,0.00044501174,0.0005607776],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0012867278,0.0006467917,0.0009096969,0.0004999351,0.00024063697,0.000096272444,0.000904505,0.00055428554,0.00014402093],"category_scores_gemma":[0.00010856413,0.00061681843,0.0004173654,0.00086387264,0.000013064628,0.0005922927,0.00030905922,0.0007523393,0.00015477324],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000028194461,0.00010364091,0.0000014775972,0.00024357381,0.00022363561,0.000007145192,0.0024123779,0.9810378,0.004340203,0.010850019,0.00065755256,0.00009438216],"study_design_scores_gemma":[0.0006674431,0.00017773818,1.1601272e-7,0.00012221387,0.00017294091,0.000023817829,0.0022937215,0.93018615,0.042131826,0.021963943,0.0016297684,0.0006303126],"about_ca_topic_score_codex":0.00013837944,"about_ca_topic_score_gemma":0.000082901795,"teacher_disagreement_score":0.97709274,"about_ca_system_score_codex":0.00034004106,"about_ca_system_score_gemma":0.00019335079,"threshold_uncertainty_score":0.9996283},"labels":[],"label_agreement":null},{"id":"W2616589362","doi":"10.2118/185609-ms","title":"Evolution and Evaluation of SRV in Shale Gas Reservoirs: An Application in the Horn River Shale of Canada","year":2017,"lang":"en","type":"article","venue":"SPE Latin America and Caribbean Petroleum Engineering Conference","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":9,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Nexen (Canada); University of Calgary","funders":"China National Offshore Oil Corporation","keywords":"Microseism; Hydraulic fracturing; Geology; Petroleum engineering; Oil shale; Petrophysics; Shale gas; Fracture (geology); Reservoir simulation; Directional drilling; Unconventional oil; Petrology; Geotechnical engineering; Drilling; Mining engineering; Seismology; Engineering; Porosity","score_opus":0.011689798431065764,"score_gpt":0.225782835590523,"score_spread":0.21409303715945724,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2616589362","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99313027,0.0002521344,0.0052876356,0.00011170219,0.00003026128,0.00010738475,0.000013591058,0.000013736036,0.0010532797],"genre_scores_gemma":[0.9995725,0.00009164316,0.00025797685,0.0000030277947,0.00002278121,0.000023143182,0.000010963869,0.000010319601,0.000007643831],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9990728,0.000045549194,0.00023981444,0.000170012,0.00029880542,0.00017303838],"domain_scores_gemma":[0.99935716,0.000047528643,0.00008879081,0.0003966969,0.00006384378,0.000045998993],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00035778928,0.00012204104,0.00022719968,0.00011195708,0.00004834553,0.000028642093,0.00022209474,0.000050384893,0.000006585697],"category_scores_gemma":[0.00008425127,0.00010738817,0.000020173538,0.000115361814,0.00007982649,0.00012814747,0.000033019776,0.00016902338,1.5230653e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000072012504,0.000017728038,0.03247017,0.000120778954,0.000022207212,0.0000024937688,0.0014527119,0.9561433,0.0032812073,0.00012810396,0.000017671244,0.0063363994],"study_design_scores_gemma":[0.00020221031,0.00001862807,0.30802545,0.00004406762,0.000020207728,0.0000010720137,0.00046752367,0.69083655,0.00017634072,0.000076456345,0.000050945044,0.00008057336],"about_ca_topic_score_codex":0.12579848,"about_ca_topic_score_gemma":0.08211139,"teacher_disagreement_score":0.27555528,"about_ca_system_score_codex":0.00008200164,"about_ca_system_score_gemma":0.00007207998,"threshold_uncertainty_score":0.93463767},"labels":[],"label_agreement":null},{"id":"W2616653818","doi":"10.2118/185589-ms","title":"Combining Physics, Statistics and Heuristics in the Decline Curve Analysis of Large Datasets in Unconventional Reservoirs","year":2017,"lang":"en","type":"article","venue":"SPE Latin America and Caribbean Petroleum Engineering Conference","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":16,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"Qatar National Research Fund; CMG Reservoir Simulation Foundation; Qatar Foundation","keywords":"Heuristics; Heuristic; Uncertainty quantification; Computer science; Extrapolation; Probabilistic logic; Workflow; Mathematical optimization; Geology; Petroleum engineering; Mathematics; Statistics; Artificial intelligence; Machine learning","score_opus":0.012461618576308085,"score_gpt":0.2549322236676091,"score_spread":0.242470605091301,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2616653818","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7338951,0.0005571903,0.26165634,0.00047970537,0.00014965434,0.00014102564,0.0022181836,0.000064963824,0.0008377848],"genre_scores_gemma":[0.9972879,0.00038387056,0.0018930631,0.000020232736,0.000025948835,0.000006953179,0.00035356334,0.000014821307,0.000013588279],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9988914,0.000041182324,0.0003485212,0.00021808229,0.00022882357,0.00027199762],"domain_scores_gemma":[0.99910015,0.0002288717,0.000108188,0.0004672053,0.000032263626,0.00006335013],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00029085,0.00018597595,0.0004583755,0.00021977987,0.00008134966,0.00011330456,0.00032625254,0.000054833563,0.000017819353],"category_scores_gemma":[0.00018482299,0.00016249223,0.000052844276,0.00027911982,0.00011405631,0.00009826207,0.00013332747,0.0003310551,7.1228874e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000009664904,0.000053091524,0.080128685,0.00016696108,0.00037828312,0.000039349055,0.00076531695,0.91471744,0.00015103599,0.0016676416,0.0001607799,0.0017617354],"study_design_scores_gemma":[0.00031605194,0.000020143068,0.20534655,0.0000517014,0.00015227178,8.0171867e-7,0.00019676432,0.79294723,0.000021811908,0.00013539882,0.00066373154,0.00014754594],"about_ca_topic_score_codex":0.0007987209,"about_ca_topic_score_gemma":0.001047497,"teacher_disagreement_score":0.26339284,"about_ca_system_score_codex":0.000020618958,"about_ca_system_score_gemma":0.000016739108,"threshold_uncertainty_score":0.66262406},"labels":[],"label_agreement":null},{"id":"W2620159194","doi":"10.29173/alr475","title":"Liability of Reporting Issuers, Directors, Management and Reserves Engineers for Reserves Report Errors","year":2005,"lang":"en","type":"article","venue":"Alberta Law Review","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Issuer; Liability; Scope (computer science); Business; Statutory law; Accounting; Audit; Actuarial science; Finance; Law; Political science","score_opus":0.016716494291221948,"score_gpt":0.2761646907781825,"score_spread":0.25944819648696055,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2620159194","genre_codex":"review","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.36577025,0.537864,0.0010450223,0.006764467,0.0005541122,0.003175738,0.000021986949,0.0005643531,0.08424001],"genre_scores_gemma":[0.92248696,0.06234547,0.008069239,0.00009908853,0.00016814843,0.00020703425,0.00008186454,0.000086103275,0.0064561106],"study_design_codex":"systematic_review","study_design_gemma":"not_applicable","domain_scores_codex":[0.9975816,0.000045898818,0.0014818136,0.00036546803,0.00022008955,0.00030513335],"domain_scores_gemma":[0.9982653,0.0003177418,0.00040404484,0.00082151545,0.0000697157,0.000121638885],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0014566466,0.0002299955,0.0007089466,0.000060633738,0.00007031471,0.000018838235,0.00019607325,0.00007441001,0.00008672547],"category_scores_gemma":[0.0011979551,0.00019141026,0.0002789987,0.0002499967,0.00006423693,0.00016833813,0.00007152151,0.00012571394,0.0000058950695],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00009852807,0.0007139528,0.044635355,0.45390218,0.009001388,0.0004338442,0.002343943,0.16411605,0.0007602739,0.008048322,0.21555196,0.100394204],"study_design_scores_gemma":[0.00015463991,0.000020117508,0.0012031614,0.0036895403,0.00035270213,0.0000299929,0.000020128002,0.003512212,0.0014631208,0.000021916778,0.9892382,0.0002942444],"about_ca_topic_score_codex":0.0016587605,"about_ca_topic_score_gemma":0.0016098939,"teacher_disagreement_score":0.7736863,"about_ca_system_score_codex":0.00004636491,"about_ca_system_score_gemma":0.000007956745,"threshold_uncertainty_score":0.7805484},"labels":[],"label_agreement":null},{"id":"W2621012981","doi":"","title":"Visualization of Fractures Induced by Hydraulic Fracturing","year":2014,"lang":"en","type":"article","venue":"ISRM International Symposium - 8th Asian Rock Mechanics Symposium","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Mira Geoscience (Canada); Geoscience BC","funders":"","keywords":"Hydraulic fracturing; Geology; Visualization; Petroleum engineering; Geotechnical engineering; Computer science; Data mining","score_opus":0.004811443579269902,"score_gpt":0.22963061850085772,"score_spread":0.22481917492158782,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2621012981","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.05702587,0.0002586527,0.8717655,0.0042022504,0.0040826728,0.00054017064,0.00010158168,0.0010785982,0.06094471],"genre_scores_gemma":[0.997856,0.00019044407,0.00012565193,0.00035108204,0.0005648209,0.000042603282,0.00029106092,0.00013698441,0.00044133398],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9969902,0.00010503335,0.00087373186,0.0005486046,0.00094834185,0.00053407863],"domain_scores_gemma":[0.9985128,0.00011109741,0.0003030323,0.0005783537,0.000229174,0.00026553764],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00033845825,0.000511645,0.00055063283,0.00038044207,0.00016430517,0.00013622177,0.00090717507,0.00040934462,0.00024904168],"category_scores_gemma":[0.00008119106,0.00051127875,0.0003055189,0.00036541346,0.000011822492,0.0004168138,0.00015061098,0.00043615425,0.00009160407],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00003425812,0.00015303871,0.00012929045,0.00013685913,0.0005019742,0.000003855984,0.0007308702,0.65944177,0.33383903,0.00094502856,0.0033117216,0.0007723223],"study_design_scores_gemma":[0.0006881977,0.00012321642,0.0000837885,0.0001348231,0.0001153515,0.000014384763,0.000082668186,0.56787163,0.38854724,0.0007146203,0.040994726,0.0006293384],"about_ca_topic_score_codex":0.0001211576,"about_ca_topic_score_gemma":0.000030802406,"teacher_disagreement_score":0.9408302,"about_ca_system_score_codex":0.00023845435,"about_ca_system_score_gemma":0.000028238446,"threshold_uncertainty_score":0.99973387},"labels":[],"label_agreement":null},{"id":"W2621121766","doi":"","title":"Impacts of Limited Data Collection Windows on Accurate Rock Simulation Using Discrete Fracture Networks","year":2013,"lang":"en","type":"article","venue":"47th U.S. Rock Mechanics/Geomechanics Symposium","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Queen's University","funders":"","keywords":"Fracture (geology); Geology; Data collection; Computer science; Statistics; Geotechnical engineering; Mathematics","score_opus":0.017620610288001885,"score_gpt":0.24567741094320195,"score_spread":0.22805680065520006,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2621121766","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.013967651,0.000355147,0.98257107,0.00023397198,0.0011839367,0.00096007827,0.000075522184,0.0005172352,0.00013538526],"genre_scores_gemma":[0.9978101,0.0004483686,0.0003104283,0.00019479588,0.00041553017,0.00003720259,0.00047363146,0.00019821172,0.00011170889],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9963755,0.00013319764,0.0009993885,0.00083980337,0.00070339954,0.0009486914],"domain_scores_gemma":[0.99671227,0.00026580808,0.00044500723,0.0018655701,0.00032368835,0.0003876566],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0004365392,0.00072077656,0.00083776994,0.00059312605,0.00039153692,0.00020308263,0.0009911803,0.00071491796,0.00023428343],"category_scores_gemma":[0.00015113981,0.0006662934,0.00026372712,0.0013322175,0.000004231641,0.0009629066,0.00031128814,0.00087441655,0.00008775033],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000066211454,0.00007147051,0.0000073874544,0.00013770655,0.00035815532,0.0000050084764,0.00014808118,0.9852595,0.012562305,0.000028919167,0.0012602658,0.000095032556],"study_design_scores_gemma":[0.00070284883,0.00022897412,0.000010153862,0.00023372362,0.00029549884,0.000010457032,0.00009480093,0.9860369,0.010216927,0.000380334,0.0011050869,0.0006842857],"about_ca_topic_score_codex":0.000495378,"about_ca_topic_score_gemma":0.00008780778,"teacher_disagreement_score":0.9838425,"about_ca_system_score_codex":0.00034421694,"about_ca_system_score_gemma":0.00008083587,"threshold_uncertainty_score":0.99957883},"labels":[],"label_agreement":null},{"id":"W2623770349","doi":"","title":"Laboratory and Constitutive Modeling of Colorado Shale at High Pressure and Temperature","year":2013,"lang":"en","type":"article","venue":"47th U.S. Rock Mechanics/Geomechanics Symposium","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Oil shale; Geology; Petroleum engineering; Constitutive equation; Environmental science; Thermodynamics; Paleontology","score_opus":0.004182736576856272,"score_gpt":0.17544571667667969,"score_spread":0.1712629800998234,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2623770349","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8809079,0.018123377,0.092885025,0.0010559113,0.0018045518,0.002080083,0.00074514747,0.0011137732,0.001284228],"genre_scores_gemma":[0.99738795,0.0015589069,0.00031207074,0.00008556931,0.00009823114,0.00007812197,0.00004051567,0.00008109965,0.00035751608],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9980217,0.000055239158,0.0004970231,0.0005484422,0.0003478656,0.00052969164],"domain_scores_gemma":[0.9987025,0.0000710703,0.000114040406,0.0005007773,0.00029544666,0.00031615695],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00022532495,0.0004630463,0.00066821405,0.00024389122,0.0002725503,0.000094975,0.00026842006,0.00048609523,0.00012756583],"category_scores_gemma":[0.000036291618,0.0004344081,0.000094524265,0.00037444022,0.000017918772,0.0003494378,0.00025557648,0.0004634933,0.00002812039],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000024553687,0.000040502277,0.000013406265,0.0005604158,0.00046688475,0.000010086726,0.00049175863,0.8188859,0.17552742,0.0031527323,0.00078802585,0.00003831227],"study_design_scores_gemma":[0.00060200004,0.00011323557,0.0000028605723,0.00012897601,0.000287738,0.00002318899,0.00029078987,0.96120393,0.03429948,0.0017295076,0.0008305944,0.00048770854],"about_ca_topic_score_codex":0.00017983795,"about_ca_topic_score_gemma":0.00004295205,"teacher_disagreement_score":0.14231801,"about_ca_system_score_codex":0.0000745837,"about_ca_system_score_gemma":0.000053920103,"threshold_uncertainty_score":0.99981076},"labels":[],"label_agreement":null},{"id":"W2624032287","doi":"","title":"Observation And Modeling of Hydraulic Fracture Initiation In Cohesionless Sand","year":2010,"lang":"en","type":"article","venue":"44th U.S. Rock Mechanics Symposium and 5th U.S.-Canada Rock Mechanics Symposium","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":14,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Shell (Canada)","funders":"","keywords":"Geotechnical engineering; Geology; Fracture (geology)","score_opus":0.009290314358074613,"score_gpt":0.20380534921652618,"score_spread":0.19451503485845156,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2624032287","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.3792709,0.0024118891,0.60830694,0.0035440815,0.0028544024,0.0013403684,0.00016589978,0.00044485848,0.0016606224],"genre_scores_gemma":[0.9964143,0.0022592957,0.00024618054,0.0004739627,0.00019219334,0.000055387867,0.0001222878,0.00012954479,0.000106830084],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9964066,0.000097944445,0.0010968545,0.00077887264,0.00082873914,0.0007909822],"domain_scores_gemma":[0.99819905,0.00016317541,0.00027141673,0.00066725235,0.00025833581,0.0004407603],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0005455689,0.0006925113,0.000903776,0.0004679522,0.00034944323,0.00011179494,0.00043093736,0.0006715609,0.000051520652],"category_scores_gemma":[0.00007274626,0.000698085,0.00012627036,0.0006253136,0.000005850204,0.00048717292,0.00020595845,0.0010822082,0.0000033445588],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00003829795,0.00005772232,0.00017493208,0.00044690777,0.00010095,0.000016942045,0.0004504768,0.9244499,0.07319941,0.0006225391,0.00036056273,0.00008132655],"study_design_scores_gemma":[0.00095401064,0.00008333284,0.000040655235,0.00017145298,0.00016510906,0.00003481431,0.00021482525,0.9670674,0.026719939,0.0020215218,0.0018000125,0.0007268863],"about_ca_topic_score_codex":0.028625619,"about_ca_topic_score_gemma":0.09531736,"teacher_disagreement_score":0.6171434,"about_ca_system_score_codex":0.00020787686,"about_ca_system_score_gemma":0.00035255705,"threshold_uncertainty_score":0.999547},"labels":[],"label_agreement":null},{"id":"W2624225644","doi":"","title":"The Reality Of Borehole Fracture Propagation Into The Reservoir Formation","year":2009,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Petro-Canada; Schlumberger (Canada)","funders":"","keywords":"Borehole; Geology; Fracture (geology); Petroleum engineering; Geotechnical engineering","score_opus":0.008066473678149798,"score_gpt":0.233834189234233,"score_spread":0.2257677155560832,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2624225644","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.5235299,0.002225254,0.26527923,0.10758094,0.00025921428,0.00080693705,0.000003880802,0.0007623088,0.09955236],"genre_scores_gemma":[0.9991882,0.0001585356,0.000117490265,0.00015377351,0.00006179349,0.000005392168,0.000010298939,0.0000048000347,0.00029975316],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9993793,0.00004066678,0.0002107768,0.00005912398,0.00019530267,0.00011486977],"domain_scores_gemma":[0.9994681,0.000066050816,0.000041819298,0.00034674176,0.000053355863,0.000023915683],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00039082934,0.00007180446,0.00008103122,0.000026501488,0.00018551157,0.000037941838,0.00020173173,0.00005340821,0.000012716937],"category_scores_gemma":[0.000057698886,0.000031640528,0.00006292798,0.00018379664,0.000029423434,0.00014603324,0.000010398737,0.0001492738,0.0000072301063],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00001101673,0.0000144365395,0.000028884177,0.00003650901,0.000039264163,4.1537677e-7,0.0023139482,0.9511816,0.0011627565,0.00033645626,0.021521829,0.023352912],"study_design_scores_gemma":[0.00020669849,0.00005811121,0.018862747,0.000033097967,0.000045611683,0.0000022645809,0.0008578928,0.7109227,0.10197274,0.008125303,0.15873222,0.00018061686],"about_ca_topic_score_codex":0.0002057407,"about_ca_topic_score_gemma":0.00030268682,"teacher_disagreement_score":0.47565827,"about_ca_system_score_codex":0.00003557401,"about_ca_system_score_gemma":0.0000068184463,"threshold_uncertainty_score":0.14268237},"labels":[],"label_agreement":null},{"id":"W2624950659","doi":"10.4236/nr.2017.86025","title":"A New Steam Assisted Gravity Drainage Process Utilizing Vertical Wells","year":2017,"lang":"en","type":"article","venue":"Natural Resources","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Regina","funders":"University of Regina","keywords":"Annulus (botany); Steam-assisted gravity drainage; Petroleum engineering; Steam injection; Geology; Wellbore; Drainage; Mechanics; Materials science; Physics; Oil sands","score_opus":0.012074270271369763,"score_gpt":0.26563465932971764,"score_spread":0.2535603890583479,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2624950659","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9641452,0.0017300462,0.00021519781,0.00044084093,0.0003237756,0.00008984921,0.0000022318093,0.0003711899,0.032681696],"genre_scores_gemma":[0.9973487,0.000022851234,0.00016969934,0.000043493692,0.0002953213,0.0000036917706,0.0000040740483,0.000029831514,0.002082334],"study_design_codex":"design_other","study_design_gemma":"observational","domain_scores_codex":[0.99874127,0.000026297057,0.00020025966,0.00025349352,0.0003789833,0.00039968884],"domain_scores_gemma":[0.9990764,0.000067916524,0.000040337974,0.0005591779,0.000039230454,0.00021693698],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00015268009,0.0002082646,0.0002786866,0.000089929985,0.0004429232,0.00031681146,0.0006452511,0.00015992965,0.00007111841],"category_scores_gemma":[0.00032331268,0.00016209367,0.00016051366,0.00010576881,0.000077010554,0.00022200226,0.00008485772,0.0005446678,0.00006805394],"study_design_candidate":"design_other","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00056379085,0.00034691067,0.022916306,0.0025752075,0.0029760906,0.0010484715,0.013816663,0.12193893,0.040274993,0.00035847703,0.044672895,0.74851125],"study_design_scores_gemma":[0.002505324,0.00011152778,0.50834244,0.0006460998,0.00046094743,0.00006751993,0.0011365316,0.1899257,0.046494097,0.0014822537,0.24688973,0.0019378084],"about_ca_topic_score_codex":0.00027135602,"about_ca_topic_score_gemma":0.0001171417,"teacher_disagreement_score":0.74657345,"about_ca_system_score_codex":0.000054471042,"about_ca_system_score_gemma":0.00001823282,"threshold_uncertainty_score":0.66099876},"labels":[],"label_agreement":null},{"id":"W2641212510","doi":"","title":"Simulations and Case Studies for Enhancing Production in a Stress-Sensitive Fractured Carbonated Reservoir","year":2016,"lang":"en","type":"article","venue":"50th U.S. Rock Mechanics/Geomechanics Symposium","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Petro Geotech (Canada)","funders":"","keywords":"Production (economics); Stress (linguistics); Geology; Petroleum engineering; Environmental science","score_opus":0.012843906956582348,"score_gpt":0.24676766422317606,"score_spread":0.2339237572665937,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2641212510","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.5143015,0.0021756876,0.47513875,0.0027051992,0.002191316,0.002073925,0.0004446437,0.00091754645,0.000051417694],"genre_scores_gemma":[0.9978981,0.0008837084,0.00028413074,0.00004136609,0.00027852296,0.00015856797,0.000039579965,0.00011614645,0.00029990348],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9974314,0.00010274043,0.00068937097,0.0007610782,0.0002959043,0.00071951863],"domain_scores_gemma":[0.9982715,0.0004590843,0.00014804641,0.0005554799,0.0003757667,0.00019010699],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00044737794,0.00048823174,0.0006831167,0.0005942492,0.0003258369,0.000052487052,0.00017180873,0.00032701064,0.000011074689],"category_scores_gemma":[0.00059338124,0.0003897501,0.00014373628,0.0006124831,0.000010121487,0.00036192397,0.00014906457,0.00025517715,0.000007187648],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000064284555,0.000056286444,0.000007784243,0.00033408214,0.00038504336,0.0001840289,0.0017295761,0.8122479,0.18432608,0.00021074995,0.00013948265,0.00031473936],"study_design_scores_gemma":[0.0011926724,0.00013762717,0.0000027922702,0.00044883424,0.00020804253,0.0001928997,0.0011178026,0.7355222,0.25507167,0.0049756723,0.00046353103,0.0006662617],"about_ca_topic_score_codex":0.00009063231,"about_ca_topic_score_gemma":0.004018082,"teacher_disagreement_score":0.48359656,"about_ca_system_score_codex":0.00041487443,"about_ca_system_score_gemma":0.00005066194,"threshold_uncertainty_score":0.99985546},"labels":[],"label_agreement":null},{"id":"W2647629372","doi":"","title":"Simulation of Naturally Fractured Hard Rock Preconditioning via Hydraulic Fracturing","year":2015,"lang":"en","type":"article","venue":"ISRM Regional Symposium - EUROCK 2015","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Waterloo","funders":"","keywords":"Hydraulic fracturing; Geology; Petroleum engineering; Mining engineering; Geotechnical engineering","score_opus":0.01771213797694925,"score_gpt":0.244470822121037,"score_spread":0.22675868414408773,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2647629372","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.63744175,0.006927602,0.32675844,0.004016479,0.0026143678,0.0009426866,0.000060187755,0.0020072248,0.019231245],"genre_scores_gemma":[0.9976918,0.00004774982,0.00044957202,0.00022466983,0.00052510155,0.000014278708,0.00014882296,0.00008340179,0.0008145939],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99783677,0.00007705682,0.0005678008,0.0003773394,0.000719702,0.00042131025],"domain_scores_gemma":[0.99852026,0.00021477231,0.00019580351,0.0004499555,0.0002865045,0.0003327063],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00021175512,0.00036184187,0.00044763638,0.0002928628,0.00011921671,0.00006087138,0.00037123146,0.00025779774,0.00007134004],"category_scores_gemma":[0.00009769275,0.00033773395,0.00024351281,0.00032081292,0.000034913905,0.0004969156,0.00007082953,0.00046698016,0.00017288655],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00003493213,0.000038076003,0.00028116495,0.000068281384,0.00016963792,0.0000093307235,0.0005338645,0.98643816,0.0033571208,0.0000029729172,0.008900329,0.00016611275],"study_design_scores_gemma":[0.0008615146,0.00009134872,0.0048147724,0.00012469865,0.00013013148,0.00003102649,0.00005267164,0.9119067,0.010195618,0.00044816124,0.070754744,0.00058859325],"about_ca_topic_score_codex":0.000083101724,"about_ca_topic_score_gemma":0.00001572631,"teacher_disagreement_score":0.36025006,"about_ca_system_score_codex":0.00016851726,"about_ca_system_score_gemma":0.00005842491,"threshold_uncertainty_score":0.9999075},"labels":[],"label_agreement":null},{"id":"W2682780573","doi":"","title":"Induced Stresses near Staged Fractures and Impacts on SRV Region in Low-permeability (Tight, Fractured and Shale) Formations","year":2016,"lang":"en","type":"article","venue":"50th U.S. Rock Mechanics/Geomechanics Symposium","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Petro Geotech (Canada)","funders":"","keywords":"Geology; Oil shale; Tight oil; Permeability (electromagnetism); Tight gas; Petroleum engineering; Geotechnical engineering; Hydraulic fracturing; Petrology; Paleontology; Chemistry","score_opus":0.008573888819851968,"score_gpt":0.21843008381511347,"score_spread":0.2098561949952615,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2682780573","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9251652,0.0005430387,0.0705587,0.0015174212,0.0004963529,0.0007774039,0.00011427082,0.0005536147,0.00027401035],"genre_scores_gemma":[0.99777216,0.0015517876,0.00007692774,0.0002116521,0.00011805474,0.00006510573,0.000029593193,0.00010311459,0.000071636256],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9970837,0.00014446862,0.0007137426,0.0007350854,0.00047382794,0.0008491221],"domain_scores_gemma":[0.99807304,0.00033397373,0.0001818366,0.00084821007,0.00011525192,0.0004476905],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0004333439,0.0006425558,0.0006907248,0.00048830174,0.000360085,0.00020050841,0.00035826617,0.0005738554,0.000080154416],"category_scores_gemma":[0.00026840143,0.0004738746,0.00014793742,0.00047448833,0.000015377733,0.00063995726,0.00018499285,0.0006839284,0.000029146086],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0009787583,0.0013371583,0.0010115238,0.0033307166,0.0014898112,0.0004548022,0.014964476,0.529874,0.4208864,0.007902437,0.00348189,0.014287987],"study_design_scores_gemma":[0.005094243,0.00087644556,0.0017078881,0.0018336171,0.00027249494,0.000088585235,0.0006777558,0.8069109,0.15843584,0.019113645,0.0025200206,0.0024685657],"about_ca_topic_score_codex":0.00013219696,"about_ca_topic_score_gemma":0.00035606252,"teacher_disagreement_score":0.27703685,"about_ca_system_score_codex":0.000300343,"about_ca_system_score_gemma":0.000077796874,"threshold_uncertainty_score":0.9997713},"labels":[],"label_agreement":null},{"id":"W2690187830","doi":"","title":"Excess Pore Pressures Induced By Installation Of Suction Caissons In Nc Clays","year":2002,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Centre For Cold Ocean Resources Engineering; Memorial University of Newfoundland","funders":"","keywords":"Caisson; Suction; Geotechnical engineering; Geology; Petroleum engineering; Engineering; Mechanical engineering","score_opus":0.013336803699903865,"score_gpt":0.21052204613485936,"score_spread":0.1971852424349555,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2690187830","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.96245843,0.00030407112,0.0014946992,0.00012817734,0.00006008327,0.00005301241,0.0000030400556,0.00010210796,0.035396375],"genre_scores_gemma":[0.99913025,0.00008305903,0.000052966883,0.000006319451,0.000022760925,0.000003890941,0.000012704001,0.000010446887,0.00067761337],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9994969,0.000015536865,0.00017453582,0.000088055276,0.00011456546,0.00011045856],"domain_scores_gemma":[0.9997863,0.000017665669,0.0000229669,0.00012506849,0.000017242852,0.000030711974],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000056936784,0.00007310617,0.000124447,0.00012217918,0.000016873697,0.000009427512,0.00006576844,0.00008752384,0.0003017057],"category_scores_gemma":[0.000014675453,0.00006533579,0.000034110555,0.00022200267,0.000009048057,0.00012090415,0.000008982729,0.00010634307,0.0000060960606],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000022988418,0.000046313937,0.001469671,0.00007434119,0.000055669178,0.0000024705357,0.0006406629,0.9601893,0.027079612,0.000011339845,0.0054180403,0.005010296],"study_design_scores_gemma":[0.00042976727,0.000026309792,0.013937457,0.000046142803,0.00003249028,0.0000021653839,0.00013798442,0.8464148,0.13211124,0.000045938516,0.00656174,0.00025398185],"about_ca_topic_score_codex":0.0006402131,"about_ca_topic_score_gemma":0.00022481676,"teacher_disagreement_score":0.11377449,"about_ca_system_score_codex":0.000024046103,"about_ca_system_score_gemma":0.0000017039354,"threshold_uncertainty_score":0.33034658},"labels":[],"label_agreement":null},{"id":"W2725280950","doi":"","title":"The use of Multistage Hydraulic Fracture Data to Identify Stress Shadow Effects","year":2015,"lang":"en","type":"article","venue":"49th U.S. Rock Mechanics/Geomechanics Symposium","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":10,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Waterloo","funders":"","keywords":"Fracture (geology); Hydraulic fracturing; Stress (linguistics); Shadow (psychology); Geology; Geotechnical engineering","score_opus":0.03390407771104065,"score_gpt":0.2637739576890147,"score_spread":0.22986987997797403,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2725280950","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0057777027,0.0019257608,0.9839289,0.001535701,0.0037877827,0.0013928941,0.0005816307,0.00087114377,0.00019847149],"genre_scores_gemma":[0.9961369,0.00074533874,0.0008649079,0.0005045923,0.0003773069,0.00008847314,0.00038033523,0.00021952364,0.0006825971],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99568635,0.0002104691,0.00091644685,0.00093373965,0.0011592212,0.0010937626],"domain_scores_gemma":[0.99447626,0.0005799683,0.00025426096,0.00355165,0.000339764,0.0007981244],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0009176213,0.00071118586,0.00082898425,0.00037003416,0.0003620205,0.00037754633,0.0026433242,0.0004739246,0.000033200562],"category_scores_gemma":[0.0006792926,0.0005647386,0.0002567421,0.00097613153,0.000011593591,0.0006995473,0.0012563376,0.00081607205,0.00024762028],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000051687017,0.000097927405,0.000007417902,0.0003556097,0.00043184872,0.00005047534,0.00044123776,0.95306313,0.013948241,0.00028615067,0.03069195,0.0005742971],"study_design_scores_gemma":[0.00065875775,0.00015127574,0.000006423953,0.00021810565,0.0002597669,0.000014951734,0.00019523918,0.8398962,0.03616049,0.000676178,0.12110406,0.0006585424],"about_ca_topic_score_codex":0.00064195116,"about_ca_topic_score_gemma":0.0005051743,"teacher_disagreement_score":0.99035925,"about_ca_system_score_codex":0.00025525756,"about_ca_system_score_gemma":0.000111570494,"threshold_uncertainty_score":0.9996804},"labels":[],"label_agreement":null},{"id":"W2726144183","doi":"","title":"The Role of Pre-existing Fracturing In Enhanced Reservoir Treatments","year":2012,"lang":"en","type":"article","venue":"46th U.S. Rock Mechanics/Geomechanics Symposium","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Hydraulic fracturing; Geology; Petroleum engineering","score_opus":0.008391152212037064,"score_gpt":0.22692893664233885,"score_spread":0.21853778443030178,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2726144183","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.542344,0.020119043,0.41611722,0.0004139256,0.004182451,0.0021094955,0.000097267046,0.0014244121,0.013192213],"genre_scores_gemma":[0.9968961,0.0017104326,0.00022120215,0.000021248841,0.00027279198,0.00014586687,0.000025890751,0.0001368372,0.0005696377],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9964915,0.00014095979,0.0009477982,0.00043933082,0.0006230588,0.0013573361],"domain_scores_gemma":[0.9980214,0.00030624,0.00025400182,0.0010141231,0.000096678436,0.0003075294],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0009332929,0.0005442499,0.0006445015,0.00034295436,0.00038010417,0.00007317622,0.0008026143,0.00035388483,0.00005179246],"category_scores_gemma":[0.0001333684,0.000440405,0.00029249684,0.00075693004,0.000007888135,0.00041709293,0.00029473656,0.0006662825,0.00005953042],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000083584666,0.00022853135,0.000114550465,0.00017504086,0.00043920195,0.0000056812687,0.002210607,0.8363217,0.15498649,0.001627417,0.0000546083,0.0037525843],"study_design_scores_gemma":[0.00062842324,0.0000955702,0.00004461726,0.00019790212,0.00013703528,0.000009764867,0.00076280296,0.5145815,0.4731948,0.0041008936,0.0057023745,0.00054432167],"about_ca_topic_score_codex":0.00022076644,"about_ca_topic_score_gemma":0.00016021769,"teacher_disagreement_score":0.4545521,"about_ca_system_score_codex":0.0003813436,"about_ca_system_score_gemma":0.00004609501,"threshold_uncertainty_score":0.9998048},"labels":[],"label_agreement":null},{"id":"W2732066305","doi":"10.2118/0617-0070-jpt","title":"Cryogenic-Fracturing Treatment of Synthetic-Rock With Liquid Nitrogen","year":2017,"lang":"en","type":"article","venue":"Journal of Petroleum Technology","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":12,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Hydraulic fracturing; Petroleum engineering; Liquid nitrogen; Fracturing fluid; Unconventional oil; Enhanced oil recovery; Fracture (geology); Geology; Fossil fuel; Permeability (electromagnetism); Geotechnical engineering; Engineering; Chemistry; Waste management","score_opus":0.006606353780586366,"score_gpt":0.22116183618097482,"score_spread":0.21455548240038846,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2732066305","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99085903,0.0015418328,0.0055501563,0.00093802076,0.00012646025,0.000032494303,0.000002576953,0.000074291005,0.0008751179],"genre_scores_gemma":[0.99819976,0.0006553461,0.00089425466,0.0000033637846,0.00011744757,0.0000038643225,3.320833e-7,0.000031116997,0.00009453029],"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9989855,0.000012419509,0.00042084267,0.00011432048,0.00020404712,0.00026281545],"domain_scores_gemma":[0.998702,0.000030056532,0.00043184185,0.000654456,0.00010016749,0.000081514],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00010250093,0.00018834967,0.00055586564,0.0005296198,0.00012227902,0.000027177311,0.0005521894,0.00018685134,0.000037965743],"category_scores_gemma":[0.000055629163,0.00012690856,0.00022189516,0.00007819626,0.00009333022,0.0001206841,0.000038836424,0.00024564523,0.0000089059695],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00062502356,0.00049553084,0.019077608,0.00016589058,0.004527021,0.0009628605,0.0003203005,0.9013866,0.05644114,0.00007236291,0.00019135406,0.01573428],"study_design_scores_gemma":[0.0024053478,0.003898145,0.0014483993,0.00024926857,0.00072497985,0.001238594,0.00031329447,0.008576739,0.9578793,0.00046391966,0.022407413,0.00039462507],"about_ca_topic_score_codex":0.000016885235,"about_ca_topic_score_gemma":0.000025623225,"teacher_disagreement_score":0.9014381,"about_ca_system_score_codex":0.000119300385,"about_ca_system_score_gemma":0.00003714494,"threshold_uncertainty_score":0.5175181},"labels":[],"label_agreement":null},{"id":"W2732161358","doi":"10.1088/1757-899x/217/1/012023","title":"Investigation of Changing Pore Topology and Porosity During Matrix Acidizing using Different Chelating Agents","year":2017,"lang":"en","type":"article","venue":"IOP Conference Series Materials Science and Engineering","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Dolomite; Dissolution; Porosity; Hydrochloric acid; Mineralogy; Potassium; Carbonate; Chemistry; Magnesium; Geology; Materials science; Inorganic chemistry; Metallurgy","score_opus":0.02320929934360862,"score_gpt":0.2438505905772247,"score_spread":0.22064129123361606,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2732161358","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9985833,0.000084446976,0.00071680767,0.00006126963,0.00032800157,0.0000790801,0.000006935159,0.000089087975,0.000051067065],"genre_scores_gemma":[0.9988252,0.0001434072,0.00091605366,0.0000029948449,0.0000712765,0.0000045780303,0.0000025600375,0.00001713603,0.000016784901],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9988304,0.000010648711,0.00028174982,0.0002532642,0.00021471649,0.0004092539],"domain_scores_gemma":[0.9993809,0.000012793668,0.00012148003,0.0002788049,0.00007846942,0.0001275602],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00039786482,0.00020133947,0.00033467181,0.0002546973,0.0006274575,0.0003814093,0.00025565992,0.00007869369,0.000015771708],"category_scores_gemma":[0.00013211291,0.00018780684,0.000021185315,0.00012106465,0.0003727854,0.0008987484,0.0002693904,0.00009614266,3.8232287e-7],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000036166134,0.0000010979717,0.0015172595,0.00034880693,0.000015821854,0.0000052811724,0.0010369773,0.008935809,0.9878919,0.0001330041,1.9605781e-7,0.000110234694],"study_design_scores_gemma":[0.00012723387,0.000012987589,0.053012356,0.00023441824,0.000023424329,0.000034757046,0.00035627667,0.046281975,0.89966315,0.000045025827,0.000002953954,0.0002054576],"about_ca_topic_score_codex":0.00009526637,"about_ca_topic_score_gemma":0.000007822615,"teacher_disagreement_score":0.08822876,"about_ca_system_score_codex":0.000051899904,"about_ca_system_score_gemma":0.000025093512,"threshold_uncertainty_score":0.7658541},"labels":[],"label_agreement":null},{"id":"W2734996469","doi":"10.1021/acs.energyfuels.7b00394","title":"A Comprehensive Model Coupling Embedded Discrete Fractures, Multiple Interacting Continua, and Geomechanics in Shale Gas Reservoirs with Multiscale Fractures","year":2017,"lang":"en","type":"article","venue":"Energy & Fuels","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":61,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"Natural Sciences and Engineering Research Council of Canada; Alberta Innovates - Technology Futures; CMG Reservoir Simulation Foundation; International Business Machines Corporation","keywords":"Geomechanics; Hydraulic fracturing; Geology; Petroleum engineering; Oil shale; Permeability (electromagnetism); Tight gas; Unconventional oil; Reservoir simulation; Matrix (chemical analysis); Fluid dynamics; Flow (mathematics); Fracture (geology); Geotechnical engineering; Mechanics; Materials science; Chemistry","score_opus":0.011019702952476224,"score_gpt":0.24849090459553028,"score_spread":0.23747120164305405,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2734996469","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.95322573,0.001177047,0.044105947,0.00017970412,0.00014739415,0.00012474183,0.000021171505,0.00017279338,0.00084548927],"genre_scores_gemma":[0.99658746,0.0004254428,0.0023358364,0.00006601682,0.00013252017,0.000043130396,0.000038157905,0.00009341652,0.00027804504],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9981796,0.000029509594,0.00039861733,0.0005070142,0.000305685,0.0005795635],"domain_scores_gemma":[0.9984025,0.0002952602,0.00018996614,0.00082764786,0.00008158782,0.0002030766],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00015120339,0.00042087148,0.0005929095,0.0002080469,0.000423896,0.00031553418,0.00046785618,0.00023029344,0.000031886117],"category_scores_gemma":[0.00016364592,0.00034510114,0.00011245868,0.000090926456,0.00008510128,0.00050466816,0.0002151378,0.0006188913,0.0000034606628],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000081982056,0.000025427282,0.001595835,0.00007426798,0.00016403242,0.000097682954,0.0008837164,0.9853716,0.01026344,0.00001373292,0.00013119016,0.0012970817],"study_design_scores_gemma":[0.0011288819,0.00003221436,0.0020741352,0.0003036441,0.000046697376,0.000015080523,0.00049561105,0.964793,0.02871037,0.00021904986,0.0017184893,0.0004628065],"about_ca_topic_score_codex":0.0022728874,"about_ca_topic_score_gemma":0.005948782,"teacher_disagreement_score":0.043361723,"about_ca_system_score_codex":0.00006892472,"about_ca_system_score_gemma":0.00002129938,"threshold_uncertainty_score":0.9999001},"labels":[],"label_agreement":null},{"id":"W2735141059","doi":"","title":"Hydro-Mechanical Modeling of Fractures With a Finite Difference - Displacement Discontinuity Method","year":2011,"lang":"en","type":"article","venue":"45th U.S. Rock Mechanics / Geomechanics Symposium","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Waterloo","funders":"","keywords":"Discontinuity (linguistics); Displacement (psychology); Finite element method; Geology; Finite difference method; Mathematics; Structural engineering; Engineering; Mathematical analysis","score_opus":0.013572878251571205,"score_gpt":0.2292131359693749,"score_spread":0.2156402577178037,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2735141059","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.011633275,0.00030407938,0.98541105,0.00008528364,0.0004968079,0.00050038606,0.000076643024,0.00048131513,0.0010111845],"genre_scores_gemma":[0.9912073,0.00047453385,0.007501233,0.00008445735,0.000113222726,0.000118236545,0.000056821184,0.00018274899,0.00026141637],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99582976,0.0001591587,0.0010639484,0.00090645225,0.0009495081,0.0010911637],"domain_scores_gemma":[0.9975408,0.00016242766,0.00029827704,0.0013226097,0.0002219736,0.0004539215],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0007536629,0.0008473364,0.0011645011,0.00042905423,0.00024172028,0.00007051122,0.0010250809,0.00048907043,0.00025655716],"category_scores_gemma":[0.00006712848,0.00068648095,0.00041980148,0.0006626145,0.000009454526,0.0002631707,0.000394333,0.0009051289,0.00003413007],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00015693286,0.00024242979,0.000006813495,0.0002780815,0.0005596159,0.000028326118,0.0011522432,0.973872,0.019801727,0.0035145807,0.000034492074,0.00035273426],"study_design_scores_gemma":[0.00075167057,0.00038311677,0.0000022406268,0.0002300678,0.0004183744,0.000022222212,0.0002677867,0.9192959,0.069874495,0.0077767065,0.00017353904,0.0008038444],"about_ca_topic_score_codex":0.0002790566,"about_ca_topic_score_gemma":0.00020640477,"teacher_disagreement_score":0.9795741,"about_ca_system_score_codex":0.00016762744,"about_ca_system_score_gemma":0.00008354442,"threshold_uncertainty_score":0.9995586},"labels":[],"label_agreement":null},{"id":"W2735818737","doi":"","title":"Static, Dynamic, and Stress Dependent Anisotropy of Shale","year":2015,"lang":"en","type":"article","venue":"13th ISRM International Congress of Rock Mechanics","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Geology; Stress (linguistics); Anisotropy; Oil shale; Geotechnical engineering; Physics; Paleontology","score_opus":0.01054041600389537,"score_gpt":0.241418857691288,"score_spread":0.23087844168739263,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2735818737","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.606563,0.0012945635,0.38644657,0.00034584542,0.002622365,0.00022224164,0.0007434933,0.00015608643,0.0016058632],"genre_scores_gemma":[0.99833137,0.0002472824,0.0009007118,0.000012496311,0.000027230832,0.0000047656886,0.00004615421,0.00001996652,0.0004100341],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9989846,0.000017616741,0.00030899508,0.0001369227,0.00042243008,0.0001294646],"domain_scores_gemma":[0.99932224,0.000036975205,0.00010532907,0.00017151808,0.00026251917,0.00010142628],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000121502264,0.00012503027,0.00022899196,0.00014304348,0.000016921238,0.00001816737,0.0002749435,0.00006927972,0.000059044083],"category_scores_gemma":[0.00007564843,0.00011823595,0.000054109725,0.00006457411,0.00000923346,0.000115832256,0.00010134071,0.000107149164,0.0000053929825],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000035610978,0.00007087472,0.00066236715,0.00016958672,0.00047903776,0.000014964754,0.0004713443,0.99316114,0.0017436277,0.0014965979,0.00080938305,0.00088548305],"study_design_scores_gemma":[0.00054736243,0.00005611495,0.00006636485,0.00007303452,0.000044852834,0.0000072881467,0.00044297334,0.97353816,0.02310039,0.0012043668,0.00078704505,0.00013205293],"about_ca_topic_score_codex":0.0000703668,"about_ca_topic_score_gemma":0.000086948945,"teacher_disagreement_score":0.3917684,"about_ca_system_score_codex":0.000058644237,"about_ca_system_score_gemma":0.000024676723,"threshold_uncertainty_score":0.48215222},"labels":[],"label_agreement":null},{"id":"W2736460209","doi":"","title":"Estimation Method of Natural Water Bodies in the Fracture Cavity Carbonate Reservoir of the Sea","year":2017,"lang":"en","type":"article","venue":"Advances in petroleum exploration and development","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Geology; Petroleum engineering; Carbonate; Reservoir engineering; Cave; Oil field; Fracture (geology); Petroleum reservoir; Geotechnical engineering; Petrology; Petroleum; Paleontology","score_opus":0.012196125929146791,"score_gpt":0.27417011977240896,"score_spread":0.26197399384326214,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2736460209","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9082911,0.0038239702,0.08043096,0.0042357384,0.0005404941,0.00030659756,0.000004886891,0.000038923743,0.002327345],"genre_scores_gemma":[0.9962291,0.00037487104,0.0032880323,0.000028122417,0.000009712434,0.000025596975,0.000008657684,0.0000049588025,0.000030959858],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.999269,0.00007097925,0.00025492965,0.000097447104,0.0001977117,0.00010994475],"domain_scores_gemma":[0.9995915,0.000054947523,0.00007626983,0.00024214014,0.00002512935,0.000009958715],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004641862,0.000091318085,0.00015731051,0.0000726209,0.0001138502,0.000025705172,0.0002139852,0.00003901238,0.0000023377963],"category_scores_gemma":[0.000063402,0.00004551831,0.000024752519,0.000044047923,0.000049970186,0.00043398788,0.000048542814,0.0001593709,5.342495e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000009929007,0.0000110246165,0.004720524,0.00007840864,0.000012232618,9.187974e-7,0.0051249685,0.98136914,0.00013648634,0.000011496232,0.00001151881,0.008513338],"study_design_scores_gemma":[0.0006958824,0.00001591818,0.08313722,0.00019734174,0.000016496055,0.0000026747127,0.0015391278,0.77034074,0.13042799,0.0026113663,0.01077775,0.00023750131],"about_ca_topic_score_codex":0.00007168787,"about_ca_topic_score_gemma":0.0012979179,"teacher_disagreement_score":0.21102843,"about_ca_system_score_codex":0.000031775075,"about_ca_system_score_gemma":0.000013785387,"threshold_uncertainty_score":0.18561828},"labels":[],"label_agreement":null},{"id":"W2736713128","doi":"","title":"Evaluation of Caprock Stability By Coupled Modeling of Geomechanics And Reservoir Simulation Under Steam Injection For Producing Oil Sands Reservoirs","year":2012,"lang":"en","type":"article","venue":"46th U.S. Rock Mechanics/Geomechanics Symposium","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":8,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta; ConocoPhillips (Canada)","funders":"","keywords":"Geomechanics; Caprock; Petroleum engineering; Oil sands; Geology; Steam injection; Reservoir simulation; Petroleum reservoir; Environmental science; Geotechnical engineering; Asphalt","score_opus":0.030188651583001252,"score_gpt":0.2613528989936391,"score_spread":0.23116424741063787,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2736713128","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.3228797,0.0022126234,0.673115,0.000068113055,0.0006382465,0.0007525082,0.00010317455,0.0001886084,0.000041989366],"genre_scores_gemma":[0.9981989,0.0005362119,0.00041306845,0.00001554514,0.00020862443,0.0002219842,0.00019727899,0.00015925347,0.000049124683],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99514574,0.0002619762,0.0013752453,0.0007540825,0.0015527728,0.0009101696],"domain_scores_gemma":[0.99638397,0.0002716262,0.0004752454,0.0010228902,0.0015437389,0.0003025262],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0063279546,0.0005812014,0.0009169115,0.0004935714,0.0003275413,0.000047955935,0.00038664925,0.0005740528,0.00004546373],"category_scores_gemma":[0.0005642196,0.00060143054,0.00027947398,0.000832809,0.000008553531,0.0007477698,0.00021388606,0.00046411817,0.0000025218026],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000107664215,0.00018040276,0.000011020858,0.0010075015,0.00030175684,7.70706e-8,0.0009541175,0.88919383,0.10752249,0.00014175393,0.000030252266,0.00054916297],"study_design_scores_gemma":[0.0013670474,0.00029994553,0.0000011785105,0.00018787985,0.0008270374,0.0000038846074,0.0009112992,0.92345345,0.06793593,0.0044264044,0.000055310855,0.00053064624],"about_ca_topic_score_codex":0.00029748917,"about_ca_topic_score_gemma":0.00015096631,"teacher_disagreement_score":0.6753192,"about_ca_system_score_codex":0.0006413218,"about_ca_system_score_gemma":0.00016660402,"threshold_uncertainty_score":0.9996437},"labels":[],"label_agreement":null},{"id":"W2736751931","doi":"10.2118/0718-0062-jpt","title":"Technology Focus: New-Frontier Reservoirs I (July 2018)","year":2018,"lang":"en","type":"article","venue":"Journal of Petroleum Technology","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Drill; Petroleum engineering; Coring; Reservoir engineering; Geology; Hydraulic fracturing; Geomechanics; Drilling; Mining engineering; Engineering; Petroleum; Geotechnical engineering; Mechanical engineering; Paleontology","score_opus":0.005743044006201368,"score_gpt":0.21589673086568248,"score_spread":0.2101536868594811,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2736751931","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.67018944,0.018549599,0.23627126,0.04402272,0.004475934,0.00017774937,0.000010882444,0.0023041621,0.02399824],"genre_scores_gemma":[0.9890363,0.0003471529,0.007490418,0.00004049578,0.00089642155,0.000003202599,5.5846357e-7,0.000057503228,0.0021279105],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9981328,0.000022836566,0.0007310292,0.00021135114,0.0003203508,0.00058160303],"domain_scores_gemma":[0.9986604,0.00002899084,0.00025747722,0.0006510676,0.00023377786,0.00016828293],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00030651345,0.0002673247,0.00061971217,0.0027475997,0.00010832657,0.000032842792,0.0010554595,0.0006971252,0.0001632894],"category_scores_gemma":[0.0002298762,0.00022112239,0.00022523398,0.0012353237,0.00036722014,0.00019470573,0.00013303687,0.0011417302,0.0002636471],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00023005837,0.00028257348,0.009900848,0.0001205147,0.0030887888,0.0008326033,0.0004060793,0.062232137,0.04141242,0.00074953545,0.7516403,0.12910412],"study_design_scores_gemma":[0.0014338607,0.0010612556,0.00035046498,0.00014172892,0.0002117178,0.0009556134,0.00042763638,0.0068407934,0.08824044,0.01624034,0.88361114,0.00048498926],"about_ca_topic_score_codex":0.000015473239,"about_ca_topic_score_gemma":0.00006494672,"teacher_disagreement_score":0.31884688,"about_ca_system_score_codex":0.00017368868,"about_ca_system_score_gemma":0.00008585847,"threshold_uncertainty_score":0.901711},"labels":[],"label_agreement":null},{"id":"W2736996231","doi":"10.3968/8882","title":"Optimizing Economic Number of Transverse Fractures in Horizontal Well: A Systematic Design for Maximum Tight Gas Recovery","year":2017,"lang":"en","type":"article","venue":"Advances in petroleum exploration and development","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Hydraulic fracturing; Tight gas; Petroleum engineering; Exploit; Oil shale; Work (physics); Tight oil; Directional drilling; Fossil fuel; Shale gas; Fracture (geology); Unconventional oil; Geology; Environmental science; Engineering; Geotechnical engineering; Computer science; Waste management","score_opus":0.014586197830565022,"score_gpt":0.2589476550897723,"score_spread":0.24436145725920727,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2736996231","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.05342045,0.00176929,0.94214994,0.00010622759,0.00039441735,0.00041837236,0.0000039970337,0.00004668612,0.0016906366],"genre_scores_gemma":[0.97444403,0.002034767,0.023243703,0.0000062134504,0.000019629713,0.00018522464,0.000009779471,0.000015949234,0.00004072032],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99913085,0.00003143798,0.00042728192,0.00016421499,0.00008383633,0.00016239934],"domain_scores_gemma":[0.99957675,0.00009690125,0.000112487556,0.0001647177,0.000011174776,0.00003797463],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00034294758,0.00013966071,0.00033346182,0.00013889943,0.00008823165,0.00005407287,0.000119598335,0.000058895064,0.000020251398],"category_scores_gemma":[0.00002842015,0.00012580534,0.00003953533,0.000024067462,0.000023283157,0.0007871635,0.00001342151,0.00007653193,0.000009516125],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000048279784,0.0000162242,0.00025921327,0.001421009,0.00003612576,0.0000040092173,0.0011915592,0.9932333,0.000042657593,0.000010852762,0.000016334061,0.0037203915],"study_design_scores_gemma":[0.0042552385,0.000118168966,0.00073285116,0.0042003663,0.000070246984,0.000011614531,0.003930174,0.92982227,0.04521753,0.0029288256,0.007673326,0.001039387],"about_ca_topic_score_codex":0.000012207221,"about_ca_topic_score_gemma":0.0003827922,"teacher_disagreement_score":0.92102355,"about_ca_system_score_codex":0.00012525465,"about_ca_system_score_gemma":0.00003177494,"threshold_uncertainty_score":0.5130193},"labels":[],"label_agreement":null},{"id":"W2738634234","doi":"10.2118/186109-pa","title":"A Laplace-Domain Hybrid Model for Representing Flow Behavior of Multifractured Horizontal Wells Communicating Through Secondary Fractures in Unconventional Reservoirs","year":2017,"lang":"en","type":"article","venue":"SPE Journal","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":53,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"National Natural Science Foundation of China; Alberta Innovates - Technology Futures","keywords":"Laplace transform; Fracture (geology); Discretization; Flow (mathematics); Mechanics; Computation; Complex fracture; Matrix (chemical analysis); Applied mathematics; Mathematical optimization; Mathematics; Geology; Computer science; Geotechnical engineering; Mathematical analysis; Algorithm; Materials science; Physics","score_opus":0.021891985785235393,"score_gpt":0.2953552699361776,"score_spread":0.27346328415094223,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2738634234","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9453055,0.00086788967,0.050202407,0.00057577447,0.00039817186,0.00028252596,0.00009190834,0.000049534712,0.0022262523],"genre_scores_gemma":[0.9491858,0.00017373421,0.050014947,0.00002227499,0.00027954413,0.000024407,0.000035048884,0.000053398806,0.00021084328],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99810076,0.0000787733,0.0007695161,0.0002263045,0.00037493254,0.00044974443],"domain_scores_gemma":[0.99829423,0.00017491217,0.00045444362,0.00084447884,0.00011309256,0.00011881381],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009639631,0.00024699583,0.0004934035,0.00017475037,0.0006086316,0.00020793593,0.00092149747,0.00014562816,0.00013931101],"category_scores_gemma":[0.00029903062,0.00022378495,0.00042846586,0.000059935697,0.000115157854,0.0005906394,0.00017807558,0.0011236855,0.000003768],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00008339987,0.00011490518,0.0035296816,0.000117501564,0.00021029286,0.00006579317,0.0012514733,0.9844207,0.0036651222,0.000009100276,0.0021635445,0.004368488],"study_design_scores_gemma":[0.0019278746,0.000036386307,0.005573812,0.00027153254,0.00008780258,0.00009728826,0.00039238477,0.97660106,0.0101074865,0.0027047128,0.0018943519,0.00030528844],"about_ca_topic_score_codex":0.00023567444,"about_ca_topic_score_gemma":0.0005347246,"teacher_disagreement_score":0.007819618,"about_ca_system_score_codex":0.00012727249,"about_ca_system_score_gemma":0.00008729839,"threshold_uncertainty_score":0.91256857},"labels":[],"label_agreement":null},{"id":"W2739007427","doi":"","title":"Numerical Investigation of Seismic Events Associated with Hydraulic Fracturing","year":2015,"lang":"en","type":"article","venue":"13th ISRM International Congress of Rock Mechanics","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Waterloo","funders":"","keywords":"Hydraulic fracturing; Geology; Seismology; Geotechnical engineering","score_opus":0.01522612818530261,"score_gpt":0.2283847814328487,"score_spread":0.2131586532475461,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2739007427","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.84661454,0.00017431524,0.15040268,0.00025819356,0.0011962947,0.00014790229,0.000037841466,0.00017504022,0.0009931901],"genre_scores_gemma":[0.9993283,0.000020128467,0.00022405974,0.000048195212,0.000056179164,0.0000084703925,0.00007795364,0.000032115826,0.00020460956],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99858356,0.000039788734,0.00039022474,0.00016435597,0.00065105746,0.0001710391],"domain_scores_gemma":[0.9989834,0.00006245401,0.0002259776,0.0001891201,0.00040750235,0.000131563],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00021106309,0.00016794143,0.00029435602,0.00019944759,0.000024987907,0.000013014562,0.00034479226,0.00009653922,0.000031656935],"category_scores_gemma":[0.00022510577,0.00014859205,0.000084538064,0.00021886166,0.000009463665,0.0002109822,0.000050142666,0.00019877247,0.000009295233],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00002129016,0.000028660561,0.0019339935,0.00003291732,0.00041077664,0.000004516104,0.00025108096,0.99625826,0.0003129632,0.000046210647,0.000578883,0.000120465505],"study_design_scores_gemma":[0.0006499014,0.00006744507,0.0006484391,0.00021091888,0.00006067117,0.000005179644,0.00007948513,0.9577673,0.03885278,0.0008930287,0.0005902751,0.00017457396],"about_ca_topic_score_codex":0.00011163217,"about_ca_topic_score_gemma":0.00001870447,"teacher_disagreement_score":0.15271375,"about_ca_system_score_codex":0.00014093015,"about_ca_system_score_gemma":0.00005591785,"threshold_uncertainty_score":0.6059408},"labels":[],"label_agreement":null},{"id":"W2740101355","doi":"10.2118/186100-pa","title":"Tiltmeter Mapping of Measured Nonsymmetric Hydraulic-Fracture Growth in a Conglomerate/Sandstone Formation Using the Implicit Level-Set Algorithm and the Extended Kalman Filter","year":2017,"lang":"en","type":"article","venue":"SPE Journal","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":11,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Tiltmeter; Geology; Fracture (geology); Hydraulic fracturing; Classification of discontinuities; Displacement (psychology); Discontinuity (linguistics); Discretization; Mechanics; Geotechnical engineering; Geometry; Algorithm; Mathematics; Mathematical analysis","score_opus":0.031221075291922664,"score_gpt":0.25802205567689385,"score_spread":0.22680098038497118,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2740101355","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.5828058,0.0034952348,0.4057227,0.004467885,0.0005886428,0.00049604103,0.000028962828,0.000044785313,0.0023499348],"genre_scores_gemma":[0.9977054,0.00044040242,0.0014303626,0.00012546977,0.00022965617,0.0000037923433,0.000002609202,0.000020480657,0.00004180931],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9987482,0.00011217279,0.00043414946,0.000111475674,0.00031749348,0.00027651057],"domain_scores_gemma":[0.99912333,0.00008846927,0.00027167992,0.00034003158,0.00010431456,0.00007214065],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001034237,0.00017857313,0.00033664616,0.00032530486,0.0005227787,0.00028240538,0.0003762617,0.00009795901,0.000024584142],"category_scores_gemma":[0.00016395061,0.000095747615,0.00014954945,0.00023507944,0.00012401713,0.00034088854,0.00006666864,0.0005746346,0.0000021309127],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0004792887,0.00019657867,0.0079282215,0.0006483773,0.0035947082,0.00026249082,0.030218722,0.76712126,0.011532206,0.000060397317,0.009727807,0.16822997],"study_design_scores_gemma":[0.0036521982,0.000033560165,0.061673045,0.00023204478,0.00020184988,0.0007548174,0.0007742912,0.92110026,0.007996618,0.0010955492,0.0021496238,0.00033616545],"about_ca_topic_score_codex":0.00028820854,"about_ca_topic_score_gemma":0.0000502973,"teacher_disagreement_score":0.41489962,"about_ca_system_score_codex":0.00006626361,"about_ca_system_score_gemma":0.00002111803,"threshold_uncertainty_score":0.4020844},"labels":[],"label_agreement":null},{"id":"W2741204933","doi":"","title":"The Stress Ratio Effect on Hydraulic Fracturing in the Presence of Natural Fractures","year":2014,"lang":"en","type":"article","venue":"48th U.S. Rock Mechanics/Geomechanics Symposium","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Waterloo","funders":"","keywords":"Hydraulic fracturing; Natural (archaeology); Stress (linguistics); Geology; Geotechnical engineering; Petroleum engineering","score_opus":0.003911473975156858,"score_gpt":0.20812895251094385,"score_spread":0.20421747853578698,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2741204933","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.44341877,0.0067696692,0.51840264,0.0074620987,0.010480264,0.0048565078,0.00010239429,0.0016259241,0.0068817586],"genre_scores_gemma":[0.99855256,0.000408079,0.000023678078,0.00029169978,0.000340452,0.00013583804,0.000028190938,0.00009301703,0.00012648191],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99626166,0.0005264139,0.00075374503,0.00056888117,0.0010015932,0.00088771986],"domain_scores_gemma":[0.9960546,0.0019789422,0.00023719281,0.0015041259,0.000090585934,0.00013453998],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0017209747,0.0006065364,0.0006443519,0.00030377854,0.00049036945,0.00019746601,0.0017060935,0.00032231293,0.00002210127],"category_scores_gemma":[0.0004359912,0.00035958397,0.0003466442,0.00068710686,0.000015068624,0.0002160222,0.00018962882,0.0013558038,0.000046478854],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00007095127,0.00006516016,0.000012607514,0.00019302456,0.00014249516,0.000010759703,0.00076016603,0.9804245,0.013998411,0.0022750502,0.0006155876,0.0014312435],"study_design_scores_gemma":[0.0005873378,0.00034231175,0.000041372474,0.00020295184,0.00008823412,0.00001107421,0.00017632582,0.84298074,0.14693849,0.0022928077,0.0059053847,0.00043296488],"about_ca_topic_score_codex":0.00012393683,"about_ca_topic_score_gemma":0.00029336617,"teacher_disagreement_score":0.5551338,"about_ca_system_score_codex":0.00012494659,"about_ca_system_score_gemma":0.000032017917,"threshold_uncertainty_score":0.9998856},"labels":[],"label_agreement":null},{"id":"W2741232997","doi":"10.1016/j.petrol.2017.07.073","title":"Transient pressure behavior of multi-stage fractured horizontal wells in stress-sensitive tight oil reservoirs","year":2017,"lang":"en","type":"article","venue":"Journal of Petroleum Science and Engineering","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":32,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"CMG Reservoir Simulation Foundation","keywords":"Laplace transform; Superposition principle; Dimensionless quantity; Mechanics; Perturbation (astronomy); Geology; Boundary value problem; Geotechnical engineering; Mathematics; Mathematical analysis; Physics","score_opus":0.011979041931363238,"score_gpt":0.24626503638065192,"score_spread":0.2342859944492887,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2741232997","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99683964,0.00087118335,0.0014610677,0.00007842441,0.0004500689,0.000026531308,0.000016718273,0.00001624149,0.00024010277],"genre_scores_gemma":[0.99868196,0.00031146663,0.0007587344,0.000003325792,0.000099838166,0.0000018687656,4.608125e-7,0.00001633683,0.00012600006],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99852043,0.000010881045,0.0004170897,0.0001598072,0.00056181476,0.00032998956],"domain_scores_gemma":[0.99913645,0.00003375512,0.00016905458,0.00028343673,0.00018793791,0.00018936182],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00070938695,0.00016999753,0.00037777968,0.0004910144,0.0001308841,0.00011878001,0.0004870402,0.00008516628,0.000009025888],"category_scores_gemma":[0.000209653,0.00013925451,0.00010655456,0.00016829286,0.0001629592,0.0006853644,0.000050200368,0.00043836952,5.9500945e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000013989903,0.000048137423,0.0031784612,0.00013751569,0.000051148498,0.00012519176,0.0008606172,0.90967786,0.0849997,0.0000021625492,0.000019955885,0.00088522374],"study_design_scores_gemma":[0.0013100922,0.00013630881,0.2757908,0.0005310608,0.00013860894,0.000042015043,0.00054731645,0.6142318,0.103726745,7.316609e-7,0.0031882238,0.00035624058],"about_ca_topic_score_codex":0.00013872462,"about_ca_topic_score_gemma":0.000073955285,"teacher_disagreement_score":0.29544607,"about_ca_system_score_codex":0.00006925351,"about_ca_system_score_gemma":0.000054270247,"threshold_uncertainty_score":0.5678634},"labels":[],"label_agreement":null},{"id":"W2741425391","doi":"10.1002/cjce.22958","title":"Analytical modelling of cyclic steam stimulation (CSS) process with a horizontal well configuration","year":2017,"lang":"en","type":"article","venue":"The Canadian Journal of Chemical Engineering","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":14,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"University of Calgary; Schlumberger (Canada)","funders":"","keywords":"Steam injection; Mechanics; Heat transfer; Inflow; Computer simulation; Fluid dynamics; Thermal diffusivity; Thermal; Computational fluid dynamics; Petroleum engineering; Simulation; Engineering; Thermodynamics; Physics","score_opus":0.011581753708035877,"score_gpt":0.20650475378864774,"score_spread":0.19492300008061186,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2741425391","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9634037,0.00013278898,0.035503186,0.00013987802,0.00007486664,0.000047293557,0.0000021613616,0.0000142182,0.0006818812],"genre_scores_gemma":[0.9995896,0.000003395249,0.00020717776,0.0000034228565,0.00016091451,0.000001051764,0.0000018567306,0.000022300712,0.000010267956],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99921614,0.0000054950096,0.00029364764,0.00006659197,0.0002103996,0.00020773],"domain_scores_gemma":[0.9992546,0.000039130533,0.00012037859,0.00021493109,0.00011766204,0.0002533347],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00017211698,0.00012217376,0.00023915918,0.00012494467,0.0000937249,0.000077964716,0.0003250916,0.000078555975,0.000018968642],"category_scores_gemma":[0.00006679628,0.000085221945,0.00008531985,0.00008060133,0.0000667957,0.00018569098,0.0000049106648,0.0003446104,0.0000015592454],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000009680121,0.0000029652276,0.0001484875,0.000051182786,0.00010628678,0.0000136231665,0.00016048818,0.99616456,0.0031339508,0.000025686193,0.000012659578,0.00017041569],"study_design_scores_gemma":[0.00024318852,0.000024376039,0.00015585695,0.00013692242,0.00008821437,0.000035143934,0.000016931303,0.93908674,0.059999898,0.000032244076,0.00007270361,0.00010776025],"about_ca_topic_score_codex":0.00064064807,"about_ca_topic_score_gemma":0.00018015073,"teacher_disagreement_score":0.057077814,"about_ca_system_score_codex":0.00010923467,"about_ca_system_score_gemma":0.00011746405,"threshold_uncertainty_score":0.347525},"labels":[],"label_agreement":null},{"id":"W2744209874","doi":"10.15446/rbct.n42.65497","title":"Cambios en la permeabilidad y porosidad de medios porosos no consolidados debido a cambios en el esfuerzo de confinamiento y la temperatura - Un estudio experimental","year":2017,"lang":"es","type":"article","venue":"Boletín de Ciencias de la Tierra","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Humanities; Physics; Philosophy","score_opus":0.004793821619823866,"score_gpt":0.2706235881519887,"score_spread":0.26582976653216484,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2744209874","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.95176315,0.002476075,0.0011250435,0.00055402727,0.00039680096,0.0006007621,0.00009867113,0.0003811807,0.042604297],"genre_scores_gemma":[0.993451,0.0007735611,0.0016151895,0.00047058836,0.00079718966,0.00023539017,0.000029177305,0.0002298891,0.002397998],"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","domain_scores_codex":[0.9936391,0.00135079,0.0008695455,0.0011266884,0.0008982783,0.0021156005],"domain_scores_gemma":[0.9956645,0.0009079012,0.00038668554,0.0017852441,0.0001748429,0.0010808478],"candidate_categories":["metaepi_narrow","scholarly_communication","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.0029206593,0.0010888338,0.0011926346,0.00037825308,0.001249589,0.0018480736,0.002050228,0.001515546,0.00042841106],"category_scores_gemma":[0.0020212478,0.0010893742,0.0007058459,0.00030918827,0.0011124547,0.0004546459,0.00059429446,0.0017709599,0.00017207071],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00029671143,0.0020280522,0.13622048,0.0011428655,0.0022039781,0.006779388,0.056236442,0.02180509,0.7575337,0.0014206623,0.009945443,0.004387149],"study_design_scores_gemma":[0.0078136,0.000640207,0.47493118,0.0018679888,0.0016236611,0.004347274,0.010859671,0.08817352,0.34271896,0.00016806874,0.06214553,0.004710351],"about_ca_topic_score_codex":0.002568762,"about_ca_topic_score_gemma":0.00006700853,"teacher_disagreement_score":0.4148148,"about_ca_system_score_codex":0.0014447616,"about_ca_system_score_gemma":0.001143849,"threshold_uncertainty_score":0.9997807},"labels":[],"label_agreement":null},{"id":"W2744565716","doi":"10.13140/rg.2.1.2787.7286","title":"Inferring In Situ Stresses in a Naturally Fractured Heavy Oil Field","year":2012,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Waterloo","funders":"","keywords":"Geology; Field (mathematics); Mathematics","score_opus":0.006514459110723522,"score_gpt":0.22718542077313017,"score_spread":0.22067096166240666,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2744565716","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9525045,0.0019433122,0.0004906249,0.0003137778,0.00018272235,0.000024616173,4.191343e-7,0.00015562943,0.04438437],"genre_scores_gemma":[0.9988521,0.00015452655,0.00030696386,0.00016940394,0.000103673825,0.0000081901135,0.000003665695,0.000015121294,0.00038639244],"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","domain_scores_codex":[0.9992026,0.000017888513,0.00020185644,0.000099030935,0.00011578191,0.00036285105],"domain_scores_gemma":[0.9996201,0.000109860746,0.000011685126,0.00017106523,0.000007861098,0.000079477446],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000113448565,0.0001282076,0.0001854092,0.00022048577,0.00001605691,0.00002421403,0.00011980737,0.00013172626,0.00018784731],"category_scores_gemma":[0.00007528081,0.00010463284,0.000051806397,0.0002590179,0.0000061920096,0.00023440475,0.000030828927,0.00036962764,0.000030728086],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000023803683,0.00014847811,0.090273485,0.0002776723,0.00009466547,0.000047857942,0.0030992024,0.87064123,0.0043145,0.000041008112,0.0018230737,0.029215021],"study_design_scores_gemma":[0.0025399097,0.00006761808,0.43016115,0.0007990431,0.00006523489,0.000019755475,0.0012943719,0.114465185,0.3925894,0.00022159619,0.055646963,0.002129792],"about_ca_topic_score_codex":0.0007887024,"about_ca_topic_score_gemma":0.00494595,"teacher_disagreement_score":0.75617605,"about_ca_system_score_codex":0.000054529704,"about_ca_system_score_gemma":0.0000069894486,"threshold_uncertainty_score":0.42668033},"labels":[],"label_agreement":null},{"id":"W2745466952","doi":"10.7726/ajhmt.2017.1014","title":"Numerical Study of Mixed Convection Flows in a U-shaped Channel: Application to the Canadian Well","year":2017,"lang":"en","type":"article","venue":"American Journal of Heat and Mass Transfer","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Mechanics; Channel (broadcasting); Convection; Combined forced and natural convection; Geology; Environmental science; Meteorology; Physics; Computer science; Natural convection; Telecommunications","score_opus":0.006516372117536704,"score_gpt":0.22208438130478741,"score_spread":0.21556800918725072,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2745466952","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.96675,0.000062738414,0.03140342,0.0013608546,0.00009871281,0.00014050404,0.0000013897167,0.000005476139,0.00017686082],"genre_scores_gemma":[0.9997972,0.00004930635,0.0000312296,0.000033691478,0.000062992076,0.000008574053,3.708174e-7,0.0000107700025,0.0000058383257],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9993672,0.000041074676,0.00023990842,0.000076402204,0.00013201518,0.0001434236],"domain_scores_gemma":[0.9995967,0.000022041348,0.000022480874,0.00016926372,0.000040737083,0.00014876286],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00022342529,0.00008371708,0.0002615394,0.00016408933,0.00012124647,0.000031078107,0.00017119107,0.000024109722,0.000006677618],"category_scores_gemma":[0.000008733031,0.000057458394,0.00005283036,0.00012577513,0.000039691808,0.00006143247,0.0000032734877,0.00017950128,0.0000018127272],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00017047496,0.00016262005,0.021723889,0.00004500243,0.00034886695,0.00004325626,0.007429404,0.9343606,0.004129516,0.0000040411287,0.00011917408,0.031463146],"study_design_scores_gemma":[0.0035367913,0.0028054116,0.40128824,0.00014680834,0.00041855208,0.0000940951,0.0072936593,0.5668121,0.0042684977,0.000059400954,0.012635795,0.00064066757],"about_ca_topic_score_codex":0.07023778,"about_ca_topic_score_gemma":0.14127076,"teacher_disagreement_score":0.37956434,"about_ca_system_score_codex":0.00004496285,"about_ca_system_score_gemma":0.000026011385,"threshold_uncertainty_score":0.9359536},"labels":[],"label_agreement":null},{"id":"W2746142880","doi":"10.1071/aj09047","title":"Planning and optimisation of large, complex, low pressure gas and water gathering systems*","year":2010,"lang":"en","type":"article","venue":"The APPEA Journal","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Nova Scotia Department of Energy; Calgary Laboratory Services; Alberta Energy; Western Forest Products; Canadian Forest Service","funders":"","keywords":"Petroleum engineering; Engineering; Gas compressor; Environmental science; Coal; Process engineering; Waste management; Mechanical engineering","score_opus":0.007869468454693914,"score_gpt":0.21762045161582763,"score_spread":0.20975098316113372,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2746142880","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9943925,0.0011662416,0.0035870625,0.00012501312,0.00012111714,0.000038112685,0.0000017837922,0.000024115101,0.00054406497],"genre_scores_gemma":[0.99951255,0.000074842595,0.00016597369,0.0000069651455,0.00016166201,9.781469e-7,0.0000012006259,0.000012202299,0.00006363412],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9995213,0.000025414229,0.0001499904,0.000051321793,0.000103203056,0.00014874882],"domain_scores_gemma":[0.9997638,0.000025326128,0.000033675507,0.0001022045,0.000020215164,0.000054785618],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00040748928,0.000074054624,0.00012777992,0.00004509153,0.00013556804,0.00007423375,0.00008710316,0.000042330474,0.00003056966],"category_scores_gemma":[0.000008292452,0.000040447845,0.000026045136,0.000024872314,0.000030567353,0.00007091913,0.00002953751,0.0003074165,0.0000015452812],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000009876148,0.000009122067,0.0016090976,0.00022149042,0.00024283152,0.00000818152,0.0034035977,0.8865935,0.10692851,0.000024528645,0.0002840176,0.00066522195],"study_design_scores_gemma":[0.0006481713,0.000026975078,0.008350567,0.00024019182,0.00017066335,0.0006824164,0.0011045472,0.9571972,0.018414075,0.00013720058,0.012811834,0.00021615485],"about_ca_topic_score_codex":0.000010885186,"about_ca_topic_score_gemma":0.000002527757,"teacher_disagreement_score":0.08851443,"about_ca_system_score_codex":0.0000030290498,"about_ca_system_score_gemma":0.0000023057867,"threshold_uncertainty_score":0.16494152},"labels":[],"label_agreement":null},{"id":"W2746368218","doi":"10.2118/185966-pa","title":"A New Method for Production–Data Analysis and Well Testing by Use of Superposition Rate","year":2017,"lang":"en","type":"article","venue":"SPE Reservoir Evaluation & Engineering","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":10,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Superposition principle; Time–temperature superposition; Production rate; Computer science; Mathematics; Mathematical analysis; Engineering; Process engineering","score_opus":0.07356906157094249,"score_gpt":0.3374812412416105,"score_spread":0.263912179670668,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2746368218","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"methods","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.12994958,0.0006414507,0.86810863,0.00039652808,0.00017789353,0.00043728205,0.000054070955,0.00014510402,0.000089452325],"genre_scores_gemma":[0.7238905,0.00018220849,0.2749008,0.0000048026855,0.00024531398,0.000046979414,0.00032765005,0.00005677103,0.0003449964],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9985385,0.000059820177,0.00038596633,0.00041772146,0.00034306402,0.00025491617],"domain_scores_gemma":[0.9979519,0.00031371007,0.00012350488,0.0012497294,0.00023663903,0.00012446259],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0018800114,0.00020383828,0.00037589946,0.00033727518,0.00018944182,0.0002006528,0.00038054102,0.00009736835,0.000039650713],"category_scores_gemma":[0.0025755735,0.00020491467,0.00010225866,0.00038912613,0.00002245721,0.00083379913,0.00011606556,0.00014039113,0.0000025412605],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000008241553,0.000007934831,0.0007969587,0.00013286543,0.0006763125,3.3380124e-7,0.0000700169,0.9640826,0.026343392,0.000004718896,0.0014192316,0.0064574],"study_design_scores_gemma":[0.00029521037,0.000017405615,0.0059161456,0.00006557971,0.0012813549,0.0000017516187,0.000013862458,0.96739066,0.02207462,0.000057559217,0.0026793191,0.00020652148],"about_ca_topic_score_codex":0.00068575767,"about_ca_topic_score_gemma":0.00013426498,"teacher_disagreement_score":0.59394085,"about_ca_system_score_codex":0.00007033819,"about_ca_system_score_gemma":0.000040697894,"threshold_uncertainty_score":0.8356178},"labels":[],"label_agreement":null},{"id":"W2746782328","doi":"10.1190/segam2017-17537960.1","title":"Microseismic cluster analysis and in-situ stress inversion: A case study from the Cardium Formation, west central Alberta, Canada","year":2017,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Microseism; Hydraulic fracturing; Stress field; Geology; Inversion (geology); Computer science; Seismology; Engineering; Geotechnical engineering; Tectonics; Finite element method","score_opus":0.005311537229383349,"score_gpt":0.19755294607804358,"score_spread":0.19224140884866023,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2746782328","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99739534,0.000080552374,0.0004737302,0.00083320844,0.00011356685,0.00012347667,0.00002095763,0.000015666832,0.00094353355],"genre_scores_gemma":[0.99946636,0.000022380893,0.000017477596,0.00013846952,0.000056851586,0.000006048457,0.000021010748,0.000008755793,0.0002626308],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9992216,0.00004230031,0.00020040949,0.00016078625,0.00014569936,0.00022916205],"domain_scores_gemma":[0.99916816,0.00010273804,0.000041151558,0.00056979025,0.000020873737,0.000097281656],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000080049154,0.0001366301,0.00023393486,0.0000692996,0.000332135,0.00018893108,0.0002330107,0.000043491586,0.000044044125],"category_scores_gemma":[0.000020145846,0.000091233545,0.00007065699,0.00012614451,0.000027763752,0.00018938232,0.00009201793,0.00014830107,0.0000028870868],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000070721944,0.000028843458,0.6342477,0.000018961153,0.001379235,0.000604374,0.0047876537,0.354284,0.000021320127,1.1441776e-7,0.0041270223,0.00049367483],"study_design_scores_gemma":[0.0008908161,0.000007967451,0.6810414,0.000016313657,0.001046763,0.000038713446,0.012329109,0.30137974,0.0009937176,0.0000017444419,0.0019480565,0.00030565588],"about_ca_topic_score_codex":0.9872168,"about_ca_topic_score_gemma":0.9993563,"teacher_disagreement_score":0.052904267,"about_ca_system_score_codex":0.00010768865,"about_ca_system_score_gemma":0.000030815732,"threshold_uncertainty_score":0.37203962},"labels":[],"label_agreement":null},{"id":"W2746896288","doi":"10.1071/aj11076","title":"The Nappamerri Trough, Cooper Basin unconventional plays: proving a hypothesis","year":2012,"lang":"en","type":"article","venue":"The APPEA Journal","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":8,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Alberta Energy","funders":"","keywords":"Geology; Trough (economics); Permian; Oil shale; Drilling; Overpressure; Unconventional oil; Coal measures; Geochemistry; Source rock; Tight gas; Caprock; Structural basin; Petrology; Paleontology; Hydraulic fracturing","score_opus":0.013530763934638942,"score_gpt":0.2077888312097653,"score_spread":0.19425806727512634,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2746896288","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9042029,0.020121275,0.03310316,0.009680584,0.002753395,0.00037682004,0.000011731832,0.00036663408,0.029383518],"genre_scores_gemma":[0.9966984,0.00030464833,0.00022650058,0.00012588411,0.0012705057,0.0000095917,7.9800805e-7,0.00003137762,0.0013323432],"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","domain_scores_codex":[0.9987223,0.00013046786,0.00027009376,0.00006932026,0.00032717802,0.00048062386],"domain_scores_gemma":[0.9992104,0.000284479,0.00007134405,0.00025423712,0.00003741082,0.00014209056],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0011598627,0.00014873229,0.0001503644,0.00005247129,0.00074020855,0.00018668683,0.0004186647,0.00005159043,0.0002089689],"category_scores_gemma":[0.0001093335,0.000072326075,0.00021563824,0.0001647639,0.000081403596,0.00020380036,0.00004080962,0.0005256343,0.00020261105],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00020030556,0.0003343851,0.008033406,0.0001661531,0.00562468,0.00005841294,0.008062365,0.6027129,0.007685992,0.0010799494,0.19678445,0.16925697],"study_design_scores_gemma":[0.0012725707,0.000070607915,0.018781593,0.00024422084,0.00059079204,0.0017295505,0.002661362,0.06359257,0.007104504,0.0019106182,0.90115273,0.0008888779],"about_ca_topic_score_codex":0.00001591024,"about_ca_topic_score_gemma":0.000008606743,"teacher_disagreement_score":0.7043683,"about_ca_system_score_codex":0.000077562516,"about_ca_system_score_gemma":0.000027727569,"threshold_uncertainty_score":0.569316},"labels":[],"label_agreement":null},{"id":"W2747550171","doi":"10.15530/urtec-2017-2670158","title":"The Use of Time-Lapse Seismic Attributes for Characterizing Hydraulic Fractures in a Tight Siltstone Reservoir","year":2017,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Siltstone; Tight gas; Geology; Hydraulic fracturing; Petroleum engineering; Geotechnical engineering; Geomorphology","score_opus":0.027924008715204934,"score_gpt":0.25817927892910003,"score_spread":0.2302552702138951,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2747550171","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9897318,0.00042373565,0.0043740943,0.0037063237,0.00019220832,0.00036185386,0.00003888591,0.00015325267,0.0010178781],"genre_scores_gemma":[0.9958146,0.00031185208,0.000491453,0.000113550304,0.000118339005,0.00005053359,0.000025790114,0.00004162727,0.0030322426],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9987182,0.000035425863,0.0004132775,0.00021677896,0.00019253657,0.00042379482],"domain_scores_gemma":[0.99816275,0.0005549136,0.00013875327,0.0009981586,0.00006299967,0.000082410916],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003597135,0.0002134206,0.00037957443,0.00013053697,0.0004065379,0.0002477063,0.0006322334,0.00014186747,0.00004907311],"category_scores_gemma":[0.00048254474,0.0001394264,0.00019322558,0.000094983465,0.00010794364,0.0004042554,0.00010603901,0.000236274,0.000028654127],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00014482062,0.00010014128,0.0035785118,0.00028511442,0.0005206236,0.000022042435,0.0006598198,0.92047757,0.03474156,0.000024178502,0.030811904,0.008633727],"study_design_scores_gemma":[0.0006348714,0.000037470476,0.02565618,0.00012586666,0.000051372903,0.0000030453384,0.00002687909,0.691547,0.07560906,0.0001499249,0.20584066,0.00031767026],"about_ca_topic_score_codex":0.00056764716,"about_ca_topic_score_gemma":0.00045264224,"teacher_disagreement_score":0.22893055,"about_ca_system_score_codex":0.00004899315,"about_ca_system_score_gemma":0.00001910964,"threshold_uncertainty_score":0.56856436},"labels":[],"label_agreement":null},{"id":"W2748382447","doi":"","title":"Binary Classification for Hydraulic Fracturing Operations in Oil & GasWells via Tree Based Logistic RBF Networks","year":2017,"lang":"en","type":"article","venue":"European Journal of Pure and Applied Mathematics","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Logistic regression; Logistic model tree; Generalization; Radial basis function; Data mining; Mathematics; Artificial neural network; Data set; Artificial intelligence; Computer science; Statistics","score_opus":0.02723386929494944,"score_gpt":0.24538174549211453,"score_spread":0.21814787619716508,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2748382447","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.073994026,0.00032312758,0.91594404,0.00041988736,0.000116571166,0.0000917991,0.000002059257,0.000032405016,0.00907611],"genre_scores_gemma":[0.9825412,0.00018951988,0.016861727,0.00004332034,0.00025566018,0.000004415089,0.000003803924,0.0000396777,0.000060695103],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99911004,0.000023709488,0.00047660313,0.00010059196,0.000117954834,0.00017109707],"domain_scores_gemma":[0.99929315,0.000098119475,0.00019348162,0.00028930532,0.000036942587,0.000089021865],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006486329,0.00014836235,0.00027553042,0.0001232181,0.00019314981,0.00015595058,0.00027949995,0.000043848686,0.000008821943],"category_scores_gemma":[0.00006234956,0.000119006625,0.00008467765,0.000046888395,0.000043931537,0.000098480086,0.000024948085,0.00026284275,0.00000578551],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000010704743,0.00006492006,0.00001716074,0.00020530856,0.000053234442,0.00002699341,0.00028204735,0.96272,0.0023245956,0.00006754275,0.00025702672,0.033970498],"study_design_scores_gemma":[0.0007391468,0.000043025742,0.0016042123,0.00020424949,0.000102439575,0.000012550468,0.00012703975,0.9947512,0.0009163345,0.00025235838,0.0010748412,0.00017257257],"about_ca_topic_score_codex":8.303002e-7,"about_ca_topic_score_gemma":0.000009319085,"teacher_disagreement_score":0.90854716,"about_ca_system_score_codex":0.00002486456,"about_ca_system_score_gemma":0.000009793199,"threshold_uncertainty_score":0.48529494},"labels":[],"label_agreement":null},{"id":"W2748635695","doi":"","title":"Hydro-Mechanical Effects of Pore Pressure on Deformability and Fracture Strength of Rock: A Numerical Modeling Study","year":2016,"lang":"en","type":"article","venue":"50th U.S. Rock Mechanics/Geomechanics Symposium","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Queen's University","funders":"","keywords":"Pore water pressure; Geotechnical engineering; Fracture (geology); Geology; Rock mechanics; Materials science","score_opus":0.0054408485046501176,"score_gpt":0.2063026213924026,"score_spread":0.20086177288775248,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2748635695","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.21046773,0.00063639804,0.7863323,0.00024915443,0.00059742806,0.0011522517,0.000085109816,0.00040441562,0.00007518905],"genre_scores_gemma":[0.9989817,0.0003794748,0.00015264955,0.00004545617,0.00012977589,0.000083244195,0.000016859558,0.00013779747,0.00007302722],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9959524,0.00020991334,0.0011652188,0.00090044766,0.00095266977,0.0008193165],"domain_scores_gemma":[0.9973627,0.00040776882,0.00030405994,0.0012782523,0.00023061143,0.00041665765],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00061012286,0.00075341325,0.0013466558,0.0004031517,0.00016771971,0.000031592488,0.0006878994,0.00058705045,0.000060064296],"category_scores_gemma":[0.0002575204,0.0005411186,0.00039854398,0.000540249,0.000007772041,0.00026942434,0.00036274758,0.00066734967,0.000013633806],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00018697538,0.0008689957,0.00002923437,0.0010062923,0.00084288226,0.000023716759,0.00059984555,0.9539732,0.040951546,0.00069558516,0.000077371056,0.00074436713],"study_design_scores_gemma":[0.0017043612,0.0012461878,0.0000045031375,0.00035694215,0.00053676206,0.0000139960575,0.00018945316,0.89867294,0.09408733,0.0023759415,0.0002406575,0.00057094404],"about_ca_topic_score_codex":0.00008380106,"about_ca_topic_score_gemma":0.000017021732,"teacher_disagreement_score":0.788514,"about_ca_system_score_codex":0.00013541276,"about_ca_system_score_gemma":0.00006939633,"threshold_uncertainty_score":0.99970406},"labels":[],"label_agreement":null},{"id":"W2748875102","doi":"10.1016/j.ijsolstr.2017.08.016","title":"Modeling planar hydraulic fractures driven by laminar-to-turbulent fluid flow","year":2017,"lang":"en","type":"article","venue":"International Journal of Solids and Structures","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":25,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of British Columbia","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Turbulence; Laminar flow; Mechanics; Herschel–Bulkley fluid; Darcy–Weisbach equation; Fluid dynamics; Fracture (geology); Pipe flow; Pressure drop; Geotechnical engineering; Geology; Classical mechanics; Materials science; Physics; Porous medium","score_opus":0.008038517378704665,"score_gpt":0.25487699294269517,"score_spread":0.2468384755639905,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2748875102","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.96722835,0.0010982131,0.027443727,0.002847486,0.0008360799,0.00004141692,0.000027917584,0.00002613928,0.00045064682],"genre_scores_gemma":[0.99671656,0.00058413146,0.0016272513,0.00026510004,0.00072906446,0.0000010874534,0.000007610611,0.000020127483,0.000049057144],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99891114,0.000013080972,0.00033427417,0.00012341594,0.00044369407,0.00017438861],"domain_scores_gemma":[0.9993673,0.000022173777,0.00010744936,0.0001856483,0.00014690254,0.00017050176],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00010265915,0.00016961979,0.0002533062,0.0001753248,0.00016807945,0.00032563796,0.0006557958,0.000091991315,0.000050569706],"category_scores_gemma":[0.00006563606,0.00012766315,0.00012745963,0.000018959914,0.00003873489,0.00022612445,0.000049039285,0.00027397604,0.000002684388],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000037121397,0.0000087654935,0.0003572834,0.000009803522,0.00035925084,0.0001031564,0.00040667507,0.9813564,0.0027953582,0.000018450162,0.005608958,0.008938818],"study_design_scores_gemma":[0.00078063284,0.000090889866,0.007555244,0.00014770086,0.00008425776,0.0003608768,0.00010749371,0.96680045,0.0065902644,0.0022083553,0.014918485,0.00035536464],"about_ca_topic_score_codex":0.00007257774,"about_ca_topic_score_gemma":0.000018297433,"teacher_disagreement_score":0.029488197,"about_ca_system_score_codex":0.000047727885,"about_ca_system_score_gemma":0.000014261374,"threshold_uncertainty_score":0.52059525},"labels":[],"label_agreement":null},{"id":"W2749704820","doi":"10.1071/aj15016","title":"Innovative borehole treatment utilising inflatable packer straddle system technology","year":2016,"lang":"en","type":"article","venue":"The APPEA Journal","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Straddle; Engineering; Drill; Borehole; Petroleum engineering; Geology; Geotechnical engineering; Mechanical engineering","score_opus":0.009542057025404196,"score_gpt":0.21048462647457533,"score_spread":0.20094256944917113,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2749704820","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.96375257,0.0012120513,0.025541632,0.0021000193,0.00030874764,0.00010458955,0.000010108227,0.00035769312,0.0066125826],"genre_scores_gemma":[0.99884635,0.00015413886,0.00017769847,0.000011104658,0.00024400582,0.0000061345377,8.106754e-7,0.000023624252,0.0005361102],"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99913543,0.000036636786,0.0002569494,0.000097403354,0.00014999554,0.0003235694],"domain_scores_gemma":[0.99945766,0.000044123208,0.00006744645,0.00030001948,0.00006821679,0.000062535815],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002481548,0.00015096027,0.00020206609,0.00018925517,0.00022870643,0.000058319674,0.00023708498,0.00007979732,0.00005112902],"category_scores_gemma":[0.00001980959,0.000066590685,0.00007234898,0.0004670936,0.000070267335,0.00012768994,0.000029634315,0.00020274722,0.00009638544],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0001346475,0.0002544218,0.015317083,0.00023682306,0.006534409,0.0007965226,0.0046164105,0.25640735,0.16295429,0.004380605,0.02203225,0.5263352],"study_design_scores_gemma":[0.007831416,0.0008194644,0.009962022,0.0029289396,0.00073664496,0.005309944,0.010786616,0.044388752,0.54336286,0.004448544,0.36731166,0.0021131483],"about_ca_topic_score_codex":0.00001598897,"about_ca_topic_score_gemma":0.000007893776,"teacher_disagreement_score":0.5242221,"about_ca_system_score_codex":0.00027838052,"about_ca_system_score_gemma":0.000030032914,"threshold_uncertainty_score":0.27154896},"labels":[],"label_agreement":null},{"id":"W2750417061","doi":"10.1016/s2307-1877(25)00832-6","title":"Long Term Conductivity of Narrow Fractures Filled with a Proppant Monolayer in Shale Gas Reservoirs","year":2017,"lang":"en","type":"article","venue":"Journal of Engineering Research","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":17,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"National Science and Technology Major Project; Southwest Petroleum University; State Key Laboratory of Oil and Gas Reservoir Geology and Exploitation; National Natural Science Foundation of China","keywords":"Embedment; Fracture (geology); Hydraulic fracturing; Conductivity; Hydraulic conductivity; Oil shale; Petroleum engineering; Geotechnical engineering; Shale gas; Creep; Geology; Materials science; Stress (linguistics); Composite material; Soil science","score_opus":0.03519812352890261,"score_gpt":0.32046192686485125,"score_spread":0.28526380333594864,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2750417061","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99714583,0.0011285963,0.00077146635,0.00025906213,0.00011429731,0.00013345118,0.0000021445835,0.000022823671,0.0004223469],"genre_scores_gemma":[0.99896497,0.000158426,0.00054807746,0.0000011713312,0.0001715948,0.000008331569,6.1984053e-7,0.000046374393,0.00010042],"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","domain_scores_codex":[0.99792665,0.000064115644,0.0004867444,0.00016169943,0.0008558743,0.0005049033],"domain_scores_gemma":[0.99845886,0.0002151694,0.00016435223,0.0006277728,0.00034591212,0.00018792388],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0017158614,0.00019029801,0.0005311652,0.0008323536,0.000119255805,0.00012391637,0.0007796526,0.00013737728,0.00004686368],"category_scores_gemma":[0.00077746337,0.00013659224,0.00013929975,0.00027901103,0.00009087986,0.00045464092,0.00009337222,0.0013978634,0.0000023008038],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000133411,0.000090098976,0.029024886,0.00048436248,0.00024936468,0.00054463017,0.0005894855,0.93511444,0.03263096,0.000002905846,0.0003167661,0.00081866333],"study_design_scores_gemma":[0.0028840564,0.0006427926,0.631361,0.002325132,0.00007400985,0.00026702392,0.00025954502,0.16477187,0.19615363,0.00006642799,0.000597494,0.00059701735],"about_ca_topic_score_codex":0.00014791345,"about_ca_topic_score_gemma":0.00010443696,"teacher_disagreement_score":0.7703426,"about_ca_system_score_codex":0.00014810896,"about_ca_system_score_gemma":0.000091958835,"threshold_uncertainty_score":0.6073099},"labels":[],"label_agreement":null},{"id":"W2750616206","doi":"10.2118/186092-pa","title":"Rate Dependence of Bilinear Flow in Unconventional Gas Reservoirs","year":2017,"lang":"en","type":"article","venue":"SPE Reservoir Evaluation & Engineering","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":9,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Bilinear interpolation; Flow (mathematics); Mechanics; Volumetric flow rate; Thermal diffusivity; Fracture (geology); Transient (computer programming); Mathematics; Applied mathematics; Geology; Geotechnical engineering; Thermodynamics; Computer science; Physics; Statistics","score_opus":0.028579957531619023,"score_gpt":0.28630288327641845,"score_spread":0.25772292574479944,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2750616206","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9816307,0.0012113996,0.012549247,0.0004969311,0.0006023836,0.00039779957,0.000018129009,0.00018529317,0.002908147],"genre_scores_gemma":[0.9960325,0.0003897722,0.003132706,0.0000036366257,0.0001579123,0.000057043533,0.000035781697,0.000052008225,0.00013866663],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99775606,0.00008650032,0.0006172346,0.00032420125,0.0007954094,0.0004206173],"domain_scores_gemma":[0.9983583,0.00013601547,0.00013227841,0.001012504,0.00023259544,0.00012827083],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0024805418,0.00025602774,0.00039071945,0.00043507223,0.00012504893,0.00010076147,0.0006907301,0.00015775334,0.0003756291],"category_scores_gemma":[0.0013289187,0.00026057352,0.00017850833,0.00030161408,0.00005545065,0.0005088541,0.00012474108,0.00037482323,0.000053581025],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000012561345,0.00002247767,0.0019251985,0.00016225023,0.00007947114,0.000010740425,0.00009321697,0.9925364,0.0038369591,0.000034113546,0.00013816735,0.0011483893],"study_design_scores_gemma":[0.0007222294,0.000018212413,0.019886836,0.00024248869,0.000045038465,0.0000030769042,0.000031427997,0.96633774,0.011171661,0.00039157792,0.0008974667,0.0002522571],"about_ca_topic_score_codex":0.00021677978,"about_ca_topic_score_gemma":0.00039654342,"teacher_disagreement_score":0.026198726,"about_ca_system_score_codex":0.00022226688,"about_ca_system_score_gemma":0.00009289541,"threshold_uncertainty_score":0.9999846},"labels":[],"label_agreement":null},{"id":"W2751653660","doi":"10.2118/192178-ms","title":"A General Compositional Rescaled-Exponential Model for Multiphase Boundary-Dominated Performance Analysis","year":2018,"lang":"en","type":"article","venue":"SPE Kingdom of Saudi Arabia Annual Technical Symposium and Exhibition","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"Energi Simulation; Pennsylvania State University","keywords":"Flow (mathematics); Exponential function; Porous medium; Work (physics); Component (thermodynamics); Multiphase flow; Reservoir modeling; Reservoir simulation; Petroleum engineering; Fluid dynamics; Reservoir engineering; Computer science; Applied mathematics; Boundary value problem; Mathematical optimization; Porosity; Mechanics; Mathematics; Geology; Geotechnical engineering; Petroleum; Engineering; Thermodynamics; Mathematical analysis; Physics; Mechanical engineering","score_opus":0.009852964102230577,"score_gpt":0.24468541454869883,"score_spread":0.23483245044646825,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2751653660","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.75962484,0.00006684768,0.23871511,0.00032171246,0.000088967856,0.00022382002,0.00023665465,0.00020313269,0.0005189139],"genre_scores_gemma":[0.98753744,0.00011715603,0.011502403,0.000041025556,0.00030750534,0.000046045232,0.0003138473,0.000029587332,0.00010500915],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9983913,0.000027778735,0.00053045596,0.00037432543,0.00030716797,0.00036900977],"domain_scores_gemma":[0.9991961,0.000057044126,0.00010043598,0.0002547391,0.00024003386,0.00015161994],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00029370925,0.00024801117,0.00047757823,0.0003552129,0.00027306122,0.000048415874,0.0001584143,0.00022681784,0.000035905086],"category_scores_gemma":[0.000020046651,0.00023045337,0.00032112235,0.00048862246,0.000358849,0.0002571205,0.000059318754,0.00018485884,0.0000050580365],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000544355,0.00023046952,0.0004757927,0.00025888573,0.00061001687,0.0000037037755,0.00032326466,0.6313145,0.3627834,0.0001631232,0.0021393057,0.0011531526],"study_design_scores_gemma":[0.0010681872,0.00024511345,0.00188686,0.0000764674,0.00058981363,0.000010699879,0.000010877358,0.9482854,0.046604645,0.0003271784,0.0005872153,0.00030753165],"about_ca_topic_score_codex":0.000061935905,"about_ca_topic_score_gemma":0.000068481335,"teacher_disagreement_score":0.31697088,"about_ca_system_score_codex":0.00007570396,"about_ca_system_score_gemma":0.000019739706,"threshold_uncertainty_score":0.9397616},"labels":[],"label_agreement":null},{"id":"W2751824889","doi":"10.18599/grs.19.3.4","title":"Experience in North America Tight Oil Reserves Development. Horizontal Wells and Multistage Hydraulic Fracturing","year":2017,"lang":"en","type":"article","venue":"Georesursy","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":8,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Hydraulic fracturing; Petroleum engineering; Geology; Tight gas; Tight oil; Paleontology","score_opus":0.012454647542374617,"score_gpt":0.2391170519440112,"score_spread":0.2266624044016366,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2751824889","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99059993,0.00058972824,0.00026493098,0.000105243395,0.00017080539,0.000046696412,0.0000062768286,0.00013136427,0.008085046],"genre_scores_gemma":[0.9976613,0.00040424144,0.00083173375,0.000022867524,0.00009112866,0.000030715688,0.0000188965,0.0000340661,0.0009050484],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99857354,0.00002705244,0.00030976493,0.0003534229,0.00024598133,0.00049021887],"domain_scores_gemma":[0.9990283,0.00006196876,0.00007924263,0.00063978974,0.00001784911,0.00017284825],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00012624144,0.00024889933,0.00030827106,0.0001625173,0.00039015393,0.00021090884,0.00050087116,0.00009661072,0.00006484792],"category_scores_gemma":[0.00010988223,0.00022471545,0.000055160377,0.00011160405,0.0001558612,0.00037756108,0.00017842208,0.00030906097,0.000060747672],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00008390765,0.00015402708,0.5373588,0.00049989566,0.0002735212,0.0009388358,0.025104895,0.13637297,0.0017474501,0.0000063622238,0.0010677697,0.29639158],"study_design_scores_gemma":[0.00062184414,0.000017741668,0.8223564,0.00009869042,0.000012568965,0.00000734634,0.0003576456,0.014548817,0.008110835,0.000005945155,0.15330724,0.0005549258],"about_ca_topic_score_codex":0.0012362232,"about_ca_topic_score_gemma":0.0038719364,"teacher_disagreement_score":0.29583663,"about_ca_system_score_codex":0.000071265866,"about_ca_system_score_gemma":0.000019110279,"threshold_uncertainty_score":0.916363},"labels":[],"label_agreement":null},{"id":"W2752929028","doi":"10.1002/cjce.23011","title":"Effect of sulphur deposition on well performance in a sour gas reservoir","year":2017,"lang":"en","type":"article","venue":"The Canadian Journal of Chemical Engineering","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":8,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"Fundamental Research Funds for the Central Universities; National Science and Technology Major Project; National Natural Science Foundation of China","keywords":"Solubility; Sulfur; Sour gas; Deposition (geology); Permeability (electromagnetism); Porosity; Petroleum engineering; Chemistry; Geology; Materials science; Metallurgy; Geotechnical engineering; Natural gas","score_opus":0.004221378106664876,"score_gpt":0.1912801087108135,"score_spread":0.18705873060414863,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2752929028","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.998667,0.0001702038,0.000068837675,0.00021606109,0.0001387473,0.000039396335,0.0000012241218,0.000008816173,0.00068973924],"genre_scores_gemma":[0.99977434,0.000012780955,0.000038535596,0.0000056831927,0.00013491198,0.0000016931481,5.81806e-7,0.00001995007,0.0000115085495],"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9992688,0.000016027767,0.00026004476,0.00005679779,0.00015418809,0.0002441769],"domain_scores_gemma":[0.9993207,0.00009747488,0.00007840385,0.0002768562,0.000029339122,0.00019723154],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00047173162,0.00012055395,0.0002465614,0.00018785281,0.00006659048,0.000046725156,0.00045330968,0.00008081789,0.000012250637],"category_scores_gemma":[0.00021072396,0.00008526927,0.00010973621,0.0000804367,0.000040470735,0.00010251678,0.000010971394,0.0004871097,0.000004524159],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000029270954,0.000002535334,0.00081210304,0.00014903289,0.00004842487,0.000041300493,0.00010128767,0.9843372,0.013666582,0.0000039373435,0.000054192406,0.0007541016],"study_design_scores_gemma":[0.000528969,0.000115301365,0.003051342,0.000631977,0.000044127883,0.000060849834,0.0000032865134,0.30891985,0.68619007,0.000008720249,0.0002944974,0.0001509915],"about_ca_topic_score_codex":0.000807026,"about_ca_topic_score_gemma":0.00042669976,"teacher_disagreement_score":0.67541736,"about_ca_system_score_codex":0.00016390537,"about_ca_system_score_gemma":0.000045007157,"threshold_uncertainty_score":0.347718},"labels":[],"label_agreement":null},{"id":"W2753652985","doi":"10.1007/s00603-017-1304-1","title":"Application of Reservoir Flow Simulation Integrated with Geomechanics in Unconventional Tight Play","year":2017,"lang":"en","type":"article","venue":"Rock Mechanics and Rock Engineering","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":12,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Geomechanics; Hydraulic fracturing; Geology; Petroleum engineering; Geotechnical engineering; Overburden; Fracture (geology); Fluid dynamics; Tight gas; Petrology; Mechanics","score_opus":0.005963527837562481,"score_gpt":0.2063171515001694,"score_spread":0.20035362366260692,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2753652985","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.024305739,0.00017733744,0.9751137,0.000029774761,0.00010123878,0.0001292261,0.000011525256,0.00009125689,0.00004022344],"genre_scores_gemma":[0.99875194,0.000094701914,0.000970396,0.0000030821811,0.00004669084,0.000021568687,0.00003520909,0.00003740077,0.000039015347],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.999121,0.0000072916946,0.00026797282,0.00020230931,0.00019010049,0.00021130714],"domain_scores_gemma":[0.9993947,0.000038118305,0.00007765058,0.00034971253,0.00006383212,0.00007594332],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00014334911,0.00018625786,0.00025799393,0.00019953409,0.00012986973,0.000041650772,0.00019572872,0.00013692463,0.000010871179],"category_scores_gemma":[0.000041353604,0.00016167498,0.000050210107,0.00015146786,6.180277e-7,0.0001756591,0.00006311727,0.00022462924,0.000003241189],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000096600725,0.000013936315,0.00008709114,0.0001304578,0.000058722944,0.00000303721,0.00006586603,0.99740267,0.0014007714,0.0005461645,0.000008599517,0.0002729954],"study_design_scores_gemma":[0.00039415856,0.000029431592,0.00023827491,0.00011969297,0.000026059883,0.0000029730838,0.000019259565,0.99543655,0.0018854913,0.00023029045,0.0014243114,0.00019351795],"about_ca_topic_score_codex":0.0000499046,"about_ca_topic_score_gemma":0.00008326889,"teacher_disagreement_score":0.9744462,"about_ca_system_score_codex":0.00005816686,"about_ca_system_score_gemma":0.000013845341,"threshold_uncertainty_score":0.65929145},"labels":[],"label_agreement":null},{"id":"W2753852530","doi":"10.1016/j.jngse.2017.07.031","title":"Nonlinearity and solution techniques in reservoir simulation: A review","year":2017,"lang":"en","type":"review","venue":"Journal of Natural Gas Science and Engineering","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":21,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Memorial University of Newfoundland","funders":"Natural Sciences and Engineering Research Council of Canada; Research and Development Corporation of Newfoundland and Labrador","keywords":"Nonlinear system; Reservoir simulation; Focus (optics); Partial differential equation; Computer science; Computer simulation; Petroleum reservoir; Applied mathematics; Mathematical optimization; Petroleum engineering; Mathematics; Geology; Simulation; Mathematical analysis; Physics","score_opus":0.041461636888829215,"score_gpt":0.34678461926503146,"score_spread":0.30532298237620226,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2753852530","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00012354055,0.9991566,0.00022871289,0.00007688378,0.00020713464,0.0001204187,0.0000010566994,0.00002915771,0.00005651852],"genre_scores_gemma":[0.004287709,0.9942372,0.0012408135,0.000007493744,0.00018873032,0.000002785443,9.610606e-7,0.000015178248,0.00001917182],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.998646,0.000017192848,0.00056343287,0.0001566967,0.00037569588,0.00024098888],"domain_scores_gemma":[0.9992444,0.00008411616,0.00020600673,0.0001996684,0.00014623435,0.000119570366],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0015919817,0.0002202114,0.0009748638,0.0006129651,0.00009492203,0.00012670318,0.0003706194,0.00012618287,0.0000012901083],"category_scores_gemma":[0.00067767245,0.00015618023,0.00014147005,0.00045939256,0.00009032812,0.0005834762,0.00008500238,0.0008496502,4.5774252e-7],"study_design_candidate":"design_other","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[9.750613e-7,0.0000049787677,0.0000019989636,0.021643069,0.00003710856,0.00004251716,0.000021165784,0.022378584,0.000011493883,0.000001164802,0.000074971475,0.955782],"study_design_scores_gemma":[0.000060390066,0.000020665459,0.00002524722,0.05445855,0.00017321816,0.00024614122,0.0000015126409,0.15671714,0.0000076041724,0.0000043672007,0.78804535,0.00023984135],"about_ca_topic_score_codex":0.000006117194,"about_ca_topic_score_gemma":0.0000037509635,"teacher_disagreement_score":0.95554215,"about_ca_system_score_codex":0.0001667639,"about_ca_system_score_gemma":0.00009840768,"threshold_uncertainty_score":0.6368845},"labels":[],"label_agreement":null},{"id":"W2753910883","doi":"10.15530/urtec-2017-2645414","title":"Introduction to Poroelastic Response Analysis – Quantifying Hydraulic Fracture Geometry and SRV Permeability from Offset-Well Pressure Data","year":2017,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":23,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"ConocoPhillips (Canada)","funders":"ConocoPhillips","keywords":"Poromechanics; Offset (computer science); Permeability (electromagnetism); Hydraulic fracturing; Geology; Hydraulic pressure; Geotechnical engineering; Materials science; Mechanics; Geometry; Engineering; Computer science; Mechanical engineering; Physics; Mathematics; Porosity; Porous medium; Chemistry","score_opus":0.021142616335222356,"score_gpt":0.2720486712511249,"score_spread":0.25090605491590257,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2753910883","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.93576205,0.00069612206,0.05488543,0.0073303455,0.0003493157,0.00016891645,0.00015749308,0.0003051418,0.00034519905],"genre_scores_gemma":[0.99648166,0.00007552056,0.0012543644,0.00015001692,0.0007703384,0.0000065626637,0.00027683994,0.000033718065,0.000950982],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99789506,0.00012551456,0.00036912214,0.0008975263,0.0003537329,0.00035901423],"domain_scores_gemma":[0.99554294,0.00029332883,0.000094169685,0.0037285588,0.00006394874,0.00027707094],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0008956183,0.00029812838,0.0005492081,0.00043642626,0.00047211992,0.00041691086,0.0009380651,0.00021203114,0.0011446315],"category_scores_gemma":[0.0012694726,0.00024789534,0.00013451603,0.0004177806,0.00008267828,0.0005858016,0.00044305268,0.00039805195,0.00010937939],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0001995259,0.000054566444,0.025165996,0.000090248985,0.002885257,0.00001529401,0.00043305353,0.94346684,0.0016405649,0.0000013108914,0.023922771,0.0021245563],"study_design_scores_gemma":[0.00019464121,0.000019200359,0.39600813,0.000012740239,0.0015504285,0.0000022109034,0.00012635964,0.4655583,0.00093237206,0.000016483073,0.13525815,0.0003209992],"about_ca_topic_score_codex":0.0035702602,"about_ca_topic_score_gemma":0.0009578561,"teacher_disagreement_score":0.47790858,"about_ca_system_score_codex":0.00004794302,"about_ca_system_score_gemma":0.000019267412,"threshold_uncertainty_score":0.9999973},"labels":[],"label_agreement":null},{"id":"W2754254867","doi":"10.2118/187520-ms","title":"A Quantitative and Visual Experimental Study: Effect of Fracture Roughness on Proppant Transport in a Vertical Fracture","year":2017,"lang":"en","type":"article","venue":"SPE Eastern Regional Meeting","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":35,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"National Institutes of Health","keywords":"Fracture (geology); Geology; Surface finish; Fractal dimension; Geotechnical engineering; Surface roughness; Fractal; Hydraulic fracturing; Materials science; Composite material","score_opus":0.016660126429225198,"score_gpt":0.30117435513240753,"score_spread":0.2845142287031823,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2754254867","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9983281,0.00035299064,0.00025850092,0.00023362269,0.00007218621,0.00026778362,0.0000013362937,0.000035354344,0.0004501547],"genre_scores_gemma":[0.999744,0.000008702786,0.000052442792,0.00002906193,0.00008926906,0.000021883649,0.000003849809,0.000029807768,0.000020962374],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9987898,0.00008196521,0.0002655845,0.00027788588,0.00035102584,0.00023372723],"domain_scores_gemma":[0.9994844,0.00014005181,0.00006375952,0.00020913145,0.000018946605,0.00008368023],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00026488796,0.00023435833,0.0004241344,0.000107547945,0.000115449446,0.00003789157,0.00017130282,0.000106462154,0.000009527658],"category_scores_gemma":[0.000064317224,0.00017293502,0.0000928041,0.000052965825,0.00009295639,0.00012605311,0.000030461064,0.00032452916,0.000005177573],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.002468736,0.0012937966,0.6637594,0.00074807607,0.000795167,0.0007062338,0.014313999,0.30608115,0.0077260407,0.000017015263,0.00006299129,0.0020273866],"study_design_scores_gemma":[0.0064412626,0.004790251,0.6395033,0.0024985436,0.0002496433,0.000029964385,0.005441002,0.25490078,0.08463771,0.000037660095,0.0003888042,0.0010811001],"about_ca_topic_score_codex":0.00036786674,"about_ca_topic_score_gemma":0.00017800221,"teacher_disagreement_score":0.07691167,"about_ca_system_score_codex":0.00003515224,"about_ca_system_score_gemma":0.00001045275,"threshold_uncertainty_score":0.70520854},"labels":[],"label_agreement":null},{"id":"W2754345124","doi":"10.1016/j.jcou.2017.08.012","title":"Pressure transmission in the tubing of supercritical carbon dioxide fracturing","year":2017,"lang":"en","type":"article","venue":"Journal of CO2 Utilization","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":43,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"Basic Research Program of Jiangsu Province; Major State Basic Research Development Program of China; National Natural Science Foundation of China; China University of Petroleum, Beijing; Alberta Ingenuity Centre for Water Research","keywords":"Carbon dioxide; Supercritical carbon dioxide; Supercritical fluid; Viscosity; Heat transfer; Nozzle; Compressibility; Hydrostatic pressure; Materials science; Thermodynamics; Mechanics; Petroleum engineering; Chemistry; Composite material; Geology","score_opus":0.01997733999382733,"score_gpt":0.26770317123073856,"score_spread":0.24772583123691122,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2754345124","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.98189485,0.001499455,0.014512475,0.00034951686,0.00011418295,0.000041189156,5.117117e-7,0.000008189883,0.0015796246],"genre_scores_gemma":[0.99937093,0.0004038161,0.00009871751,0.000008541113,0.000097289834,5.1453253e-7,5.9657964e-7,0.000009467137,0.000010103677],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9991928,0.000050050785,0.0003319931,0.000047013556,0.00027470104,0.00010344627],"domain_scores_gemma":[0.999595,0.00006650977,0.000052313073,0.00018729352,0.00006321639,0.000035680874],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00043207515,0.000070919064,0.00018288699,0.00010651957,0.000062408624,0.000037690923,0.00027405578,0.000070858616,0.000013559282],"category_scores_gemma":[0.00014987087,0.000046232966,0.000085630345,0.00005752194,0.000028055258,0.00020167619,0.00000871028,0.00023817152,1.7745745e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000040246647,0.00007632539,0.010752648,0.0003398396,0.0001238914,0.000047739704,0.0027782395,0.9519756,0.025416015,0.000036284357,0.00006839575,0.008344767],"study_design_scores_gemma":[0.001086983,0.000094104755,0.17773314,0.0010671163,0.0003588584,0.000071987415,0.0006241523,0.62644875,0.18406005,0.00040882154,0.007817575,0.00022843305],"about_ca_topic_score_codex":0.00003657431,"about_ca_topic_score_gemma":0.000013106525,"teacher_disagreement_score":0.32552683,"about_ca_system_score_codex":0.000014681224,"about_ca_system_score_gemma":0.000014017795,"threshold_uncertainty_score":0.18853256},"labels":[],"label_agreement":null},{"id":"W2754415742","doi":"10.36487/acg_repo/808_44","title":"Coupling Geomechanics and Transport in Petroleum Engineering","year":2008,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":9,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Waterloo","funders":"","keywords":"Geomechanics; Poromechanics; Mechanics; Coupling (piping); Biot number; Geotechnical engineering; Geology; Physics; Engineering; Mechanical engineering; Porous medium; Porosity","score_opus":0.005927466085756235,"score_gpt":0.17185072757236394,"score_spread":0.16592326148660771,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2754415742","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9232175,0.0003974619,0.075219974,0.000024501767,0.000056022604,0.000024395738,6.576407e-7,0.00022981489,0.00082972203],"genre_scores_gemma":[0.99882275,0.00050164637,0.0004749673,0.0000068720847,0.000027172438,0.0000040678224,0.0000023820696,0.000018673523,0.00014148581],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99950457,9.983794e-7,0.00013369095,0.00009947353,0.00008082685,0.00018043019],"domain_scores_gemma":[0.99982363,0.000015496944,0.0000046108635,0.00009225474,0.000004854217,0.000059174505],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00006383137,0.0000941123,0.00013996534,0.00013596786,0.000023793007,0.0000041363514,0.000050205846,0.000054153646,0.000033527656],"category_scores_gemma":[0.0000040631544,0.00008821445,0.000032699038,0.00012113032,0.000005225179,0.000058562033,0.000005875287,0.00014143468,0.0000064475453],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[6.941931e-7,0.0000040906007,0.0018775935,0.00002789773,0.0000147002265,0.000041905707,0.00009256829,0.997448,0.00042389543,0.000013588225,0.000014070392,0.000040968203],"study_design_scores_gemma":[0.0001453778,0.0000044913418,0.0051758713,0.000012651291,0.0000055382843,0.000018011206,0.000020443587,0.99267393,0.0008537002,0.0000043795912,0.00096962135,0.00011600219],"about_ca_topic_score_codex":0.00006401018,"about_ca_topic_score_gemma":0.000049571816,"teacher_disagreement_score":0.07560529,"about_ca_system_score_codex":0.000022048042,"about_ca_system_score_gemma":0.0000041050334,"threshold_uncertainty_score":0.3597281},"labels":[],"label_agreement":null},{"id":"W2755017014","doi":"10.1002/2017wr021257","title":"Pre‐Darcy Flow in Porous Media","year":2017,"lang":"en","type":"article","venue":"Water Resources Research","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":123,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Darcy's law; Porous medium; Mechanics; Pressure gradient; Permeability (electromagnetism); Fluid dynamics; Flow (mathematics); Geotechnical engineering; Materials science; Geology; Porosity; Physics; Chemistry","score_opus":0.0319588303863443,"score_gpt":0.3021848238594868,"score_spread":0.2702259934731425,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2755017014","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.97608733,0.00033061547,0.00007197231,0.0006327544,0.000102203136,0.00011420345,0.000004293547,0.00010546766,0.022551162],"genre_scores_gemma":[0.99494857,0.00012560716,0.00009981909,0.0000068345316,0.00028134117,0.00003353919,0.000011153612,0.0000409451,0.004452207],"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","domain_scores_codex":[0.99787575,0.0001216609,0.00021875993,0.00026943316,0.0006877927,0.0008265882],"domain_scores_gemma":[0.9986855,0.00008468569,0.000012004353,0.0009927102,0.000053766256,0.0001713809],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0012153276,0.00014019138,0.00022364466,0.0004305181,0.00038924065,0.0005193253,0.001002941,0.00013442608,0.00027706142],"category_scores_gemma":[0.00018854294,0.0000949233,0.000068001136,0.000110354405,0.00019558525,0.0002297449,0.0003191342,0.00073365786,0.00038790115],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0001910616,0.0002275062,0.039861567,0.0006970229,0.0003788931,0.0018038357,0.07359488,0.7681971,0.0129643455,0.000011594674,0.008380388,0.09369179],"study_design_scores_gemma":[0.0018954597,0.00010909282,0.12945047,0.00032945647,0.000024120043,0.00002748237,0.0008161886,0.29945078,0.08448797,0.0013315968,0.4810951,0.000982288],"about_ca_topic_score_codex":0.0015662007,"about_ca_topic_score_gemma":0.0011136598,"teacher_disagreement_score":0.47271472,"about_ca_system_score_codex":0.00008453278,"about_ca_system_score_gemma":0.0000075545813,"threshold_uncertainty_score":0.5007866},"labels":[],"label_agreement":null},{"id":"W2755340658","doi":"","title":"Assessing The Probability Of Fluid Migration Caused By Hydraulic Fracturing; And Investigating Flow And Transport In Porous Media Using Mri","year":2017,"lang":"en","type":"article","venue":"ScholarWorks -A service of University of Vermont Libraries (University of Vermont)","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Hydraulic fracturing; Porous medium; Petroleum engineering; Flow (mathematics); Geology; Fluid dynamics; Porosity; Geotechnical engineering; Mechanics; Physics","score_opus":0.014982797862178562,"score_gpt":0.19551841020676503,"score_spread":0.18053561234458645,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2755340658","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9957791,0.00084145775,0.0022034058,0.000601948,0.000037011137,0.00017748252,0.000037604328,0.00003436053,0.00028764177],"genre_scores_gemma":[0.9947389,0.00041159094,0.0047770203,0.000012141158,0.000009116745,4.035369e-8,0.000026213076,0.000014727457,0.000010262116],"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","domain_scores_codex":[0.99876994,0.00012282684,0.00027917966,0.00029195118,0.00031464317,0.00022148361],"domain_scores_gemma":[0.99859905,0.00018838927,0.00043248312,0.0005378975,0.00011845815,0.00012369355],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00044595182,0.00021449769,0.0005760466,0.00019191703,0.000481991,0.00005287769,0.0006408484,0.00025441113,0.000016548616],"category_scores_gemma":[0.000061713275,0.00024033536,0.00010758188,0.00027652897,0.00068982714,0.0026809347,0.00022546959,0.00040601377,1.4563562e-7],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00060196157,0.00042428414,0.37647733,0.0049683186,0.0013097966,0.00014574446,0.08243122,0.4561462,0.06856041,0.00011341587,0.00022522006,0.008596066],"study_design_scores_gemma":[0.00177304,0.00005782198,0.74590033,0.0008173408,0.00041528675,0.0000035127166,0.014474443,0.22972368,0.0059928647,0.00032751073,0.00014051523,0.0003736774],"about_ca_topic_score_codex":0.010015515,"about_ca_topic_score_gemma":0.007814473,"teacher_disagreement_score":0.36942297,"about_ca_system_score_codex":0.00005851461,"about_ca_system_score_gemma":0.00009662267,"threshold_uncertainty_score":0.9965769},"labels":[],"label_agreement":null},{"id":"W2756382233","doi":"10.1115/1.4037903","title":"Effects of Non-Darcy Flow and Penetrating Ratio on Performance of Horizontal Wells With Multiple Fractures in a Tight Formation","year":2017,"lang":"en","type":"article","venue":"Journal of Energy Resources Technology","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":34,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Regina","funders":"Luonnontieteiden ja Tekniikan Tutkimuksen Toimikunta; Natural Sciences and Engineering Research Council of Canada","keywords":"Darcy's law; Pressure drop; Mechanics; Permeability (electromagnetism); Dimensionless quantity; Relative permeability; Hydraulic conductivity; Fluid dynamics; Geology; Flow (mathematics); Geotechnical engineering; Mathematics; Porous medium; Porosity; Chemistry; Physics; Soil science","score_opus":0.0019803704700428635,"score_gpt":0.18621039291441427,"score_spread":0.1842300224443714,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2756382233","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99696153,0.00039212222,0.0021582432,0.00006181467,0.000033071785,0.000031958334,5.3400487e-7,0.000011301428,0.00034941215],"genre_scores_gemma":[0.9987676,0.0002660551,0.0008976977,0.0000043155587,0.000039469654,0.0000025178626,4.8148485e-7,0.000011122751,0.000010696539],"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.999302,0.000014389674,0.00033563247,0.000068815876,0.00015249968,0.00012665894],"domain_scores_gemma":[0.99927735,0.00008284464,0.0003831273,0.00017871037,0.000048878206,0.000029109993],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000119413475,0.000110593355,0.00032290065,0.0004973608,0.00006748929,0.000020369984,0.00022764884,0.00014446596,0.0000016933033],"category_scores_gemma":[0.00007280233,0.00007681082,0.00004491328,0.00010025384,0.00009772311,0.00021708893,0.000028347959,0.00025725938,1.2015411e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00032366597,0.00012596833,0.053656872,0.00064032007,0.0002750449,0.00007749521,0.0008476389,0.7971821,0.11456033,0.000023401728,0.000036464942,0.03225074],"study_design_scores_gemma":[0.0013159787,0.0010807617,0.07281369,0.0007045858,0.00004360654,0.00006086495,0.00012225764,0.22122021,0.70197225,0.000018087498,0.00051936146,0.00012833085],"about_ca_topic_score_codex":0.000038758804,"about_ca_topic_score_gemma":0.00015817488,"teacher_disagreement_score":0.58741194,"about_ca_system_score_codex":0.000022313881,"about_ca_system_score_gemma":0.000009162813,"threshold_uncertainty_score":0.31322545},"labels":[],"label_agreement":null},{"id":"W2758404197","doi":"10.2118/185052-pa","title":"Multiwell, Multiphase Flowing Material Balance","year":2017,"lang":"en","type":"article","venue":"SPE Reservoir Evaluation & Engineering","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":50,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Petroleum engineering; Material balance; Flow (mathematics); Fossil fuel; Production (economics); Phase (matter); Reservoir engineering; Multiphase flow; Enhanced oil recovery; Oil production; Crude oil; Geology; Chemistry; Process engineering; Mechanics; Petroleum; Engineering","score_opus":0.022414045602465026,"score_gpt":0.2826447556658817,"score_spread":0.2602307100634167,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2758404197","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9625984,0.0006513668,0.028589528,0.00029534305,0.002228789,0.0004309747,0.000029754083,0.000844216,0.0043316395],"genre_scores_gemma":[0.9945516,0.00016491638,0.0041136937,0.000008816481,0.00073863205,0.00012029033,0.000053470554,0.000088801,0.00015975918],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99798524,0.000039843562,0.00040182812,0.00034842297,0.0006975874,0.00052709767],"domain_scores_gemma":[0.99842155,0.000056937453,0.000055673427,0.0011404831,0.00013340267,0.00019198026],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0009456266,0.00032277562,0.00034544917,0.00020496486,0.00036603922,0.00039687805,0.0006511699,0.0001616986,0.00060331944],"category_scores_gemma":[0.0006417572,0.00032469403,0.00016992731,0.0001173146,0.00003401568,0.00061571936,0.000115915966,0.00029206323,0.00016874466],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000008327244,0.000014415747,0.00027143533,0.000088096516,0.00010841866,0.00001414803,0.000099218894,0.9757257,0.02090737,0.000008909025,0.00046085202,0.0022931013],"study_design_scores_gemma":[0.00078196166,0.000011158753,0.0033712836,0.000113610135,0.00007535618,0.0000047740537,0.000017507504,0.9506467,0.03572245,0.00002456923,0.008862826,0.0003678203],"about_ca_topic_score_codex":0.00011603017,"about_ca_topic_score_gemma":0.000030459474,"teacher_disagreement_score":0.03195323,"about_ca_system_score_codex":0.00022465468,"about_ca_system_score_gemma":0.000033147855,"threshold_uncertainty_score":0.9999205},"labels":[],"label_agreement":null},{"id":"W2758664292","doi":"","title":"Controls of Anisotropic In-situ Stress and Permeability in Optimization of Wells and Hydraulic Fractures for Unconventional Reservoirs: Examples from the Western Canada Sedimentary Basin","year":2013,"lang":"en","type":"article","venue":"47th U.S. Rock Mechanics/Geomechanics Symposium","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":7,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Geology; Hydraulic fracturing; Structural basin; Permeability (electromagnetism); Sedimentary rock; Geotechnical engineering; Petroleum engineering; Petrology; Geomorphology; Geochemistry","score_opus":0.006538534768585296,"score_gpt":0.19721975037832715,"score_spread":0.19068121560974186,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2758664292","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9107955,0.0015152576,0.08246906,0.002076873,0.00034299307,0.0015078575,0.0012085745,0.000046553552,0.000037298712],"genre_scores_gemma":[0.9984462,0.00032545303,0.0004914431,0.0001895995,0.00005708889,0.00012836537,0.00030305464,0.00003970707,0.000019082516],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99804693,0.00012324878,0.0007189041,0.00040468128,0.00033913789,0.00036710166],"domain_scores_gemma":[0.9984969,0.0006758284,0.00018994673,0.00040484485,0.000121235404,0.00011124411],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00031098703,0.00029835658,0.00059834676,0.00015389014,0.00006955757,0.000041551288,0.00030080168,0.00018867254,0.00013223714],"category_scores_gemma":[0.000073013536,0.00024944433,0.00008626869,0.00022555116,0.000014385361,0.00021723208,0.00011375632,0.0002485381,4.986387e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00004928661,0.000069862195,0.002269256,0.00031700544,0.00014782196,0.0000019922302,0.00033446553,0.98947436,0.006718856,0.00006433579,0.00046321037,0.00008952539],"study_design_scores_gemma":[0.0018439179,0.00013361128,0.0030257413,0.00033804015,0.000108468164,0.0000022717759,0.0008266436,0.968468,0.022106651,0.0021069925,0.0006897069,0.00034995686],"about_ca_topic_score_codex":0.20755306,"about_ca_topic_score_gemma":0.2223308,"teacher_disagreement_score":0.08765068,"about_ca_system_score_codex":0.00016035314,"about_ca_system_score_gemma":0.00011212536,"threshold_uncertainty_score":0.99999577},"labels":[],"label_agreement":null},{"id":"W2760931801","doi":"10.2118/187420-ms","title":"Integration of Pressure and Rate Transient Analysis for Transverse and Longitudinal Multistage Fractured Horizontal First Unconventional Gas Well in Egypt","year":2017,"lang":"en","type":"article","venue":"SPE Annual Technical Conference and Exhibition","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Apache (Canada)","funders":"","keywords":"Petroleum engineering; Completion (oil and gas wells); Directional drilling; Geology; Drilling; Hydraulic fracturing; Tight gas; Permeability (electromagnetism); Well stimulation; Fracture (geology); Geotechnical engineering; Reservoir engineering; Engineering; Petroleum; Mechanical engineering","score_opus":0.017361472164013327,"score_gpt":0.25734077043589443,"score_spread":0.2399792982718811,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2760931801","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8954769,0.00037832768,0.10280664,0.0004838775,0.000031806125,0.00024868012,0.00021565675,0.000040842617,0.00031727072],"genre_scores_gemma":[0.9988524,0.0005386397,0.00043815016,0.000004334388,0.000023490951,0.000019270294,0.00008783756,0.0000070924198,0.000028834736],"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","domain_scores_codex":[0.99927974,0.000017627252,0.00023577144,0.00023151617,0.000098296645,0.00013703395],"domain_scores_gemma":[0.99962014,0.000047383513,0.000058633435,0.00014496993,0.00006161847,0.00006726905],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00019907813,0.00013427417,0.00028735172,0.00014791757,0.00012491964,0.000066955006,0.00006756004,0.00014057301,0.000045354776],"category_scores_gemma":[0.000034372384,0.00011739905,0.00009201437,0.000074743475,0.00014591,0.00027237073,0.000015976415,0.00015057327,3.9111922e-7],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0074026533,0.0024692689,0.13877247,0.010106426,0.0094396705,0.0002946221,0.022620702,0.24088132,0.40430942,0.012866677,0.003755733,0.14708103],"study_design_scores_gemma":[0.0028003165,0.00045114924,0.7217499,0.00036945456,0.0014705721,0.000009074992,0.00064316276,0.24899285,0.018574994,0.0017821483,0.0025918812,0.0005645022],"about_ca_topic_score_codex":0.0002513802,"about_ca_topic_score_gemma":0.0041287057,"teacher_disagreement_score":0.5829774,"about_ca_system_score_codex":0.000010780355,"about_ca_system_score_gemma":0.000007654599,"threshold_uncertainty_score":0.47873944},"labels":[],"label_agreement":null},{"id":"W2761246343","doi":"10.2118/187080-ms","title":"Evaluation and Management of Stimulation Placement Control in Cemented Sleeve Completions","year":2017,"lang":"en","type":"article","venue":"SPE Annual Technical Conference and Exhibition","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":13,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Leakage (economics); Heel; Computer science; Engineering; Petroleum engineering; Structural engineering","score_opus":0.029229562821978184,"score_gpt":0.2963784301129413,"score_spread":0.2671488672909631,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2761246343","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.88972336,0.0003018164,0.09834389,0.00089532195,0.000064566084,0.0008210319,0.000057528287,0.0001007252,0.009691751],"genre_scores_gemma":[0.9992316,0.0003966819,0.00026716955,0.000010397581,0.000011708234,0.000031966527,0.00003195366,0.0000045959164,0.000013934403],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9993307,0.000027695743,0.00019756088,0.00013178642,0.00020932363,0.00010291503],"domain_scores_gemma":[0.99964297,0.000016041258,0.000049174305,0.0001657887,0.000090777656,0.000035258447],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00038904298,0.00007984884,0.0001385701,0.000078888195,0.000087377135,0.000036441368,0.00005930122,0.000056263954,0.00004588839],"category_scores_gemma":[0.000019658646,0.00007518603,0.000020462172,0.0000391926,0.000065935135,0.0001555251,0.000034318207,0.000077800745,0.00000207768],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00044621353,0.0007791295,0.028081017,0.0018980831,0.0009806681,0.00004331122,0.0016418179,0.68555486,0.03660914,0.015737375,0.002668491,0.22555988],"study_design_scores_gemma":[0.002488871,0.0001264417,0.32507393,0.00039144847,0.00021798642,0.000002045039,0.0003689891,0.6667888,0.0008739037,0.0031904285,0.00026858653,0.00020854313],"about_ca_topic_score_codex":0.00006613696,"about_ca_topic_score_gemma":0.00014471255,"teacher_disagreement_score":0.29699293,"about_ca_system_score_codex":0.00003542022,"about_ca_system_score_gemma":0.0000054741417,"threshold_uncertainty_score":0.3065997},"labels":[],"label_agreement":null},{"id":"W2761260948","doi":"10.2118/187063-ms","title":"Estimating Ultra Low Permeability at Multiple Locations Using Simultaneous Impulse Tests: A Fit for Purpose Pressure Transient Solution and Its Field Application","year":2017,"lang":"en","type":"article","venue":"SPE Annual Technical Conference and Exhibition","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Superposition principle; Permeability (electromagnetism); Impulse (physics); Workflow; Petroleum engineering; Computer science; Software; Geology; Mechanics; Mathematics; Physics; Chemistry","score_opus":0.02090611875536754,"score_gpt":0.28100071426480094,"score_spread":0.2600945955094334,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2761260948","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.62148947,0.0002189693,0.3767207,0.00053829764,0.00004244358,0.000569559,0.0001264418,0.00017408254,0.00012005043],"genre_scores_gemma":[0.9974609,0.0000803701,0.0022014629,0.000018820232,0.0000800982,0.000074337324,0.000047162965,0.000012969006,0.000023878147],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9991575,0.000014542578,0.00022381348,0.0002911975,0.000107516644,0.00020542603],"domain_scores_gemma":[0.99924546,0.00018389069,0.000065046035,0.00027324873,0.00013676273,0.000095613635],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00015247359,0.00014462673,0.00018294726,0.000041492138,0.0005411806,0.00009788716,0.00010480708,0.00017389092,0.0000069912926],"category_scores_gemma":[0.00048172174,0.00013679506,0.00005445068,0.000038021946,0.00007669971,0.00027605108,0.000034772336,0.00015089622,0.000001732458],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00016304805,0.00026537833,0.001106633,0.0017865049,0.000098390636,0.0000064060273,0.0012478373,0.52219355,0.39689654,0.00016725161,0.0002649259,0.07580351],"study_design_scores_gemma":[0.000322171,0.00007178674,0.001399698,0.000116917305,0.00007881676,0.000012252742,0.00005286978,0.9861083,0.011031489,0.00032006338,0.00030691427,0.0001787106],"about_ca_topic_score_codex":0.00013613804,"about_ca_topic_score_gemma":0.0004000355,"teacher_disagreement_score":0.46391475,"about_ca_system_score_codex":0.000043283027,"about_ca_system_score_gemma":0.000013990104,"threshold_uncertainty_score":0.5578341},"labels":[],"label_agreement":null},{"id":"W2761412707","doi":"10.2118/187806-ms","title":"Modelling of Injection Well Capacity with Account for Permeability Damage in the Near-Wellbore Zone for Oil Fields in Western Siberia","year":2017,"lang":"en","type":"article","venue":"SPE Russian Petroleum Technology Conference","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Optech (Canada)","funders":"Skolkovo Institute of Science and Technology","keywords":"Permeability (electromagnetism); Petroleum engineering; Wellbore; Porosity; Geology; Mechanics; Oil field; Suspension (topology); Injection well; Porous medium; Filtration (mathematics); Water injection (oil production); Geotechnical engineering; Chemistry; Physics","score_opus":0.021626376577317835,"score_gpt":0.23637650227585383,"score_spread":0.214750125698536,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2761412707","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.85287726,0.00003203308,0.14326409,0.002126152,0.00005565281,0.00014631367,0.000016830078,0.00006889724,0.0014127811],"genre_scores_gemma":[0.9972655,0.000047165868,0.002367821,0.000010530111,0.000024813595,0.00012127076,0.0000067671053,0.000017237426,0.00013886749],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9990214,0.00002022537,0.0002592351,0.0002746122,0.00010758196,0.00031694607],"domain_scores_gemma":[0.99896115,0.00006354828,0.000111017755,0.0007990149,0.00004132185,0.000023952884],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003497256,0.00017877191,0.00035422327,0.00019624551,0.00015704583,0.00007298681,0.000640132,0.00031959833,0.000009708166],"category_scores_gemma":[0.000043089112,0.00013019789,0.000070572176,0.00012795425,0.00028556984,0.00014187672,0.000040742274,0.00043659535,0.0000017138441],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00009048548,0.000074926735,0.023886884,0.00036802975,0.000051326933,0.0000049736027,0.0008630393,0.9704639,0.00017313386,0.000694834,0.000013431227,0.0033150604],"study_design_scores_gemma":[0.0008776914,0.00016246118,0.0061204797,0.00014624295,0.000035795554,0.0000052504747,0.0004499666,0.9868495,0.0024469488,0.0019184243,0.0007787276,0.00020850163],"about_ca_topic_score_codex":0.0006987346,"about_ca_topic_score_gemma":0.012150397,"teacher_disagreement_score":0.14438827,"about_ca_system_score_codex":0.00006402329,"about_ca_system_score_gemma":0.00004625078,"threshold_uncertainty_score":0.67802066},"labels":[],"label_agreement":null},{"id":"W2761476419","doi":"10.2118/187038-ms","title":"Fracture Closure Stress: Reexamining Field and Laboratory Experiments of Fracture Closure Using Modern Interpretation Methodologies","year":2017,"lang":"en","type":"article","venue":"SPE Annual Technical Conference and Exhibition","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":49,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"Pratt and Whitney Canada","keywords":"Closure (psychology); Fracture (geology); Tiltmeter; Geology; Geotechnical engineering; Physics; Law","score_opus":0.0375974815106575,"score_gpt":0.3210767498453964,"score_spread":0.2834792683347389,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2761476419","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8481553,0.0011594233,0.14910728,0.00041040577,0.00007708968,0.00012031136,0.000060310296,0.00014406293,0.0007658095],"genre_scores_gemma":[0.9956523,0.0003862159,0.0037360077,0.000094720956,0.0000796713,0.0000058662827,0.000019688821,0.000015020646,0.000010517394],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9991162,0.00005963936,0.0002472899,0.00024301119,0.00016276594,0.00017110263],"domain_scores_gemma":[0.9992561,0.00011168237,0.00012647462,0.0003225881,0.00011588718,0.00006727824],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00021661643,0.00018081906,0.00030915564,0.00008137688,0.00017248631,0.00010588459,0.0001556887,0.00034746903,0.000027013446],"category_scores_gemma":[0.00025322262,0.00015308823,0.000053920376,0.000046438614,0.0001304503,0.0004627668,0.00008598576,0.00036949848,5.8598374e-7],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0011707768,0.00049615337,0.07639443,0.00400132,0.0017142346,0.00021447253,0.033656385,0.20760757,0.52662224,0.00073423574,0.00962187,0.13776633],"study_design_scores_gemma":[0.0021629476,0.0008979938,0.07484377,0.0029355763,0.0005400541,0.000033478493,0.0075072353,0.1795664,0.71326804,0.014861655,0.0016687706,0.0017140727],"about_ca_topic_score_codex":0.0001059182,"about_ca_topic_score_gemma":0.000037440575,"teacher_disagreement_score":0.18664584,"about_ca_system_score_codex":0.000016742333,"about_ca_system_score_gemma":0.000017438477,"threshold_uncertainty_score":0.6242757},"labels":[],"label_agreement":null},{"id":"W2761683733","doi":"10.2118/187188-ms","title":"Constraining the Complexity of Stimulated Reservoir Volume during Multi-Stage Hydraulic Fracturing of Horizontal Wells through Inter-Well Pressure Hit Modeling","year":2017,"lang":"en","type":"article","venue":"SPE Annual Technical Conference and Exhibition","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":8,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Nexen (Canada); University of Alberta","funders":"CMG Reservoir Simulation Foundation","keywords":"Hydraulic fracturing; Microseism; Geology; Petroleum engineering; Stage (stratigraphy); Workflow; Fracture (geology); Oil shale; Computer science; Geotechnical engineering; Seismology","score_opus":0.06335952081383568,"score_gpt":0.29450577476533224,"score_spread":0.23114625395149657,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2761683733","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.94615006,0.0002391002,0.04995347,0.0003938966,0.000070799135,0.00021678994,0.00011478843,0.00015635697,0.002704709],"genre_scores_gemma":[0.9989086,0.00020375905,0.0006808423,0.000010671402,0.00006321443,0.000006716035,0.000024164861,0.000023921995,0.000078134944],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9985663,0.000049805138,0.0005187271,0.00029843068,0.00025189435,0.00031484113],"domain_scores_gemma":[0.99892837,0.00004368042,0.0001981273,0.0005966602,0.00015402891,0.000079160876],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00026377584,0.00023790987,0.00045758625,0.000073861695,0.00033897193,0.00008457904,0.00044883572,0.00022189427,0.00009254512],"category_scores_gemma":[0.000103103615,0.00018759968,0.00014965066,0.000083115185,0.00070148386,0.00049485307,0.0002430944,0.0005396248,0.0000047163603],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00023562205,0.00022722306,0.0034229464,0.001524111,0.000538339,0.00005368207,0.0052111587,0.91876507,0.067547254,0.00052926375,0.00023201191,0.0017133321],"study_design_scores_gemma":[0.00087572634,0.00011856915,0.0077341655,0.00066861353,0.00011514385,0.000014431078,0.0019290353,0.93985564,0.047255956,0.0007984092,0.00027470174,0.0003595917],"about_ca_topic_score_codex":0.0010864261,"about_ca_topic_score_gemma":0.0001951524,"teacher_disagreement_score":0.052758485,"about_ca_system_score_codex":0.000023443168,"about_ca_system_score_gemma":0.000022549437,"threshold_uncertainty_score":0.7650093},"labels":[],"label_agreement":null},{"id":"W2761747752","doi":"10.2118/187192-ms","title":"Frac Hit Induced Production Losses: Evaluating Root Causes, Damage Location, Possible Prevention Methods and Success of Remedial Treatments","year":2017,"lang":"en","type":"article","venue":"SPE Annual Technical Conference and Exhibition","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":128,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Apache (Canada)","funders":"","keywords":"Geology; Fracture (geology); Completion (oil and gas wells); Permeability (electromagnetism); Drainage; Environmental remediation; Geotechnical engineering; Petroleum engineering; Environmental science; Chemistry","score_opus":0.048388383402036876,"score_gpt":0.3772745360544826,"score_spread":0.3288861526524457,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2761747752","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.98530406,0.00011929996,0.013042201,0.00026653704,0.000100765275,0.0002240017,0.0000058538567,0.000088966255,0.00084832154],"genre_scores_gemma":[0.9966737,0.00022179392,0.0027361123,0.000003492034,0.00011256643,0.000026192472,0.000040545547,0.000012053004,0.00017351993],"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","domain_scores_codex":[0.9990051,0.000083645275,0.00029514046,0.00027067043,0.00018963302,0.0001558519],"domain_scores_gemma":[0.9991869,0.000034635337,0.0001417144,0.00033735938,0.0002279208,0.00007150086],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005569609,0.00014259011,0.00023824583,0.00010182625,0.00023864376,0.00010101813,0.00011270474,0.00015775209,0.000027485778],"category_scores_gemma":[0.00042358084,0.0001269341,0.000038633618,0.00010554294,0.00011624791,0.00058798166,0.0000606728,0.00017390533,0.0000025488816],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00019750535,0.00047047343,0.03172229,0.0010302075,0.0004669796,0.0000136882945,0.0020664698,0.006884267,0.61286503,0.000608881,0.0008206307,0.34285358],"study_design_scores_gemma":[0.0013903702,0.0008877904,0.5520851,0.0010821503,0.00055860425,0.000024158231,0.0006384576,0.02315142,0.4079738,0.0114218965,0.00012693956,0.0006593153],"about_ca_topic_score_codex":0.00024321106,"about_ca_topic_score_gemma":0.000512657,"teacher_disagreement_score":0.5203628,"about_ca_system_score_codex":0.000036203834,"about_ca_system_score_gemma":0.000033112003,"threshold_uncertainty_score":0.51762223},"labels":[],"label_agreement":null},{"id":"W2762082185","doi":"10.2118/187094-ms","title":"Pressure Transient Analysis for a Unique Shale Gas Condensate Well, Actual Field Case","year":2017,"lang":"en","type":"article","venue":"SPE Annual Technical Conference and Exhibition","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":7,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Apache (Canada)","funders":"","keywords":"Petroleum engineering; Hydraulic fracturing; Fracture (geology); Petrophysics; Oil shale; Directional drilling; Geology; Completion (oil and gas wells); Drilling fluid; Unconventional oil; Volume (thermodynamics); Drilling; Transient analysis; Transient (computer programming); Pressure drop; Fluid dynamics; Geotechnical engineering; Engineering; Mechanics; Porosity; Mechanical engineering; Computer science; Transient response","score_opus":0.018974407765477704,"score_gpt":0.267650137024115,"score_spread":0.2486757292586373,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2762082185","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7344148,0.00021611291,0.255652,0.0024033,0.000089076624,0.0004111617,0.00027578458,0.00037236,0.006165355],"genre_scores_gemma":[0.99886644,0.00021907894,0.00040028716,0.000067840214,0.00007397211,0.00003860008,0.000045791243,0.000012747523,0.0002752601],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99914813,0.000018144721,0.00021125379,0.0002641703,0.000114719536,0.00024360429],"domain_scores_gemma":[0.9992597,0.00007391123,0.00004891731,0.00039247208,0.00009836857,0.00012662841],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00016780676,0.00016340402,0.00030070217,0.00011518526,0.00029118836,0.00015236906,0.00015511234,0.00021751822,0.00016950107],"category_scores_gemma":[0.00006611228,0.00014175163,0.00018610545,0.00008346828,0.00008784564,0.00023628237,0.000036756326,0.00021971452,0.000006315135],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.003022447,0.0021560837,0.011526116,0.00727564,0.025975294,0.009351625,0.01906313,0.35427585,0.12084075,0.033964537,0.1423528,0.2701957],"study_design_scores_gemma":[0.004136097,0.0017388291,0.011471449,0.0005127699,0.008688471,0.00088962016,0.003095384,0.76521987,0.10436981,0.012779023,0.08405726,0.0030414022],"about_ca_topic_score_codex":0.0002880417,"about_ca_topic_score_gemma":0.000948921,"teacher_disagreement_score":0.410944,"about_ca_system_score_codex":0.00001195992,"about_ca_system_score_gemma":0.000013258327,"threshold_uncertainty_score":0.5780464},"labels":[],"label_agreement":null},{"id":"W2762086318","doi":"10.2118/187102-ms","title":"Evaluation of Pressure-Transient Behavior of Unfractured Vertical, Vertically Fractured, and Horizontal Wells in a Composite Reservoir with an Active Aquifer and Moving Fluid Interfaces","year":2017,"lang":"en","type":"article","venue":"SPE Annual Technical Conference and Exhibition","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Transient (computer programming); Geology; Laplace transform; Mechanics; Aquifer; Composite number; Boundary value problem; Geotechnical engineering; Materials science; Mathematics; Groundwater; Mathematical analysis; Computer science; Physics; Composite material","score_opus":0.018233826449352317,"score_gpt":0.2798234742729368,"score_spread":0.26158964782358446,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2762086318","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9976527,0.00030392548,0.0012400873,0.00016939186,0.000014770131,0.00025010784,0.000032756325,0.00002799096,0.00030826955],"genre_scores_gemma":[0.99950945,0.00018174096,0.00024098727,0.000008112656,0.000014106116,0.000018429193,0.000014039334,0.000011279046,0.0000018483353],"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","domain_scores_codex":[0.99888355,0.00007163553,0.00026396252,0.0002511531,0.00036717352,0.00016254566],"domain_scores_gemma":[0.9993593,0.000043383698,0.000051977546,0.00023205328,0.00021357299,0.00009972943],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000366002,0.00015505691,0.00031143904,0.00009721701,0.00007867109,0.000063727086,0.00010690645,0.00016459751,0.000020068383],"category_scores_gemma":[0.00007922635,0.0001211756,0.000024942647,0.00005048046,0.00030524007,0.000489905,0.00006005924,0.00023743664,2.386795e-7],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0017259924,0.0006984716,0.009954003,0.0005502718,0.00034090315,0.000028799286,0.004205527,0.013289328,0.9240472,0.00014431124,0.000059433183,0.044955794],"study_design_scores_gemma":[0.0018270607,0.0012061162,0.5743017,0.0006599982,0.0008133118,0.000016387601,0.0007640343,0.085762806,0.3336307,0.0006024762,0.000046648496,0.00036870403],"about_ca_topic_score_codex":0.00036429675,"about_ca_topic_score_gemma":0.0006169282,"teacher_disagreement_score":0.59041643,"about_ca_system_score_codex":0.000021816288,"about_ca_system_score_gemma":0.000027706741,"threshold_uncertainty_score":0.49413976},"labels":[],"label_agreement":null},{"id":"W2762238663","doi":"10.1007/s11270-017-3595-y","title":"Profiling of Sulfate-Reducing Bacteria in an Offshore Oil Reservoir Using Phospholipid Fatty Acid (PLFA) Biomarkers","year":2017,"lang":"en","type":"article","venue":"Water Air & Soil Pollution","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":7,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Memorial University of Newfoundland","funders":"Suncor Energy Incorporated","keywords":"Sulfate-reducing bacteria; Phospholipid; Sulfate; Fatty acid; Bacteria; Chemistry; Environmental chemistry; Sulfur; Microorganism; Fatty acid methyl ester; Polyunsaturated fatty acid; Desulfovibrio; Seawater; Biology; Food science; Biochemistry; Organic chemistry; Ecology","score_opus":0.018968734821059572,"score_gpt":0.2516766017713885,"score_spread":0.23270786695032894,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2762238663","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99766695,0.00012984627,0.0006796887,0.00020494191,0.0005159031,0.000080742495,0.000023001117,0.0001269153,0.00057201344],"genre_scores_gemma":[0.99823713,0.000043118864,0.0013251214,0.000010490657,0.00019814695,0.000011472789,0.00006416274,0.000059379712,0.000050991184],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99813837,0.00008441064,0.00052992924,0.0003774044,0.000266372,0.000603518],"domain_scores_gemma":[0.9987413,0.0000070098754,0.00011874821,0.000925271,0.00006843145,0.0001392085],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00055240054,0.00029142987,0.00042160097,0.00029249993,0.00031888788,0.000111887835,0.000472687,0.00022340767,0.000036653786],"category_scores_gemma":[0.00004084206,0.00023786195,0.00015926646,0.00014012324,0.00013397829,0.0007433022,0.00013056587,0.0002623521,0.000015860649],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00005463552,0.000036334128,0.005747598,0.00018270526,0.0000864965,0.0000100888,0.0006788543,0.3958162,0.594955,9.892776e-7,0.000014122677,0.0024169432],"study_design_scores_gemma":[0.0004562076,0.000022717324,0.026642479,0.00021513915,0.00004614895,0.0000048139254,0.00015101809,0.19954784,0.7725681,0.000017525925,0.00005286946,0.00027513],"about_ca_topic_score_codex":0.002399552,"about_ca_topic_score_gemma":0.00070406497,"teacher_disagreement_score":0.19626838,"about_ca_system_score_codex":0.00023463104,"about_ca_system_score_gemma":0.00003436231,"threshold_uncertainty_score":0.96997285},"labels":[],"label_agreement":null},{"id":"W2762632555","doi":"10.2118/187245-ms","title":"Evolving Completion Technologies Mitigate Proppant Flowback","year":2017,"lang":"en","type":"article","venue":"SPE Annual Technical Conference and Exhibition","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":8,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Ducks Unlimited Canada","funders":"","keywords":"Profitability index; Production (economics); Offset (computer science); Completion (oil and gas wells); Risk analysis (engineering); Operations management; Computer science; Petroleum engineering; Business; Engineering; Economics; Finance","score_opus":0.019464473111418388,"score_gpt":0.2514215808146211,"score_spread":0.23195710770320274,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2762632555","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9138924,0.00068452704,0.040337563,0.005904163,0.00024830806,0.00044483386,0.00007647954,0.0033399109,0.035071835],"genre_scores_gemma":[0.9982689,0.0006526906,0.00086593546,0.00001638902,0.000056166744,0.000019084775,0.0000187085,0.000013383139,0.000088711764],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9991737,0.000011997278,0.00018875122,0.00022627678,0.00015437053,0.00024488522],"domain_scores_gemma":[0.9993814,0.000014844761,0.000048358856,0.0004089087,0.00008853652,0.00005793102],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00014011213,0.00015227639,0.00021494793,0.000080160695,0.00034806872,0.00021279033,0.00023615934,0.0001844368,0.000049851053],"category_scores_gemma":[0.000105548286,0.0001274461,0.00006046771,0.000051749226,0.00024096428,0.00039568488,0.00012024017,0.0002827059,0.000044388875],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00011404725,0.00033737134,0.0054280246,0.001469452,0.00040281835,0.0002867426,0.0012136679,0.006146045,0.61101514,0.010935059,0.04416343,0.31848818],"study_design_scores_gemma":[0.0031818878,0.0010047494,0.18711513,0.0032280758,0.00048191295,0.00027530914,0.0037675046,0.26219097,0.3801016,0.09681808,0.05755837,0.00427641],"about_ca_topic_score_codex":0.00006551099,"about_ca_topic_score_gemma":0.000085317515,"teacher_disagreement_score":0.3142118,"about_ca_system_score_codex":0.000028557342,"about_ca_system_score_gemma":0.000010095173,"threshold_uncertainty_score":0.51971006},"labels":[],"label_agreement":null},{"id":"W2763300793","doi":"10.2118/187446-ms","title":"Unconventional Completions Optimization in the Upper and the Lower Montney Formations, Canada","year":2017,"lang":"en","type":"article","venue":"SPE Annual Technical Conference and Exhibition","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Geology; Hydraulic fracturing; Petroleum engineering; Tight gas","score_opus":0.01199881415682606,"score_gpt":0.23001082583709886,"score_spread":0.21801201168027282,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2763300793","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.5393451,0.0012879072,0.25646827,0.11257652,0.0005922149,0.0016584102,0.0004019762,0.000340785,0.08732882],"genre_scores_gemma":[0.99921614,0.00031420292,0.00016303842,0.00016224521,0.00003522003,0.00002407358,0.000041717012,0.0000035952087,0.00003979719],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99949723,0.00003180627,0.00014552739,0.00008446217,0.00013636662,0.000104610044],"domain_scores_gemma":[0.9996512,0.000057517715,0.000030997082,0.0001885721,0.000043667213,0.00002807561],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00022665433,0.000072068164,0.00009650586,0.000028421862,0.00035699527,0.00013623659,0.00013378763,0.000047725003,0.000044006425],"category_scores_gemma":[0.000059007605,0.000042597076,0.000026995707,0.00004190447,0.00015228175,0.0002177881,0.000043238928,0.00016394371,0.0000015095449],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00021666316,0.00028079085,0.0050249966,0.00027283272,0.00020620588,0.000048971226,0.003027093,0.7678973,0.00018214011,0.12225636,0.081231296,0.019355342],"study_design_scores_gemma":[0.0022898733,0.00007163983,0.107285626,0.00021697787,0.00010524399,0.000059982067,0.0022731714,0.8531314,0.00007825986,0.018629588,0.015384615,0.0004735876],"about_ca_topic_score_codex":0.021787528,"about_ca_topic_score_gemma":0.10770638,"teacher_disagreement_score":0.459871,"about_ca_system_score_codex":0.000021605207,"about_ca_system_score_gemma":0.000026152895,"threshold_uncertainty_score":0.9847265},"labels":[],"label_agreement":null},{"id":"W2765681142","doi":"10.2118/186198-ms","title":"Massive Fracturing Evaluation to Different Well Patterns for Daqing Tight Oil Reservoirs","year":2017,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"PetroChina Company Limited","keywords":"Petroleum engineering; Tight oil; Geomechanics; Workflow; Reservoir modeling; Unconventional oil; Tight gas; Oil in place; Geobiology; Geology; Reservoir engineering; Hydraulic fracturing; Enhanced oil recovery; Oil field; Reservoir simulation; Fossil fuel; Oil production; Oil shale; Computer science; Hydrogeology; Engineering; Petroleum; Regional geology; Geotechnical engineering; Metamorphic petrology; Waste management","score_opus":0.022468585128421967,"score_gpt":0.2816856811396245,"score_spread":0.2592170960112025,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2765681142","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.88402647,0.00006291368,0.092226945,0.001563415,0.0005582818,0.00022976338,0.000012686596,0.00021419278,0.021105327],"genre_scores_gemma":[0.9955582,0.000041410098,0.000605164,0.000066621695,0.00035200975,0.00015409382,0.000027642263,0.00004625608,0.0031485849],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.998652,0.000023885465,0.00024447232,0.00029157984,0.00036740614,0.00042068653],"domain_scores_gemma":[0.9987564,0.00008554879,0.00006302221,0.00082483614,0.000093491086,0.00017669526],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00034056057,0.0002131859,0.00025163122,0.00013937557,0.00047443045,0.0002661811,0.00046825715,0.00010114863,0.00048950687],"category_scores_gemma":[0.00017479231,0.00016644566,0.00015765365,0.000033596454,0.000012867292,0.00026137946,0.00011824571,0.00015263735,0.00008465947],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000015730699,0.000024634935,0.002220376,0.00021230646,0.00021247873,0.0000036924441,0.00038841163,0.96406275,0.0017275796,0.000013057543,0.002897373,0.028221631],"study_design_scores_gemma":[0.0008324225,0.000038480237,0.034208074,0.00020005081,0.00017336616,9.13709e-7,0.00017697131,0.8767986,0.07029404,0.00015730938,0.016617533,0.0005022262],"about_ca_topic_score_codex":0.00018790926,"about_ca_topic_score_gemma":0.00059232005,"teacher_disagreement_score":0.11153174,"about_ca_system_score_codex":0.00014786348,"about_ca_system_score_gemma":0.0000104133605,"threshold_uncertainty_score":0.6787457},"labels":[],"label_agreement":null},{"id":"W2765830783","doi":"10.2118/188167-ms","title":"Design Optimization of Slotted Liner Completions in Horizontal Wells: An Analytical Skin Factor Model Verified by Computational Fluid Dynamics and Experimental Sand Retention Tests","year":2017,"lang":"en","type":"article","venue":"SPE Thermal Well Integrity and Design Symposium","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":15,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Alberta","funders":"Natural Sciences and Engineering Research Council of Canada; RGL Reservoir Management","keywords":"Computational fluid dynamics; Pressure drop; Mechanics; Permeability (electromagnetism); Flow (mathematics); Fluid dynamics; Skin effect; Volumetric flow rate; Engineering; Geotechnical engineering; Geology; Physics","score_opus":0.029929322312928313,"score_gpt":0.26548260668313245,"score_spread":0.23555328437020415,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2765830783","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.29259354,0.00009874545,0.70643026,0.00011379383,0.000042104082,0.00017306245,0.00003961753,0.000041810978,0.00046709552],"genre_scores_gemma":[0.9856413,0.00006998738,0.014032021,0.0000117631735,0.000028203955,0.000008023518,0.000121497054,0.000024254306,0.00006296404],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99894685,0.00012242854,0.00031288434,0.0002517292,0.00017625075,0.00018986428],"domain_scores_gemma":[0.99946785,0.000079237056,0.000073779054,0.00021110302,0.000052306543,0.00011574779],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00023701953,0.00020339743,0.00028956175,0.00011697459,0.00017844807,0.00012359729,0.00015567565,0.00018178696,0.000045069668],"category_scores_gemma":[0.000015252878,0.00018807492,0.00005147381,0.000060972387,0.0001753797,0.0003252286,0.000038523278,0.0002774657,0.000001998861],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00013214162,0.00012308467,0.00014759199,0.000022697322,0.000050082992,0.0000025995944,0.00033194525,0.9512581,0.047688715,0.000058475023,0.000067185945,0.000117355536],"study_design_scores_gemma":[0.0006627189,0.00015021815,0.0008728026,0.000034596396,0.000035942976,0.0000045359566,0.000094230956,0.97696877,0.020874381,0.00009621781,0.0000022982779,0.00020331859],"about_ca_topic_score_codex":0.00029437832,"about_ca_topic_score_gemma":0.000023209663,"teacher_disagreement_score":0.69304776,"about_ca_system_score_codex":0.00007733419,"about_ca_system_score_gemma":0.000022790884,"threshold_uncertainty_score":0.76694727},"labels":[],"label_agreement":null},{"id":"W2765927988","doi":"","title":"Induced Stresses and SRV Calculation Near a Hydraulic Fracture in the Naturally Fractured Reservoir","year":2017,"lang":"en","type":"article","venue":"51st U.S. Rock Mechanics/Geomechanics Symposium","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Petro Geotech (Canada)","funders":"","keywords":"Geology; Hydraulic fracturing; Fracture (geology); Geotechnical engineering","score_opus":0.011104661073687539,"score_gpt":0.2334619564664123,"score_spread":0.22235729539272475,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2765927988","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8423387,0.0054793223,0.11114103,0.028570153,0.0038302084,0.0031840715,0.00014445704,0.0015530176,0.003759073],"genre_scores_gemma":[0.9975971,0.00073394633,0.00013524792,0.0007698732,0.00033878206,0.000091143826,0.00008372226,0.00012544295,0.00012472528],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99667376,0.00017263055,0.00066948036,0.00076695456,0.00081284443,0.00090430444],"domain_scores_gemma":[0.997146,0.00019469617,0.00030904452,0.0019533066,0.00014713153,0.0002498049],"candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.0007694861,0.0006899852,0.00069084606,0.00031329592,0.0013003183,0.001019168,0.0016302138,0.0007911355,0.000052214276],"category_scores_gemma":[0.00028089687,0.00052978407,0.0002420548,0.00040014094,0.000016666845,0.00075715646,0.00036044788,0.001567924,0.00004855246],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000746331,0.00013119764,0.000068379784,0.00030406314,0.00030815788,0.00020497065,0.0035495295,0.9693037,0.021921804,0.00073837885,0.002604241,0.00079090596],"study_design_scores_gemma":[0.0011708174,0.00013219044,0.0007004696,0.00019985008,0.00017101495,0.000048334758,0.00036470054,0.9624728,0.008052421,0.0049239476,0.020869074,0.0008943551],"about_ca_topic_score_codex":0.00093998556,"about_ca_topic_score_gemma":0.0011855249,"teacher_disagreement_score":0.15525845,"about_ca_system_score_codex":0.00017066427,"about_ca_system_score_gemma":0.00007920686,"threshold_uncertainty_score":0.9999999},"labels":[],"label_agreement":null},{"id":"W2765973974","doi":"10.1016/j.jngse.2017.10.016","title":"Numerical investigation of two-phase fluid flow in a perforation tunnel","year":2017,"lang":"en","type":"article","venue":"Journal of Natural Gas Science and Engineering","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":23,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Memorial University of Newfoundland","funders":"Natural Sciences and Engineering Research Council of Canada; Memorial University of Newfoundland; Research and Development Corporation of Newfoundland and Labrador; Texas A and M University","keywords":"Perforation; Drilling fluid; Petroleum engineering; Fluid dynamics; Volumetric flow rate; Porosity; Drilling; Materials science; Flow (mathematics); Permeability (electromagnetism); Viscosity; Porous medium; Computer simulation; Geotechnical engineering; Mechanics; Geology; Composite material; Engineering; Simulation; Chemistry","score_opus":0.009939199430576034,"score_gpt":0.251492477235217,"score_spread":0.24155327780464098,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2765973974","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9969361,0.0003979796,0.0021509784,0.0001643356,0.0002807372,0.000021492748,2.8031374e-7,0.000009200995,0.000038938135],"genre_scores_gemma":[0.9975907,0.00008441504,0.0022180933,0.0000053296703,0.00009231789,4.4130584e-7,2.53045e-7,0.000005101874,0.0000033252984],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9992355,0.0000047067733,0.00025124743,0.00006899888,0.00029513604,0.00014440178],"domain_scores_gemma":[0.99957854,0.000019308038,0.00008525673,0.000112157264,0.000113279755,0.000091457456],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005825419,0.00007511635,0.00016788978,0.00030040223,0.00008278368,0.00008350872,0.00021917501,0.000028136552,0.0000019425981],"category_scores_gemma":[0.00028801186,0.00005878279,0.000038778577,0.00022070434,0.00007976329,0.00079979695,0.000019178162,0.00022438428,3.61296e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000048824645,0.000004512011,0.0006222708,0.000032221036,0.000008007209,0.0000086871705,0.00025638897,0.83497936,0.16019185,0.0000043836385,0.000015646072,0.0038717827],"study_design_scores_gemma":[0.00041943023,0.00003656708,0.012901822,0.000100361765,0.00000916815,0.00003311146,0.00002142983,0.9553706,0.03098873,0.000025290705,0.000025778376,0.00006771696],"about_ca_topic_score_codex":0.000015619125,"about_ca_topic_score_gemma":0.0000033350423,"teacher_disagreement_score":0.12920311,"about_ca_system_score_codex":0.00006117553,"about_ca_system_score_gemma":0.000036419842,"threshold_uncertainty_score":0.23970926},"labels":[],"label_agreement":null},{"id":"W2766034282","doi":"10.2118/186419-ms","title":"A Workflow from Seismic to Forecast for Tight-Oil Reservoir Development Using a Semianalytical Well-Testing Model with Boundary Element Method","year":2017,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Petro-Canada","funders":"","keywords":"Microseism; Workflow; Superposition principle; Tight oil; Computer science; Reservoir modeling; Petroleum engineering; Scale (ratio); Oil field; Boundary element method; Geology; Engineering; Finite element method; Mathematics; Seismology; Structural engineering; Physics","score_opus":0.04660278783100216,"score_gpt":0.2944884462046129,"score_spread":0.24788565837361073,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2766034282","genre_codex":"methods","genre_gemma":"methods","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"methods","genre_consensus":"methods","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.17669843,0.0000402892,0.81735843,0.00047567172,0.000063867315,0.0001676221,0.000011447584,0.00017594153,0.0050082672],"genre_scores_gemma":[0.39193892,0.000002191451,0.6059162,0.000102272425,0.00011653389,0.00005386994,0.00001440057,0.000054748492,0.0018008421],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99804926,0.000022652852,0.00042969553,0.00048497797,0.0003720381,0.0006413839],"domain_scores_gemma":[0.9985284,0.00016902927,0.000080333186,0.0007765746,0.00012070437,0.00032495847],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0004875209,0.0003399896,0.0004609726,0.00016280402,0.0008096483,0.00040066385,0.0005263745,0.0001266102,0.000050159324],"category_scores_gemma":[0.00010965254,0.0002588784,0.00012231531,0.00015299776,0.000035189583,0.00019709059,0.0001790805,0.00023494185,0.000023692286],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000044161476,0.000022401768,0.00024059464,0.00007746591,0.00043233566,0.000013173351,0.00033626315,0.9839505,0.0004849045,0.000003456416,0.0011075514,0.0132872155],"study_design_scores_gemma":[0.000516163,0.000025995536,0.00010299326,0.0002531865,0.00017044522,0.00000473275,0.000061647006,0.98087746,0.006557033,0.00021460615,0.010788195,0.00042754787],"about_ca_topic_score_codex":0.00053622836,"about_ca_topic_score_gemma":0.0010150092,"teacher_disagreement_score":0.21524048,"about_ca_system_score_codex":0.00030309346,"about_ca_system_score_gemma":0.00019948847,"threshold_uncertainty_score":0.99998635},"labels":[],"label_agreement":null},{"id":"W2766846562","doi":"10.2118/187965-pa","title":"Optimization of the Horizontal-Well Hydraulic-Fracture Geometry From Caprock-Integrity Point of View Using Fully Coupled 3D Cohesive Elements","year":2017,"lang":"en","type":"article","venue":"SPE Production & Operations","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Natural Resources Canada","funders":"","keywords":"Caprock; Geology; Fracture (geology); Permeability (electromagnetism); Geotechnical engineering; Geomechanics; Oil field; Hydraulic fracturing; Petroleum engineering; Geometry; Mechanics; Mathematics","score_opus":0.013899260928202829,"score_gpt":0.24836184269880224,"score_spread":0.23446258177059942,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2766846562","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.6203561,0.00055306294,0.37254542,0.003237943,0.001426669,0.0008213153,0.000059221293,0.00010123309,0.0008990275],"genre_scores_gemma":[0.969945,0.00020905021,0.02921337,0.000033075532,0.00029087122,0.000013488481,0.00006569663,0.000025860592,0.00020355242],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9987625,0.00005167821,0.00047502195,0.00026480618,0.00028728257,0.00015874195],"domain_scores_gemma":[0.9985247,0.000012650842,0.00020498227,0.00089371146,0.00031558445,0.0000483196],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00021940532,0.00017667064,0.00029709074,0.00010177298,0.0004937319,0.00007893673,0.00032617158,0.00011212427,0.00038005767],"category_scores_gemma":[0.00023396825,0.00013330221,0.00013164869,0.00021170928,0.00009172456,0.00038432406,0.00006942361,0.00029876878,0.000008070193],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000062698177,0.000055721426,0.0012036982,0.000045718843,0.00016100732,3.160157e-7,0.0003161693,0.9867768,0.010908883,0.000002762846,0.00027988123,0.00024271483],"study_design_scores_gemma":[0.00024950472,0.00002129708,0.0025319955,0.00011173561,0.00022827077,0.0000030975507,0.0002317075,0.9074792,0.08767767,0.000024755063,0.0012618172,0.00017895178],"about_ca_topic_score_codex":0.0023336587,"about_ca_topic_score_gemma":0.00049775396,"teacher_disagreement_score":0.34958893,"about_ca_system_score_codex":0.00010432438,"about_ca_system_score_gemma":0.000065094726,"threshold_uncertainty_score":0.5435906},"labels":[],"label_agreement":null},{"id":"W2766883823","doi":"10.2118/188155-ms","title":"Understanding Sand Control for Thermal Heavy Oil and Bitumen Production Operations","year":2017,"lang":"en","type":"article","venue":"SPE Thermal Well Integrity and Design Symposium","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":7,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"Cenovus Energy","keywords":"Asphalt; Steam injection; Environmental science; Petroleum engineering; Oil sands; Production (economics); Quality (philosophy); Control (management); Petroleum industry; Oil field; Civil engineering; Waste management; Engineering; Environmental engineering; Computer science","score_opus":0.04688833083928663,"score_gpt":0.2510676511745933,"score_spread":0.20417932033530667,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2766883823","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.21145624,0.0010416647,0.740902,0.015077965,0.0010436574,0.00062187086,0.00003900406,0.00037986567,0.029437749],"genre_scores_gemma":[0.9966717,0.00038472048,0.00077084615,0.000045272,0.0003259223,0.000035739595,0.0000046563455,0.000026415086,0.001734733],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9991861,0.000058161724,0.00017415913,0.00023853447,0.00009788415,0.00024517017],"domain_scores_gemma":[0.99947685,0.00006699143,0.000034221906,0.00028400746,0.000036920537,0.000101003265],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004530896,0.00018269072,0.00023417473,0.00006498903,0.00076959573,0.00033882607,0.0001362405,0.00013184738,0.000038045837],"category_scores_gemma":[0.000037637117,0.0001456055,0.00006128012,0.000027591423,0.00015246302,0.00032470186,0.000024308181,0.0002743651,0.0000064929072],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00036437402,0.00006711695,0.00064211874,0.00027117995,0.00044845222,0.0000069023467,0.001515308,0.7670461,0.22500317,0.00052922167,0.0015942785,0.002511773],"study_design_scores_gemma":[0.002244257,0.00024374077,0.0013451106,0.00017412884,0.00036129402,0.000029199593,0.00047697243,0.88758594,0.10410131,0.00085509446,0.0018549861,0.0007279717],"about_ca_topic_score_codex":0.0001509955,"about_ca_topic_score_gemma":0.000058024176,"teacher_disagreement_score":0.78521544,"about_ca_system_score_codex":0.00005377375,"about_ca_system_score_gemma":0.000019620069,"threshold_uncertainty_score":0.59376204},"labels":[],"label_agreement":null},{"id":"W2767161267","doi":"","title":"Simulating Two-Phase Flow Coupled to Geomechanics in Fractured Reservoirs by Petrov-Galerkin Finite Element Method.","year":2017,"lang":"en","type":"article","venue":"51st U.S. Rock Mechanics/Geomechanics Symposium","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Petro Geotech (Canada)","funders":"","keywords":"Geomechanics; Finite element method; Petrov–Galerkin method; Geology; Mathematics; Discontinuous Galerkin method; Galerkin method; Flow (mathematics); Mathematical analysis; Applied mathematics; Geotechnical engineering; Calculus (dental); Mechanics; Geometry; Physics; Engineering; Structural engineering","score_opus":0.012781544449030504,"score_gpt":0.27597332438756733,"score_spread":0.2631917799385368,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2767161267","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0066157524,0.00051647524,0.98561597,0.0018579195,0.002263765,0.0014337075,0.00035952052,0.00084977044,0.00048711756],"genre_scores_gemma":[0.9892817,0.00049007963,0.007338409,0.0005178962,0.00054263853,0.00036371488,0.00037883403,0.000472392,0.00061431166],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9917863,0.00030621418,0.001968044,0.0018530311,0.0015761335,0.0025102673],"domain_scores_gemma":[0.9937465,0.0005280714,0.0006583986,0.003589329,0.0003684839,0.0011091798],"candidate_categories":["metaepi_narrow","sts"],"consensus_categories":["metaepi_narrow"],"category_scores_codex":[0.0027607533,0.0014936443,0.0018392102,0.001153003,0.0013791819,0.00083027146,0.002910731,0.0008373124,0.00051434134],"category_scores_gemma":[0.0008976972,0.0015862307,0.0006557818,0.0010140481,0.000009322695,0.0007801146,0.0012291947,0.001836042,0.00035209238],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00014684926,0.0002938476,0.0000052765945,0.00020180734,0.00034990694,0.000120714765,0.00059720344,0.90395635,0.09113115,0.00042531817,0.0015311622,0.0012404132],"study_design_scores_gemma":[0.004429561,0.00034965872,0.0000010931641,0.00028583664,0.00023370938,0.0000133171425,0.00024188848,0.9390034,0.033867992,0.00350287,0.016397981,0.0016726977],"about_ca_topic_score_codex":0.00086861115,"about_ca_topic_score_gemma":0.0012918613,"teacher_disagreement_score":0.98266596,"about_ca_system_score_codex":0.0009991518,"about_ca_system_score_gemma":0.0001470888,"threshold_uncertainty_score":0.9999209},"labels":[],"label_agreement":null},{"id":"W2767620325","doi":"10.2118/188374-ms","title":"Appraising Unconventional Play Potential in Egypt's Western Desert","year":2017,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Apache (Canada)","funders":"","keywords":"Unconventional oil; Tight gas; Work (physics); Productivity; Oil shale; Petroleum engineering; Geology; Mining engineering; Engineering; Hydraulic fracturing; Economics","score_opus":0.011081427031093036,"score_gpt":0.24968790038356692,"score_spread":0.23860647335247387,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2767620325","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9354153,0.00007627026,0.035257608,0.00033577776,0.00040254084,0.000045755754,0.0000015207359,0.00014774785,0.02831746],"genre_scores_gemma":[0.99741846,0.000015888982,0.00039711903,0.000017614613,0.00013192919,0.000004000266,0.0000056571644,0.000015400115,0.001993945],"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","domain_scores_codex":[0.99937063,0.000009975647,0.00015049327,0.00012628407,0.00014469773,0.00019789934],"domain_scores_gemma":[0.9995812,0.000013301082,0.000023318351,0.00031197869,0.000011797279,0.000058375936],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00011555934,0.00009698883,0.00013254989,0.00009100629,0.00012765214,0.00014847449,0.00025061987,0.00006877215,0.00023547921],"category_scores_gemma":[0.000020746591,0.00008436858,0.00008273425,0.00003297127,0.000029550489,0.00021639194,0.0000485382,0.0001395569,0.00011627385],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000007227148,0.000039369777,0.06371747,0.00005273418,0.000124466,0.00010360856,0.0001252338,0.9296782,0.0012888367,0.00005128864,0.0008182927,0.0039933],"study_design_scores_gemma":[0.0011773127,0.000015413238,0.4978092,0.000113084694,0.00004258055,0.000021429738,0.00007398727,0.48455623,0.005476615,0.0004277451,0.009771096,0.00051533245],"about_ca_topic_score_codex":0.00038659433,"about_ca_topic_score_gemma":0.0008584355,"teacher_disagreement_score":0.44512197,"about_ca_system_score_codex":0.000029222909,"about_ca_system_score_gemma":0.000008505078,"threshold_uncertainty_score":0.34404507},"labels":[],"label_agreement":null},{"id":"W2772828096","doi":"10.2118/189445-pa","title":"Computed-Tomography Measurements of Water Block in Low-Permeability Rocks: Scaling and Remedying Production Impairment","year":2017,"lang":"en","type":"article","venue":"SPE Journal","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":55,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"CMG Reservoir Simulation Foundation; University of Texas at Austin","keywords":"Imbibition; Permeability (electromagnetism); Geology; Scaling; Capillary pressure; Petroleum engineering; Relative permeability; Saturation (graph theory); Fluid dynamics; Pressure drop; Petrology; Geotechnical engineering; Mechanics; Porosity; Porous medium; Chemistry; Geometry","score_opus":0.015416621843404846,"score_gpt":0.2325848584206892,"score_spread":0.21716823657728437,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2772828096","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9982843,0.00021591083,0.000629796,0.00022639162,0.00035782767,0.00006791197,3.5362675e-7,0.0000213955,0.00019614527],"genre_scores_gemma":[0.999275,0.000058045192,0.0004472138,0.0000032643163,0.00019274892,0.0000011819878,6.055395e-7,0.000010945948,0.000010995239],"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","domain_scores_codex":[0.99901146,0.000037644855,0.00033025668,0.00013210719,0.0002641599,0.00022435568],"domain_scores_gemma":[0.9995079,0.0000054289144,0.00007750298,0.00025577968,0.00006963857,0.00008374406],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008801301,0.000108547276,0.00020633823,0.00019412642,0.0002176807,0.000088910965,0.0001498897,0.000050878178,0.00001190783],"category_scores_gemma":[0.00004486396,0.00007732619,0.00009054117,0.000053193613,0.00004554949,0.00018056804,0.000042050564,0.00027385936,0.0000016402475],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000016989612,0.00007299457,0.26837036,0.0002106145,0.00016118772,0.000010042981,0.00080035435,0.7110978,0.01616615,4.139613e-8,0.000048625036,0.0030448614],"study_design_scores_gemma":[0.0012748862,0.00007127576,0.58089256,0.0011336225,0.00011962387,0.00012139554,0.00021458938,0.09223986,0.32313842,0.0002843006,0.00011151911,0.0003979507],"about_ca_topic_score_codex":0.000061228915,"about_ca_topic_score_gemma":0.00005202323,"teacher_disagreement_score":0.6188579,"about_ca_system_score_codex":0.0000676096,"about_ca_system_score_gemma":0.000008119097,"threshold_uncertainty_score":0.31532708},"labels":[],"label_agreement":null},{"id":"W2776528350","doi":"10.1115/1.4038853","title":"Numerical Modeling of Heavy-Oil Recovery Using Electromagnetic Radiation/Hydraulic Fracturing Considering Thermal Expansion Effect","year":2017,"lang":"en","type":"article","venue":"Journal of Heat Transfer","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Petroleum engineering; Adiabatic process; Thermal; Mechanics; Dielectric heating; Volumetric flow rate; Materials science; Environmental science; Nuclear engineering; Thermodynamics; Engineering; Physics","score_opus":0.011665885613247802,"score_gpt":0.23485152632050696,"score_spread":0.22318564070725916,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2776528350","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.936887,0.002303755,0.059866287,0.00012389982,0.0003248817,0.00004616806,0.0000012086033,0.00003052648,0.00041624703],"genre_scores_gemma":[0.99823564,0.000629176,0.0007577094,0.000023287826,0.00029602478,0.0000014551088,7.8523647e-7,0.000050412007,0.0000055310056],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9983323,0.000086914384,0.00070138695,0.0001453411,0.00038908955,0.0003449424],"domain_scores_gemma":[0.99925405,0.00013074801,0.000048365575,0.00034082693,0.000076554155,0.00014943826],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00045406877,0.00023966335,0.0006420251,0.0002444467,0.00023684395,0.00009393756,0.00028414847,0.0001447661,0.000052354473],"category_scores_gemma":[0.000074055664,0.00019539996,0.00043281907,0.0000786256,0.000039740153,0.00049836934,0.0000122561305,0.00053749443,0.0000022749655],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00010346233,0.000021974178,0.00024828917,0.00016238946,0.00020029771,0.00004142845,0.00017912581,0.8541432,0.13974904,2.575514e-7,0.0000056619683,0.0051448797],"study_design_scores_gemma":[0.0008548868,0.00023365096,0.00068720686,0.00033881253,0.00020996413,0.00012653787,0.00001392725,0.7524145,0.24486755,0.000013684367,0.000042810985,0.00019647175],"about_ca_topic_score_codex":0.00015531173,"about_ca_topic_score_gemma":0.0000042010906,"teacher_disagreement_score":0.105118506,"about_ca_system_score_codex":0.000109529414,"about_ca_system_score_gemma":0.000059403003,"threshold_uncertainty_score":0.7968179},"labels":[],"label_agreement":null},{"id":"W2776658354","doi":"10.1115/1.4038781","title":"Production Forecasting for Shale Gas Reservoirs With Fast Marching-Succession of Steady States Method","year":2017,"lang":"en","type":"article","venue":"Journal of Energy Resources Technology","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":18,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Boundary (topology); Boundary value problem; Mechanics; Flow (mathematics); Petroleum engineering; Steady state (chemistry); Drainage; Geology; Mathematical optimization; Mathematics; Mathematical analysis; Physics; Chemistry","score_opus":0.01313631434455205,"score_gpt":0.25517763849193087,"score_spread":0.24204132414737883,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2776658354","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8758319,0.00050588173,0.12146353,0.0013673796,0.00014805477,0.000056448458,0.0000037576785,0.00007051198,0.00055251474],"genre_scores_gemma":[0.9723157,0.00016006267,0.026972475,0.000003218052,0.00020453763,0.00000873565,0.0000022837514,0.00003789957,0.00029504485],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9987966,0.00003769632,0.0004911687,0.00016642666,0.00023523274,0.00027291483],"domain_scores_gemma":[0.9984089,0.00010663593,0.0007040609,0.0004693777,0.00024812622,0.00006290951],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005747512,0.00016381578,0.00046437452,0.0006539718,0.00026247112,0.00004663463,0.00065016706,0.00017198248,0.000005069593],"category_scores_gemma":[0.00031981422,0.000113562404,0.00012848628,0.00018540844,0.00015341594,0.0002016476,0.000090615824,0.00033186204,1.48248e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0002085273,0.00004466991,0.0029817491,0.00019707037,0.00040551843,0.000028095927,0.0003190086,0.9102882,0.00623077,0.000040053892,0.0002980349,0.07895828],"study_design_scores_gemma":[0.0025197254,0.0020624103,0.0012581944,0.0020857772,0.0005612186,0.0017149366,0.0032106054,0.47690114,0.45134157,0.009492718,0.04809041,0.000761293],"about_ca_topic_score_codex":0.000072977804,"about_ca_topic_score_gemma":0.0001759048,"teacher_disagreement_score":0.4451108,"about_ca_system_score_codex":0.00004219377,"about_ca_system_score_gemma":0.000024055735,"threshold_uncertainty_score":0.46309403},"labels":[],"label_agreement":null},{"id":"W2779159683","doi":"10.1144/petgeo2017-053","title":"Analysing the limitations of the dual-porosity response during well tests in naturally fractured reservoirs","year":2018,"lang":"en","type":"article","venue":"Petroleum Geoscience","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":32,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"Petroleum Technology Development Fund; Petrobras; Energi Simulation","keywords":"Geology; Porosity; Igneous petrology; Environmental geology; Economic geology; Petrology; Dual (grammatical number); Regional geology; Well control; Hydrogeology; Telmatology; Metamorphic petrology; Petroleum engineering; Geochemistry; Volcanism; Geotechnical engineering; Engineering geology; Seismology; Tectonics; Materials science; Drilling","score_opus":0.012718156358553508,"score_gpt":0.2249526305954971,"score_spread":0.2122344742369436,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2779159683","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9964469,0.00021743082,0.00042332895,0.0015676679,0.00023906614,0.00006722904,0.000004498768,0.000061450395,0.0009724042],"genre_scores_gemma":[0.99885327,0.00004914893,0.00019642721,0.0000663144,0.00007010495,0.0000067802675,8.8914067e-7,0.000012748897,0.0007443155],"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","domain_scores_codex":[0.9983631,0.00019076656,0.0003249176,0.00025650984,0.00048350412,0.00038120418],"domain_scores_gemma":[0.9985607,0.00047241503,0.00009599864,0.0007186828,0.00008965651,0.00006250534],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009963429,0.00015304614,0.00019106384,0.00022913572,0.00044543407,0.00006842946,0.00072476995,0.00007281021,0.00001716915],"category_scores_gemma":[0.0010203554,0.00008936141,0.00013385937,0.0014950684,0.00042859573,0.00020180053,0.00014863288,0.0003972535,0.000017483631],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00008262664,0.000042582826,0.016912704,0.00002345237,0.000040733532,0.000009826336,0.0028184368,0.8337424,0.14594042,0.000007304308,0.00012007968,0.00025941804],"study_design_scores_gemma":[0.00017267546,0.000020328644,0.84595746,0.00005141823,0.000026812917,0.0000067046103,0.00023921557,0.12781617,0.023759369,0.00005412185,0.0017605438,0.00013519081],"about_ca_topic_score_codex":0.00036759974,"about_ca_topic_score_gemma":0.0027089163,"teacher_disagreement_score":0.82904476,"about_ca_system_score_codex":0.00010428919,"about_ca_system_score_gemma":0.000055415905,"threshold_uncertainty_score":0.36440527},"labels":[],"label_agreement":null},{"id":"W2779532723","doi":"","title":"Molecular Dynamic Model Applications in Reservoir Geomechanics and Fracture Propagation in Pure Calcium Carbonate","year":2017,"lang":"en","type":"article","venue":"51st U.S. Rock Mechanics/Geomechanics Symposium","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Waterloo","funders":"","keywords":"Geomechanics; Carbonate; Geology; Fracture (geology); Calcium carbonate; Petroleum engineering; Geotechnical engineering; Materials science; Composite material; Metallurgy","score_opus":0.00811149288701506,"score_gpt":0.22988378350126637,"score_spread":0.2217722906142513,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2779532723","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.054437034,0.0011708909,0.93937665,0.0019571779,0.00038125488,0.001535638,0.00009700198,0.00043767755,0.00060668506],"genre_scores_gemma":[0.99717003,0.0011856441,0.00038668365,0.00012626797,0.0000665019,0.0005039258,0.00016493087,0.00020669655,0.00018931454],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99619925,0.00008881026,0.0008912105,0.0010781962,0.00064930797,0.0010932045],"domain_scores_gemma":[0.99721223,0.000056304863,0.00030388066,0.0019140238,0.00016468517,0.00034890353],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0006960546,0.0007714148,0.00085542956,0.0008237051,0.00052293047,0.00032562742,0.0012556737,0.0008624385,0.000015359716],"category_scores_gemma":[0.00009351916,0.0007973903,0.00021413235,0.0005788814,0.000012553341,0.00059114327,0.0005203229,0.0013282965,0.00002283403],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000021189366,0.00009467158,0.000018093735,0.00027912957,0.00007498053,0.000049693965,0.00030610838,0.9561732,0.039597694,0.0031906476,0.000033958702,0.00016064699],"study_design_scores_gemma":[0.00089688343,0.000051042607,0.000014201394,0.00015866286,0.00009488472,0.000014602244,0.00015778407,0.9571842,0.00940598,0.030633075,0.0005741428,0.0008145242],"about_ca_topic_score_codex":0.00033397658,"about_ca_topic_score_gemma":0.0015463033,"teacher_disagreement_score":0.942733,"about_ca_system_score_codex":0.000580511,"about_ca_system_score_gemma":0.00012332933,"threshold_uncertainty_score":0.9994477},"labels":[],"label_agreement":null},{"id":"W2782554222","doi":"10.2118/189892-ms","title":"Visual Analysis on the Effects of Fracture-Surface Characteristics and Rock Type on Proppant Transport in Vertical Fractures","year":2018,"lang":"en","type":"article","venue":"SPE Hydraulic Fracturing Technology Conference and Exhibition","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":21,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Fracture (geology); Geology; Surface roughness; Surface finish; Hydraulic fracturing; Geotechnical engineering; Fractal dimension; Fractal; Petroleum engineering; Materials science; Composite material","score_opus":0.0065179800810864314,"score_gpt":0.2288553364705277,"score_spread":0.22233735638944127,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2782554222","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9932566,0.00018016959,0.004077584,0.0016163805,0.000097962715,0.00022244654,0.000003201124,0.00017462802,0.00037098932],"genre_scores_gemma":[0.99898183,0.000491463,0.00005697712,0.00033174368,0.0000701325,0.000011724485,0.00001869378,0.000024397394,0.000013017132],"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9986178,0.000046165183,0.0003627703,0.00039423534,0.00023036187,0.00034862506],"domain_scores_gemma":[0.99919474,0.00022183673,0.0000690499,0.00036848942,0.000069236194,0.00007666786],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00016255458,0.00030586202,0.0005279574,0.0005416737,0.00012382786,0.000030817213,0.00017408951,0.0004105646,0.00006572137],"category_scores_gemma":[0.0001628517,0.00021523528,0.000077417964,0.00069810747,0.00021874285,0.000083256135,0.00003610129,0.0006763294,0.000017023343],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0041304114,0.0033734383,0.25127512,0.0047411253,0.0110737225,0.0011194117,0.01520769,0.39477557,0.20260628,0.0066226553,0.0017610582,0.10331352],"study_design_scores_gemma":[0.00096220325,0.001889682,0.2938287,0.0008654446,0.000809392,0.000015219356,0.00024718052,0.16596574,0.5305162,0.0025127986,0.0015640764,0.0008233248],"about_ca_topic_score_codex":0.00007862194,"about_ca_topic_score_gemma":0.000076714445,"teacher_disagreement_score":0.32790995,"about_ca_system_score_codex":0.000038859576,"about_ca_system_score_gemma":0.000020431737,"threshold_uncertainty_score":0.87770396},"labels":[],"label_agreement":null},{"id":"W2782955101","doi":"10.11575/prism/5253","title":"Flowback Study of Hydraulic Fracturing in Shale Gas Reservoirs","year":2017,"lang":"en","type":"dissertation","venue":"Open MIND","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Hydraulic fracturing; Shale gas; Petroleum engineering; Oil shale; Geology; Fracturing fluid; Unconventional oil; Tight gas","score_opus":0.02579371619966172,"score_gpt":0.3081994754000451,"score_spread":0.2824057592003834,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2782955101","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8473017,0.00031542452,0.0000024296148,0.0000132406285,0.00031422323,0.00055814424,0.000010061084,0.0000058673554,0.15147887],"genre_scores_gemma":[0.98286766,0.00012825557,0.00013644632,0.0000014428394,0.000095725074,0.00005553588,0.00024599684,0.00008033374,0.016388614],"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","domain_scores_codex":[0.99805063,0.000061178864,0.0006596424,0.00048536807,0.0003896173,0.0003535695],"domain_scores_gemma":[0.9983926,0.000058313217,0.00024060628,0.0011509461,0.00005634032,0.000101234655],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00041338155,0.0003775039,0.00085907575,0.00040506633,0.00011975606,0.0002366408,0.0016364312,0.00035020112,0.0016466664],"category_scores_gemma":[0.00009317327,0.00036487597,0.00014020411,0.00019511407,0.00001822511,0.00029814758,0.00011221903,0.000681578,0.0002032927],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00021540652,0.00095797447,0.0042893584,0.0007311061,0.001146051,0.0004243559,0.03220994,0.8220918,0.0008747924,1.4441893e-7,0.0012498404,0.13580923],"study_design_scores_gemma":[0.017551329,0.0016234536,0.29251778,0.011898137,0.003081967,0.000029087567,0.10130434,0.16879451,0.22317873,0.00032357892,0.17058362,0.009113473],"about_ca_topic_score_codex":0.0028928807,"about_ca_topic_score_gemma":0.029763754,"teacher_disagreement_score":0.6532973,"about_ca_system_score_codex":0.00008349736,"about_ca_system_score_gemma":0.000062551844,"threshold_uncertainty_score":0.9998803},"labels":[],"label_agreement":null},{"id":"W2783108104","doi":"10.2118/185589-pa","title":"Combining Physics, Statistics, and Heuristics in the Decline-Curve Analysis of Large Data Sets In Unconventional Reservoirs","year":2018,"lang":"en","type":"article","venue":"SPE Reservoir Evaluation & Engineering","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":29,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"Qatar National Research Fund; National Research Foundation; CMG Reservoir Simulation Foundation; Texas A and M University; Qatar Foundation","keywords":"Heuristics; Heuristic; Extrapolation; Uncertainty quantification; Computer science; Flow (mathematics); Probabilistic logic; Mathematical optimization; Geology; Applied mathematics; Mathematics; Statistics; Artificial intelligence; Machine learning","score_opus":0.045663781216112066,"score_gpt":0.33500945760090767,"score_spread":0.2893456763847956,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2783108104","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8590379,0.00141461,0.13735251,0.00036157644,0.00027672088,0.00043352842,0.00057325774,0.00008667161,0.0004632779],"genre_scores_gemma":[0.99474233,0.00022340122,0.0038789588,0.000021666798,0.00010986239,0.000020091307,0.0009615842,0.000031007487,0.000011066307],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99753886,0.00019496659,0.00067987444,0.00035809475,0.0008489452,0.00037927856],"domain_scores_gemma":[0.9982322,0.00051895593,0.000096060685,0.000870071,0.00021608143,0.00006665321],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004048814,0.00021971019,0.00045180958,0.00064359244,0.000060409693,0.00006148605,0.00062410807,0.00010006359,0.00009474835],"category_scores_gemma":[0.0009722755,0.00019726131,0.00006946441,0.0019087926,0.00006609051,0.00024481464,0.00024672435,0.00034533418,0.00000648726],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000008903197,0.000052741936,0.011885381,0.00009795349,0.00037001987,0.0000057100824,0.0007309289,0.9855179,0.00006459855,0.00033069367,0.00047077076,0.00046439],"study_design_scores_gemma":[0.00060455437,0.000022593977,0.063432075,0.00008480935,0.00038648237,9.2214765e-7,0.000201203,0.9337686,0.00008218546,0.00055867445,0.0006744844,0.00018343881],"about_ca_topic_score_codex":0.00034996672,"about_ca_topic_score_gemma":0.0042443066,"teacher_disagreement_score":0.1357045,"about_ca_system_score_codex":0.00010849578,"about_ca_system_score_gemma":0.00005532005,"threshold_uncertainty_score":0.80440825},"labels":[],"label_agreement":null},{"id":"W2783171490","doi":"10.1126/science.aao0159","title":"Hydraulic fracturing volume is associated with induced earthquake productivity in the Duvernay play","year":2018,"lang":"en","type":"article","venue":"Science","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":247,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta; University of Calgary; Western University","funders":"","keywords":"Hydraulic fracturing; Volume (thermodynamics); Productivity; Geology; Petroleum engineering; Economics","score_opus":0.010546497451423237,"score_gpt":0.2226545002348091,"score_spread":0.21210800278338585,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2783171490","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9949794,0.00002830393,0.00034368577,0.00055278145,0.00014543903,0.000107405314,0.0000014255005,0.00010894213,0.0037326177],"genre_scores_gemma":[0.99941224,0.0000028190811,0.000044065673,0.00016481668,0.00012837029,0.000009350235,6.947237e-7,0.000012255011,0.0002253633],"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","domain_scores_codex":[0.99843556,0.00004291727,0.00013915532,0.00032939907,0.0006057095,0.00044725463],"domain_scores_gemma":[0.9993137,0.000047043468,0.00004034436,0.0004627166,0.00006642674,0.00006973378],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0011182163,0.00013781397,0.00014866881,0.00017400012,0.00029260185,0.0001294789,0.0006026123,0.000053970263,0.00005136915],"category_scores_gemma":[0.00023051524,0.00008558544,0.00003296893,0.0016081284,0.00035349344,0.0003902703,0.00004473092,0.00032165466,0.00008100024],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000068471505,0.00071825035,0.31920123,0.00012630924,0.0004323784,0.00025873943,0.09598292,0.41980177,0.10551804,0.000023064573,0.004788699,0.053080097],"study_design_scores_gemma":[0.0002276102,0.000091866874,0.90314513,0.00006535948,0.000016536162,0.000011753548,0.00024049185,0.04416681,0.047359858,0.00004292239,0.004339239,0.0002924425],"about_ca_topic_score_codex":0.00021258366,"about_ca_topic_score_gemma":0.0009752485,"teacher_disagreement_score":0.58394384,"about_ca_system_score_codex":0.000099429264,"about_ca_system_score_gemma":0.000064242246,"threshold_uncertainty_score":0.34900728},"labels":[],"label_agreement":null},{"id":"W2783541462","doi":"10.2118/189845-ms","title":"Hydraulic Fracture Design in the Presence of Highly-Stressed Layers: A Case Study of Stress Interference in a Multi-Horizontal Well Pad","year":2018,"lang":"en","type":"article","venue":"SPE Hydraulic Fracturing Technology Conference and Exhibition","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":10,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Nexen (Canada)","funders":"","keywords":"Hydraulic fracturing; Stress (linguistics); Geology; Discretization; Fracture (geology); Microseism; Stress field; Geotechnical engineering; Finite element method; Focus (optics); Interference (communication); Coupling (piping); Structural engineering; Computer science; Engineering; Mechanical engineering; Seismology; Mathematics","score_opus":0.021298106692861134,"score_gpt":0.2522308200222077,"score_spread":0.23093271332934656,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2783541462","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.97393966,0.0002881437,0.024224484,0.0005182522,0.00006882364,0.0006238655,0.0000068969343,0.00014037131,0.00018952817],"genre_scores_gemma":[0.9989798,0.00018869278,0.00062789913,0.000038988263,0.000039439346,0.000085142434,0.00000717067,0.00002613826,0.0000067334086],"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9978851,0.00020634972,0.0007100944,0.00049684546,0.0002524002,0.00044922443],"domain_scores_gemma":[0.99871576,0.00023563835,0.00020355635,0.000680275,0.00010609962,0.000058665682],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00043531,0.00036483654,0.0005972822,0.000934719,0.00009108966,0.00004327818,0.0005515118,0.00041299802,0.000037753303],"category_scores_gemma":[0.00011840884,0.00028654028,0.00006328591,0.00087904185,0.00036420443,0.00027751454,0.00013095817,0.00084275816,0.0000060694633],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0010027656,0.008655342,0.1213982,0.0023096795,0.0011228109,0.010932998,0.1522059,0.59384704,0.048177864,0.00018347782,0.00065374386,0.05951019],"study_design_scores_gemma":[0.0070279385,0.0035693375,0.018896157,0.0026709037,0.00027521336,0.0009347575,0.086823665,0.418926,0.45654872,0.002491683,0.00029128758,0.0015443646],"about_ca_topic_score_codex":0.004804207,"about_ca_topic_score_gemma":0.008627153,"teacher_disagreement_score":0.40837085,"about_ca_system_score_codex":0.00006570279,"about_ca_system_score_gemma":0.000037824513,"threshold_uncertainty_score":0.9999587},"labels":[],"label_agreement":null},{"id":"W2783628432","doi":"10.2118/189863-ms","title":"Geometry and Failure Mechanisms from Microseismic in the Duvernay Shale to Explain Changes in Well Performance with Drilling Azimuth","year":2018,"lang":"en","type":"article","venue":"SPE Hydraulic Fracturing Technology Conference and Exhibition","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":35,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Shell (Canada)","funders":"","keywords":"Azimuth; Geology; Microseism; Oil shale; Drilling; Seismology; Geodesy; Geometry; Engineering","score_opus":0.0061424807865308375,"score_gpt":0.19070342037644222,"score_spread":0.18456093958991138,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2783628432","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9807684,0.00021461784,0.014452197,0.0038546778,0.00005014238,0.00020998713,0.000004761036,0.0001747657,0.00027046553],"genre_scores_gemma":[0.99729055,0.0005124526,0.0016528487,0.00035407854,0.000082030674,0.000048209426,0.000016456017,0.000024704757,0.000018678003],"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9987757,0.000027311962,0.00021145373,0.00041736173,0.00015642529,0.00041169726],"domain_scores_gemma":[0.99948436,0.00005092686,0.000047162368,0.00033023607,0.000028567829,0.000058763417],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00022545044,0.00025747923,0.00029405355,0.0007023524,0.00013678307,0.00008356044,0.0002471963,0.00028223882,0.000045830482],"category_scores_gemma":[0.000018628658,0.00019458817,0.00001838526,0.00058007904,0.00016065617,0.00017520391,0.00008191563,0.00051768136,0.000029381945],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0007878494,0.00058576075,0.11460751,0.0016271715,0.0007488547,0.0010860241,0.0678705,0.159856,0.2805788,0.0015890459,0.0015866093,0.3690759],"study_design_scores_gemma":[0.0027026895,0.0010021792,0.05604486,0.00248187,0.00011904763,0.00019828198,0.011207207,0.15297635,0.75338954,0.009218844,0.008896725,0.0017624218],"about_ca_topic_score_codex":0.00042787613,"about_ca_topic_score_gemma":0.004664221,"teacher_disagreement_score":0.47281075,"about_ca_system_score_codex":0.00005371045,"about_ca_system_score_gemma":0.000012039583,"threshold_uncertainty_score":0.7935075},"labels":[],"label_agreement":null},{"id":"W2783707649","doi":"10.2118/189869-ms","title":"Stimulation Design and Treatment in the Sycamore Formation of the South Central Oklahoma Oil Province Area of the Anadarko Basin","year":2018,"lang":"en","type":"article","venue":"SPE Hydraulic Fracturing Technology Conference and Exhibition","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Oil shale; Geology; Structural basin; Petroleum; Petroleum engineering; Fossil fuel; Stack (abstract data type); Oil sands; Mining engineering; Unconventional oil; Paleontology; Engineering; Geography; Archaeology; Asphalt; Computer science","score_opus":0.013461103074191717,"score_gpt":0.20357152777686838,"score_spread":0.19011042470267667,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2783707649","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9863135,0.0001256255,0.010945571,0.0019021062,0.000054608496,0.000241573,0.0000050703566,0.00005039931,0.00036155226],"genre_scores_gemma":[0.99953663,0.00011435575,0.00023719134,0.00003451094,0.000026625043,0.000017169026,0.0000041287517,0.000008196923,0.00002117586],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99915886,0.00007182517,0.00026123953,0.00015496655,0.00015446657,0.00019865468],"domain_scores_gemma":[0.9994134,0.000053809046,0.0001222826,0.00034949972,0.000041749496,0.000019317302],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00016116847,0.00014991708,0.00018945785,0.00014031466,0.00014385617,0.000023301109,0.00019780366,0.0001569364,0.0000076062133],"category_scores_gemma":[0.00004401584,0.000079871264,0.000047829053,0.00028366444,0.00033122723,0.00012764038,0.00004641978,0.00018369251,6.6210134e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0002897416,0.00042334417,0.060114276,0.00096150016,0.00035608606,0.000020583684,0.031740773,0.4731398,0.032376822,0.0013213496,0.0006022268,0.3986535],"study_design_scores_gemma":[0.0011851337,0.0002749389,0.14539997,0.0006539548,0.00016706619,0.000043690892,0.0019534205,0.46543935,0.37979108,0.0038696595,0.00090276083,0.0003189786],"about_ca_topic_score_codex":0.00022655899,"about_ca_topic_score_gemma":0.00082805,"teacher_disagreement_score":0.3983345,"about_ca_system_score_codex":0.00006173353,"about_ca_system_score_gemma":0.000041629515,"threshold_uncertainty_score":0.3257056},"labels":[],"label_agreement":null},{"id":"W2783735078","doi":"10.2118/189840-ms","title":"Reinterpretation of Flow Patterns During DFITs Based on Dynamic Fracture Geometry, Leakoff and Afterflow","year":2018,"lang":"en","type":"article","venue":"SPE Hydraulic Fracturing Technology Conference and Exhibition","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":21,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"Seven Generations Energy; University of Calgary","keywords":"Comminution; Fracture (geology); Mechanics; Geology; Geotechnical engineering; Flow (mathematics); Materials science; Physics","score_opus":0.004484068529526772,"score_gpt":0.20693894695253287,"score_spread":0.2024548784230061,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2783735078","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.93111336,0.00023627398,0.06613659,0.0011879911,0.00011914572,0.00015614775,0.000015567124,0.00042997705,0.0006049464],"genre_scores_gemma":[0.99839914,0.00033409998,0.0009017358,0.00015474117,0.00007743804,0.000021168136,0.000040116192,0.0000399986,0.000031560583],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99858606,0.000028857314,0.00035396105,0.00045276317,0.00021344665,0.00036492725],"domain_scores_gemma":[0.999213,0.000053426407,0.00010954108,0.00044123275,0.000090399946,0.00009242767],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00012387309,0.0003232321,0.00039026808,0.0008889424,0.00015572894,0.000055824148,0.00017268109,0.00043397598,0.00013287908],"category_scores_gemma":[0.000062132225,0.00030355746,0.000069451875,0.0003126396,0.00026104387,0.00019662075,0.00006347269,0.0004908725,0.000018899253],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00063370133,0.0003778218,0.024532527,0.0033561753,0.00081530353,0.00020108712,0.0033049835,0.58656085,0.08114732,0.00012823389,0.00039798164,0.29854402],"study_design_scores_gemma":[0.0008712114,0.00034896535,0.03175027,0.0009437015,0.00008886853,0.00003461038,0.00016988257,0.78083426,0.1826861,0.0012698466,0.0004941201,0.00050814066],"about_ca_topic_score_codex":0.000057889476,"about_ca_topic_score_gemma":0.000104858074,"teacher_disagreement_score":0.2980359,"about_ca_system_score_codex":0.00006275191,"about_ca_system_score_gemma":0.00001610565,"threshold_uncertainty_score":0.99994165},"labels":[],"label_agreement":null},{"id":"W2783958736","doi":"10.2118/189835-ms","title":"Delineating Stacked Pay with Existing and Emerging Diagnostic Tools","year":2018,"lang":"en","type":"article","venue":"SPE Hydraulic Fracturing Technology Conference and Exhibition","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":10,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Drilling; Geology; Petroleum engineering; Completion (oil and gas wells); Fracture (geology); Offset (computer science); TRACER; Mining engineering; Computer science; Geotechnical engineering; Engineering; Mechanical engineering","score_opus":0.015121869854689517,"score_gpt":0.2367592786267483,"score_spread":0.22163740877205879,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2783958736","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9389144,0.00044143296,0.055293802,0.001558633,0.0000881627,0.00016426225,0.000004240037,0.0009422894,0.0025927331],"genre_scores_gemma":[0.9953637,0.0005942353,0.0036004751,0.000093563685,0.00020242926,0.000031495634,0.000021379921,0.00004073966,0.00005197843],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99860674,0.00002221192,0.00031143267,0.00042878906,0.0001647274,0.00046607247],"domain_scores_gemma":[0.99918646,0.00020392708,0.00008283698,0.00030848998,0.00010943114,0.00010883743],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00017314621,0.0003020786,0.00033034818,0.00037034063,0.00035067237,0.00015109646,0.00013916077,0.00025298778,0.000060543054],"category_scores_gemma":[0.00034083755,0.00023095495,0.000030421501,0.00033803555,0.00037489954,0.00033647692,0.000096501404,0.000489361,0.000022701213],"study_design_candidate":"design_other","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00007096894,0.00007742269,0.014104454,0.0006321037,0.00049277203,0.0002531851,0.0028611042,0.024112865,0.014850533,0.0011941494,0.0004655483,0.9408849],"study_design_scores_gemma":[0.003928009,0.0013339639,0.021956727,0.0038942357,0.0006571392,0.0008349816,0.005336438,0.61384207,0.29593766,0.019345906,0.029262945,0.0036699485],"about_ca_topic_score_codex":0.00007689263,"about_ca_topic_score_gemma":0.00016972165,"teacher_disagreement_score":0.937215,"about_ca_system_score_codex":0.000039066796,"about_ca_system_score_gemma":0.000018074701,"threshold_uncertainty_score":0.9418069},"labels":[],"label_agreement":null},{"id":"W2784147573","doi":"10.2118/174453-pa","title":"Experimental Study on Geomechanical Dilation of Oil Sands During Cold–Water Injection","year":2018,"lang":"en","type":"article","venue":"SPE Reservoir Evaluation & Engineering","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":8,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Alberta Innovates; University of Alberta","funders":"","keywords":"Oil sands; Petroleum engineering; Steam injection; Geology; Water injection (oil production); Permeability (electromagnetism); Geotechnical engineering; Steam-assisted gravity drainage; Compaction; Asphalt; Materials science","score_opus":0.020234047439402703,"score_gpt":0.2795876237510215,"score_spread":0.25935357631161876,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2784147573","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9945262,0.00011600534,0.0032200145,0.000026805781,0.00048209896,0.00023160517,0.000002629286,0.00029164055,0.0011030174],"genre_scores_gemma":[0.99911875,0.000009669879,0.0001497357,0.0000029879363,0.00042031764,0.00008716379,0.000018507817,0.000059756585,0.00013311276],"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9979796,0.00007316409,0.0004697231,0.0003016928,0.00083353353,0.00034233418],"domain_scores_gemma":[0.99921566,0.00004057074,0.00004701886,0.00042820678,0.00017048983,0.00009802755],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007976334,0.00024755494,0.00028929792,0.0004236157,0.000114936585,0.000042811942,0.00017710234,0.000119828655,0.00036196457],"category_scores_gemma":[0.00008970461,0.00021585764,0.00011230399,0.00036950695,0.000021987462,0.00021956851,0.00006060931,0.00021620262,0.00008267646],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000028973785,0.00012058693,0.0001473565,0.000041578896,0.000109210305,0.0000015973073,0.0008140321,0.75478005,0.24377115,0.000007193148,0.000020899688,0.00015739669],"study_design_scores_gemma":[0.0007566762,0.000325046,0.002417326,0.000057341567,0.000055446166,0.0000024096196,0.000224992,0.44493836,0.55088943,0.00000574175,0.00013498293,0.00019224013],"about_ca_topic_score_codex":0.00003509637,"about_ca_topic_score_gemma":0.0000140237025,"teacher_disagreement_score":0.3098417,"about_ca_system_score_codex":0.00033241799,"about_ca_system_score_gemma":0.000015476073,"threshold_uncertainty_score":0.88024193},"labels":[],"label_agreement":null},{"id":"W2785681528","doi":"10.1007/s00603-018-1544-8","title":"Impact of Fluid Acidity on the Time-Dependent Initiation of Hydraulic Fractures in Carbonate Rocks","year":2018,"lang":"en","type":"article","venue":"Rock Mechanics and Rock Engineering","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Schlumberger (Canada)","funders":"","keywords":"Carbonate; Carbonate rock; Geology; Geotechnical engineering; Geochemistry; Mineralogy; Petroleum engineering; Petrology; Sedimentary rock; Chemistry","score_opus":0.006154164823500508,"score_gpt":0.21530568242177117,"score_spread":0.20915151759827066,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2785681528","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.83005226,0.0004468027,0.16864675,0.00003235735,0.00014517493,0.00014997034,0.000015990167,0.00008974464,0.00042093574],"genre_scores_gemma":[0.9996688,0.00015396067,0.000019410265,0.0000097430175,0.00008761477,0.0000072275966,0.000005099111,0.000032686457,0.00001548696],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99906796,0.000020376483,0.00030933667,0.00015542825,0.00021446914,0.00023240021],"domain_scores_gemma":[0.9994764,0.00009912737,0.000060639617,0.00025107124,0.000049685288,0.000063129424],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00018639765,0.0002016739,0.00030167075,0.00022894397,0.000050956172,0.000012192106,0.00015829176,0.00013101129,0.000059960035],"category_scores_gemma":[0.000075330114,0.00014191153,0.00011558967,0.00024619547,0.0000010879028,0.000064000706,0.000059229777,0.00023235538,0.0000067417745],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000105049,0.000018699635,0.00005237792,0.00005052842,0.00010366305,0.0000015865189,0.0002865981,0.9728708,0.026451739,0.000038247104,0.000038325667,0.0000768785],"study_design_scores_gemma":[0.00017819382,0.00011132361,0.0009433741,0.000089794776,0.000025029436,0.0000026925818,0.000016431843,0.93072164,0.0676232,0.000103803424,0.00004535969,0.00013917903],"about_ca_topic_score_codex":0.00010506092,"about_ca_topic_score_gemma":0.00001933862,"teacher_disagreement_score":0.1696165,"about_ca_system_score_codex":0.0000625438,"about_ca_system_score_gemma":0.000014728562,"threshold_uncertainty_score":0.5786984},"labels":[],"label_agreement":null},{"id":"W2785781207","doi":"10.1007/s11242-018-1006-5","title":"A Fractal Model for Gas–Water Relative Permeability in Inorganic Shale with Nanoscale Pores","year":2018,"lang":"en","type":"article","venue":"Transport in Porous Media","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":75,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Relative permeability; Slippage; Tortuosity; Knudsen diffusion; Permeability (electromagnetism); Oil shale; Materials science; Fractal; Fractal dimension; Knudsen number; Tight gas; Microscale chemistry; Mineralogy; Hydraulic fracturing; Geology; Petroleum engineering; Composite material; Thermodynamics; Chemistry; Porosity","score_opus":0.008793883612577172,"score_gpt":0.2079047117921137,"score_spread":0.19911082817953651,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2785781207","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.98801684,0.0000764423,0.010449965,0.00012026685,0.000079913116,0.00025415354,0.000029872015,0.00011557354,0.0008569527],"genre_scores_gemma":[0.9985848,0.000024700175,0.000910387,0.000031838714,0.000083575236,0.00006341017,0.0000915504,0.000050258634,0.00015945816],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99866724,0.000014435539,0.0003621458,0.0003022848,0.00020214688,0.0004517206],"domain_scores_gemma":[0.99951386,0.000057802525,0.000021597489,0.00026570083,0.00004389112,0.00009717028],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002535226,0.00021236374,0.00034934157,0.00016299743,0.000038206676,0.000007049919,0.00016229445,0.00016566647,0.00012427355],"category_scores_gemma":[0.00001696521,0.00015195271,0.00007403652,0.00020042468,0.00012733135,0.00019747029,0.000006376256,0.00027906266,0.000014013399],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000537016,0.00047213398,0.25004014,0.0004525089,0.00021888899,0.00021295663,0.100210935,0.6421222,0.004252699,0.00003330322,0.00012503724,0.0013222062],"study_design_scores_gemma":[0.0031147161,0.0002423682,0.15539527,0.00022186375,0.00014897168,0.000018894387,0.00069888413,0.80804247,0.027637236,0.003287978,0.00024230918,0.0009490614],"about_ca_topic_score_codex":0.0003074666,"about_ca_topic_score_gemma":0.01437072,"teacher_disagreement_score":0.16592026,"about_ca_system_score_codex":0.000105634856,"about_ca_system_score_gemma":0.000037857186,"threshold_uncertainty_score":0.80191994},"labels":[],"label_agreement":null},{"id":"W2786664201","doi":"10.2118/189528-ms","title":"Sand Control Design through Assessment of Mathematical Models Representing Particle Size Distribution of Reservoir Sands","year":2018,"lang":"en","type":"article","venue":"SPE International Conference and Exhibition on Formation Damage Control","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":7,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Akaike information criterion; Mean squared error; Statistics; Mathematics; Representation (politics); Mathematical model; Coefficient of determination; Data point; Curve fitting; Particle-size distribution; Applied mathematics; Algorithm; Particle size; Geology","score_opus":0.03259853260072968,"score_gpt":0.2887450151785716,"score_spread":0.2561464825778419,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2786664201","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.19195417,0.000014526874,0.7967618,0.00053797354,0.00006083767,0.00016600665,0.00008892918,0.00004399332,0.010371786],"genre_scores_gemma":[0.9986658,0.00007491583,0.0009973843,0.00004699224,0.00007276853,0.000020866555,0.00006106868,0.000008514155,0.00005166423],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.998748,0.000081812366,0.0005248186,0.00013413871,0.0003631762,0.00014802752],"domain_scores_gemma":[0.9989579,0.00023987915,0.00017000185,0.00017897812,0.00040302592,0.000050225637],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00042318949,0.00012429582,0.00025069734,0.000045615507,0.00007041467,0.000057553352,0.00012671817,0.0000715333,0.00031778924],"category_scores_gemma":[0.000159022,0.00010820421,0.000076265394,0.00009648476,0.00011294158,0.00064225006,0.00001940632,0.000112340065,0.000008433058],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00057614344,0.0003398764,0.000822794,0.00036991484,0.00066531706,0.0000064017927,0.0018783777,0.8413303,0.05599405,0.0935951,0.0012974191,0.0031243449],"study_design_scores_gemma":[0.001505339,0.00011298283,0.0013002838,0.00014940897,0.00004209264,0.000002662991,0.00016035416,0.95250666,0.0305482,0.013504928,0.00006743374,0.00009965259],"about_ca_topic_score_codex":0.000014753083,"about_ca_topic_score_gemma":0.0000032065554,"teacher_disagreement_score":0.8067117,"about_ca_system_score_codex":0.00004456635,"about_ca_system_score_gemma":0.00001977723,"threshold_uncertainty_score":0.44124395},"labels":[],"label_agreement":null},{"id":"W2787052929","doi":"","title":"Predicting Uniaxial Compressive Strength From Empirical Relationships Between Ultrasonic P-Wave Velocities, Porosity, and Core Measurements in a Potential Geothermal Reservoir, Snake River Plain, Idaho","year":2017,"lang":"en","type":"article","venue":"OSTI OAI (U.S. Department of Energy Office of Scientific and Technical Information)","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Geology; Geothermal gradient; Porosity; Compressive strength; Geotechnical engineering; Seismology; Geomorphology; Petrology; Geophysics; Materials science; Composite material","score_opus":0.03959571718056451,"score_gpt":0.24597954927121093,"score_spread":0.20638383209064642,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2787052929","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9934816,0.00012298043,0.002549654,0.00007147736,0.00013173549,0.00012429678,0.00036402277,0.000057649002,0.0030966108],"genre_scores_gemma":[0.99792796,0.00004465796,0.0008227176,0.0000072438506,0.00003771695,0.000010832649,0.001100422,0.000010284941,0.00003817888],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99825495,0.000047091882,0.00065830443,0.00021817538,0.00056255877,0.00025888524],"domain_scores_gemma":[0.99882066,0.00017865821,0.00032518108,0.00039210045,0.00013815287,0.00014524706],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005195755,0.000191467,0.00035422322,0.00022945575,0.00050142844,0.00020538937,0.00027903187,0.00020361654,0.000021515873],"category_scores_gemma":[0.00021886319,0.00017728515,0.00007302794,0.0001521828,0.00062863017,0.0010288956,0.00016285865,0.00028300978,0.0000016641447],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00026238742,0.00032701524,0.8865037,0.00033063252,0.00068568165,0.000016487687,0.00034403923,0.104649246,0.0016962121,0.0005769844,0.0016405841,0.0029670356],"study_design_scores_gemma":[0.0009962611,0.000053349326,0.9894369,0.00018170646,0.000106248466,0.000004603811,0.00003521386,0.0059888083,0.0020957796,0.00019284073,0.000694758,0.00021348281],"about_ca_topic_score_codex":0.00044503174,"about_ca_topic_score_gemma":0.00035887712,"teacher_disagreement_score":0.10293325,"about_ca_system_score_codex":0.00006207633,"about_ca_system_score_gemma":0.00005136669,"threshold_uncertainty_score":0.7229479},"labels":[],"label_agreement":null},{"id":"W2787568885","doi":"10.1190/tle37020146.1","title":"Injection-induced seismicity: The end of the beginning?","year":2018,"lang":"en","type":"article","venue":"The Leading Edge","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Geomechanica (Canada)","funders":"","keywords":"Victory; Induced seismicity; Session (web analytics); Event (particle physics); History; State (computer science); Engineering; Library science; Operations research; Management; Economic history; Political science; Seismology; Law; Geology; Computer science; Economics; World Wide Web; Physics","score_opus":0.012926963418335593,"score_gpt":0.23044828657098623,"score_spread":0.21752132315265063,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2787568885","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9695542,0.0001240114,0.0015797763,0.0030494048,0.0010294836,0.0000992507,0.0000016076663,0.00013487131,0.02442738],"genre_scores_gemma":[0.99688417,0.000006908022,0.000011417882,0.00027891088,0.00062215084,0.0000049435125,3.7618463e-7,0.000019458701,0.0021716752],"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9993766,0.00005992825,0.00013614116,0.000088614506,0.00015350236,0.00018522638],"domain_scores_gemma":[0.9992491,0.00013989401,0.00004098301,0.0005166314,0.00003234957,0.000021064203],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00033167255,0.000099159566,0.00012196937,0.00003864584,0.0003012928,0.00002785596,0.00047056488,0.000053303596,0.000040599978],"category_scores_gemma":[0.0000663277,0.000043538344,0.000108164335,0.0003450251,0.00020125008,0.00003736594,0.000063834996,0.00028513544,0.00010823874],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000034718643,0.000086349835,0.0047343294,0.0002281997,0.0017936334,0.000004425836,0.05124556,0.6311854,0.090913326,0.00094939745,0.17226714,0.04655751],"study_design_scores_gemma":[0.00043126967,0.000109400564,0.012087876,0.00022923747,0.00037920164,0.0000560619,0.001101313,0.24811052,0.44644335,0.0015245444,0.28901038,0.00051684777],"about_ca_topic_score_codex":0.00023729629,"about_ca_topic_score_gemma":0.000076722245,"teacher_disagreement_score":0.38307488,"about_ca_system_score_codex":0.0000380118,"about_ca_system_score_gemma":0.000014141558,"threshold_uncertainty_score":0.23173313},"labels":[],"label_agreement":null},{"id":"W2787732265","doi":"10.3390/en11020312","title":"Natural Fractures Characterization and In Situ Stresses Inference in a Carbonate Reservoir—An Integrated Approach","year":2018,"lang":"en","type":"article","venue":"Energies","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":17,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Waterloo","funders":"","keywords":"Carbonate; In situ; Reservoir modeling; Characterization (materials science); Geology; Inference; Petroleum engineering; Mineralogy; Computer science; Materials science; Chemistry; Artificial intelligence; Metallurgy; Nanotechnology","score_opus":0.0075426027458876665,"score_gpt":0.23359143647070393,"score_spread":0.22604883372481627,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2787732265","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99814427,0.0003641551,0.00046119397,0.00003845182,0.00009046827,0.00004635547,0.0000035778764,0.00012295246,0.0007285884],"genre_scores_gemma":[0.9991063,0.00021431522,0.00031774852,0.000021087091,0.0000842608,0.0000155061,0.000115595765,0.000017894961,0.000107319924],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9992409,0.000054557004,0.00018532106,0.00019818272,0.00011268899,0.00020837391],"domain_scores_gemma":[0.99968034,0.000049052374,0.000023523733,0.00017846342,0.00003312103,0.0000354848],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0000987435,0.00015250816,0.00019389004,0.00029736038,0.00003393569,0.00007391347,0.00013983784,0.00009918342,0.000011103511],"category_scores_gemma":[0.00008711563,0.000123492,0.000018074777,0.00037376612,0.00006861751,0.00030061966,0.000037770125,0.00024346953,0.0000014841833],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000035124,0.000039928454,0.0067470125,0.00006952058,0.00003053686,0.0000121457915,0.0028440335,0.938853,0.047558594,0.000023013374,0.00001558568,0.003771468],"study_design_scores_gemma":[0.0004068633,0.000035654477,0.27424255,0.00013072416,0.0000116189385,0.0000020609812,0.00072120974,0.6692145,0.053316426,0.00009230398,0.0014513825,0.00037475605],"about_ca_topic_score_codex":0.00077220396,"about_ca_topic_score_gemma":0.0049595297,"teacher_disagreement_score":0.26963857,"about_ca_system_score_codex":0.000036653182,"about_ca_system_score_gemma":0.000014580265,"threshold_uncertainty_score":0.50358576},"labels":[],"label_agreement":null},{"id":"W2787940013","doi":"10.3390/en11020286","title":"Numerical Simulation of Fluid Flow through Fractal-Based Discrete Fractured Network","year":2018,"lang":"en","type":"article","venue":"Energies","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":25,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"National Key Research and Development Program of China; National Science and Technology Major Project; Fundamental Research Funds for the Central Universities; Natural Science Foundation of Shandong Province; China Postdoctoral Science Foundation; National Natural Science Foundation of China","keywords":"Fracture (geology); Fractal; Geology; Hydraulic fracturing; Flow (mathematics); Network model; Petroleum engineering; Fluid dynamics; Tight gas; Mechanics; Geotechnical engineering; Workflow; Oil shale; Computer simulation; Computer science; Geometry; Mathematics; Simulation; Artificial intelligence","score_opus":0.007630484193345674,"score_gpt":0.2389137557846104,"score_spread":0.23128327159126474,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2787940013","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.25213453,0.0009735962,0.7402783,0.00015417684,0.0005948476,0.000071948714,0.000007631904,0.00047316376,0.005311808],"genre_scores_gemma":[0.9927857,0.000021147423,0.0062455637,0.00007793066,0.00072574726,0.00000530503,0.000031652482,0.00003218368,0.00007475176],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9991295,0.00003139581,0.00023781082,0.00014936253,0.00020914081,0.0002428071],"domain_scores_gemma":[0.9994101,0.0001420164,0.000044188648,0.0003073727,0.00005069672,0.0000456227],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00006223514,0.00015724378,0.00025042126,0.000045486846,0.00008357238,0.000020428932,0.0001392938,0.00011201788,0.00026058292],"category_scores_gemma":[0.00004805298,0.00012786721,0.00013197276,0.00026749205,0.00009657421,0.00013063455,0.000016900178,0.00011239868,0.000029882574],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000016636295,0.000009000707,0.000133224,0.000024159279,0.00007857725,0.0000017392039,0.00032398157,0.9968041,0.00042574905,0.0000051257116,0.0016601958,0.00051750906],"study_design_scores_gemma":[0.00014672555,0.000035540463,0.0005431828,0.000031552234,0.000032809472,1.962617e-7,0.000016995935,0.9366009,0.037416484,0.00013430379,0.02489161,0.00014967404],"about_ca_topic_score_codex":0.00008521932,"about_ca_topic_score_gemma":0.000012972705,"teacher_disagreement_score":0.7406512,"about_ca_system_score_codex":0.000023993654,"about_ca_system_score_gemma":0.000012579851,"threshold_uncertainty_score":0.52142733},"labels":[],"label_agreement":null},{"id":"W2787965823","doi":"","title":"Post-Fracturing Experiment Simulation of Hydraulic Fracture Propagation in a Deep Mine Using a Fully Coupled 3D Network-Flow and Quasi-static Discrete Element Model","year":2017,"lang":"en","type":"paratext","venue":"OSTI OAI (U.S. Department of Energy Office of Scientific and Technical Information)","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Golder Associates (Canada)","funders":"","keywords":"Hydraulic fracturing; Flow (mathematics); Fracture (geology); Computer science; Discrete element method; Geology; Finite element method; Geotechnical engineering; Computer simulation; Petroleum engineering; Engineering; Simulation; Structural engineering; Mechanics; Physics","score_opus":0.01082663840176698,"score_gpt":0.2478580603024837,"score_spread":0.23703142190071672,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2787965823","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.3175101,0.0027306576,0.67139417,0.00013243895,0.0004939733,0.0010678138,0.00030641758,0.0000779382,0.0062864614],"genre_scores_gemma":[0.9899142,0.0002843747,0.0062592183,0.00002856949,0.000038669412,0.00004669016,0.003192723,0.000025379377,0.00021017987],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.997339,0.000036426227,0.0013108088,0.00031117574,0.000651314,0.00035125058],"domain_scores_gemma":[0.99806756,0.000121496414,0.0009050804,0.0005107164,0.00026930647,0.00012587155],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00050157466,0.0003897095,0.00077107735,0.00051842985,0.00019011482,0.00013402951,0.00027114118,0.00032118426,0.000066117245],"category_scores_gemma":[0.000083340165,0.00034353617,0.00013339019,0.0002527599,0.00028441375,0.0007665722,0.0001502508,0.00024342854,0.0000037250472],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000080787504,0.00008676288,0.000018241171,0.00069215737,0.0001107731,8.470832e-7,0.00005081778,0.9972745,0.000559307,0.0000151150925,0.00030695533,0.0008037013],"study_design_scores_gemma":[0.00061129464,0.0001250523,0.0005413732,0.000594521,0.00014766799,0.0000031105849,0.000013096614,0.99290204,0.0019617062,0.000024926137,0.0027482468,0.00032694274],"about_ca_topic_score_codex":0.0001824305,"about_ca_topic_score_gemma":0.00009002484,"teacher_disagreement_score":0.6724041,"about_ca_system_score_codex":0.00012723356,"about_ca_system_score_gemma":0.000111076064,"threshold_uncertainty_score":0.99990165},"labels":[],"label_agreement":null},{"id":"W2787982348","doi":"10.1190/int-2017-0190.1","title":"Microseismic monitoring of a tight light oil reservoir: A case history in the Cardium Halo Play, Alberta","year":2018,"lang":"en","type":"article","venue":"Interpretation","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Calgary","funders":"Microseismic Industry Consortium","keywords":"Microseism; Geology; Cretaceous; Hydraulic fracturing; Seismology; Fracture (geology); Petrology; Petroleum engineering; Paleontology","score_opus":0.008369679650692897,"score_gpt":0.22597766186622986,"score_spread":0.21760798221553695,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2787982348","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9813696,0.0012222868,0.0008865268,0.00023198564,0.000567733,0.00005035578,0.0000022624588,0.000045739936,0.01562351],"genre_scores_gemma":[0.99893284,0.000028539584,0.00012342578,0.00004087022,0.000190154,0.000021434415,0.0000035883536,0.000019806243,0.0006393211],"study_design_codex":"qualitative","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9991906,0.00007535258,0.00027710048,0.00014250723,0.00014617782,0.00016823247],"domain_scores_gemma":[0.9994115,0.00012957084,0.000047837522,0.00032047706,0.00005318395,0.000037386963],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00020920261,0.00011975287,0.00016822544,0.00017893924,0.000038986356,0.00001820221,0.00020715759,0.00008129553,0.00003885117],"category_scores_gemma":[0.000085306754,0.000091888665,0.000099625504,0.00016071525,0.00004941176,0.0001231638,0.000021097143,0.00018183283,0.0000360275],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0002916446,0.00025053788,0.009257047,0.0012613503,0.0010355834,0.0015267761,0.44204575,0.3828065,0.098430134,0.000039166185,0.042511363,0.020544127],"study_design_scores_gemma":[0.0012997414,0.00024538906,0.003821205,0.0015914203,0.00030433867,0.0008955115,0.0051185386,0.68677664,0.13910626,0.000103117825,0.15978232,0.000955532],"about_ca_topic_score_codex":0.0031935077,"about_ca_topic_score_gemma":0.001646234,"teacher_disagreement_score":0.43692723,"about_ca_system_score_codex":0.00020599569,"about_ca_system_score_gemma":0.000022104256,"threshold_uncertainty_score":0.48276496},"labels":[],"label_agreement":null},{"id":"W2788677725","doi":"10.1190/int-2017-0172.1","title":"Microseismicity-derived fracture network characterization of unconventional reservoirs by topology","year":2018,"lang":"en","type":"article","venue":"Interpretation","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":9,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Alpha Cancer Technologies","funders":"","keywords":"Geology; Fracture (geology); Permeability (electromagnetism); Hydraulic fracturing; Tight gas; Microseism; Complex fracture; Oil shale; Petrology; Petroleum engineering; Geotechnical engineering; Mining engineering; Seismology; Paleontology","score_opus":0.0039394802515508795,"score_gpt":0.21596514323605517,"score_spread":0.2120256629845043,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2788677725","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.70096713,0.000068993155,0.29747525,0.00026417483,0.00031611606,0.000061401704,0.000016021448,0.00008527444,0.0007456271],"genre_scores_gemma":[0.9986205,0.00002493336,0.0002880189,0.00023817807,0.00024286927,0.000007350441,0.0003174775,0.000018640481,0.00024204748],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99927175,0.000046993795,0.0002731808,0.00013370866,0.000113449045,0.00016089586],"domain_scores_gemma":[0.99959093,0.0000362693,0.00008198073,0.0001492833,0.00010435485,0.000037204485],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00010240394,0.00010777946,0.00016382913,0.000071486385,0.0000546897,0.000018002125,0.00012518198,0.00012214974,0.00034060946],"category_scores_gemma":[0.000024220308,0.00010398244,0.000075703865,0.00015529015,0.00008900162,0.00013425335,0.000017274111,0.00011674947,0.000040514322],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00010783036,0.00004735446,0.0017931474,0.00012005362,0.0003387772,0.0000016920966,0.0020561598,0.21287347,0.76601607,0.00003153554,0.013436936,0.0031769825],"study_design_scores_gemma":[0.0004547679,0.00015128407,0.014738827,0.00020564083,0.00007441397,0.000005793244,0.000078809346,0.5076095,0.44607136,0.0007243142,0.029543774,0.00034153555],"about_ca_topic_score_codex":0.00004809359,"about_ca_topic_score_gemma":0.000024674491,"teacher_disagreement_score":0.3199447,"about_ca_system_score_codex":0.00003743527,"about_ca_system_score_gemma":0.000009880174,"threshold_uncertainty_score":0.4240281},"labels":[],"label_agreement":null},{"id":"W2788984886","doi":"","title":"Frac sand demand holds out in drilling decline","year":2015,"lang":"en","type":"article","venue":"Industrial Minerals","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Bauxite; Hydraulic fracturing; Drilling; Oil sands; Directional drilling; Ceramic; Petroleum engineering; Production (economics); Consumption (sociology); Engineering; Geography; Agricultural economics; Mining engineering; Archaeology; Geology; Materials science; Economics; Metallurgy; Mechanical engineering; Art","score_opus":0.0697028636630081,"score_gpt":0.27423940297570765,"score_spread":0.20453653931269955,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2788984886","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9763407,0.00092036056,0.001233976,0.00061494083,0.0010785664,0.0001419795,0.000008005002,0.00018114333,0.019480322],"genre_scores_gemma":[0.99533784,0.000044175144,0.0001638085,0.00006979443,0.0014676463,0.000010993147,0.000017329783,0.000029203653,0.0028592309],"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","domain_scores_codex":[0.9987993,0.00005541906,0.0003994853,0.0001826712,0.00023969327,0.00032337906],"domain_scores_gemma":[0.9994104,0.0000851407,0.000036566205,0.0002279166,0.000034243876,0.00020571411],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005593626,0.00017781969,0.0003489739,0.00020819966,0.000025169998,0.000060910268,0.00014523872,0.0003025661,0.000058919304],"category_scores_gemma":[0.0003119977,0.00015378433,0.000078895115,0.00021939905,0.000023577044,0.00012684661,0.00004418426,0.000384235,0.000080105354],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000023931605,0.000028207367,0.0063236794,0.000009219321,0.00007020942,0.000069507565,0.00049273093,0.91226417,0.0022384734,0.000001741953,0.07637987,0.002098246],"study_design_scores_gemma":[0.008551238,0.0001417917,0.00078677334,0.00030429667,0.00014665241,0.000019926603,0.0002701526,0.1573898,0.031261526,0.000647468,0.79928243,0.0011979595],"about_ca_topic_score_codex":0.00045829764,"about_ca_topic_score_gemma":0.00034422366,"teacher_disagreement_score":0.7548744,"about_ca_system_score_codex":0.00008088462,"about_ca_system_score_gemma":0.000036490932,"threshold_uncertainty_score":0.6271143},"labels":[],"label_agreement":null},{"id":"W2789097955","doi":"10.2118/180071-pa","title":"Cryogenic Fracturing of Wellbores Under True Triaxial-Confining Stresses: Experimental Investigation","year":2018,"lang":"en","type":"article","venue":"SPE Journal","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":77,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"Lawrence Berkeley National Laboratory; National Energy Technology Laboratory; CMG Reservoir Simulation Foundation; U.S. Department of Energy","keywords":"Hydraulic fracturing; Borehole; Permeability (electromagnetism); Overburden pressure; Oil shale; Geology; Petroleum engineering; Geotechnical engineering; Materials science; Chemistry","score_opus":0.01297160119452879,"score_gpt":0.24311185068459784,"score_spread":0.23014024949006906,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2789097955","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.98807365,0.0010402048,0.007040174,0.00014251085,0.0005730144,0.000038239345,0.0000020087966,0.00006355469,0.0030266726],"genre_scores_gemma":[0.9977236,0.00013265638,0.0008753802,0.00003308763,0.0011095101,0.0000014191548,0.000002881429,0.000028193359,0.00009331027],"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9989543,0.000042273106,0.00039210453,0.000113062786,0.00026599594,0.00023224433],"domain_scores_gemma":[0.9994716,0.000042882053,0.00011950261,0.00016617744,0.00005889225,0.00014092636],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00022603491,0.00014560977,0.00022435124,0.00020506492,0.00013711746,0.00006845613,0.00017491153,0.00008858963,0.0007675335],"category_scores_gemma":[0.000032741642,0.00012280798,0.00014124205,0.00018183615,0.0000970861,0.00019205165,0.000023382669,0.00029233765,0.000031875243],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00007994471,0.000076516415,0.001794185,0.00009253441,0.00090078096,0.00003457486,0.0054005003,0.72834575,0.25348154,0.00006778367,0.0041876645,0.00553824],"study_design_scores_gemma":[0.0007840922,0.00012248562,0.0032913112,0.00014516564,0.000059284932,0.000065471366,0.0016428974,0.026510473,0.96464556,0.0006078241,0.0018872105,0.00023820846],"about_ca_topic_score_codex":0.0000430645,"about_ca_topic_score_gemma":0.00002366976,"teacher_disagreement_score":0.71116406,"about_ca_system_score_codex":0.00007159528,"about_ca_system_score_gemma":0.000045340246,"threshold_uncertainty_score":0.8403954},"labels":[],"label_agreement":null},{"id":"W2789346682","doi":"10.2118/189826-ms","title":"DFIT Analysis in Low Leakoff Formations: A Duvernay Case Study","year":2018,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":7,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Geology; Oil shale; Fracture (geology); Tangent; Hydraulic fracturing; Petroleum reservoir; Petroleum engineering; Well stimulation; Geotechnical engineering; Reservoir engineering; Geometry; Mathematics","score_opus":0.00855996547316531,"score_gpt":0.24332101927295352,"score_spread":0.2347610537997882,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2789346682","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.96596754,0.00003268811,0.024357874,0.000033130098,0.00005334171,0.00010186277,0.0000015793283,0.00018342462,0.00926857],"genre_scores_gemma":[0.99889106,0.0000075137086,0.00020514995,0.000024203395,0.00006199183,0.000017112645,0.0000032950145,0.000011177342,0.000778509],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9992244,0.00002725379,0.00026883892,0.00013424804,0.00014389702,0.00020136342],"domain_scores_gemma":[0.99951845,0.000032503445,0.000018118139,0.00032933883,0.000036036912,0.00006553917],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00020023782,0.00011190045,0.00021626856,0.0005516449,0.00007289918,0.000045863835,0.000114601884,0.00004632629,0.0005833822],"category_scores_gemma":[0.000020512682,0.00009041452,0.00011425262,0.0014012168,0.000019555204,0.00016449792,0.000026937127,0.00011153256,0.00018308926],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000025333004,0.00013673432,0.024850208,0.000020388918,0.0010689416,0.00065332704,0.004082688,0.9671767,0.000006906323,0.0000022506229,0.0005338732,0.0014654759],"study_design_scores_gemma":[0.00032871438,0.00004256263,0.005957348,0.0000068084382,0.00032816228,0.000048233454,0.0048684054,0.9875156,0.00024207443,0.000009012582,0.0004763822,0.00017668775],"about_ca_topic_score_codex":0.00361536,"about_ca_topic_score_gemma":0.038317192,"teacher_disagreement_score":0.03470183,"about_ca_system_score_codex":0.000062691804,"about_ca_system_score_gemma":0.000006349238,"threshold_uncertainty_score":0.979231},"labels":[],"label_agreement":null},{"id":"W2789347405","doi":"10.1016/b978-0-12-812998-2.00012-6","title":"Modeling of Cryogenic Fracturing Processes","year":2018,"lang":"en","type":"book-chapter","venue":"Elsevier eBooks","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"National Energy Technology Laboratory; CMG Reservoir Simulation Foundation; U.S. Department of Energy","keywords":"Fracture (geology); Petroleum engineering; Fracturing fluid; Shock (circulatory); Cryogenic treatment; Process (computing); Thermal; Geology; Thermal shock; Hydraulic fracturing; Materials science; Geotechnical engineering; Composite material; Thermodynamics; Microstructure; Computer science","score_opus":0.011854110392526462,"score_gpt":0.2143358398192117,"score_spread":0.20248172942668524,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2789347405","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.001086648,0.0045023574,0.0009324438,0.0000055536916,0.00021594901,0.00016394015,0.000017561768,0.0002649237,0.9928106],"genre_scores_gemma":[0.28092554,0.00066150195,0.00034087236,0.00002299708,0.0006186369,0.000014750202,0.000018824543,0.00019728988,0.71719956],"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","domain_scores_codex":[0.9984184,0.000007138388,0.00057864503,0.00032890626,0.0003589828,0.00030792705],"domain_scores_gemma":[0.99897563,0.000038055845,0.00010617975,0.0005874731,0.00017709666,0.00011557524],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00013785069,0.00045272842,0.0006840054,0.00027580207,0.00006555503,0.000030130634,0.0003748519,0.00041141783,0.000524562],"category_scores_gemma":[0.000025036497,0.000410835,0.00031989714,0.000024399362,0.00008147886,0.000048685393,0.000080541,0.0004697069,0.00014497293],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000013436376,0.000009601133,0.0000012089729,0.0041342303,0.0015212488,0.000031041724,0.0011053297,0.5775536,0.00012116996,0.000025780504,0.0001942978,0.4152891],"study_design_scores_gemma":[0.0002770071,0.000055387965,9.689327e-7,0.0026148928,0.00077050645,0.000018269016,0.00002391201,0.11920859,0.0028924446,0.006418514,0.8664608,0.0012587382],"about_ca_topic_score_codex":0.0000013658786,"about_ca_topic_score_gemma":0.000040398096,"teacher_disagreement_score":0.8662665,"about_ca_system_score_codex":0.00006500217,"about_ca_system_score_gemma":0.000078235746,"threshold_uncertainty_score":0.99983436},"labels":[],"label_agreement":null},{"id":"W2789488193","doi":"10.2118/189823-ms","title":"Machine Learning Applied to Optimize Duvernay Well Performance","year":2018,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":32,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Apache (Canada)","funders":"","keywords":"Workflow; Overfitting; Variable (mathematics); Artificial neural network; Computer science; Variables; Reservoir computing; Machine learning; Outlier; Linear regression; Artificial intelligence; Regression analysis; Data mining; Mathematics","score_opus":0.004711510426024133,"score_gpt":0.18632890276213182,"score_spread":0.18161739233610769,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2789488193","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.29165196,0.00006623808,0.07835423,0.00012355682,0.00020979921,0.00009187076,7.150147e-7,0.0008405519,0.6286611],"genre_scores_gemma":[0.98319304,0.000052114472,0.003762215,0.00012312148,0.00021203156,0.0000075108674,0.0000037572424,0.000027027292,0.012619167],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9993588,0.000005987708,0.00012559885,0.00014055226,0.00012801589,0.00024106955],"domain_scores_gemma":[0.9996546,0.0000150723445,0.000010131184,0.00018832453,0.000018716964,0.000113182636],"candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00010237892,0.000119476535,0.00013469702,0.000087502434,0.00010227619,0.000028769495,0.0001532509,0.00004797131,0.0020726854],"category_scores_gemma":[0.000007857643,0.00009555061,0.00004230321,0.00018569115,0.000018442792,0.000044048124,0.000041851537,0.00016462324,0.0026832651],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000063846287,0.000004987418,0.00054324156,0.00001742171,0.000041094103,9.999208e-7,0.0001591157,0.99210507,0.0006849803,0.0000061854676,0.002622292,0.0038082283],"study_design_scores_gemma":[0.00016558098,0.000029830013,0.0008502791,0.000008815401,0.0000140172215,0.0000017455044,0.000024563302,0.8151153,0.023772068,0.0000023407124,0.15982954,0.00018592621],"about_ca_topic_score_codex":0.00005704083,"about_ca_topic_score_gemma":0.00003633894,"teacher_disagreement_score":0.6915411,"about_ca_system_score_codex":0.000030722156,"about_ca_system_score_gemma":0.000003510533,"threshold_uncertainty_score":0.99883956},"labels":[],"label_agreement":null},{"id":"W2789835030","doi":"10.1016/j.jngse.2018.02.028","title":"Crushing characteristics of four different proppants and implications for fracture conductivity","year":2018,"lang":"en","type":"article","venue":"Journal of Natural Gas Science and Engineering","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":87,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of British Columbia, Okanagan Campus; University of British Columbia","funders":"China Scholarship Council; Mitacs","keywords":"Hydraulic fracturing; Comminution; Breakage; Materials science; Compressive strength; Particle-size distribution; Permeability (electromagnetism); Ceramic; Grain size; Geotechnical engineering; Fracture (geology); Composite material; Geology; Particle size; Mineralogy; Metallurgy","score_opus":0.013695771415783967,"score_gpt":0.24227236703103974,"score_spread":0.22857659561525578,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2789835030","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9886405,0.0005050424,0.010199868,0.00032868507,0.00025063788,0.00004851412,0.0000031955078,0.000014042878,0.000009540994],"genre_scores_gemma":[0.9981023,0.00014673009,0.0015190822,0.000013941739,0.00020431331,0.0000011140507,2.8425788e-7,0.000007414036,0.0000047988847],"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","domain_scores_codex":[0.9993783,0.0000031479358,0.00021263189,0.00008326543,0.00015408102,0.00016854712],"domain_scores_gemma":[0.9994209,0.000059494807,0.00008282515,0.0000785486,0.0002599338,0.000098340744],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00029967818,0.00009157451,0.00020865741,0.00018201838,0.00009096811,0.000052303807,0.00013089641,0.000037696827,0.0000010398334],"category_scores_gemma":[0.00025641473,0.00006322992,0.000040279414,0.00017369178,0.000112439084,0.00031775938,0.000024422838,0.00017868029,6.532404e-8],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000028498962,0.000031378735,0.0045003947,0.00030840255,0.00016134769,0.0000034331897,0.0012015416,0.022896314,0.91222346,0.000063106796,0.00024198851,0.058340143],"study_design_scores_gemma":[0.00051304465,0.00022237675,0.6051504,0.00030452185,0.0001177561,0.00018225427,0.0000794271,0.31527567,0.07554974,0.00014453825,0.002134879,0.00032540262],"about_ca_topic_score_codex":0.000001923851,"about_ca_topic_score_gemma":0.000001112358,"teacher_disagreement_score":0.83667374,"about_ca_system_score_codex":0.000034192934,"about_ca_system_score_gemma":0.000020066609,"threshold_uncertainty_score":0.25784412},"labels":[],"label_agreement":null},{"id":"W2789888990","doi":"10.1088/1742-2140/aaa91f","title":"Effect of fluid penetration on tensile failure during fracturing of an open-hole wellbore","year":2018,"lang":"en","type":"article","venue":"Journal of Geophysics and Engineering","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":7,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Wellbore; Penetration (warfare); Petroleum engineering; Geology; Geotechnical engineering; Ultimate tensile strength; Fracturing fluid; Materials science; Engineering; Composite material; Operations research","score_opus":0.002620547882257854,"score_gpt":0.2051653168955934,"score_spread":0.20254476901333554,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2789888990","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99850935,0.00013411052,0.00094942044,0.000012989983,0.00016005248,0.000056808636,0.0000027352112,0.000018507959,0.00015603915],"genre_scores_gemma":[0.99905187,0.00005173842,0.00046194988,0.000002611248,0.00039091113,7.61742e-7,0.000001787252,0.000029990235,0.000008351932],"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9991685,0.000018139945,0.00036009046,0.00009530349,0.0002023685,0.00015557405],"domain_scores_gemma":[0.99944156,0.00006118113,0.0001312043,0.00018022869,0.00009348301,0.00009231747],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00025917223,0.00015983677,0.0004015557,0.00017534643,0.000044092943,0.00003720074,0.0002043224,0.00006932243,0.000009189035],"category_scores_gemma":[0.000030151752,0.00012855772,0.000086773165,0.00017658752,0.00002316377,0.0003142813,0.00003883742,0.00021569118,0.0000011753846],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000051199015,0.000022279712,0.00006383066,0.00031683067,0.00012873508,0.000008309923,0.00024714533,0.62886167,0.36833772,0.000007095529,0.000020787606,0.0019344155],"study_design_scores_gemma":[0.0006674422,0.0011315878,0.008326886,0.0003806892,0.00007363401,0.000018971736,0.000049634054,0.11720162,0.8718016,0.000016388516,0.00016188434,0.00016964828],"about_ca_topic_score_codex":0.000021806374,"about_ca_topic_score_gemma":0.0000031480645,"teacher_disagreement_score":0.51166004,"about_ca_system_score_codex":0.00002230266,"about_ca_system_score_gemma":0.000009378797,"threshold_uncertainty_score":0.5242432},"labels":[],"label_agreement":null},{"id":"W2790074133","doi":"10.1016/j.petrol.2018.02.029","title":"Investigation of the initiation pressure and fracture geometry of fractured deviated wells","year":2018,"lang":"en","type":"article","venue":"Journal of Petroleum Science and Engineering","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":28,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"China Scholarship Council; National Natural Science Foundation of China; Alberta Innovates - Technology Futures","keywords":"Borehole; Casing; Perforation; Hydraulic fracturing; Geology; Materials science; Geotechnical engineering; Perpendicular; Fracture (geology); Mechanics; Geometry; Composite material; Petroleum engineering","score_opus":0.005409810971650818,"score_gpt":0.19207911742118514,"score_spread":0.1866693064495343,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2790074133","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9942475,0.0012110745,0.00412104,0.00015524053,0.00017559055,0.000020475773,0.0000014251315,0.000009027268,0.00005865834],"genre_scores_gemma":[0.9993666,0.00009883143,0.00039270174,0.000028991419,0.00010022077,2.4816413e-7,1.7563697e-7,0.000006400776,0.000005829487],"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99916553,0.000009709672,0.00027764172,0.000066747365,0.00036302334,0.00011732805],"domain_scores_gemma":[0.9994063,0.000043134198,0.00015555779,0.00010432739,0.00021701776,0.00007368111],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00054221886,0.00008148451,0.00017653474,0.00030214438,0.000055905217,0.000025430616,0.00016759531,0.00005785779,0.000006622843],"category_scores_gemma":[0.00020304386,0.000053048952,0.00003869281,0.0005138127,0.00017571387,0.0003196435,0.000027339916,0.00018688629,1.5172371e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000006047283,0.0000046826117,0.008557974,0.00019020683,0.000089007626,8.371899e-7,0.0010747254,0.7407686,0.24878342,0.0000075758885,0.00015227216,0.00036466136],"study_design_scores_gemma":[0.00030649634,0.000099515135,0.32123584,0.00029982376,0.00014511494,0.000029669818,0.00011130781,0.33207855,0.34307382,0.00004916125,0.0024404982,0.00013022369],"about_ca_topic_score_codex":0.000011631733,"about_ca_topic_score_gemma":0.0000013057966,"teacher_disagreement_score":0.40869004,"about_ca_system_score_codex":0.000016374277,"about_ca_system_score_gemma":0.000040098043,"threshold_uncertainty_score":0.21632735},"labels":[],"label_agreement":null},{"id":"W2790123025","doi":"10.2118/189812-ms","title":"A New Simple Analytic Equation for Estimating Asymmetric Growth of Stimulated Reservoir Volume in Anisotropic Shales","year":2018,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Calgary","funders":"China National Offshore Oil Corporation; University of Calgary","keywords":"Microseism; Anisotropy; Ellipsoid; Geology; Oil shale; Petroleum reservoir; Volume (thermodynamics); Petroleum engineering; Physics; Seismology; Optics; Geodesy","score_opus":0.020565574991249818,"score_gpt":0.2648019981511957,"score_spread":0.2442364231599459,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2790123025","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.25753456,0.00008619031,0.741034,0.00007074028,0.000063316336,0.00013317044,0.0000033316571,0.00012296627,0.0009517886],"genre_scores_gemma":[0.9307548,0.000005529492,0.06868006,0.000009336164,0.00014114557,0.000006175363,0.000023339599,0.000023841127,0.00035580448],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99896365,0.000020022952,0.00040007528,0.00017727885,0.00017655584,0.0002624063],"domain_scores_gemma":[0.9993543,0.00017535772,0.000055524677,0.00021560218,0.00012167906,0.000077543795],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00021565835,0.00013103151,0.00028859702,0.0005595254,0.000043442255,0.000026082087,0.00017140692,0.00008929126,0.00014785971],"category_scores_gemma":[0.00054525526,0.000117637006,0.00009311848,0.0012448353,0.000021863876,0.00013444854,0.00002748023,0.000083514155,0.000021535334],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000012240793,0.000018171631,0.007111477,0.00020059233,0.000088076195,0.0000011814403,0.00021478202,0.9864664,0.00026770114,0.00004667558,0.0016830208,0.0038896834],"study_design_scores_gemma":[0.00049274054,0.00009313772,0.0072109164,0.00004490161,0.000044014625,4.6809848e-7,0.00003672297,0.98767006,0.0030504898,0.001163072,0.00006471448,0.00012874081],"about_ca_topic_score_codex":0.0018947067,"about_ca_topic_score_gemma":0.0004930993,"teacher_disagreement_score":0.6732202,"about_ca_system_score_codex":0.00008040526,"about_ca_system_score_gemma":0.000031276435,"threshold_uncertainty_score":0.4797098},"labels":[],"label_agreement":null},{"id":"W2790135970","doi":"10.2118/189824-ms","title":"Strategic Waterflood Optimization with Innovative Active Injection Control Devices in Tight Oil Reservoirs","year":2018,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":7,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Petroleum engineering; Water injection (oil production); Oil production; Oil in place; Injection well; Well control; Completion (oil and gas wells); Geology; Oil field; Offset (computer science); Petroleum; Environmental science; Drilling; Computer science; Engineering; Mechanical engineering","score_opus":0.00814424112968471,"score_gpt":0.21075783620279118,"score_spread":0.20261359507310647,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2790135970","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8591308,0.00003153622,0.057286326,0.00021655319,0.000104788036,0.00009259527,0.0000042449997,0.000293355,0.082839824],"genre_scores_gemma":[0.99813074,0.000014354651,0.0010992278,0.00004469915,0.00011472112,0.000022495553,0.000019141307,0.000023844534,0.0005308064],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99917,0.000042887572,0.00020222783,0.00019366646,0.0001553258,0.00023589308],"domain_scores_gemma":[0.9995338,0.000029418006,0.000036419082,0.00016093913,0.00019529634,0.00004414405],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00011843391,0.00015792379,0.00019013401,0.00028099428,0.00006837011,0.00005213896,0.00010407907,0.00009747817,0.00021797395],"category_scores_gemma":[0.000009539369,0.000108721615,0.000020819201,0.0009832109,0.000055660184,0.00030704853,0.000010899881,0.00018249209,0.00002858109],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00006730771,0.000023737195,0.0007355897,0.000026006694,0.00013116517,0.000004501658,0.00052712706,0.9977196,0.00023734361,0.000020171845,0.000037774167,0.0004697109],"study_design_scores_gemma":[0.0012547612,0.00023319632,0.002336683,0.00007393407,0.00003364129,0.0000057724783,0.0011934661,0.98109585,0.013218689,0.000047350695,0.00021852322,0.00028812856],"about_ca_topic_score_codex":0.00048213723,"about_ca_topic_score_gemma":0.0031417834,"teacher_disagreement_score":0.13899994,"about_ca_system_score_codex":0.00008977382,"about_ca_system_score_gemma":0.000025763802,"threshold_uncertainty_score":0.44335386},"labels":[],"label_agreement":null},{"id":"W2790577132","doi":"10.2118/189795-ms","title":"3D Geomechanical Modeling in the Complex Fracture Network of the Horn River Shale Using a Fully-Coupled Hybrid Hydraulic Fracture HHF Model: Permeability Evolution and Depletion","year":2018,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":8,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Nexen (Canada); University of Calgary","funders":"China National Offshore Oil Corporation","keywords":"Microseism; Geology; Hydraulic fracturing; Oil shale; Permeability (electromagnetism); Fracture (geology); Petroleum engineering; Geotechnical engineering; Seismology","score_opus":0.01977319495043155,"score_gpt":0.23056353468498203,"score_spread":0.21079033973455047,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2790577132","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.5255916,0.0001393343,0.47358707,0.00031104113,0.000044280045,0.00016580433,0.0000029346256,0.00005305775,0.00010489985],"genre_scores_gemma":[0.9967349,0.000023429277,0.0024000376,0.0004999079,0.00028409282,0.0000089379,0.000010527805,0.000029789911,0.000008356118],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9983308,0.00013271319,0.00041801872,0.00033065112,0.0003855631,0.00040228045],"domain_scores_gemma":[0.9990825,0.00008858425,0.00007231287,0.000589591,0.000101508405,0.000065472246],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006098212,0.00025367492,0.000343251,0.00006291307,0.00027184954,0.000042989235,0.000341435,0.00019416,0.00007783019],"category_scores_gemma":[0.00006386238,0.00014867478,0.00016346265,0.00036835822,0.00015395579,0.00015711908,0.0000959682,0.00054121943,0.000002714767],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000019022173,0.00003054344,0.0007362622,0.00003848818,0.000043117034,8.752217e-7,0.000508381,0.99767995,0.00059567095,0.00001122558,0.00019269322,0.00014380048],"study_design_scores_gemma":[0.0002466292,0.000019646943,0.0035364963,0.000046717178,0.00008541759,0.00001371854,0.00010215122,0.99333745,0.00012797875,0.00215426,0.00014590239,0.00018362486],"about_ca_topic_score_codex":0.0014636307,"about_ca_topic_score_gemma":0.0004390771,"teacher_disagreement_score":0.47118703,"about_ca_system_score_codex":0.00015157007,"about_ca_system_score_gemma":0.000031961892,"threshold_uncertainty_score":0.6062782},"labels":[],"label_agreement":null},{"id":"W2790774115","doi":"10.2118/189734-ms","title":"Direction of Wormhole Growth Under Anisotropic Stress","year":2018,"lang":"en","type":"article","venue":"SPE Canada Heavy Oil Technical Conference","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"Innotech Alberta","keywords":"Petrophysics; Permeability (electromagnetism); Anisotropy; Geology; Saturation (graph theory); Petroleum engineering; Geotechnical engineering; Porosity; Wormhole; Perpendicular; Porous medium; Oil field; Mechanics; Geometry; Physics","score_opus":0.010098456825738412,"score_gpt":0.2128903256734855,"score_spread":0.2027918688477471,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2790774115","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.77117115,0.0007562557,0.051736377,0.0029508194,0.0013632523,0.0001554618,0.00011376259,0.0011020487,0.17065085],"genre_scores_gemma":[0.998827,0.000118635915,0.00038072077,0.000056824058,0.000103840954,0.0000054133643,0.000006270202,0.000016379276,0.00048490608],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9990427,0.000019861627,0.00023598438,0.00017916026,0.0002703997,0.0002518814],"domain_scores_gemma":[0.99937356,0.000038638234,0.000034349043,0.00028707762,0.00013929307,0.0001270668],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000057538004,0.00013498215,0.0002248671,0.00006167946,0.00006203991,0.000017319608,0.00023165878,0.000099814446,0.00023177515],"category_scores_gemma":[0.000045209774,0.00012197145,0.000047881815,0.00027197224,0.00012210662,0.000050799612,0.0000353759,0.00020868023,0.000006863761],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00044812085,0.00092439854,0.017741943,0.0052406313,0.002351763,0.00033469,0.00077201746,0.2205733,0.27667692,0.034175623,0.17227681,0.26848376],"study_design_scores_gemma":[0.0014862764,0.0005377276,0.089738816,0.0010634534,0.00031350311,0.000043985314,0.0004278178,0.07537257,0.7598155,0.004669565,0.06422034,0.002310433],"about_ca_topic_score_codex":0.19540003,"about_ca_topic_score_gemma":0.6677408,"teacher_disagreement_score":0.4831386,"about_ca_system_score_codex":0.00017071157,"about_ca_system_score_gemma":0.0002137376,"threshold_uncertainty_score":0.80995786},"labels":[],"label_agreement":null},{"id":"W2791254433","doi":"10.2118/189773-ms","title":"A Critical Review of Sand Control Evaluation Testing for SAGD Applications","year":2018,"lang":"en","type":"review","venue":"SPE Canada Heavy Oil Technical Conference","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":25,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"Natural Sciences and Engineering Research Council of Canada; RGL Reservoir Management","keywords":"Petroleum engineering; Current (fluid); Flow (mathematics); Geotechnical engineering; Engineering; Environmental science; Geology; Mechanics","score_opus":0.07218894647049814,"score_gpt":0.3440274651747833,"score_spread":0.2718385187042851,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2791254433","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[5.503851e-8,0.9669315,0.025250977,0.00019798963,0.00010248806,0.00087201956,0.00031838057,0.00011175693,0.006214806],"genre_scores_gemma":[0.0010112192,0.9943054,0.0023915502,0.000103233455,0.00022357277,0.0017228109,0.00014443186,0.00005272558,0.000045076802],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.99748135,0.00011727333,0.0010493041,0.00041204717,0.00056334015,0.00037671364],"domain_scores_gemma":[0.99654704,0.001433226,0.00018845106,0.0006844423,0.00093720324,0.00020963623],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00089220656,0.0003673861,0.0016892435,0.00009404806,0.0000895916,0.000027654305,0.0005111742,0.0002823335,0.00015207235],"category_scores_gemma":[0.0032305836,0.00030937896,0.00032627978,0.0004834038,0.00014402805,0.000038707774,0.000035454887,0.00042253392,0.00000689579],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000011243284,0.000011890056,1.4415464e-7,0.15844835,0.00009649103,0.00000114536,5.992846e-7,0.000066320776,0.0000022913853,0.0000761165,0.009018145,0.83227736],"study_design_scores_gemma":[0.0001089891,0.000030181243,5.7571594e-7,0.06703713,0.0019496466,0.000013519448,8.091206e-7,0.0045913695,0.0000083813775,0.0001445058,0.925774,0.0003409064],"about_ca_topic_score_codex":0.006872106,"about_ca_topic_score_gemma":0.019456359,"teacher_disagreement_score":0.91675586,"about_ca_system_score_codex":0.00042973325,"about_ca_system_score_gemma":0.0026556312,"threshold_uncertainty_score":0.9999358},"labels":[],"label_agreement":null},{"id":"W2791302512","doi":"10.1016/j.jngse.2018.01.033","title":"3D observations of the hydraulic fracturing process for a model non-cemented horizontal well under true triaxial conditions using an X-ray CT imaging technique","year":2018,"lang":"en","type":"article","venue":"Journal of Natural Gas Science and Engineering","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":24,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"National Key Research and Development Program of China; China Scholarship Council; Southwest Petroleum University; Ministry of Education of the People's Republic of China; National Natural Science Foundation of China","keywords":"Hydraulic fracturing; Anisotropy; Differential stress; Geology; Azimuth; Fracture (geology); Stress (linguistics); Stress field; Geotechnical engineering; Viscosity; Materials science; Geometry; Deformation (meteorology); Composite material; Optics; Structural engineering; Finite element method","score_opus":0.01806749676230619,"score_gpt":0.27067616015604207,"score_spread":0.2526086633937359,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2791302512","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8050367,0.000103653896,0.19424051,0.000095110336,0.0003151233,0.00015355878,0.0000038172766,0.000027771664,0.00002375656],"genre_scores_gemma":[0.9917206,0.000012262964,0.007977981,0.000030705407,0.00022519205,0.0000068385566,0.0000010460126,0.000019968671,0.000005382106],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99876964,0.000007890544,0.00039239498,0.00014466002,0.0003898393,0.0002955621],"domain_scores_gemma":[0.9991803,0.00004058514,0.00014527445,0.00015932447,0.0003625928,0.000111879],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00057154655,0.00015813517,0.00023725723,0.0003581451,0.00029827765,0.00007602783,0.0003745691,0.00003485964,0.0000028471654],"category_scores_gemma":[0.00011622768,0.00011177751,0.00011032928,0.0006571962,0.00016621,0.0009654483,0.000036620622,0.00031304924,1.1039698e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000053025915,0.000011860845,0.000045182373,0.000037307742,0.000022568041,9.260879e-7,0.00014537107,0.7097898,0.28983256,0.000003927823,0.000010280611,0.00009490833],"study_design_scores_gemma":[0.00030976962,0.00004053989,0.000885827,0.00016146032,0.000064223765,0.000066394554,0.00015319443,0.91111386,0.08694857,0.00007164796,0.000054603774,0.00012992609],"about_ca_topic_score_codex":0.000014953235,"about_ca_topic_score_gemma":0.0000047462177,"teacher_disagreement_score":0.20288399,"about_ca_system_score_codex":0.00013468003,"about_ca_system_score_gemma":0.00012883263,"threshold_uncertainty_score":0.45581546},"labels":[],"label_agreement":null},{"id":"W2791601738","doi":"10.2118/189769-ms","title":"An Experimental Investigation into Sand Control Failure Due to Steam Breakthrough in SAGD Wells","year":2018,"lang":"en","type":"article","venue":"SPE Canada Heavy Oil Technical Conference","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":23,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"Natural Sciences and Engineering Research Council of Canada; RGL Reservoir Management","keywords":"Petroleum engineering; Steam injection; Geotechnical engineering; Environmental science; Steam drum; Engineering; Superheated steam; Waste management; Boiler (water heating)","score_opus":0.008090707931537001,"score_gpt":0.23123948632704802,"score_spread":0.22314877839551103,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2791601738","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9856425,0.00018526014,0.0054246886,0.0033519666,0.00023284052,0.00018003062,0.000023965646,0.00029970173,0.0046590627],"genre_scores_gemma":[0.99754727,0.000008534915,0.0013745587,0.0007575164,0.0001549471,0.000039247003,0.000015229527,0.000027830582,0.000074856005],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9984882,0.000060572464,0.00035204153,0.00036133168,0.00034108292,0.0003967975],"domain_scores_gemma":[0.998994,0.000047503923,0.000030240211,0.00044459422,0.0000775781,0.00040608746],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001622047,0.000230844,0.00035146478,0.00010975828,0.00008990239,0.000061604725,0.00037020282,0.0001629788,0.00023664813],"category_scores_gemma":[0.00005586463,0.00022244953,0.000038813792,0.000357005,0.00013310653,0.00015124382,0.000036266214,0.00031922592,0.000023597611],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00028981006,0.00028994257,0.0031207262,0.00039177857,0.00021797164,0.00052172213,0.0033806674,0.11975508,0.75781554,0.00087194284,0.07089375,0.04245105],"study_design_scores_gemma":[0.0024855165,0.00084770395,0.011316217,0.0005948325,0.00007304681,0.000068575675,0.0015207911,0.08111011,0.8392009,0.0010562162,0.05962966,0.0020964162],"about_ca_topic_score_codex":0.37173867,"about_ca_topic_score_gemma":0.8675887,"teacher_disagreement_score":0.49585006,"about_ca_system_score_codex":0.00053347414,"about_ca_system_score_gemma":0.000392387,"threshold_uncertainty_score":0.90712285},"labels":[],"label_agreement":null},{"id":"W2791869118","doi":"10.1785/0120170207","title":"Examining the Capability of Statistical Models to Mitigate Induced Seismicity during Hydraulic Fracturing of Shale Gas Reservoirs","year":2018,"lang":"en","type":"article","venue":"Bulletin of the Seismological Society of America","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":54,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Nexen (Canada)","funders":"University of Bristol; Natural Environment Research Council; Sight Research UK","keywords":"Induced seismicity; Citation; Hydraulic fracturing; History; Library science; Geology; Engineering; Seismology; Computer science; Paleontology","score_opus":0.022989560689137593,"score_gpt":0.22859511238604052,"score_spread":0.20560555169690292,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2791869118","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9756006,0.00007521036,0.01805639,0.0050235824,0.00006419992,0.00024318004,0.000039270955,0.00004946072,0.00084809045],"genre_scores_gemma":[0.9926317,0.000046733596,0.0063560074,0.0008072051,0.00006344153,0.00001163029,0.000002227667,0.000024270059,0.00005682669],"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9977319,0.0002320766,0.0007852203,0.0003215699,0.00052552717,0.00040370267],"domain_scores_gemma":[0.99799865,0.00063388795,0.00032229093,0.0007572321,0.00017174901,0.000116165196],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00061531196,0.0002461303,0.00073154864,0.00003416104,0.00015558324,0.0000075995154,0.0008447579,0.00018745502,0.00023078365],"category_scores_gemma":[0.00033378156,0.00014963868,0.00044560403,0.0004152413,0.0011965695,0.000024150535,0.00044471974,0.00044390315,0.0000051491115],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00010589602,0.0001973928,0.001001538,0.00057280617,0.0004901284,0.0000014526228,0.004867756,0.96547717,0.017453723,0.000012676527,0.007433105,0.0023863716],"study_design_scores_gemma":[0.0011967655,0.0011244365,0.113026276,0.0006778457,0.00034240194,0.000015895377,0.00629697,0.34100962,0.51401573,0.0029447086,0.018425973,0.00092337985],"about_ca_topic_score_codex":0.006333749,"about_ca_topic_score_gemma":0.0000015937352,"teacher_disagreement_score":0.62446755,"about_ca_system_score_codex":0.000058655012,"about_ca_system_score_gemma":0.00002679972,"threshold_uncertainty_score":0.95747757},"labels":[],"label_agreement":null},{"id":"W2792018636","doi":"10.2118/189805-ms","title":"Dual-Permeability Matrix–Fracture Corefloods for Studying Gas Flooding in Tight Oil Reservoirs","year":2018,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary; Saskatchewan Research Council (Canada)","funders":"","keywords":"Permeability (electromagnetism); Tight gas; Petroleum engineering; Tight oil; Geology; Water flooding; Porosity; Porous medium; Oil in place; Relative permeability; Oil field; Matrix (chemical analysis); Enhanced oil recovery; Geotechnical engineering; Materials science; Chemistry; Composite material; Petroleum; Hydraulic fracturing","score_opus":0.01750307029766058,"score_gpt":0.2739712173490511,"score_spread":0.25646814705139054,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2792018636","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.97381926,0.00030647602,0.007240075,0.0007542417,0.0004071462,0.00019236101,0.000009692247,0.0005102819,0.016760485],"genre_scores_gemma":[0.99497193,0.000064838445,0.0023430306,0.000087459644,0.00055568636,0.000060596125,0.000017667193,0.00005930424,0.001839457],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9981704,0.000053606916,0.00047719086,0.00041548652,0.0002723768,0.00061096303],"domain_scores_gemma":[0.9989322,0.00020707329,0.000040229785,0.00056926475,0.00010154119,0.000149701],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007094135,0.00028674095,0.0004206916,0.00026435606,0.00018713872,0.00008479477,0.00027533178,0.0002122081,0.00040198027],"category_scores_gemma":[0.00012532368,0.00023224656,0.00018466233,0.0004821407,0.000081219834,0.0002149234,0.00007093429,0.0003308551,0.00006965011],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00015489437,0.00032139692,0.01671382,0.0012308441,0.00061153545,0.000050310864,0.0052349125,0.9393679,0.006274444,0.00010777702,0.018528145,0.01140401],"study_design_scores_gemma":[0.0032259007,0.0002847153,0.010844043,0.00031099806,0.0002241137,0.000019455612,0.0017986686,0.82047397,0.06336382,0.00090214505,0.096987665,0.0015645003],"about_ca_topic_score_codex":0.00022989979,"about_ca_topic_score_gemma":0.0010722586,"teacher_disagreement_score":0.118893944,"about_ca_system_score_codex":0.00017008372,"about_ca_system_score_gemma":0.000026414744,"threshold_uncertainty_score":0.947074},"labels":[],"label_agreement":null},{"id":"W2792035904","doi":"10.2118/189557-ms","title":"A Large-Scale Sand Retention Test Facility for Evaluation and Selection of Optimal Standalone Sand Screen for Injection Wells in Thermal Operations","year":2018,"lang":"en","type":"article","venue":"SPE International Conference and Exhibition on Formation Damage Control","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":13,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"Natural Sciences and Engineering Research Council of Canada; RGL Reservoir Management","keywords":"Backflow; Injector; Petroleum engineering; Injection well; Water injection (oil production); Environmental science; Water hammer; Geotechnical engineering; Wireline; Geology; Engineering; Inlet; Mechanical engineering","score_opus":0.017630789019980688,"score_gpt":0.2717588523271739,"score_spread":0.25412806330719323,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2792035904","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.6198477,0.00001749606,0.37791124,0.00032751897,0.00007508173,0.000608129,0.00053333107,0.000030891733,0.00064858585],"genre_scores_gemma":[0.9985548,0.000037268244,0.0005328719,0.000044306882,0.00010509477,0.00012700252,0.0005338931,0.0000072048847,0.000057553014],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99908644,0.00004186093,0.00035815575,0.00016939655,0.00021242604,0.00013174098],"domain_scores_gemma":[0.99912477,0.00008107146,0.00007487731,0.00006384063,0.0006161756,0.000039244256],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00063792896,0.00011681364,0.0001609004,0.00025270585,0.00013728684,0.00009035712,0.000047769892,0.00009080265,0.00015126204],"category_scores_gemma":[0.00013871152,0.00011295035,0.00004918218,0.00009629053,0.000048025206,0.0006013627,0.000008371698,0.00008232956,0.0000028593693],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0023497364,0.0004590967,0.0053508505,0.00047039325,0.00034098257,4.6950453e-7,0.006202989,0.75811714,0.18374282,0.001413301,0.0010285056,0.040523704],"study_design_scores_gemma":[0.0035764205,0.0003537375,0.006445867,0.00007338475,0.00004461573,0.0000021281944,0.0003501094,0.9702378,0.018151782,0.00031374706,0.00033561004,0.000114834664],"about_ca_topic_score_codex":0.00003845208,"about_ca_topic_score_gemma":0.00034527233,"teacher_disagreement_score":0.37870708,"about_ca_system_score_codex":0.00008355321,"about_ca_system_score_gemma":0.000024008114,"threshold_uncertainty_score":0.46059817},"labels":[],"label_agreement":null},{"id":"W2792260696","doi":"10.2118/189539-ms","title":"Comparative Study on the Performance of Different Stand-Alone Sand Control Screens in Thermal Wells","year":2018,"lang":"en","type":"article","venue":"SPE International Conference and Exhibition on Formation Damage Control","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":35,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"Natural Sciences and Engineering Research Council of Canada; RGL Reservoir Management","keywords":"Wellbore; Aperture (computer memory); Petroleum engineering; Volumetric flow rate; Ranging; Flow (mathematics); Completion (oil and gas wells); Geology; Pressure drop; Nominal Pipe Size; Geotechnical engineering; Materials science; Mechanics; Engineering; Mechanical engineering; Composite material","score_opus":0.021042416156011143,"score_gpt":0.25590489533183985,"score_spread":0.2348624791758287,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2792260696","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9842071,0.000013561566,0.0027515602,0.00079211727,0.00009770972,0.00035669893,0.000052832824,0.000029867082,0.011698547],"genre_scores_gemma":[0.99959487,0.000044273325,0.0000036743952,0.00015132096,0.000084355706,0.000030327183,0.000020553689,0.0000067033347,0.000063912776],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9989964,0.000089730805,0.00034171843,0.00012422445,0.00031200872,0.00013593992],"domain_scores_gemma":[0.9994219,0.00012547724,0.00009627278,0.00015032072,0.00016673189,0.000039289418],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00023557832,0.00015236966,0.00024678698,0.00019263507,0.00008409991,0.000064757456,0.00015071363,0.000042943808,0.00033818715],"category_scores_gemma":[0.00001772414,0.000100558376,0.0000450101,0.00008263817,0.00009034359,0.0002460121,0.000013050741,0.00018605833,0.00004445287],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.009268908,0.004005018,0.07052122,0.00038297445,0.0034516433,0.00004220094,0.04393439,0.7096343,0.11997023,0.014597559,0.0042523565,0.01993916],"study_design_scores_gemma":[0.004182781,0.00081982417,0.1092871,0.00020913302,0.00003387505,0.0000013300556,0.0016195283,0.85848397,0.024855258,0.0001132634,0.00020424792,0.00018970502],"about_ca_topic_score_codex":0.0000172804,"about_ca_topic_score_gemma":0.000048704256,"teacher_disagreement_score":0.14884962,"about_ca_system_score_codex":0.00004711824,"about_ca_system_score_gemma":0.000009391422,"threshold_uncertainty_score":0.41006514},"labels":[],"label_agreement":null},{"id":"W2792397378","doi":"10.2118/189766-ms","title":"Sand Control Testing for Steam Injection Wells","year":2018,"lang":"en","type":"article","venue":"SPE Canada Heavy Oil Technical Conference","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":15,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Alberta","funders":"Natural Sciences and Engineering Research Council of Canada; RGL Reservoir Management","keywords":"Injector; Backflow; Petroleum engineering; Environmental science; Shut down; Injection well; Geotechnical engineering; Geology; Engineering; Inlet; Nuclear engineering; Mechanical engineering","score_opus":0.015445199380941691,"score_gpt":0.22604053854844516,"score_spread":0.21059533916750348,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2792397378","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.27174634,0.0012810713,0.44402924,0.0062000654,0.003680144,0.0011008235,0.00035927768,0.003659371,0.26794365],"genre_scores_gemma":[0.9974953,0.0000116259625,0.0013793748,0.00022892925,0.00032008867,0.000033955275,0.0000064864594,0.000025410385,0.0004988195],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99888456,0.000015719283,0.00026844407,0.00023721094,0.00021619178,0.00037789816],"domain_scores_gemma":[0.9991218,0.00019299633,0.000037475318,0.00027664265,0.0001997717,0.00017133803],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00016845796,0.00016909363,0.00025970777,0.000057359935,0.00015034988,0.000042393618,0.00021797253,0.00012076732,0.00009157507],"category_scores_gemma":[0.0002723691,0.00015491521,0.000054461878,0.00023035212,0.00008449629,0.000054707165,0.000019347102,0.0002331088,0.000008898206],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00033119167,0.00014536652,0.003094447,0.0013538032,0.0006754208,0.000079224825,0.00014876653,0.2043982,0.08201153,0.0007790106,0.2450424,0.46194065],"study_design_scores_gemma":[0.0024978882,0.0009771574,0.005566998,0.00049364916,0.0002830445,0.00007969384,0.0001194715,0.59703207,0.06824015,0.0014826724,0.32152402,0.0017031726],"about_ca_topic_score_codex":0.10202625,"about_ca_topic_score_gemma":0.37985432,"teacher_disagreement_score":0.72574896,"about_ca_system_score_codex":0.00021951,"about_ca_system_score_gemma":0.00033150896,"threshold_uncertainty_score":0.90395343},"labels":[],"label_agreement":null},{"id":"W2792607469","doi":"10.2118/189783-ms","title":"Material Balance Forecast of Huff-and-Puff Gas Injection in Multiporosity Shale Oil Reservoirs","year":2018,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":19,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Nexen (Canada); University of Calgary","funders":"China National Offshore Oil Corporation","keywords":"Petroleum engineering; Oil shale; Oil in place; Shale oil; Hydraulic fracturing; Geology; Tight oil; Shale gas; Enhanced oil recovery; Gas oil ratio; Volume (thermodynamics); Petroleum; Natural gas; Fossil fuel; Waste management; Engineering; Thermodynamics","score_opus":0.0074404670438944385,"score_gpt":0.21051263883166124,"score_spread":0.2030721717877668,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2792607469","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9899445,0.00003515559,0.00071575504,0.000047270376,0.00021438595,0.00003298829,0.0000068849263,0.000097636366,0.00890541],"genre_scores_gemma":[0.9985733,0.00006505975,0.0005942062,0.000009401765,0.00015173997,0.0000070543747,0.000007220085,0.00001431347,0.0005776864],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99930227,0.000022520719,0.00022357941,0.00014923925,0.000112511436,0.00018989632],"domain_scores_gemma":[0.99967927,0.000019833022,0.000026469052,0.00018997636,0.000035112953,0.000049323844],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00018006818,0.00010490828,0.00019503833,0.00012211055,0.00003853396,0.000018265171,0.00009684554,0.00009208177,0.00019714165],"category_scores_gemma":[0.000025952599,0.00009054636,0.000039175717,0.00018791898,0.000068072135,0.00011233535,0.000042914446,0.00009306656,0.000014873029],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0007028179,0.00046337946,0.24864684,0.002277996,0.00053586956,0.000042060306,0.0082959775,0.4735745,0.20668809,0.000120766876,0.008036395,0.050615333],"study_design_scores_gemma":[0.0011359889,0.00017399012,0.044915564,0.00016294564,0.00003458578,0.000018480574,0.0003164817,0.5785391,0.37188458,0.00016896344,0.002224409,0.0004249488],"about_ca_topic_score_codex":0.0018468298,"about_ca_topic_score_gemma":0.0022431142,"teacher_disagreement_score":0.20373127,"about_ca_system_score_codex":0.00003613477,"about_ca_system_score_gemma":0.0000058179176,"threshold_uncertainty_score":0.36923733},"labels":[],"label_agreement":null},{"id":"W2792811744","doi":"10.1088/1755-1315/108/3/032083","title":"A Fractal Permeability Model for Shale Oil Reservoir","year":2018,"lang":"en","type":"article","venue":"IOP Conference Series Earth and Environmental Science","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"National Key Research and Development Program of China; National Science and Technology Major Project","keywords":"Tortuosity; Oil shale; Fractal; Geology; Permeability (electromagnetism); Porosity; Petroleum engineering; Petroleum reservoir; Fractal dimension; Porous medium; Mineralogy; Shale gas; Geotechnical engineering; Mathematics; Chemistry; Mathematical analysis","score_opus":0.014230749019949225,"score_gpt":0.21421763757712756,"score_spread":0.19998688855717833,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2792811744","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9931984,0.000066943,0.002920623,0.00011677643,0.00007934339,0.00006141253,0.000048220918,0.000072915274,0.0034353775],"genre_scores_gemma":[0.99646515,0.00016998207,0.0016077117,0.000038988102,0.00006383777,0.00001925757,0.000009178116,0.000010185684,0.0016156993],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99883467,0.000008136915,0.00014771528,0.00034760495,0.00025144036,0.00041045147],"domain_scores_gemma":[0.9994558,0.000017590304,0.000020524252,0.00027228124,0.00001647837,0.00021731369],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00022478263,0.00015139417,0.00014761912,0.00005514768,0.000427282,0.000111611924,0.0002589182,0.000057059962,0.00018131101],"category_scores_gemma":[0.000033486736,0.00013084385,0.000044460423,0.00011763459,0.0015400257,0.0005704352,0.00010409485,0.0000990903,0.000023589611],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00022809401,0.00019179554,0.007340076,0.0003153064,0.00008764383,0.000008941663,0.009790049,0.17794295,0.6958234,0.00032569503,0.00032993336,0.10761618],"study_design_scores_gemma":[0.00017704025,0.000109907,0.010650333,0.000014225182,0.000011150082,0.000008697921,0.00057689106,0.91257745,0.073569305,0.00019245733,0.0018675192,0.00024499337],"about_ca_topic_score_codex":0.00004260772,"about_ca_topic_score_gemma":0.0001931692,"teacher_disagreement_score":0.7346345,"about_ca_system_score_codex":0.00003451268,"about_ca_system_score_gemma":0.000035564117,"threshold_uncertainty_score":0.5674289},"labels":[],"label_agreement":null},{"id":"W2793011790","doi":"10.2118/189802-ms","title":"Reconciling Empirical Methods for Reliable EUR and Production Profile Forecasts of Horizontal Wells in Tight/Shale Reservoirs","year":2018,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":9,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Computer science; Workflow; Production (economics); Oil shale; Enhanced oil recovery; Petroleum engineering; Operations research; Econometrics; Geology; Economics; Engineering; Paleontology","score_opus":0.03055711064045126,"score_gpt":0.3311750899330162,"score_spread":0.30061797929256495,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2793011790","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9592651,0.00032311812,0.03216564,0.00039881698,0.00037834578,0.00037015238,0.0000040160294,0.000118107935,0.006976666],"genre_scores_gemma":[0.87399817,0.000065663786,0.12356193,0.000013253282,0.00025628897,0.000045352514,0.000008392423,0.000029579896,0.0020213507],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99904066,0.00004253586,0.00031779797,0.00026130342,0.000090166286,0.0002475362],"domain_scores_gemma":[0.9994973,0.000094381714,0.00003610117,0.00022071964,0.000087850494,0.000063651365],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007863529,0.00012360312,0.00026532827,0.00016996566,0.000052408206,0.000014829004,0.00009164092,0.00011164874,0.00008220961],"category_scores_gemma":[0.00020182325,0.00010181137,0.00006293479,0.00028699168,0.000059758884,0.00014252264,0.000032388754,0.00012514721,0.000006599144],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0013505457,0.00069570367,0.043306362,0.00584315,0.001241609,0.00001636755,0.014647729,0.1991453,0.26955998,0.00014742656,0.12195309,0.34209272],"study_design_scores_gemma":[0.00041490508,0.00032387086,0.00078429823,0.00009027548,0.000034743738,0.000008016178,0.00023578691,0.53101796,0.4489349,0.0005701505,0.017356548,0.0002285266],"about_ca_topic_score_codex":0.0001610174,"about_ca_topic_score_gemma":0.00015560514,"teacher_disagreement_score":0.3418642,"about_ca_system_score_codex":0.00004962129,"about_ca_system_score_gemma":0.0000191257,"threshold_uncertainty_score":0.41517472},"labels":[],"label_agreement":null},{"id":"W2793070054","doi":"10.2118/189829-ms","title":"Enhancing Oil Recovery by Adding Surfactants in Fracturing Water: A Montney Case Study","year":2018,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":52,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Pulmonary surfactant; Surface tension; Petroleum engineering; Enhanced oil recovery; Drop (telecommunication); Spark plug; Brine; Materials science; Chemistry; Chromatography; Chemical engineering; Geology; Thermodynamics; Engineering; Organic chemistry","score_opus":0.006837901297859557,"score_gpt":0.22368280718154754,"score_spread":0.216844905883688,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2793070054","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9919728,0.00011656025,0.0011654183,0.000020810929,0.00023574065,0.000067833986,0.0000043305226,0.00029638276,0.006120095],"genre_scores_gemma":[0.997935,0.000042293068,0.00024123011,0.0000300255,0.00013418733,0.000014693642,0.000005195412,0.00004867038,0.0015486891],"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99848443,0.00005271089,0.0004098828,0.0003132892,0.00020162671,0.00053805177],"domain_scores_gemma":[0.99940103,0.000074770054,0.000021928397,0.000346626,0.000029605164,0.00012602874],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00042021842,0.0002387121,0.0003195426,0.0002304001,0.00013591684,0.00008827457,0.000156709,0.000104340805,0.00043245975],"category_scores_gemma":[0.000035733952,0.00017842391,0.000075748285,0.00021867781,0.000019309573,0.00027946767,0.00006994822,0.0002809843,0.0001392716],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00010624565,0.001011464,0.019099543,0.00048139668,0.001456641,0.015380638,0.041670542,0.65336007,0.2039342,4.695896e-7,0.005532874,0.057965934],"study_design_scores_gemma":[0.0017504307,0.00028266173,0.0004793017,0.00022664091,0.00012275219,0.00048787642,0.013271372,0.109826796,0.86692566,0.000013001761,0.0052618524,0.0013516288],"about_ca_topic_score_codex":0.006333402,"about_ca_topic_score_gemma":0.014679495,"teacher_disagreement_score":0.66299146,"about_ca_system_score_codex":0.00014164136,"about_ca_system_score_gemma":0.000008310229,"threshold_uncertainty_score":0.9574251},"labels":[],"label_agreement":null},{"id":"W2793095376","doi":"10.2118/189784-ms","title":"Breaking a Paradigm: Can Oil Recovery from Shales be Larger than Oil Recovery from Conventional Reservoirs? The Answer is Yes!","year":2018,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":29,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Nexen (Canada); University of Calgary","funders":"","keywords":"Oil in place; Petroleum engineering; Oil shale; Shale oil; Tight oil; Geology; Unconventional oil; Hydraulic fracturing; Lead (geology); Fossil fuel; Petroleum; Waste management; Engineering","score_opus":0.015145934648419863,"score_gpt":0.2255483346142727,"score_spread":0.21040239996585283,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2793095376","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.94442564,0.0015041818,0.0027715373,0.007643179,0.0015656155,0.00005327702,0.0008785312,0.00048093527,0.04067711],"genre_scores_gemma":[0.9779108,0.00078325655,0.00069877226,0.0015478184,0.0017482956,0.000031292722,0.00037047116,0.00008655509,0.016822707],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9977306,0.00011734289,0.00048714768,0.00054913736,0.0005423836,0.0005733801],"domain_scores_gemma":[0.998269,0.0004460538,0.00009515849,0.0009314923,0.00008171437,0.00017656299],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00033383883,0.00037544392,0.00042600333,0.00014455008,0.00034541253,0.00026200613,0.0006166167,0.00026773318,0.0072880345],"category_scores_gemma":[0.000078142315,0.00026694118,0.00043528917,0.0003254186,0.00016110369,0.0003089138,0.00013327712,0.00042913522,0.00038559228],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0006458467,0.0005528141,0.021198679,0.0003273227,0.015440083,0.0002625832,0.011112239,0.10706193,0.006092762,0.0003481139,0.7785472,0.058410417],"study_design_scores_gemma":[0.0022568582,0.00015630196,0.029991033,0.00078041456,0.0009316715,0.000025784084,0.0016361763,0.12711981,0.021760695,0.008623511,0.8042971,0.0024206594],"about_ca_topic_score_codex":0.019780228,"about_ca_topic_score_gemma":0.017443951,"teacher_disagreement_score":0.055989757,"about_ca_system_score_codex":0.0001343665,"about_ca_system_score_gemma":0.000064221465,"threshold_uncertainty_score":0.9999783},"labels":[],"label_agreement":null},{"id":"W2793245457","doi":"10.1016/j.jngse.2018.01.032","title":"Pressure transient analysis for vertical fractured wells with fishbone fracture patterns","year":2018,"lang":"en","type":"article","venue":"Journal of Natural Gas Science and Engineering","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":18,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Regina","funders":"","keywords":"Fracture (geology); Mechanics; Laplace transform; Superposition principle; Flow (mathematics); Geology; Discretization; Geotechnical engineering; Materials science; Geometry; Mathematics; Physics; Mathematical analysis","score_opus":0.003975835911073362,"score_gpt":0.2040935760509928,"score_spread":0.20011774013991943,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2793245457","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.84966063,0.0013241541,0.1479003,0.000659754,0.00030944298,0.00007357251,0.0000041089156,0.000043554468,0.00002448844],"genre_scores_gemma":[0.99744403,0.00008050093,0.0020354446,0.00009172401,0.00031310666,0.0000016015158,0.0000011325577,0.00001447664,0.000017980532],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99870867,0.000005333838,0.00026500862,0.00016210567,0.0005135219,0.0003453579],"domain_scores_gemma":[0.99920917,0.00006128678,0.000042755615,0.00014261475,0.00033632384,0.00020786763],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00038825264,0.00016867045,0.00033392356,0.0004858013,0.00011094118,0.00011485231,0.0002513567,0.00007299549,0.000018394974],"category_scores_gemma":[0.00008682931,0.00010765332,0.00013642003,0.00086441415,0.00010560664,0.00039432436,0.000013564993,0.0003419086,5.17e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00003731118,0.000011553473,0.0005811015,0.00006749316,0.00062194816,0.00001128872,0.0005156364,0.98853207,0.008629995,0.0000014852912,0.00029983462,0.0006902816],"study_design_scores_gemma":[0.00049736333,0.00022541433,0.035952695,0.00009516267,0.00094142446,0.00006121772,0.00006942242,0.92477936,0.018751629,0.0000043682744,0.01836128,0.00026064416],"about_ca_topic_score_codex":0.000006621033,"about_ca_topic_score_gemma":0.000009927124,"teacher_disagreement_score":0.1477834,"about_ca_system_score_codex":0.000044332442,"about_ca_system_score_gemma":0.000031680203,"threshold_uncertainty_score":0.4389975},"labels":[],"label_agreement":null},{"id":"W2793320406","doi":"10.2118/189751-ms","title":"The Influence of Discontinuities on Geomechanical Analysis of the Joslyn SAGD Steam Release Incident","year":2018,"lang":"en","type":"article","venue":"SPE Canada Heavy Oil Technical Conference","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Alberta","funders":"Energi Simulation","keywords":"Caprock; Geology; Classification of discontinuities; Tarim basin; Geotechnical engineering; Petroleum engineering; Overburden","score_opus":0.007036529543610738,"score_gpt":0.21089633207559905,"score_spread":0.20385980253198832,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2793320406","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.995875,0.00012649909,0.0003847534,0.00091067096,0.000115139526,0.00006315284,0.000049284707,0.0000523062,0.0024231884],"genre_scores_gemma":[0.99927825,0.00017085967,0.000030137364,0.00010030282,0.000035739784,0.000011688547,0.000002662162,0.000013067266,0.0003572866],"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","domain_scores_codex":[0.9981749,0.00007785637,0.0005464114,0.00021919924,0.0006619948,0.00031961457],"domain_scores_gemma":[0.9982529,0.0003291876,0.00013955063,0.0009383165,0.0002150947,0.00012494763],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00030276043,0.00018240108,0.00043466795,0.000096197175,0.0001583304,0.000026188452,0.00087107095,0.00010213863,0.000061042985],"category_scores_gemma":[0.00047787215,0.00010522645,0.00020704916,0.00086205365,0.00045000436,0.000041500563,0.0001451924,0.00037635377,0.000001834541],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00029954838,0.00019395517,0.0044294423,0.00040824438,0.003600174,0.000035917994,0.0005246789,0.8978378,0.027736722,0.010004973,0.009384711,0.045543816],"study_design_scores_gemma":[0.0012581295,0.0008592273,0.43898624,0.001733463,0.004389297,0.000017614047,0.001491761,0.19780837,0.29593036,0.0028855407,0.05236724,0.0022727682],"about_ca_topic_score_codex":0.13936813,"about_ca_topic_score_gemma":0.7937029,"teacher_disagreement_score":0.70002943,"about_ca_system_score_codex":0.00017843544,"about_ca_system_score_gemma":0.0003765168,"threshold_uncertainty_score":0.86636287},"labels":[],"label_agreement":null},{"id":"W2793470414","doi":"","title":"Robustness of Interference Fractures that Promote Simultaneous Growth of Multiple Hydraulic Fractures","year":2014,"lang":"en","type":"article","venue":"48th U.S. Rock Mechanics/Geomechanics Symposium","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":9,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Robustness (evolution); Interference (communication); Computer science; Geology; Telecommunications; Chemistry","score_opus":0.007479136793450458,"score_gpt":0.20969448064192844,"score_spread":0.20221534384847797,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2793470414","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0589121,0.0005476957,0.93745834,0.00021659455,0.0012664332,0.0005407557,0.00007640038,0.00053061853,0.00045109735],"genre_scores_gemma":[0.9977244,0.0004580326,0.0010251518,0.00009287399,0.0002566538,0.00004735375,0.00007632208,0.00019689916,0.00012228123],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99604917,0.0001725648,0.0011372009,0.0008030358,0.0008869842,0.0009510383],"domain_scores_gemma":[0.9967207,0.0006417071,0.00055144925,0.0013038148,0.00042417384,0.0003581581],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00059810467,0.0008514592,0.0013878954,0.0006262272,0.00018490007,0.00006851041,0.0013788472,0.00068806444,0.00016598476],"category_scores_gemma":[0.00053253584,0.0007639979,0.0005271282,0.00071206584,0.000022024626,0.00028990174,0.0003563293,0.000862129,0.000023680888],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00007454009,0.00016357691,0.000016701999,0.0008186573,0.00035281642,0.000010427734,0.00045561738,0.92867357,0.06806782,0.00029871592,0.0002671622,0.00080039614],"study_design_scores_gemma":[0.0005223777,0.00022210712,0.0000036800895,0.00023543705,0.00016547399,0.000016528375,0.00007268814,0.64663994,0.34963602,0.0012395929,0.0007293491,0.00051679823],"about_ca_topic_score_codex":0.00019959772,"about_ca_topic_score_gemma":0.00014495611,"teacher_disagreement_score":0.9388123,"about_ca_system_score_codex":0.00013045037,"about_ca_system_score_gemma":0.00006373592,"threshold_uncertainty_score":0.9994811},"labels":[],"label_agreement":null},{"id":"W2793662803","doi":"10.1021/acs.energyfuels.7b03955","title":"Effects of Dissolved Oxygen on Water Imbibition in Gas Shales","year":2018,"lang":"en","type":"article","venue":"Energy & Fuels","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":32,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Imbibition; Pyrite; Dissolution; Oil shale; Chemistry; Oxygen; Environmental chemistry; Hydraulic fracturing; Sulfate; Salinity; Inorganic chemistry; Mineralogy; Geology; Petroleum engineering","score_opus":0.004053165716832786,"score_gpt":0.19291993516153616,"score_spread":0.18886676944470338,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2793662803","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99366045,0.000150684,0.0011258132,0.00006108303,0.00013297527,0.000024689163,8.8908473e-7,0.0000708383,0.004772586],"genre_scores_gemma":[0.99928176,0.000077521734,0.0000408768,0.00003554731,0.00017048382,0.000011641905,0.000013103619,0.000019672325,0.000349403],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9993962,0.000026390375,0.00014766653,0.00012117636,0.0001112578,0.00019728161],"domain_scores_gemma":[0.9997285,0.00003997339,0.00001255492,0.00016154227,0.000015522468,0.000041926232],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000064295586,0.00010374187,0.00016271508,0.00015118472,0.000022563445,0.000008880105,0.000089335525,0.00007069108,0.00009375613],"category_scores_gemma":[0.000011610561,0.000073956384,0.000067825,0.00010763916,0.000031089985,0.000045814948,0.00001774692,0.00006254643,0.000044817665],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000031798798,0.00010205965,0.00017434859,0.00021024149,0.00014138981,0.000035230787,0.0008266567,0.05634877,0.9357863,0.00012169335,0.0006943507,0.005527139],"study_design_scores_gemma":[0.00021451373,0.00005624306,0.0024697785,0.0000814774,0.000013566898,5.161829e-7,0.0000075743083,0.0022778069,0.99165267,0.0003494217,0.0027764724,0.000099981145],"about_ca_topic_score_codex":0.00019626528,"about_ca_topic_score_gemma":0.00021710056,"teacher_disagreement_score":0.05586633,"about_ca_system_score_codex":0.000028014703,"about_ca_system_score_gemma":0.0000024441094,"threshold_uncertainty_score":0.30158538},"labels":[],"label_agreement":null},{"id":"W2793799890","doi":"10.2118/189455-pa","title":"The Potential for Surface Mining a Heavy-Oil Reservoir: The Example of the Ratqa Lower Fars in the State of Kuwait","year":2018,"lang":"en","type":"article","venue":"SPE Reservoir Evaluation & Engineering","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Petroleum engineering; Geology; State (computer science); Mining engineering; Computer science; Algorithm","score_opus":0.023407408508663043,"score_gpt":0.26764480735423435,"score_spread":0.2442373988455713,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2793799890","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.98866105,0.0017794047,0.0062522423,0.0015895535,0.00061939546,0.000611072,0.00002093216,0.000057567708,0.00040877154],"genre_scores_gemma":[0.99852645,0.0002526213,0.00055790413,0.000021219388,0.00020522883,0.00009683618,0.000007146796,0.000055566954,0.00027702108],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9971404,0.0002932652,0.00071627524,0.00026133636,0.0010653781,0.00052333163],"domain_scores_gemma":[0.99730915,0.0009498232,0.00016590208,0.0011622165,0.00036486454,0.000048033995],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0050409627,0.00026174355,0.0003148074,0.000109151246,0.00031038778,0.00009549601,0.001192409,0.00009104008,0.00003217436],"category_scores_gemma":[0.00074870064,0.0001328211,0.00028532383,0.0009383477,0.00017461578,0.00014933161,0.0001406093,0.0003517977,0.000004679347],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000051465115,0.000019308181,0.000056758814,0.000093375704,0.00013504412,5.680789e-7,0.0018710808,0.99224263,0.0032965299,0.0000349055,0.0006773244,0.0015209942],"study_design_scores_gemma":[0.0005461599,0.000060366623,0.0019331764,0.00014441514,0.000109510314,0.0000033177387,0.00051224936,0.9761661,0.009936161,0.00024453926,0.01017079,0.00017319103],"about_ca_topic_score_codex":0.00057274307,"about_ca_topic_score_gemma":0.0008985044,"teacher_disagreement_score":0.016076522,"about_ca_system_score_codex":0.00012360157,"about_ca_system_score_gemma":0.00010473077,"threshold_uncertainty_score":0.5416287},"labels":[],"label_agreement":null},{"id":"W2793984285","doi":"10.1071/aseg2018abp055","title":"Drained pore modulus determination using digital rock technology","year":2018,"lang":"en","type":"article","venue":"ASEG Extended Abstracts","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Poromechanics; Geomechanics; Geology; Pore water pressure; Compaction; Bulk modulus; Modulus; Geotechnical engineering; Deformation (meteorology); Representative elementary volume; Volume (thermodynamics); Mineralogy; Materials science; Porosity; Porous medium; Composite material","score_opus":0.008124569983207531,"score_gpt":0.23322167210242695,"score_spread":0.2250971021192194,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2793984285","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9622912,0.00012287142,0.026394356,0.00017688966,0.00040096714,0.000111744994,0.000014153054,0.00085727894,0.009630562],"genre_scores_gemma":[0.99817526,0.000006005193,0.001115361,0.000022391856,0.00026523284,0.000004757953,0.000030569685,0.00003932386,0.00034110775],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9989477,0.000006136651,0.00027652067,0.00022832832,0.0001828922,0.00035842974],"domain_scores_gemma":[0.9993982,0.000020504522,0.000058543184,0.00033371415,0.00008625757,0.00010281381],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00007257925,0.00018576998,0.00018756837,0.00031081025,0.000119308934,0.000086321816,0.00018973305,0.00019587638,0.000057892314],"category_scores_gemma":[0.00009998166,0.00017575,0.00007902361,0.00034807532,0.000057357312,0.00031970898,0.000040071347,0.00020051344,0.00016874581],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000021170074,0.00016130315,0.00007411042,0.00010403565,0.00025420752,0.0004256891,0.00036421738,0.45108166,0.010427872,0.00005338689,0.0011165851,0.53591573],"study_design_scores_gemma":[0.0005286055,0.00009700056,0.010804871,0.00008318081,0.00008005537,0.00019263645,0.00018275429,0.87725383,0.09991171,0.0025135742,0.0077466164,0.0006051428],"about_ca_topic_score_codex":0.000014343561,"about_ca_topic_score_gemma":0.000016617334,"teacher_disagreement_score":0.5353106,"about_ca_system_score_codex":0.00008225543,"about_ca_system_score_gemma":0.000021681597,"threshold_uncertainty_score":0.7166877},"labels":[],"label_agreement":null},{"id":"W2794231037","doi":"10.2118/189967-pa","title":"Treatment of Rate-Transient Analysis During Boundary-Dominated Flow","year":2018,"lang":"en","type":"article","venue":"SPE Journal","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":50,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Multiphase flow; Petroleum engineering; Flow (mathematics); Mechanics; Work (physics); Boundary value problem; Transient (computer programming); Fluid dynamics; Boundary (topology); Enhanced oil recovery; Reservoir engineering; Range (aeronautics); Computer science; Geology; Mathematics; Petroleum; Engineering; Mechanical engineering; Mathematical analysis; Physics","score_opus":0.00558794334767199,"score_gpt":0.22408267771714013,"score_spread":0.21849473436946815,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2794231037","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.98423105,0.0005644214,0.012681068,0.00011063218,0.00028563672,0.00003762774,0.000007365292,0.000053636042,0.0020285835],"genre_scores_gemma":[0.9976847,0.0005849197,0.0007900422,0.0000034582426,0.00038299328,0.0000013213831,0.0000049637,0.000018518205,0.0005290535],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9990355,0.000042079882,0.00035013325,0.00011521784,0.00018868361,0.0002683823],"domain_scores_gemma":[0.9994574,0.000018187395,0.000064237545,0.00021606736,0.00009696966,0.00014711593],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00013093391,0.00015457309,0.00036977945,0.00043710167,0.00016369428,0.00005960626,0.000118201846,0.00006156315,0.0007688267],"category_scores_gemma":[0.0000102520125,0.0001145551,0.0004020478,0.00064315717,0.00006842834,0.00008219107,0.0000070931774,0.00011891122,0.00004237177],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00007863212,0.0001234474,0.0018990402,0.000036083726,0.005895048,0.00014730917,0.0017794527,0.9652658,0.019013269,8.7610033e-7,0.0002565303,0.0055045174],"study_design_scores_gemma":[0.002613678,0.0005227149,0.05797805,0.0000592671,0.003497381,0.00018865983,0.00027447866,0.7036075,0.21438353,0.000072752315,0.016301658,0.0005002976],"about_ca_topic_score_codex":0.00003886042,"about_ca_topic_score_gemma":0.00010329752,"teacher_disagreement_score":0.26165825,"about_ca_system_score_codex":0.0001706705,"about_ca_system_score_gemma":0.000025168722,"threshold_uncertainty_score":0.84181136},"labels":[],"label_agreement":null},{"id":"W2794297001","doi":"10.2118/189793-ms","title":"Quantifying Reservoir Permeability in Shale Reservoirs Using After-Closure Analysis of DFIT by Considering Natural Fractures, Fissures, and Microfractures: Field Application","year":2018,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"National Key Research and Development Program of China; China Scholarship Council","keywords":"Geology; Oil shale; Fracture (geology); Permeability (electromagnetism); Hydraulic fracturing; Petroleum engineering; Geotechnical engineering; Closure (psychology)","score_opus":0.012571932657910585,"score_gpt":0.2764892101031728,"score_spread":0.2639172774452622,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2794297001","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9892778,0.0040596887,0.0056833685,0.0002214864,0.00007925125,0.00020890521,0.00003309927,0.0001200487,0.0003163854],"genre_scores_gemma":[0.99792194,0.0001414766,0.0015905946,0.0001188362,0.00007176892,0.000019332212,0.00004854282,0.00003602692,0.000051458104],"study_design_codex":"observational","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9978634,0.000105671425,0.0006902977,0.00055106415,0.00033653894,0.00045299323],"domain_scores_gemma":[0.9984889,0.00040862654,0.0001157596,0.0007312598,0.00012669772,0.00012873429],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0005440554,0.00032862547,0.0007050027,0.0006712433,0.00012243047,0.000074128715,0.00028342608,0.00031055402,0.00027090823],"category_scores_gemma":[0.00023759855,0.0002914567,0.00021572498,0.0012926296,0.0001701194,0.00025052534,0.000119425335,0.0005060765,0.0000028703007],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00028284302,0.0001399866,0.6457399,0.00075275556,0.0024303882,0.00002518606,0.003035254,0.26639643,0.07719804,0.000008232985,0.0021412175,0.0018497778],"study_design_scores_gemma":[0.0005293398,0.00005966243,0.14298125,0.0001453107,0.0007985604,0.0000075237576,0.00062289194,0.76414376,0.08609894,0.00008719369,0.003831108,0.00069446035],"about_ca_topic_score_codex":0.005830552,"about_ca_topic_score_gemma":0.01500856,"teacher_disagreement_score":0.5027586,"about_ca_system_score_codex":0.00010141362,"about_ca_system_score_gemma":0.000024548886,"threshold_uncertainty_score":0.99995375},"labels":[],"label_agreement":null},{"id":"W2794471214","doi":"10.1088/1755-1315/132/1/012016","title":"Detecting overpressure using the Eaton and Equivalent Depth methods in Offshore Nova Scotia, Canada","year":2018,"lang":"en","type":"article","venue":"IOP Conference Series Earth and Environmental Science","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Overpressure; Geology; Nova scotia; Submarine pipeline; Seismology; Hydrostatic pressure; Pore water pressure; Hydrostatic equilibrium; Compaction; Geotechnical engineering; Petrology; Mechanics; Oceanography","score_opus":0.017615900915305835,"score_gpt":0.25195486835620573,"score_spread":0.23433896744089988,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2794471214","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99689585,0.00039140307,0.0016139672,0.00005025443,0.00012685319,0.00006487688,0.0000044505123,0.000013884073,0.00083844434],"genre_scores_gemma":[0.997786,0.00009324012,0.0019976497,0.0000369742,0.000032482745,8.988567e-7,7.0653164e-7,0.000006558922,0.000045500958],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9990418,0.000033475644,0.00013284724,0.00023822843,0.0002248198,0.00032883114],"domain_scores_gemma":[0.9996505,0.00003192489,0.000024507828,0.00016933943,0.000005704376,0.00011804675],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003036895,0.00012950243,0.00012941961,0.0000478782,0.00025820427,0.00009666212,0.00016950456,0.00003435879,0.000083309475],"category_scores_gemma":[0.000023712253,0.00009497388,0.000013173078,0.00018385821,0.00082520174,0.00025920832,0.00013771726,0.00014557455,9.641686e-7],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000031543812,0.000020601452,0.1072664,0.000097470904,0.00005789368,0.000030898005,0.0040047895,0.06520962,0.69584537,0.000029633398,0.000019778838,0.12738603],"study_design_scores_gemma":[0.00017845148,0.0000675076,0.29761133,0.00007218227,0.00002617301,0.0000639321,0.0040442315,0.22804129,0.46820053,0.00002466932,0.0013153459,0.00035435398],"about_ca_topic_score_codex":0.11217365,"about_ca_topic_score_gemma":0.51823646,"teacher_disagreement_score":0.40606278,"about_ca_system_score_codex":0.000053604963,"about_ca_system_score_gemma":0.00005994718,"threshold_uncertainty_score":0.89373845},"labels":[],"label_agreement":null},{"id":"W2794490140","doi":"10.2118/190309-ms","title":"Theoretical Investigation of the Transition from Spontaneous to Forced Imbibition","year":2018,"lang":"en","type":"article","venue":"SPE Improved Oil Recovery Conference","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":10,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"Energi Simulation; Texas A and M University","keywords":"Imbibition; Mechanics; Capillary action; Dimensionless quantity; Capillary pressure; Compressibility; Saturation (graph theory); Flow (mathematics); Physics; Thermodynamics; Porous medium; Mathematics; Geology; Geotechnical engineering; Porosity","score_opus":0.006470514449446609,"score_gpt":0.19358640016898804,"score_spread":0.18711588571954144,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2794490140","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9670282,0.000013947102,0.025864927,0.00056099606,0.00038692582,0.00007793347,0.00004578302,0.000085424304,0.00593586],"genre_scores_gemma":[0.99867064,0.000026188985,0.0007751235,0.00017289894,0.000178022,0.000008951841,0.000022077005,0.000016699927,0.00012940825],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9991994,0.00004879509,0.00023369306,0.00018137183,0.00016276153,0.0001740147],"domain_scores_gemma":[0.99938613,0.00007232835,0.00004009349,0.0003115727,0.00010554132,0.000084325344],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000109037894,0.00012830367,0.00016723057,0.00006235343,0.000057626417,0.000037613398,0.00018832489,0.00010494706,0.00047081197],"category_scores_gemma":[0.00008092326,0.00009642053,0.000097657794,0.0002025852,0.00016085593,0.00009400437,0.000022845694,0.00013755426,0.000041735206],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00018142186,0.00001899094,0.000022498392,0.00009426116,0.00014150854,0.000007559226,0.0027293402,0.024600683,0.91560245,0.0011088551,0.00028488078,0.055207573],"study_design_scores_gemma":[0.0003359106,0.00019779557,0.0011656055,0.00023085858,0.000092016926,0.000012552284,0.00013602682,0.33418703,0.6439329,0.01923028,0.00019184955,0.00028719814],"about_ca_topic_score_codex":0.00025170055,"about_ca_topic_score_gemma":0.00037799805,"teacher_disagreement_score":0.30958635,"about_ca_system_score_codex":0.000054517026,"about_ca_system_score_gemma":0.000040917905,"threshold_uncertainty_score":0.5155061},"labels":[],"label_agreement":null},{"id":"W2794541189","doi":"10.1190/tle37040262.1","title":"Microseismic monitoring of Vaca Muerta completions in the Neuquén Basin, Argentina","year":2018,"lang":"en","type":"article","venue":"The Leading Edge","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":10,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Microsemi (Canada)","funders":"","keywords":"Geophone; Geology; Oil shale; Structural basin; Microseism; Tight oil; Block (permutation group theory); Petroleum engineering; Seismology; Paleontology","score_opus":0.021534494246799245,"score_gpt":0.25666677422541273,"score_spread":0.2351322799786135,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2794541189","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9910171,0.00026355725,0.0015937451,0.000828301,0.00048424714,0.000081181606,0.0000029547782,0.0000743434,0.0056545376],"genre_scores_gemma":[0.99868786,0.000041170562,0.00012843536,0.000066484456,0.00044694217,0.000007473428,0.0000022347826,0.000017907285,0.0006014822],"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","domain_scores_codex":[0.9993012,0.0000628239,0.00018829395,0.000098467324,0.00011867881,0.00023052699],"domain_scores_gemma":[0.9993828,0.00015494542,0.000029930201,0.00038021637,0.000024916213,0.000027216623],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003555661,0.00010191863,0.00015450336,0.00008953503,0.00015254396,0.000029786668,0.0004344529,0.00004327511,0.000028758548],"category_scores_gemma":[0.00004467284,0.00006165586,0.0000834961,0.00034027823,0.00009669879,0.000040902043,0.000031271,0.0002313186,0.00014490899],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00005940219,0.00046282896,0.12185131,0.000780552,0.001016416,0.000051920917,0.080438815,0.42207068,0.22512898,0.0009505911,0.13079739,0.016391095],"study_design_scores_gemma":[0.0011759516,0.0001392855,0.26352465,0.0007579922,0.00036771133,0.000071332375,0.003481734,0.1373015,0.18964845,0.0010379921,0.40144086,0.0010525109],"about_ca_topic_score_codex":0.00019076871,"about_ca_topic_score_gemma":0.000041506322,"teacher_disagreement_score":0.28476918,"about_ca_system_score_codex":0.00003083137,"about_ca_system_score_gemma":0.000007724792,"threshold_uncertainty_score":0.2514253},"labels":[],"label_agreement":null},{"id":"W2795001256","doi":"10.1007/s12182-018-0220-7","title":"Enhancing recovery and sensitivity studies in an unconventional tight gas condensate reservoir","year":2018,"lang":"en","type":"article","venue":"Petroleum Science","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":25,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Calgary","funders":"Natural Sciences and Engineering Research Council of Canada; Mitacs; University of Calgary","keywords":"Petroleum engineering; Tight gas; Hydraulic fracturing; Well stimulation; Production (economics); Environmental science; Secondary air injection; Environmental engineering; Chemistry; Waste management; Geology; Engineering; Reservoir engineering; Petroleum","score_opus":0.023487556470331416,"score_gpt":0.2887848159177888,"score_spread":0.2652972594474574,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2795001256","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.997628,0.00026143464,0.00070559565,0.0001345998,0.00031607502,0.000024606716,0.0000021990156,0.00007653721,0.000851001],"genre_scores_gemma":[0.99907297,0.0000895174,0.00042995598,0.000040777355,0.0001300429,0.0000035475744,0.0000010556868,0.000008081178,0.00022403209],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99883586,0.000051004445,0.00017520189,0.00030746227,0.0003001628,0.0003302871],"domain_scores_gemma":[0.9994695,0.00009365979,0.00002589007,0.00021848036,0.00010242476,0.000090031004],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0013267369,0.000113084636,0.00018087187,0.00027540568,0.00021082496,0.00007399304,0.000109711575,0.000034585682,0.000022303806],"category_scores_gemma":[0.00017088285,0.000097891716,0.000029042754,0.00043455866,0.0006972136,0.00053668156,0.000084929095,0.0001380435,0.000030823274],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00006304415,0.00010643843,0.043309975,0.00031480915,0.00016022996,0.00029532769,0.0043645455,0.44988066,0.4983346,0.00015179608,0.00051100785,0.0025075746],"study_design_scores_gemma":[0.00063641014,0.00024559372,0.0775882,0.00027742842,0.00003699242,0.00009661146,0.001402425,0.7191331,0.19732836,0.001855029,0.00072336296,0.00067653693],"about_ca_topic_score_codex":0.00009872503,"about_ca_topic_score_gemma":0.003465985,"teacher_disagreement_score":0.30100623,"about_ca_system_score_codex":0.00012015312,"about_ca_system_score_gemma":0.000040272254,"threshold_uncertainty_score":0.39919084},"labels":[],"label_agreement":null},{"id":"W2795180422","doi":"10.2118/183721-pa","title":"Senlac, the Forgotten SAGD Project","year":2018,"lang":"en","type":"article","venue":"SPE Reservoir Evaluation & Engineering","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":9,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Steam-assisted gravity drainage; Oil sands; Petroleum engineering; Steam injection; Oil field; Oil production; Engineering; Geology; Asphalt; Archaeology; Geography","score_opus":0.02549332640255377,"score_gpt":0.2815262113225339,"score_spread":0.25603288491998016,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2795180422","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.85019904,0.0034639747,0.091902494,0.0026067374,0.0023666949,0.0018357971,0.00002004246,0.0024737646,0.045131475],"genre_scores_gemma":[0.99672353,0.00012878988,0.0013276194,0.000039894552,0.0010936277,0.00012020957,0.000023817984,0.00007659177,0.0004659353],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9980541,0.000071802984,0.00034605476,0.00026787014,0.0007709523,0.0004892336],"domain_scores_gemma":[0.9988476,0.00011758699,0.000040193114,0.000678373,0.00022757675,0.00008868592],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0013535038,0.00026276178,0.00022780914,0.0002487464,0.00018611891,0.00011586979,0.00042732983,0.00011947511,0.00035435866],"category_scores_gemma":[0.00032939875,0.00019201831,0.00014912846,0.00076833717,0.000053609223,0.00022272319,0.00007404211,0.0003167182,0.0002849625],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000048928505,0.000008354078,0.00009300514,0.00004912595,0.00016030397,0.000002106665,0.00048428314,0.98819363,0.0016230051,0.000045994315,0.0064927693,0.0028425322],"study_design_scores_gemma":[0.00026992947,0.000029586581,0.0013719894,0.00004947375,0.00009763225,0.000008881299,0.00009660455,0.9184414,0.0051030624,0.00009752541,0.07418191,0.00025198422],"about_ca_topic_score_codex":0.000081935344,"about_ca_topic_score_gemma":0.00008035008,"teacher_disagreement_score":0.1465245,"about_ca_system_score_codex":0.0002096651,"about_ca_system_score_gemma":0.000066516164,"threshold_uncertainty_score":0.78302795},"labels":[],"label_agreement":null},{"id":"W2796499997","doi":"10.1103/physreve.97.043109","title":"Onset of density-driven instabilities in fractured aquifers","year":2018,"lang":"en","type":"article","venue":"Physical review. E","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":9,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"Natural Sciences and Engineering Research Council of Canada; Alberta Innovates; Western Canada Research Grid; Compute Canada","keywords":"Aquifer; Geology; Instability; Geophysics; Physics; Mechanics; Geotechnical engineering; Groundwater","score_opus":0.00897713353603734,"score_gpt":0.2790536067305433,"score_spread":0.27007647319450595,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2796499997","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9937006,0.0028778564,0.00027759455,0.0001865567,0.0000587038,0.00010273486,0.0000045575903,0.00005787863,0.0027335137],"genre_scores_gemma":[0.997676,0.0019410996,0.000088075205,0.00012644958,0.000119158154,0.000008796118,0.0000058622936,0.000013926794,0.000020626365],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9992729,0.00004556222,0.00022203424,0.00012775038,0.0001579016,0.00017385518],"domain_scores_gemma":[0.999497,0.00008955569,0.000030618685,0.0002847253,0.000040657123,0.000057422443],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00010085352,0.000118290736,0.00042008847,0.00005629484,0.00001816202,0.000005229877,0.00014319427,0.000029871859,0.000062785315],"category_scores_gemma":[0.00014021614,0.00009333604,0.00014606958,0.00026630837,0.000095738185,0.000061390485,0.000029963134,0.00016180452,0.000075261],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00027586994,0.0037078052,0.099527344,0.06241753,0.0032156836,0.00021431009,0.03532863,0.44939047,0.07371999,0.002209301,0.09181951,0.17817356],"study_design_scores_gemma":[0.0018025017,0.0005833379,0.11227202,0.011578903,0.00086314033,0.00001539593,0.0003799795,0.42053616,0.26159248,0.010875768,0.17699438,0.0025059304],"about_ca_topic_score_codex":0.00007622961,"about_ca_topic_score_gemma":0.000100128746,"teacher_disagreement_score":0.18787248,"about_ca_system_score_codex":0.00003458314,"about_ca_system_score_gemma":0.0000126138375,"threshold_uncertainty_score":0.38061333},"labels":[],"label_agreement":null},{"id":"W2797180253","doi":"10.2118/190884-ms","title":"Effect of Variation in Fractures Conductivity and Well Location on Pressure Transient Response from Fractured Reservoirs","year":2018,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"Petroleum Technology Development Fund; Energi Simulation","keywords":"Fracture (geology); Geology; Petroleum engineering; Flow (mathematics); Conductivity; Transient (computer programming); Transient flow; Reservoir simulation; Geotechnical engineering; Mechanics; Computer science; Geomorphology","score_opus":0.004589241971261479,"score_gpt":0.235070020472952,"score_spread":0.23048077850169052,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2797180253","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9911979,0.00029064764,0.007206633,0.00022323774,0.00011030137,0.0001744014,0.0000073720225,0.000077901954,0.0007116441],"genre_scores_gemma":[0.99963915,0.000019544113,0.00012761012,0.00002941109,0.000077193145,0.0000099421395,0.000007959521,0.000017425691,0.00007176993],"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9988838,0.00033096198,0.00021319152,0.00022700483,0.00019937794,0.00014570409],"domain_scores_gemma":[0.99889725,0.00066440774,0.000040747327,0.00030105034,0.000042418495,0.000054150616],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000661906,0.00015671183,0.000261823,0.00018776728,0.000037179943,0.000018844485,0.00009240772,0.00017206355,0.00018967685],"category_scores_gemma":[0.00022278707,0.00011765492,0.000042126212,0.00022261562,0.000055079723,0.00012259347,0.000011394321,0.00020052823,0.000011293906],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.002972269,0.000078329125,0.001118874,0.00020705331,0.00025685353,0.0000044568465,0.004320359,0.8970939,0.09143386,0.000004475203,0.00085261435,0.0016569822],"study_design_scores_gemma":[0.0010674883,0.0005353108,0.27762341,0.00010706327,0.00011152846,4.1713113e-7,0.000030960116,0.17775324,0.53945965,0.00006636126,0.0030361186,0.0002084473],"about_ca_topic_score_codex":0.0009945773,"about_ca_topic_score_gemma":0.00030910462,"teacher_disagreement_score":0.7193406,"about_ca_system_score_codex":0.000029011238,"about_ca_system_score_gemma":0.0000100651005,"threshold_uncertainty_score":0.47978285},"labels":[],"label_agreement":null},{"id":"W2799542290","doi":"10.2118/190125-ms","title":"An Experimental Investigation into Gravel Pack Performance in Steam-Drive Operations","year":2018,"lang":"en","type":"article","venue":"SPE Western Regional Meeting","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":16,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"Natural Sciences and Engineering Research Council of Canada; RGL Reservoir Management","keywords":"Pressure drop; Oil sands; Flow (mathematics); Differential pressure; Volumetric flow rate; Geotechnical engineering; Petroleum engineering; Geology; Materials science; Mechanics; Composite material","score_opus":0.017366616840582706,"score_gpt":0.2579569613121452,"score_spread":0.24059034447156247,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2799542290","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99797904,0.00011876618,0.00053190876,0.00018811124,0.000121473946,0.00007998001,7.5660705e-7,0.000115246214,0.000864715],"genre_scores_gemma":[0.99753934,0.000029525801,0.0017277257,0.000112749265,0.0004172398,0.000018784738,0.00002922518,0.00002712766,0.00009828111],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99908817,0.000042162068,0.00024202035,0.00021278075,0.00020014388,0.00021469555],"domain_scores_gemma":[0.99961114,0.000017367815,0.000023967217,0.00020059037,0.000043293672,0.00010364565],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001551965,0.00014465862,0.00013868274,0.0001499429,0.00014354115,0.000055832024,0.0001599018,0.000071506496,0.000020309659],"category_scores_gemma":[0.000010921334,0.00013869822,0.000037161884,0.00019890719,0.000100623256,0.0003250804,0.000026020676,0.00014777185,0.00008540866],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000013970211,0.00005377853,0.085394576,0.000063387604,0.00004327383,0.000008141727,0.012574939,0.825563,0.075028606,0.000040080253,0.000097844546,0.0011184078],"study_design_scores_gemma":[0.0006036462,0.00019766347,0.06273915,0.0003974408,0.000018575922,0.000018759107,0.002352016,0.7345167,0.19745506,0.00009232936,0.0010613668,0.0005472883],"about_ca_topic_score_codex":0.000357907,"about_ca_topic_score_gemma":0.0015381693,"teacher_disagreement_score":0.122426465,"about_ca_system_score_codex":0.000104487175,"about_ca_system_score_gemma":0.000020450048,"threshold_uncertainty_score":0.5655949},"labels":[],"label_agreement":null},{"id":"W2799810746","doi":"10.1016/j.petrol.2018.04.067","title":"A modified model to describe porosity-temperature relationship","year":2018,"lang":"en","type":"article","venue":"Journal of Petroleum Science and Engineering","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"Ecopetrol; Universidad Nacional de Colombia; Departamento Administrativo de Ciencia, Tecnología e Innovación (COLCIENCIAS)","keywords":"Porosity; Petroleum engineering; Materials science; Geology; Mechanics; Thermodynamics; Environmental science; Geotechnical engineering; Physics","score_opus":0.013587530862004957,"score_gpt":0.2245646516747318,"score_spread":0.21097712081272685,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2799810746","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.93912274,0.00014789375,0.059663292,0.00022645186,0.000240303,0.000017611212,9.0976295e-7,0.00004457804,0.0005362199],"genre_scores_gemma":[0.99491024,0.000020068537,0.0046927994,0.000046231788,0.00023709868,9.411418e-7,1.2694075e-7,0.000012099922,0.00008039983],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9990071,0.0000041137196,0.00022876401,0.00010609514,0.000394963,0.00025893314],"domain_scores_gemma":[0.9993461,0.000024178467,0.000030588686,0.0001292481,0.00019986392,0.00027006594],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006669661,0.000108253684,0.00016597369,0.00051032216,0.00014392751,0.0001214969,0.00023825059,0.000050784514,0.0000028690902],"category_scores_gemma":[0.00020525807,0.00008855327,0.0000480626,0.00058006606,0.000061692524,0.0004315283,0.000031921427,0.0002641997,0.000004420062],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000034575064,0.000003671393,0.00012308249,0.000012849655,0.00001065219,0.000004292577,0.00037072864,0.927847,0.07119471,0.00004779658,0.0002625236,0.00011918259],"study_design_scores_gemma":[0.00013404828,0.000057424066,0.004057876,0.00006269647,0.000020090374,0.000054465345,0.000053941192,0.9875985,0.00742112,0.000040479266,0.00036856288,0.0001307945],"about_ca_topic_score_codex":0.0000028489123,"about_ca_topic_score_gemma":0.000002691529,"teacher_disagreement_score":0.06377359,"about_ca_system_score_codex":0.00009852135,"about_ca_system_score_gemma":0.000057171565,"threshold_uncertainty_score":0.36110976},"labels":[],"label_agreement":null},{"id":"W2799857145","doi":"10.1016/j.jngse.2018.04.018","title":"A new index used to characterize the near-wellbore fracture network in naturally fractured gas reservoirs","year":2018,"lang":"en","type":"article","venue":"Journal of Natural Gas Science and Engineering","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":8,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"China Scholarship Council; Natural Sciences and Engineering Research Council of Canada; State Key Laboratory of Oil and Gas Reservoir Geology and Exploitation; National Natural Science Foundation of China","keywords":"Petroleum engineering; Fracture (geology); Permeability (electromagnetism); Natural gas field; Wellbore; Index (typography); Geology; Tight gas; Well test (oil and gas); Porosity; Natural gas; Geotechnical engineering; Hydraulic fracturing; Engineering; Computer science; Chemistry","score_opus":0.0067939519491284715,"score_gpt":0.21722131930214458,"score_spread":0.21042736735301612,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2799857145","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.98686016,0.0018834531,0.0038795737,0.005887777,0.001245976,0.000118888354,6.967474e-7,0.000056757523,0.00006674541],"genre_scores_gemma":[0.99591255,0.000119205564,0.0022871632,0.00039981623,0.0012114132,0.0000013392146,6.3420197e-7,0.000024026791,0.000043836582],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.998006,0.000018251507,0.00039199498,0.00020732386,0.0007520129,0.0006244059],"domain_scores_gemma":[0.9989136,0.0001041776,0.00009699755,0.0002608971,0.0002725526,0.00035179558],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0010165692,0.00024668477,0.00035501394,0.00035765188,0.0002147898,0.00033440356,0.0007671743,0.0001262017,0.000022803339],"category_scores_gemma":[0.00040875925,0.00015238077,0.00009239151,0.0020362954,0.0001206236,0.0006645291,0.00009658547,0.00113779,0.000005070641],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000042107273,0.000004948555,0.00064808194,0.000020553038,0.000045727702,0.00004195251,0.0019160172,0.97655433,0.010266564,0.000002623612,0.0059444243,0.0045126616],"study_design_scores_gemma":[0.00085651194,0.00020609173,0.1724822,0.0005881584,0.000052803414,0.00025509053,0.0001788316,0.70342594,0.0052443817,0.00010007734,0.11597435,0.000635574],"about_ca_topic_score_codex":0.000055012835,"about_ca_topic_score_gemma":0.0000920204,"teacher_disagreement_score":0.27312842,"about_ca_system_score_codex":0.00015680994,"about_ca_system_score_gemma":0.00014326193,"threshold_uncertainty_score":0.62139076},"labels":[],"label_agreement":null},{"id":"W2799914084","doi":"10.2118/190055-ms","title":"Enhanced Proppant Suspension in a Fracturing Fluid Through Capillary Bridges","year":2018,"lang":"en","type":"article","venue":"SPE Western Regional Meeting","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":7,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Hydraulic fracturing; Fracturing fluid; Petroleum engineering; Geology; Settling; Permeability (electromagnetism); Tight gas; Buoyancy; Geotechnical engineering; Materials science; Engineering; Mechanics","score_opus":0.017673112873032654,"score_gpt":0.2473259042732589,"score_spread":0.22965279140022624,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2799914084","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.98883575,0.00075503014,0.0031028204,0.00056284404,0.00026178994,0.00013480954,8.629316e-7,0.0002577146,0.0060883546],"genre_scores_gemma":[0.9975396,0.00035755854,0.000802121,0.00018951032,0.00079306954,0.0000116419515,0.000010189969,0.000055638575,0.00024066289],"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99838513,0.00004998992,0.00038464728,0.00035461283,0.00034365506,0.00048195312],"domain_scores_gemma":[0.99939656,0.000085272615,0.00006291898,0.00030961068,0.00006126682,0.00008436386],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00022390176,0.00024974946,0.0003154198,0.00014640465,0.00011623796,0.000053156513,0.00022267188,0.00013057826,0.00003215421],"category_scores_gemma":[0.000055311197,0.00022003637,0.00010677922,0.00023171732,0.000091149,0.00021660709,0.00008015731,0.00027722277,0.00016156236],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00017568929,0.00016817341,0.018529102,0.0007464301,0.00035533775,0.00046701703,0.011929812,0.668826,0.28677833,0.000051631872,0.002663578,0.0093089],"study_design_scores_gemma":[0.0012975844,0.00015570689,0.033820976,0.0024333415,0.00007015615,0.00013173319,0.00089850416,0.06925632,0.8673217,0.00046780336,0.022821417,0.0013247087],"about_ca_topic_score_codex":0.0005844128,"about_ca_topic_score_gemma":0.00093351444,"teacher_disagreement_score":0.5995697,"about_ca_system_score_codex":0.00011506623,"about_ca_system_score_gemma":0.000022600636,"threshold_uncertainty_score":0.89728224},"labels":[],"label_agreement":null},{"id":"W2801000195","doi":"10.1007/s11242-018-1047-9","title":"A Semi-Analytical Model for Characterizing the Pressure Transient Behavior of Finite-Conductivity Horizontal Fractures","year":2018,"lang":"en","type":"article","venue":"Transport in Porous Media","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":7,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"Natural Sciences and Engineering Research Council of Canada; China Scholarship Council","keywords":"Mechanics; Fracture (geology); Discretization; Matrix (chemical analysis); Plane (geometry); Rectangle; Transient (computer programming); Geology; Laplace transform; Finite element method; Hydraulic fracturing; Finite difference method; Flow (mathematics); Finite difference; Geometry; Geotechnical engineering; Materials science; Mathematics; Physics; Mathematical analysis; Computer science; Structural engineering; Engineering","score_opus":0.019409276270262243,"score_gpt":0.25176934220599895,"score_spread":0.23236006593573671,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2801000195","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.97450274,0.0002488869,0.0239449,0.00016665082,0.00024868787,0.0003378634,0.00020681923,0.00008701302,0.00025645783],"genre_scores_gemma":[0.9991717,0.000043101492,0.00026120298,0.000039642142,0.00021257313,0.000093425915,0.00006900579,0.000042072996,0.000067296445],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9986255,0.000019294002,0.0004497382,0.000246636,0.0002926218,0.00036620742],"domain_scores_gemma":[0.9992858,0.000167822,0.000052876498,0.00034177373,0.00005575804,0.00009592679],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00031873782,0.00022355978,0.00043892834,0.00011530782,0.00005845594,0.000009017204,0.000268152,0.00018475368,0.00008096647],"category_scores_gemma":[0.000033589942,0.00016001609,0.00022462779,0.00017787475,0.0001647797,0.000115887655,0.000005753122,0.00032471895,0.0000021413073],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00042689813,0.0008853576,0.014445774,0.0007997022,0.0010049148,0.00008914444,0.050414357,0.8912494,0.032064203,0.000100800884,0.00054797257,0.00797145],"study_design_scores_gemma":[0.0008671271,0.00010200955,0.063040115,0.00008245512,0.0009791758,0.000007713219,0.0002521439,0.90668523,0.025681125,0.00009122659,0.0017877822,0.00042391554],"about_ca_topic_score_codex":0.00013162066,"about_ca_topic_score_gemma":0.0010147314,"teacher_disagreement_score":0.050162215,"about_ca_system_score_codex":0.000024594583,"about_ca_system_score_gemma":0.000038532526,"threshold_uncertainty_score":0.6525267},"labels":[],"label_agreement":null},{"id":"W2801228143","doi":"10.2118/174287-pa","title":"Natural Fractures and Mechanical Properties in a Horn River Shale Core From Well Logs and Hardness Measurements","year":2018,"lang":"en","type":"article","venue":"SPE Reservoir Evaluation & Engineering","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":17,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Alberta; University of Calgary","funders":"","keywords":"Oil shale; Brittleness; Geology; Lithology; Hydraulic fracturing; Geotechnical engineering; Mineralogy; Petrology; Composite material; Materials science","score_opus":0.0463251296240022,"score_gpt":0.2714177593437234,"score_spread":0.22509262971972122,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2801228143","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9931989,0.0043271976,0.0012265759,0.00012112832,0.0003768793,0.00027198347,0.000004768021,0.00016373166,0.00030885276],"genre_scores_gemma":[0.9983133,0.00018624058,0.0010742215,0.000021719103,0.00024431787,0.000038520906,0.000020125763,0.00004376515,0.000057799534],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99841034,0.00004936334,0.00029893388,0.0003425548,0.0005735411,0.00032526604],"domain_scores_gemma":[0.9994046,0.000046395344,0.000033076147,0.0002653909,0.00013190323,0.00011864571],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006006716,0.00025557328,0.00029944483,0.00022791247,0.00007318885,0.00008115167,0.00015863687,0.00014855588,0.00013159668],"category_scores_gemma":[0.00024474564,0.0002204363,0.000047718888,0.0002263364,0.00006177033,0.0002627703,0.00008762092,0.0003204527,0.00002253156],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00009076777,0.0000616755,0.005482546,0.00029859573,0.0005029539,0.000016447952,0.003121315,0.8811953,0.10223452,0.000028166647,0.0005650171,0.0064026704],"study_design_scores_gemma":[0.000740718,0.00002883543,0.027787277,0.0002162986,0.00008254001,0.0000042030088,0.00009429815,0.94792795,0.021527851,0.00016660237,0.0011174706,0.00030593836],"about_ca_topic_score_codex":0.00025985192,"about_ca_topic_score_gemma":0.0003454985,"teacher_disagreement_score":0.08070666,"about_ca_system_score_codex":0.00014169696,"about_ca_system_score_gemma":0.000023199573,"threshold_uncertainty_score":0.8989131},"labels":[],"label_agreement":null},{"id":"W2801376420","doi":"10.1115/1.4040201","title":"A Semi-Analytical Model for Predicting Horizontal Well Performances in Fractured Gas Reservoirs With Bottom-Water and Different Fracture Intensities","year":2018,"lang":"en","type":"article","venue":"Journal of Energy Resources Technology","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":25,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Regina","funders":"Ministry of Science and Technology of the People's Republic of China","keywords":"Inflow; Permeability (electromagnetism); Geology; Mechanics; Anisotropy; Petroleum engineering; Fracture (geology); Porous medium; Pressure drop; Flow (mathematics); Porosity; Geotechnical engineering; Chemistry","score_opus":0.005035696636491621,"score_gpt":0.19911135820556222,"score_spread":0.1940756615690706,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2801376420","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9560005,0.000673396,0.041541487,0.0013542667,0.000059565904,0.000044291122,0.0000020136204,0.000080827434,0.00024363758],"genre_scores_gemma":[0.998412,0.0001893495,0.0008371808,0.0000746387,0.00029214504,0.000008681712,0.000004388046,0.000037327827,0.00014426948],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9986458,0.000021620142,0.00048430404,0.00019137417,0.00023218508,0.0004247603],"domain_scores_gemma":[0.9993386,0.00007400789,0.00012658631,0.00020387518,0.00015768279,0.000099234574],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002120571,0.00024916048,0.0005603848,0.0008199735,0.000108228225,0.00004677929,0.0002809218,0.00036222892,0.00001255502],"category_scores_gemma":[0.000040551684,0.00014177297,0.000107823085,0.00018962244,0.0002834142,0.00014952738,0.00006932615,0.00067399984,4.163495e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0006174128,0.00006616836,0.018966231,0.000098527125,0.00058271247,0.00007365999,0.0027319877,0.9734855,0.0016246431,0.000025562702,0.00063415343,0.0010933977],"study_design_scores_gemma":[0.0007723895,0.0006646093,0.0003543492,0.00017027497,0.00012916082,0.00022954114,0.0009847174,0.97040135,0.0126831075,0.00062993553,0.012767813,0.00021276956],"about_ca_topic_score_codex":0.000022409691,"about_ca_topic_score_gemma":0.0004324279,"teacher_disagreement_score":0.042411506,"about_ca_system_score_codex":0.000077888886,"about_ca_system_score_gemma":0.000013704069,"threshold_uncertainty_score":0.5781334},"labels":[],"label_agreement":null},{"id":"W2801778767","doi":"","title":"A Hydromechanical Testing Facility For Tight Reservoirs","year":2011,"lang":"en","type":"article","venue":"45th U.S. Rock Mechanics / Geomechanics Symposium","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Petroleum engineering; Environmental science; Geology","score_opus":0.028345253082951775,"score_gpt":0.21791638712444994,"score_spread":0.18957113404149817,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2801778767","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.005053833,0.00038342818,0.9851834,0.00022686439,0.0019104439,0.0011324957,0.0003128967,0.0019951789,0.0038014646],"genre_scores_gemma":[0.9931638,0.0002090411,0.004608024,0.00015571287,0.00029977472,0.00042169413,0.00015180801,0.0002189089,0.0007711907],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9950947,0.00011190934,0.0011726992,0.001169905,0.00076083996,0.0016899381],"domain_scores_gemma":[0.996843,0.00028830091,0.0002216488,0.0015481749,0.00041183954,0.0006870503],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0011912693,0.0008965615,0.0010138978,0.0004975985,0.0005687239,0.00012237932,0.0013023055,0.0007619765,0.0003030018],"category_scores_gemma":[0.00036547653,0.0008909309,0.00062388065,0.0011005392,0.000010351577,0.00039848586,0.00041003193,0.0008776475,0.00034931005],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00034461878,0.0008571811,0.000033722255,0.0020123674,0.0016971279,0.00015180935,0.0024148,0.8526997,0.120246165,0.010891851,0.0052930336,0.0033576046],"study_design_scores_gemma":[0.00088389375,0.00041292026,0.000002549624,0.00009706414,0.00026610456,0.00004923716,0.00016346668,0.921873,0.045833696,0.020438291,0.008877965,0.0011018104],"about_ca_topic_score_codex":0.00011387087,"about_ca_topic_score_gemma":0.00007902195,"teacher_disagreement_score":0.98811,"about_ca_system_score_codex":0.00033460124,"about_ca_system_score_gemma":0.00011223798,"threshold_uncertainty_score":0.9993541},"labels":[],"label_agreement":null},{"id":"W2801963951","doi":"10.2118/179153-pa","title":"An Interpretation of Microseismic Spatial Anomalies,<i>b</i>-values, and Magnitude Analyses To Identify Activated Fracture Networks in Horn River Basin","year":2018,"lang":"en","type":"article","venue":"SPE Production & Operations","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Nexen (Canada); University of Calgary","funders":"China National Offshore Oil Corporation","keywords":"Microseism; Geology; Magnitude (astronomy); Seismology; Interpretation (philosophy); Structural basin; French horn; Fracture (geology); Geomorphology; Geotechnical engineering; Acoustics; Computer science; Physics","score_opus":0.010283990220060124,"score_gpt":0.29567062006022926,"score_spread":0.28538662984016916,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2801963951","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7247903,0.00010977859,0.27399322,0.00051432743,0.00026552894,0.00017695878,0.0000063018597,0.0000714323,0.00007217761],"genre_scores_gemma":[0.991325,0.00007797334,0.007865286,0.000104568455,0.00039428036,0.000015779415,0.0000733043,0.000022280992,0.0001214941],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.999058,0.00008176787,0.00029222047,0.0002936191,0.00011706655,0.00015732844],"domain_scores_gemma":[0.999445,0.000009665761,0.000030486266,0.00028316374,0.00016224482,0.00006940567],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00016106389,0.00014535007,0.00019961184,0.00032338893,0.0001200165,0.000081055216,0.00009710879,0.00008863441,0.0000945971],"category_scores_gemma":[0.00004255567,0.00013809587,0.000037922306,0.0004973605,0.00009026075,0.00039364593,0.000021022279,0.00017115264,0.000011445168],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000021733089,0.00003923315,0.000881432,0.000013039529,0.000056567118,5.600981e-7,0.0023309619,0.8840499,0.109585546,3.3287182e-7,0.00040147037,0.0026192295],"study_design_scores_gemma":[0.00019086928,0.00009442642,0.04271962,0.000063128035,0.000095311305,0.0000056279946,0.00035885233,0.7898637,0.16566029,0.000019918094,0.0006989511,0.00022928807],"about_ca_topic_score_codex":0.0012781181,"about_ca_topic_score_gemma":0.0018961403,"teacher_disagreement_score":0.26653478,"about_ca_system_score_codex":0.000055485303,"about_ca_system_score_gemma":0.000018337272,"threshold_uncertainty_score":0.5631386},"labels":[],"label_agreement":null},{"id":"W2802137051","doi":"","title":"Rupture Dynamics and Source Scaling Relations of Microseismic Hydraulic Fractures in Shale Reservoirs","year":2015,"lang":"en","type":"article","venue":"13th ISRM International Congress of Rock Mechanics","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Nexen (Canada)","funders":"","keywords":"Microseism; Hydraulic fracturing; Geology; Scaling; Oil shale; Petroleum engineering; Seismology; Paleontology; Geometry; Mathematics","score_opus":0.009284969804230145,"score_gpt":0.24060629307168782,"score_spread":0.2313213232674577,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2802137051","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.89679414,0.0015286963,0.0989808,0.00050764985,0.0007840301,0.00013622832,0.00008334711,0.0000815841,0.0011034996],"genre_scores_gemma":[0.9984588,0.00012774639,0.0005700383,0.000040193663,0.000052611682,0.000006235279,0.000070967064,0.000031894557,0.0006414997],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99873406,0.000033039043,0.00047369968,0.000196537,0.00037940146,0.00018325193],"domain_scores_gemma":[0.99921346,0.00008934205,0.00015000271,0.00022776498,0.00021796217,0.00010148228],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002532019,0.00017171622,0.00030354407,0.00037057194,0.00003293301,0.000026285312,0.00035732833,0.00018722474,0.000033487573],"category_scores_gemma":[0.00022099081,0.00016949474,0.00008462183,0.00022173181,0.000017763428,0.00017500712,0.00012631244,0.00032303573,0.0000046080463],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000020713602,0.000033006236,0.001767865,0.000059530073,0.00012100295,0.000005361137,0.000676724,0.99531543,0.00041753388,0.00032505696,0.0008120769,0.0004456733],"study_design_scores_gemma":[0.00051438966,0.000022893568,0.00038332632,0.00015721796,0.00003125788,0.000010273643,0.0006404857,0.9901676,0.0046664444,0.0012442934,0.0019998618,0.00016194131],"about_ca_topic_score_codex":0.0002946092,"about_ca_topic_score_gemma":0.00035133387,"teacher_disagreement_score":0.10166465,"about_ca_system_score_codex":0.00013431604,"about_ca_system_score_gemma":0.000036802357,"threshold_uncertainty_score":0.6911795},"labels":[],"label_agreement":null},{"id":"W2802366434","doi":"10.2118/190041-ms","title":"Experimental Study on the Effect of Injection Parameters on Proppant Transport in Rough Vertical Hydraulic Fractures","year":2018,"lang":"en","type":"article","venue":"SPE Western Regional Meeting","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":16,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Petroleum engineering; Hydraulic fracturing; Settling; Slurry; Materials science; Volumetric flow rate; Fracture (geology); Fracturing fluid; Flow (mathematics); Comminution; Geotechnical engineering; Viscosity; Surface roughness; Geology; Environmental science; Composite material; Mechanics; Environmental engineering; Metallurgy","score_opus":0.01751348796709913,"score_gpt":0.2695826504772647,"score_spread":0.2520691625101656,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2802366434","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9980602,0.00004334442,0.000065348395,0.00026592304,0.00014048509,0.00032976034,5.701213e-7,0.00006511496,0.0010292307],"genre_scores_gemma":[0.99966437,0.0000023370108,0.000012577166,0.000088706365,0.00014708917,0.000039728104,0.0000023671548,0.000028400687,0.000014402225],"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99868745,0.00015388435,0.00028865173,0.00023925674,0.0003950569,0.00023571521],"domain_scores_gemma":[0.99936306,0.00029341062,0.00003475019,0.00024827052,0.000012416618,0.000048098107],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00035890445,0.00020359183,0.00026736097,0.0001292516,0.00007073452,0.000015588892,0.00016815665,0.000073310475,0.0000113812885],"category_scores_gemma":[0.00004483784,0.00012468387,0.00011398404,0.00018209161,0.00008759261,0.000049020797,0.000014245431,0.00027299792,0.000024444784],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00088829,0.0006254097,0.14040759,0.00008976886,0.0003722732,0.00007204286,0.0074109165,0.84005433,0.009002658,0.000008917604,0.00013751506,0.0009302699],"study_design_scores_gemma":[0.0018369082,0.008013201,0.23155434,0.0008192416,0.000116564304,0.000018356934,0.0015026969,0.023250356,0.73200613,0.000021506801,0.00033709093,0.00052359357],"about_ca_topic_score_codex":0.00029196456,"about_ca_topic_score_gemma":0.00010963176,"teacher_disagreement_score":0.816804,"about_ca_system_score_codex":0.00007542023,"about_ca_system_score_gemma":0.0000062313525,"threshold_uncertainty_score":0.50844604},"labels":[],"label_agreement":null},{"id":"W2803553459","doi":"10.2118/189454-pa","title":"Geomechanical Simulation of Partially Propped Fracture Closure and Its Implication for Water Flowback and Gas Production","year":2018,"lang":"en","type":"article","venue":"SPE Reservoir Evaluation & Engineering","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":42,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"CMG Reservoir Simulation Foundation","keywords":"Fracture (geology); Geology; Geotechnical engineering; Closure (psychology); Hydraulic fracturing","score_opus":0.02207023917936254,"score_gpt":0.284460003986388,"score_spread":0.26238976480702547,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2803553459","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9189113,0.0005482832,0.07866947,0.00073374336,0.0001783106,0.0007803755,0.0000053482413,0.00014480125,0.000028373162],"genre_scores_gemma":[0.9981459,0.00015551176,0.0010110628,0.0000053434783,0.00045392165,0.000095420546,0.00006041092,0.000040970284,0.000031499156],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9987559,0.000032271804,0.00034838877,0.00028962758,0.00032228915,0.00025156297],"domain_scores_gemma":[0.99915695,0.000071398754,0.000048023834,0.00023651993,0.0004043221,0.0000827982],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008403148,0.0001798146,0.00022494918,0.00016181484,0.00008577887,0.00003565314,0.00007790777,0.00015396632,0.000043583437],"category_scores_gemma":[0.00040219125,0.00014693818,0.00005447924,0.00015894683,0.000020569429,0.00025341834,0.00003150633,0.000120887154,0.000006138807],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000024521878,0.00000964093,0.000039692626,0.00027513827,0.00006644628,8.8702336e-8,0.00027371658,0.9108647,0.08719804,0.00001333342,0.000042365882,0.0011923107],"study_design_scores_gemma":[0.00031427233,0.00006274863,0.0006726892,0.000055128312,0.00008452974,0.000002223106,0.000012489739,0.7848493,0.2124096,0.00027337653,0.0011236902,0.00013995654],"about_ca_topic_score_codex":0.000005837704,"about_ca_topic_score_gemma":0.000018999628,"teacher_disagreement_score":0.12601541,"about_ca_system_score_codex":0.000058676404,"about_ca_system_score_gemma":0.000019672876,"threshold_uncertainty_score":0.5991965},"labels":[],"label_agreement":null},{"id":"W2805429950","doi":"10.2118/190717-ms","title":"Simulation Study for Scale Management During Shale Gas Production","year":2018,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"Energi Simulation","keywords":"Oil shale; Hydraulic fracturing; Petroleum engineering; Produced water; Geomechanics; Fracture (geology); Geology; Environmental science; Geotechnical engineering","score_opus":0.00957598717344286,"score_gpt":0.2473985585952772,"score_spread":0.23782257142183436,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2805429950","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9508323,0.000009562724,0.04341775,0.000043482214,0.00023367767,0.00039539774,4.0479276e-7,0.0003112716,0.0047561214],"genre_scores_gemma":[0.9941802,0.000003164422,0.0009708877,0.000003767599,0.00038341898,0.000046738114,0.0000027851754,0.000017238539,0.0043917755],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9994771,0.0000066618477,0.0001197653,0.00015725773,0.0001003681,0.00013884311],"domain_scores_gemma":[0.9997169,0.00001007176,0.00001045814,0.00019676232,0.000037355858,0.000028503186],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001000487,0.000075138574,0.000078975245,0.00009069086,0.000112598434,0.00002302506,0.00005874344,0.000021355027,0.00007153663],"category_scores_gemma":[0.000009060269,0.000064757485,0.000039166647,0.00012839738,0.00001001271,0.00008316104,0.000016896242,0.000030367739,0.00004822923],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000008172961,0.00005611865,0.00082472485,0.000067798326,0.00009201727,5.710908e-7,0.00034433726,0.99599296,0.0002442279,8.830528e-7,0.000183354,0.0021848076],"study_design_scores_gemma":[0.0004168798,0.0000672569,0.013906725,0.0000142275985,0.00008595107,4.854803e-7,0.0006828234,0.9680613,0.014854152,0.000049274477,0.0016978994,0.00016297454],"about_ca_topic_score_codex":0.0000110826695,"about_ca_topic_score_gemma":0.00007055458,"teacher_disagreement_score":0.043347895,"about_ca_system_score_codex":0.000036917398,"about_ca_system_score_gemma":8.127327e-7,"threshold_uncertainty_score":0.26407337},"labels":[],"label_agreement":null},{"id":"W2806217074","doi":"10.3968/10101","title":"Experimental Study of the Damage of Fracturing Fluid","year":2017,"lang":"en","type":"article","venue":"Advances in petroleum exploration and development","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"Petro-Canada","funders":"","keywords":"Fracturing fluid; Hydraulic fracturing; Permeability (electromagnetism); Petroleum engineering; Materials science; Geology; Geotechnical engineering; Composite material; Chemistry; Membrane","score_opus":0.01507631792521997,"score_gpt":0.26424969931022535,"score_spread":0.2491733813850054,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2806217074","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99510044,0.0007547442,0.0027482777,0.000025645124,0.00014711668,0.00007290587,4.1065252e-7,0.000013475595,0.001137006],"genre_scores_gemma":[0.99941266,0.00018352999,0.0003252959,0.0000037966151,0.000010506357,0.000023297001,9.887202e-7,0.000006442973,0.00003347268],"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9994098,0.000015940082,0.00024436106,0.00009409545,0.0001564557,0.000079329315],"domain_scores_gemma":[0.9996254,0.000013238866,0.000083850886,0.00024439726,0.000013347593,0.000019752164],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00009797671,0.00007939318,0.00014258457,0.000061123625,0.0001201405,0.000018342449,0.00016370187,0.000020347698,0.000007655385],"category_scores_gemma":[0.00001632368,0.000057163208,0.000016373217,0.000033172084,0.000036447083,0.0004012888,0.00007057171,0.000061570165,8.139052e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000015400363,0.00023186885,0.023425331,0.00006396936,0.000041182753,0.000002157598,0.009937919,0.9574473,0.0026142006,0.000011326889,0.000008832299,0.006200539],"study_design_scores_gemma":[0.0020907673,0.00014433695,0.12510432,0.0001890147,0.000015940517,0.0000010432873,0.01820285,0.05667285,0.7899265,0.00008308678,0.0072256424,0.0003436018],"about_ca_topic_score_codex":0.000015367397,"about_ca_topic_score_gemma":0.00015203003,"teacher_disagreement_score":0.9007744,"about_ca_system_score_codex":0.00002459077,"about_ca_system_score_gemma":0.000009986527,"threshold_uncertainty_score":0.2331048},"labels":[],"label_agreement":null},{"id":"W2806241516","doi":"10.1115/1.4040479","title":"Characterizing the Stimulated Reservoir Volume During Hydraulic Fracturing-Connecting the Pressure Fall-Off Phase to the Geomechanics of Fracturing","year":2018,"lang":"en","type":"article","venue":"Journal of Applied Mechanics","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":9,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Waterloo","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Geomechanics; Hydraulic fracturing; Geology; Biot number; Plasticity; Mechanics; Permeability (electromagnetism); Geotechnical engineering; Hydraulic conductivity; Darcy's law; Shear (geology); Porous medium; Porosity; Petrology; Physics; Thermodynamics; Soil science","score_opus":0.008282593809277736,"score_gpt":0.23057800070162113,"score_spread":0.2222954068923434,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2806241516","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.92694706,0.00086165924,0.06776827,0.0022908605,0.0010108473,0.0005742769,0.000016421965,0.00014063682,0.00038997998],"genre_scores_gemma":[0.9971956,0.00020694901,0.00044546314,0.00039070548,0.0015671425,0.000016476582,0.0000029880794,0.000118944794,0.00005575795],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99669856,0.00010412932,0.0012276579,0.00031569402,0.0009319881,0.0007219765],"domain_scores_gemma":[0.997207,0.00035137456,0.00079575245,0.0010836975,0.00033739678,0.00022478269],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0020884487,0.00046030947,0.00068769854,0.0002879461,0.0008518294,0.00020749352,0.0017654565,0.00024729013,0.00011009686],"category_scores_gemma":[0.00028026875,0.00024850114,0.00039173113,0.000756652,0.000042934786,0.00024562713,0.0003542406,0.0015704591,0.00003692373],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00030602617,0.00008249547,0.000003141537,0.00014088677,0.0010362329,0.000025728948,0.0062558227,0.9107709,0.07525548,0.00007854384,0.00045684585,0.005587889],"study_design_scores_gemma":[0.0015591793,0.00031327887,0.0001279007,0.00030233987,0.0007376988,0.00016875735,0.0023415699,0.62796307,0.27925426,0.0007929764,0.085893296,0.0005456821],"about_ca_topic_score_codex":0.00003892559,"about_ca_topic_score_gemma":0.000051194467,"teacher_disagreement_score":0.28280786,"about_ca_system_score_codex":0.00011857584,"about_ca_system_score_gemma":0.000053786684,"threshold_uncertainty_score":0.9999967},"labels":[],"label_agreement":null},{"id":"W2806912082","doi":"10.3968/9488","title":"Analysis and Diagnosis of CBM Fractured Wells’ Productivity Damage in the Middle of Qinshui Basin, China","year":2017,"lang":"en","type":"article","venue":"Advances in petroleum exploration and development","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Petroleum engineering; Productivity; Structural basin; Drainage; Geology; Environmental science; Production (economics); Geotechnical engineering; Engineering; Mining engineering","score_opus":0.0158857119457338,"score_gpt":0.2433356096585268,"score_spread":0.227449897712793,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2806912082","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9862125,0.0019466042,0.010576253,0.0004545586,0.00005663822,0.000087507964,0.0000034267646,0.000011746671,0.0006507662],"genre_scores_gemma":[0.9950575,0.0038673484,0.0009701913,0.00001066669,0.000012475173,0.000044867284,0.000011465793,0.000005678742,0.000019767245],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99920064,0.000046404384,0.00029621838,0.0001715909,0.00017329947,0.00011183039],"domain_scores_gemma":[0.9994947,0.000056748417,0.00012080917,0.0002823857,0.000020146255,0.000025233741],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00038781253,0.00011217923,0.00028606478,0.0002635582,0.000090174384,0.000033811757,0.0001446368,0.0000392249,0.0000085888805],"category_scores_gemma":[0.00008475044,0.000081874365,0.000030930874,0.00020347115,0.00007385484,0.00054603216,0.000036701127,0.00010710219,5.0120804e-7],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00001921449,0.00010268478,0.5312873,0.00018948763,0.00012924575,0.0000040983873,0.0088517675,0.44007242,0.000048944763,0.000013311859,0.000015693562,0.019265836],"study_design_scores_gemma":[0.00037690176,0.000020000341,0.95962703,0.00007046108,0.00005060219,3.8242186e-7,0.00083814864,0.022207322,0.010575903,0.00017391946,0.005905268,0.00015407584],"about_ca_topic_score_codex":0.0001048241,"about_ca_topic_score_gemma":0.0023507816,"teacher_disagreement_score":0.42833972,"about_ca_system_score_codex":0.000020522511,"about_ca_system_score_gemma":0.000012759294,"threshold_uncertainty_score":0.33387396},"labels":[],"label_agreement":null},{"id":"W2807737897","doi":"10.2516/ogst/2018018","title":"Towards an integrated restoration/forward geomechanical modelling workflow for basin evolution prediction","year":2018,"lang":"en","type":"article","venue":"Oil & Gas Science and Technology – Revue d’IFP Energies nouvelles","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":11,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Geomechanica (Canada)","funders":"Higher Education Funding Council for Wales; Llywodraeth Cymru","keywords":"Geology; Workflow; Computer science; Geomechanics; Scale (ratio); Geotechnical engineering","score_opus":0.00944459785304725,"score_gpt":0.21697071354715491,"score_spread":0.20752611569410767,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2807737897","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.6696854,0.0004096619,0.32675946,0.0012548347,0.00049856835,0.000078563266,0.0000235679,0.0008588417,0.0004310617],"genre_scores_gemma":[0.9761653,0.000656648,0.022630617,0.00001579888,0.00022402835,0.000060625844,0.000025801693,0.000022492364,0.00019867718],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99855274,0.000016605307,0.00028158692,0.00046920657,0.00024775538,0.00043212748],"domain_scores_gemma":[0.9989695,0.000027469627,0.000053914082,0.00039888636,0.00044453843,0.000105701394],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00057418284,0.00019619272,0.0002447241,0.0007177012,0.0005825683,0.00009839992,0.00040255467,0.0003400371,0.000007018081],"category_scores_gemma":[0.00022559588,0.00017336111,0.00004800764,0.0014946961,0.00067132903,0.0004502844,0.0000748969,0.00022420974,0.0000052672285],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000033293407,0.000049394566,0.00012344244,0.00008394598,0.000051977757,0.0000032907383,0.00048394452,0.87188894,0.013338437,0.003308369,0.00065786496,0.10997708],"study_design_scores_gemma":[0.00017524422,0.00019838028,0.000019121664,0.00009785285,0.000039338287,0.000015985393,0.0009631151,0.96307987,0.022695273,0.0023885882,0.010126234,0.00020102636],"about_ca_topic_score_codex":0.0001211707,"about_ca_topic_score_gemma":0.000278052,"teacher_disagreement_score":0.30647987,"about_ca_system_score_codex":0.00018957196,"about_ca_system_score_gemma":0.0001950173,"threshold_uncertainty_score":0.7069461},"labels":[],"label_agreement":null},{"id":"W2808595210","doi":"10.1130/abs/2018nc-311755","title":"HIGH RESOLUTION HEAD PROFILES REVEAL NEW INSIGHTS ABOUT AQUITARD MECHANISMS IN SEDIMENTARY ROCKS","year":2018,"lang":"en","type":"article","venue":"Abstracts with programs - Geological Society of America","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Guelph","funders":"","keywords":"Sedimentary rock; Geology; Head (geology); Aquifer; Petrology; Geochemistry; Geomorphology; Geotechnical engineering; Groundwater","score_opus":0.012555998610678706,"score_gpt":0.23124594981931532,"score_spread":0.2186899512086366,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2808595210","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.97103715,0.00059732277,0.024907505,0.0011462958,0.00012568553,0.00053733843,0.000003882753,0.0004672959,0.0011775016],"genre_scores_gemma":[0.9232951,0.00014597297,0.075707786,0.0003361802,0.00020710765,0.00004005759,0.00007151836,0.000025512198,0.00017077386],"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","domain_scores_codex":[0.9980412,0.000043812357,0.00050862884,0.0003959889,0.0004087981,0.0006015835],"domain_scores_gemma":[0.9992123,0.000058390706,0.00015500166,0.0002918597,0.0000685721,0.0002138664],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00016574169,0.0003004973,0.0005072878,0.00005128183,0.00012167651,0.00002803467,0.00026701292,0.00028294613,0.0001260889],"category_scores_gemma":[0.000015447808,0.00021108969,0.00019688824,0.00051961024,0.00044878837,0.00015565811,0.00007332012,0.0004752862,0.000035587895],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0004109679,0.0014630731,0.0071137496,0.00054151117,0.0015312987,0.000093943796,0.006957559,0.745474,0.004001409,0.000045369074,0.026834266,0.20553288],"study_design_scores_gemma":[0.012480026,0.02407144,0.4210351,0.0032000032,0.0011336717,0.00012651099,0.010762056,0.16860802,0.10604705,0.015581871,0.23029721,0.0066570165],"about_ca_topic_score_codex":0.0069814394,"about_ca_topic_score_gemma":0.00020316741,"teacher_disagreement_score":0.576866,"about_ca_system_score_codex":0.000096443655,"about_ca_system_score_gemma":0.00004457349,"threshold_uncertainty_score":0.99963117},"labels":[],"label_agreement":null},{"id":"W2808606970","doi":"10.2118/187063-pa","title":"Estimating Ultralow Permeability at Multiple Locations Using Simultaneous-Impulse Tests: A Fit-for-Purpose Pressure-Transient Solution and Its Field Application","year":2018,"lang":"en","type":"article","venue":"SPE Journal","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Superposition principle; Permeability (electromagnetism); Impulse (physics); Petroleum engineering; Geology; Software; Computer science; Mechanics; Mathematics; Physics; Chemistry","score_opus":0.01443964380738899,"score_gpt":0.26735814046045303,"score_spread":0.25291849665306404,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2808606970","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.46939892,0.00050466106,0.5294335,0.0001783246,0.0001601887,0.00018947155,0.0000113018,0.000066564375,0.0000570926],"genre_scores_gemma":[0.97956264,0.000042979085,0.019702453,0.000024224853,0.0005715097,0.000010303978,0.0000064231326,0.000020029887,0.000059436887],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9990836,0.000026986645,0.0002949673,0.00017746243,0.00015599976,0.00026099719],"domain_scores_gemma":[0.9991991,0.00024720444,0.000072793155,0.0001701415,0.00017346982,0.00013732322],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002608143,0.00013711974,0.0001608371,0.00007855935,0.00049411884,0.00006843926,0.00010339617,0.00009795978,0.000025512176],"category_scores_gemma":[0.0004569023,0.00012318399,0.0000803599,0.00011546257,0.000040150455,0.00015181076,0.00001389932,0.00020749225,0.0000070404385],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000018368868,0.000025898036,0.00060331624,0.000109372515,0.00006162022,0.0000013884854,0.0006242743,0.9367135,0.056020856,9.95485e-7,0.0000817046,0.005738703],"study_design_scores_gemma":[0.00031111654,0.00005408589,0.00047729225,0.000057259924,0.000111742316,0.00006695869,0.000035946556,0.98802334,0.008956419,0.00007088325,0.0016907955,0.00014414541],"about_ca_topic_score_codex":0.000041991236,"about_ca_topic_score_gemma":0.00019670972,"teacher_disagreement_score":0.5101637,"about_ca_system_score_codex":0.00012378964,"about_ca_system_score_gemma":0.00002213216,"threshold_uncertainty_score":0.5023297},"labels":[],"label_agreement":null},{"id":"W2808676081","doi":"","title":"Numerical investigation of the geophysical response to methane migration in an unconfined aquifer with implications for hydrocarbon wellbore leakage","year":2018,"lang":"en","type":"dissertation","venue":"UWSpace (University of Waterloo)","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Wellbore; Aquifer; Geology; Petroleum engineering; Leakage (economics); Methane; Geotechnical engineering; Geophysics; Petrology; Groundwater; Chemistry","score_opus":0.007568427220954595,"score_gpt":0.2045483951493037,"score_spread":0.1969799679283491,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2808676081","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99755913,0.000009845499,0.00044846084,0.0014590288,0.000053012034,0.00036770743,0.000028131188,0.0000387178,0.00003598319],"genre_scores_gemma":[0.98947066,0.000004641596,0.0011790354,0.000009159815,0.000029201772,0.000004835241,0.00032973106,0.000026791155,0.008945949],"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","domain_scores_codex":[0.9992048,0.00008900166,0.00014404503,0.0002366949,0.00016326527,0.0001621931],"domain_scores_gemma":[0.9992205,0.000061680075,0.000110818204,0.0003808626,0.0001420194,0.00008411066],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00015478245,0.00017026861,0.00031988023,0.00026840903,0.0000687115,0.000008719008,0.00029047063,0.00018653668,0.00000981237],"category_scores_gemma":[0.000024149242,0.00014488006,0.000116190706,0.0004804169,0.00006203618,0.000109699744,0.000013770615,0.00015006051,0.0000030934984],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0049470915,0.00020221954,0.008282773,0.0010997504,0.00056451786,0.000004671654,0.2512071,0.23647864,0.49429673,0.00005365159,0.0012659857,0.0015968557],"study_design_scores_gemma":[0.0018776637,0.0011867646,0.6852758,0.0007301585,0.0007743515,0.0000016671875,0.036875155,0.0704099,0.20088199,0.00040453338,0.0006605051,0.00092149084],"about_ca_topic_score_codex":0.012455949,"about_ca_topic_score_gemma":0.10152625,"teacher_disagreement_score":0.6769931,"about_ca_system_score_codex":0.00007784057,"about_ca_system_score_gemma":0.0000703429,"threshold_uncertainty_score":0.9941202},"labels":[],"label_agreement":null},{"id":"W2808847275","doi":"10.1190/int-2017-0087.1","title":"Interpretation of formation permeability and pressure responses from wireline formation testing with consideration of interlayers","year":2018,"lang":"en","type":"article","venue":"Interpretation","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Shell (Canada); Petroleum Technology Research Centre; University of Regina","funders":"","keywords":"Wireline; Permeability (electromagnetism); Geology; Relative permeability; Mechanics; Capillary pressure; Oil field; Pressure gradient; Geotechnical engineering; Petroleum engineering; Materials science; Chemistry; Porous medium; Engineering; Physics; Porosity; Membrane","score_opus":0.00995240577064969,"score_gpt":0.23132530139306437,"score_spread":0.2213728956224147,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2808847275","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.65667266,0.000082553575,0.3426444,0.000030151743,0.0000399024,0.00011045689,0.000016358372,0.00005498742,0.00034852736],"genre_scores_gemma":[0.9955996,0.000008011169,0.004264043,0.000013649346,0.000030977797,0.000010739034,0.000053451244,0.000012086856,0.0000073994765],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9990807,0.00008445119,0.00046442077,0.00012394981,0.000161673,0.00008476484],"domain_scores_gemma":[0.9989672,0.0002929948,0.00019844445,0.00015393918,0.00035912447,0.000028351844],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00021353217,0.00011410435,0.00019303166,0.00016461388,0.000040511608,0.000028124512,0.000056661687,0.00006698695,0.000019337911],"category_scores_gemma":[0.0003884431,0.000096877004,0.00003281637,0.00015105026,0.00011115457,0.00074280484,0.000014581103,0.00008107005,0.000002004776],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.002184123,0.000084951804,0.00822391,0.0015809035,0.00050833804,0.0000014617458,0.07562204,0.5440071,0.24418303,0.000031676904,0.00018616323,0.12338629],"study_design_scores_gemma":[0.00022692334,0.00020134269,0.0057462035,0.00042893083,0.000082146624,0.0000043885866,0.0006218926,0.863845,0.12856436,0.00018237736,0.000013091515,0.00008337017],"about_ca_topic_score_codex":0.00015716502,"about_ca_topic_score_gemma":0.00026372436,"teacher_disagreement_score":0.33892697,"about_ca_system_score_codex":0.000033533644,"about_ca_system_score_gemma":0.000013621701,"threshold_uncertainty_score":0.39505297},"labels":[],"label_agreement":null},{"id":"W2808857465","doi":"10.2118/191124-pa","title":"Proppant-Conductivity Testing Under Simulated Reservoir Conditions: Impact of Crushing, Embedment, and Diagenesis on Long-Term Production in Shales","year":2018,"lang":"en","type":"article","venue":"SPE Journal","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":59,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Oil shale; Compaction; Permeability (electromagnetism); Geology; Hydraulic fracturing; Geotechnical engineering; Coring; Embedment; Hydraulic conductivity; Petroleum engineering; Materials science; Drilling; Metallurgy","score_opus":0.04120647975662039,"score_gpt":0.3167674477823435,"score_spread":0.2755609680257231,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2808857465","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99887365,0.0002907234,0.0001780945,0.00009681417,0.00016112848,0.00010456105,0.000004729014,0.000048534643,0.00024178802],"genre_scores_gemma":[0.99930286,0.00011380779,0.00013067207,0.000004807011,0.0003582826,0.0000016822374,0.0000035734924,0.000023563316,0.000060771054],"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","domain_scores_codex":[0.99900854,0.00007745577,0.00030936088,0.00016725952,0.00019273348,0.0002446634],"domain_scores_gemma":[0.9994174,0.00007910141,0.000112051566,0.00017964543,0.00011424615,0.00009755442],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00039351426,0.0001529942,0.0002313928,0.0003356508,0.00013519877,0.00006431203,0.00009626898,0.00007741357,0.00009545299],"category_scores_gemma":[0.00030342978,0.00011719785,0.00008138465,0.00035101824,0.00009576473,0.0002925423,0.000023386825,0.00032946814,0.0000066105995],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000029943976,0.0000926451,0.14880244,0.000054411048,0.000196159,0.000027226053,0.00040053972,0.82275194,0.025888793,7.9371347e-7,0.00014482722,0.0016103092],"study_design_scores_gemma":[0.0004702648,0.00027487698,0.9304476,0.00048884517,0.00006539189,0.000120636134,0.000075448326,0.04024471,0.02724514,0.0003429782,0.0000045801216,0.0002195354],"about_ca_topic_score_codex":0.00014794855,"about_ca_topic_score_gemma":0.00018557951,"teacher_disagreement_score":0.7825072,"about_ca_system_score_codex":0.00016985057,"about_ca_system_score_gemma":0.000041955325,"threshold_uncertainty_score":0.47791895},"labels":[],"label_agreement":null},{"id":"W2809007259","doi":"10.2118/191160-ms","title":"EUR Prediction for Unconventional Reservoirs: State of the Art and Field Case","year":2018,"lang":"en","type":"article","venue":"SPE Trinidad and Tobago Section Energy Resources Conference","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":24,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Apache (Canada)","funders":"","keywords":"Production (economics); Matching (statistics); Computer science; Econometrics; Work (physics); Oil shale; Process (computing); Field (mathematics); Petroleum engineering; Geology; Economics; Engineering; Statistics; Mathematics","score_opus":0.011016420416404802,"score_gpt":0.21093579315041538,"score_spread":0.1999193727340106,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2809007259","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9748757,0.00016367668,0.020781538,0.00021420426,0.00033141117,0.00006944161,0.000027448872,0.000066027045,0.003470574],"genre_scores_gemma":[0.9972601,0.00017288046,0.00008491175,0.000027513926,0.00026559056,0.000013234736,0.000004752323,0.000009704327,0.0021613035],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9993708,0.00003414754,0.0001960079,0.0001631777,0.00010704486,0.00012881838],"domain_scores_gemma":[0.9995699,0.00008308411,0.00005122087,0.00014864978,0.00008989272,0.000057269386],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00012328292,0.00010285244,0.00013178775,0.00007861907,0.00015757912,0.000041625608,0.00006706344,0.00006483061,0.000050491904],"category_scores_gemma":[0.00003411634,0.00007618523,0.000057995607,0.00013466387,0.000105117935,0.00007168526,0.000035886223,0.00009029319,7.037109e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0017996099,0.0004106706,0.04999367,0.0020939454,0.0029644724,0.0001123471,0.0135119725,0.3789833,0.020061005,0.005371273,0.022773584,0.50192416],"study_design_scores_gemma":[0.0022881809,0.0009691897,0.014293544,0.00028713464,0.00022807188,0.00058431464,0.0008071231,0.48728943,0.063668214,0.0041574263,0.4248569,0.0005704609],"about_ca_topic_score_codex":0.00029632298,"about_ca_topic_score_gemma":0.0016233023,"teacher_disagreement_score":0.5013537,"about_ca_system_score_codex":0.000009814149,"about_ca_system_score_gemma":0.000010782767,"threshold_uncertainty_score":0.31067434},"labels":[],"label_agreement":null},{"id":"W2809385214","doi":"10.2118/191203-ms","title":"A Comparative Study of Mathematical Models for Fractured Reservoirs: Anomalous Diffusion and Continuum Approach.","year":2018,"lang":"en","type":"article","venue":"SPE Trinidad and Tobago Section Energy Resources Conference","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Anomalous diffusion; Laplace transform; Fractal; Mechanics; Boundary value problem; Mathematics; Statistical physics; Physics; Mathematical analysis; Computer science","score_opus":0.024498898935740837,"score_gpt":0.2401246845589315,"score_spread":0.21562578562319065,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2809385214","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.89298934,0.00022862588,0.100432135,0.000019799012,0.00005820097,0.000193696,0.0000066687203,0.00009448919,0.0059770606],"genre_scores_gemma":[0.9986488,0.00006773216,0.00062808715,0.000009664368,0.00019476218,0.000045445297,0.000006634043,0.000017870614,0.00038099664],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99893177,0.00006443806,0.00032241628,0.000304746,0.00017134944,0.00020527822],"domain_scores_gemma":[0.9993531,0.00011330991,0.00008459474,0.00021788862,0.00012256675,0.00010854852],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00014169111,0.00020637011,0.00048013046,0.00015893012,0.00015089853,0.00007128307,0.00011687414,0.00012303978,0.000020290372],"category_scores_gemma":[0.000016830467,0.00016331374,0.000054526998,0.00016261534,0.00014941025,0.000108724926,0.0000583982,0.000122054844,4.778629e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.004938014,0.0067276717,0.008977613,0.0030021816,0.005878665,0.000030663225,0.39205888,0.49923572,0.020236794,0.009037183,0.0025757377,0.04730089],"study_design_scores_gemma":[0.002081058,0.0010284705,0.0022347155,0.000073885145,0.00014531674,0.000013570557,0.007343746,0.977548,0.0025078114,0.003120724,0.0035485358,0.0003541348],"about_ca_topic_score_codex":0.00025065578,"about_ca_topic_score_gemma":0.00049388554,"teacher_disagreement_score":0.4783123,"about_ca_system_score_codex":0.0000120120885,"about_ca_system_score_gemma":0.000007672882,"threshold_uncertainty_score":0.66597414},"labels":[],"label_agreement":null},{"id":"W2809720236","doi":"10.1504/ijogct.2018.10014385","title":"Selection of decline curve analysis method using the cumulative production incline rate for transient production data obtained from a multi-stage hydraulic fractured horizontal well in unconventional gas fields","year":2018,"lang":"en","type":"article","venue":"International Journal of Oil Gas and Coal Technology","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Transient (computer programming); Production (economics); Stage (stratigraphy); Selection (genetic algorithm); Production rate; Hydraulic fracturing; Mechanics; Environmental science; Petroleum engineering; Geology; Computer science; Engineering; Economics; Physics; Artificial intelligence; Industrial engineering; Microeconomics","score_opus":0.03630124713653688,"score_gpt":0.3415243833870888,"score_spread":0.3052231362505519,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2809720236","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.6094212,0.0001641041,0.38716182,0.0027272762,0.00041609298,0.000059219008,0.000026086811,0.000016226248,0.000008000487],"genre_scores_gemma":[0.9826058,0.00020437918,0.01656761,0.000023173683,0.0004806907,0.000004572462,0.00006195019,0.0000113662545,0.000040460625],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99871874,0.00008424084,0.00060393004,0.00023598965,0.00022993486,0.0001271801],"domain_scores_gemma":[0.9988746,0.000102875194,0.0003322544,0.00017917334,0.00048328645,0.000027816099],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008097813,0.00013266708,0.000317469,0.0007192595,0.00006319904,0.000022125141,0.00034739953,0.00014506473,0.000038807102],"category_scores_gemma":[0.00031239103,0.000099109624,0.00012478328,0.0004826381,0.00010167421,0.00020579537,0.00007033649,0.00031342785,2.480349e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00073172245,0.00024129644,0.006173294,0.000030123532,0.0033467473,0.000009826848,0.00060220424,0.9280854,0.023412826,0.000018230518,0.00006701667,0.03728133],"study_design_scores_gemma":[0.00086061977,0.00013971834,0.0036325399,0.000057413596,0.00044180997,0.000035230365,0.000257023,0.93782,0.053783957,0.00077222136,0.0020904872,0.00010897042],"about_ca_topic_score_codex":0.00034031254,"about_ca_topic_score_gemma":0.0030698383,"teacher_disagreement_score":0.37318462,"about_ca_system_score_codex":0.00009271128,"about_ca_system_score_gemma":0.00004007981,"threshold_uncertainty_score":0.4041573},"labels":[],"label_agreement":null},{"id":"W2809784512","doi":"10.1016/j.enggeo.2018.07.002","title":"Modelling of dilatancy-controlled gas flow in saturated bentonite with double porosity and double effective stress concepts","year":2018,"lang":"en","type":"article","venue":"Engineering Geology","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":43,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Ottawa","funders":"China Scholarship Council; University of Ottawa","keywords":"Dilatant; Bentonite; Geotechnical engineering; Porosity; Geology; Flow (mathematics); Stress (linguistics); Materials science; Mechanics","score_opus":0.0051185398221351005,"score_gpt":0.20181504695210759,"score_spread":0.1966965071299725,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2809784512","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9357748,0.0008041522,0.06246521,0.000019406703,0.00015386078,0.00028491658,0.000003981958,0.00014527679,0.000348367],"genre_scores_gemma":[0.99816793,0.000062889725,0.0015508905,0.0000032187509,0.00008083856,0.000041554533,0.00001410892,0.000030596493,0.00004797842],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.999015,0.000019114348,0.00026537656,0.00023583269,0.00010656402,0.0003581134],"domain_scores_gemma":[0.9994942,0.00009874975,0.00004223629,0.00021810397,0.00006738376,0.00007933778],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00015435526,0.00022513054,0.00055876735,0.00023282715,0.000036085923,0.000014493287,0.00011138728,0.00015023547,0.000024976438],"category_scores_gemma":[0.000008691228,0.0001881503,0.00005082034,0.00029162393,0.000089811954,0.00009973719,0.00003455455,0.00026662752,0.0000036476326],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00044210872,0.000018726301,0.002294711,0.00010254349,0.00020394746,0.000015668893,0.0006375978,0.994757,0.0013680478,0.000028515098,0.0000040847904,0.0001270636],"study_design_scores_gemma":[0.00596064,0.00010257577,0.00144644,0.00010166714,0.00004938816,0.000009163245,0.00002511028,0.9698321,0.022213692,0.000010980835,0.000045148532,0.00020307922],"about_ca_topic_score_codex":0.00044643343,"about_ca_topic_score_gemma":0.00026664813,"teacher_disagreement_score":0.062393095,"about_ca_system_score_codex":0.000043229753,"about_ca_system_score_gemma":0.000010528712,"threshold_uncertainty_score":0.76725465},"labels":[],"label_agreement":null},{"id":"W2809811393","doi":"10.4095/308298","title":"Fluid storage and circulation in carbonates","year":2018,"lang":"en","type":"report","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Natural Resources Canada","funders":"","keywords":"Circulation (fluid dynamics); Petroleum engineering; Geology; Environmental science; Oceanography; Mechanics; Physics","score_opus":0.013393071036713824,"score_gpt":0.2378569543122629,"score_spread":0.22446388327554906,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2809811393","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.44637194,0.008898983,0.0012016988,0.00004964605,0.0009970017,0.0001770427,0.000009637748,0.00045695977,0.5418371],"genre_scores_gemma":[0.99457866,0.0016263567,0.000050770217,0.0000044184053,0.00029110987,0.0000067367646,0.000041876814,0.000034950353,0.0033650978],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99919283,0.0000112640855,0.00021715827,0.00017835872,0.0002510491,0.00014931793],"domain_scores_gemma":[0.99966305,0.000021421252,0.000022860182,0.0001969022,0.00004885714,0.000046913417],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00023608246,0.00015863385,0.00027266037,0.00025965695,0.000017150645,0.000027252347,0.00006044102,0.0002591924,0.00016435437],"category_scores_gemma":[0.000040923274,0.00013627787,0.000053332707,0.0001244251,0.000020756186,0.00003759278,0.00002170039,0.00019144427,0.000014876512],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000002286093,0.000019304025,0.0077692033,0.0013127291,0.00043326433,0.000095660274,0.00037477168,0.95543253,0.00037931872,0.0000016266195,0.027809009,0.006370265],"study_design_scores_gemma":[0.00031990343,0.00002136794,0.06901218,0.000441736,0.00018987134,0.000052478157,0.000051332365,0.6835698,0.00056393765,0.00015416733,0.24458043,0.0010428266],"about_ca_topic_score_codex":0.0013667063,"about_ca_topic_score_gemma":0.0007064699,"teacher_disagreement_score":0.54820675,"about_ca_system_score_codex":0.0001681084,"about_ca_system_score_gemma":0.000045905446,"threshold_uncertainty_score":0.55572504},"labels":[],"label_agreement":null},{"id":"W2810176485","doi":"10.1016/j.petrol.2018.06.037","title":"A study of 3D modeling of hydraulic fracturing and stress perturbations during fluid injection","year":2018,"lang":"en","type":"article","venue":"Journal of Petroleum Science and Engineering","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":25,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Hydraulic fracturing; Fracture (geology); Geology; Mechanics; Shear stress; Geotechnical engineering; Shear (geology); Stress (linguistics); Petrology","score_opus":0.007564778927045933,"score_gpt":0.21568861001257494,"score_spread":0.208123831085529,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2810176485","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9908686,0.00037945382,0.008425279,0.000012559506,0.0001560398,0.000031464137,0.000001071793,0.000020300462,0.00010518458],"genre_scores_gemma":[0.9992381,0.00010491301,0.00049416284,0.0000014817003,0.00014281795,0.0000010358773,9.628438e-8,0.000012208258,0.000005230503],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9988229,0.000008472035,0.0004331246,0.00011942738,0.00042334362,0.00019272871],"domain_scores_gemma":[0.99940693,0.000031209263,0.0001047235,0.00012945788,0.00022054913,0.00010714695],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00047244597,0.00011903647,0.00027267376,0.0007085553,0.00011762707,0.0000405258,0.00016003144,0.000038322116,0.0000030284257],"category_scores_gemma":[0.000118100725,0.00010099138,0.000037744325,0.00042527102,0.00008010558,0.00048317495,0.00004951795,0.00018542306,1.5362608e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000006478364,0.000028477682,0.0017697276,0.00009014881,0.000051021427,0.0000033639583,0.0020496796,0.9458475,0.04990094,9.83508e-7,9.0224023e-7,0.000250768],"study_design_scores_gemma":[0.00035212236,0.00024495952,0.016465325,0.00016209725,0.00005598016,0.000062432286,0.0014290981,0.9669257,0.014189673,0.0000030760143,0.000006536303,0.00010300688],"about_ca_topic_score_codex":0.00004488198,"about_ca_topic_score_gemma":0.000011673135,"teacher_disagreement_score":0.035711266,"about_ca_system_score_codex":0.00005045187,"about_ca_system_score_gemma":0.000026844735,"threshold_uncertainty_score":0.4118309},"labels":[],"label_agreement":null},{"id":"W2810200099","doi":"10.1007/s40948-018-0088-4","title":"Fracturing index-based brittleness prediction from geophysical logging data: application to Longmaxi shale","year":2018,"lang":"en","type":"article","venue":"Geomechanics and Geophysics for Geo-Energy and Geo-Resources","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":46,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Saskatchewan","funders":"China University of Petroleum, Beijing; Chinese Academy of Sciences; University of Saskatchewan; National Science Foundation","keywords":"Brittleness; Oil shale; Hydraulic fracturing; Geology; Geotechnical engineering; Fracture (geology); Outcrop; Shale gas; Materials science; Composite material","score_opus":0.006530720780222777,"score_gpt":0.20440445076113226,"score_spread":0.1978737299809095,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2810200099","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.52152056,0.0004063598,0.47686136,0.00013573021,0.00023472887,0.00018518735,0.00038956656,0.00019749714,0.000069014866],"genre_scores_gemma":[0.9965013,0.00007940817,0.00041823584,0.00025605527,0.0017609406,0.00013753794,0.00068247603,0.000062827596,0.000101170954],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99808484,0.000024061881,0.00032843303,0.0007702287,0.00028016002,0.0005122453],"domain_scores_gemma":[0.9986608,0.0001623677,0.00008683928,0.00073482184,0.0001009273,0.00025424507],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00018298278,0.00036229886,0.0004146005,0.00016971692,0.00052321964,0.00020598128,0.00039306955,0.00023771693,0.00001332283],"category_scores_gemma":[0.000022012198,0.00035645047,0.000090118054,0.00027015482,0.00006299944,0.00028385496,0.00026013202,0.00019364723,0.000010741776],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0003732292,0.0003773523,0.0020883933,0.00065124483,0.0011328061,0.000009526014,0.0020855507,0.52603805,0.008470666,0.0017765475,0.0013173196,0.45567933],"study_design_scores_gemma":[0.0005255928,0.00013340628,0.0031517048,0.000071651855,0.00014491829,0.0000015525595,0.00014358471,0.8895572,0.0027058544,0.0093019325,0.09380404,0.00045857657],"about_ca_topic_score_codex":0.002126484,"about_ca_topic_score_gemma":0.0005713449,"teacher_disagreement_score":0.4764431,"about_ca_system_score_codex":0.000028795546,"about_ca_system_score_gemma":0.000016881866,"threshold_uncertainty_score":0.9998887},"labels":[],"label_agreement":null},{"id":"W2810591888","doi":"10.2118/189972-pa","title":"Generalized Methodology for Estimating Stress-Dependent Properties in a Tight Gas Reservoir and Extension to Drill-Cuttings Data","year":2018,"lang":"en","type":"article","venue":"SPE Reservoir Evaluation & Engineering","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":13,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"China National Offshore Oil Corporation; Porous Media Laboratory","keywords":"Tight gas; Overburden pressure; Permeability (electromagnetism); Petroleum engineering; Compressibility; Effective stress; Stress (linguistics); Geology; Geotechnical engineering; Drill cuttings; Exponent; Drill; Engineering; Hydraulic fracturing; Drilling; Mechanical engineering","score_opus":0.13638906501385653,"score_gpt":0.35309284200287055,"score_spread":0.21670377698901402,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2810591888","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8239588,0.001362118,0.1716693,0.0010905716,0.00046960416,0.0010017689,0.000027239812,0.000317749,0.00010284475],"genre_scores_gemma":[0.76332134,0.000117972406,0.23531686,0.000046224948,0.0006548722,0.00022864458,0.000115351344,0.000101823316,0.000096902084],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9971688,0.00019491957,0.00066023547,0.0007310415,0.0006062343,0.00063881866],"domain_scores_gemma":[0.99802756,0.00030344824,0.00007577578,0.0010580851,0.00032894537,0.00020620858],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.003933165,0.0003536296,0.0005270099,0.0005765366,0.00015361227,0.00012750275,0.0005630609,0.00018264545,0.00006276954],"category_scores_gemma":[0.0027307274,0.00032197245,0.000064920685,0.00051208615,0.0000439904,0.0004116978,0.00037261966,0.00027131184,0.00001773688],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000042917483,0.000017304554,0.00014491873,0.00026670707,0.00008923594,0.0000036851131,0.00083044416,0.9695761,0.02460497,0.000017473336,0.0005020447,0.0039041857],"study_design_scores_gemma":[0.0008012644,0.00007368604,0.0006396255,0.0003893727,0.00009529341,0.000009457581,0.00011643455,0.9773281,0.018079251,0.00018061108,0.0019156176,0.00037128662],"about_ca_topic_score_codex":0.00024855701,"about_ca_topic_score_gemma":0.0005293863,"teacher_disagreement_score":0.06364756,"about_ca_system_score_codex":0.00021432867,"about_ca_system_score_gemma":0.00005990874,"threshold_uncertainty_score":0.9999232},"labels":[],"label_agreement":null},{"id":"W2810676675","doi":"","title":"Hydraulic Fracturing in Plastic Deformed Low-Permeability Reservoirs","year":2017,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Petro Geotech (Canada)","funders":"","keywords":"Hydraulic fracturing; Geology; Petroleum engineering; Permeability (electromagnetism); Geotechnical engineering","score_opus":0.010385676322253595,"score_gpt":0.23517647472299022,"score_spread":0.22479079840073662,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2810676675","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9524059,0.000075414464,0.0016621543,0.00027354652,0.00032607833,0.00010521598,0.0000021057308,0.00029097075,0.044858575],"genre_scores_gemma":[0.9991221,0.000055450648,0.00017363968,0.000031457465,0.0001200359,0.0000237463,0.0000047747358,0.00003640138,0.0004324152],"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","domain_scores_codex":[0.9985316,0.000025291081,0.00035829484,0.0003053018,0.00025704567,0.0005224945],"domain_scores_gemma":[0.99846715,0.00015966468,0.000050276114,0.0011311993,0.000024255198,0.00016748652],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003102096,0.00023480628,0.00033389663,0.00018796003,0.00026979184,0.00017674062,0.0006592611,0.00016033779,0.00031706857],"category_scores_gemma":[0.0005513323,0.00019146122,0.00013703996,0.00010144005,0.00009413379,0.00042543188,0.00012383185,0.00042232897,0.00018977986],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000015792224,0.00005401171,0.038431603,0.00021953447,0.00007000941,0.00005798599,0.0002827887,0.95767784,0.00043330254,0.000008816689,0.0004427946,0.0023055102],"study_design_scores_gemma":[0.0007804382,0.000019617088,0.5199293,0.00014534108,0.00002524204,0.000005974461,0.00011800841,0.46275845,0.012055615,0.0004172402,0.0032239223,0.0005208603],"about_ca_topic_score_codex":0.0009639038,"about_ca_topic_score_gemma":0.002712695,"teacher_disagreement_score":0.49491942,"about_ca_system_score_codex":0.00016570359,"about_ca_system_score_gemma":0.00002102679,"threshold_uncertainty_score":0.7807562},"labels":[],"label_agreement":null},{"id":"W2811337448","doi":"10.1002/ghg","title":"Comment on \"Potential for environmental impact due to acid gas leakage from wellbores at EOR injection sites near Zama Lake, Alberta\" by D.M. LeNeveu (2012)","year":2012,"lang":"en","type":"article","venue":"eCommons (Cornell University)","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":162,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"Pacific Northwest National Laboratory; Laboratory Directed Research and Development; Battelle; U.S. Department of Energy","keywords":"Acid gas; Petroleum engineering; Enhanced oil recovery; Environmental science; Fossil fuel; Leakage (economics); Wellbore; Natural gas field; Geology; Waste management; Natural gas; Engineering","score_opus":0.008783782807902037,"score_gpt":0.17464140387848132,"score_spread":0.16585762107057928,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2811337448","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.987882,0.00012627887,0.008653322,0.00032461705,0.00024840422,0.00023341105,0.000502745,0.00011663146,0.0019125537],"genre_scores_gemma":[0.99570966,0.000042303902,0.0001578316,0.00015161876,0.00015921326,0.0000029598027,0.0006041584,0.00004784842,0.003124433],"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","domain_scores_codex":[0.9988719,0.000062083396,0.00015562992,0.00029434208,0.0001112055,0.00050480064],"domain_scores_gemma":[0.9990661,0.000131754,0.000048220434,0.00039657153,0.000007328778,0.00035000543],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00008621434,0.00028635238,0.00028574868,0.00017941158,0.00030863725,0.000041120606,0.0002565483,0.00015202291,0.0014520199],"category_scores_gemma":[0.0000106550515,0.00029086694,0.00027488882,0.00016916452,0.000051381747,0.00028604444,0.00013086079,0.00019519628,0.0005220007],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00028863997,0.0003607212,0.013025103,0.000020737993,0.0006116974,0.000023007666,0.00069500325,0.82883364,0.0050459374,0.000008351952,0.15028249,0.00080470304],"study_design_scores_gemma":[0.0026553378,0.0006680898,0.034928326,0.000051439245,0.0006168329,0.000017950433,0.00052585313,0.13557392,0.047952782,0.000047018497,0.7754759,0.001486559],"about_ca_topic_score_codex":0.0006311683,"about_ca_topic_score_gemma":0.0025736059,"teacher_disagreement_score":0.6932597,"about_ca_system_score_codex":0.00047816988,"about_ca_system_score_gemma":0.000005942164,"threshold_uncertainty_score":0.99995434},"labels":[],"label_agreement":null},{"id":"W2851986677","doi":"10.11575/prism/31896","title":"Integrated Data Mining and Optimization in Hydraulic Fractured Tight Oil Reservoirs","year":2018,"lang":"en","type":"dissertation","venue":"PRISM (University of Calgary)","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Hydraulic fracturing; Petroleum engineering; Tight gas; Geology; Tight oil; Paleontology","score_opus":0.010129099030176244,"score_gpt":0.2053177912909584,"score_spread":0.19518869226078214,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2851986677","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7273182,0.004965516,0.21187724,0.00031443566,0.00071490894,0.0002681275,0.000016615284,0.00043419565,0.054090727],"genre_scores_gemma":[0.5219266,0.012692002,0.40498364,0.000053939068,0.0001671702,0.0000027813835,0.02543363,0.00024666963,0.0344936],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9988727,0.00005153091,0.00021831736,0.00039701382,0.00024045477,0.00022000764],"domain_scores_gemma":[0.99907213,0.000048691923,0.00012737841,0.0005842968,0.00006868845,0.000098823475],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00018211447,0.00024583668,0.0004471446,0.00054382405,0.00009561447,0.000024739706,0.0006116298,0.00047246082,0.00021592113],"category_scores_gemma":[0.000061024493,0.00028269686,0.00006375192,0.00036427702,0.00006555117,0.00030788357,0.00010506983,0.0003667445,0.0000062806016],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0006139205,0.00021670433,0.000667884,0.003361161,0.0017305159,0.00038519295,0.03332613,0.11175982,0.0005197924,0.000004574543,0.04339758,0.8040167],"study_design_scores_gemma":[0.00042774758,0.000018162105,0.0013388881,0.00037248738,0.00016490043,0.0000010460784,0.00057105283,0.97138804,0.00012722176,0.0000075473667,0.025284635,0.00029827544],"about_ca_topic_score_codex":0.0018631655,"about_ca_topic_score_gemma":0.0019017002,"teacher_disagreement_score":0.8596282,"about_ca_system_score_codex":0.00007215406,"about_ca_system_score_gemma":0.000059695696,"threshold_uncertainty_score":0.9999625},"labels":[],"label_agreement":null},{"id":"W2857247081","doi":"10.3997/2214-4609.201800771","title":"Reservoir Characterization of a Shale-Gas Play in the Duvernay Formation using Seismic, Microseismic, and Well Log Data","year":2018,"lang":"en","type":"article","venue":"Proceedings","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Microseism; Hydraulic fracturing; Geology; Oil shale; Petroleum engineering; Unconventional oil; Drilling; Shale gas; Reservoir modeling; Directional drilling; Source rock; Fossil fuel; Petroleum reservoir; Seismology; Petrology; Structural basin; Geomorphology; Paleontology; Engineering","score_opus":0.021450637600765904,"score_gpt":0.23986218183695468,"score_spread":0.21841154423618878,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2857247081","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9952894,0.000075277465,0.003358744,0.0002736417,0.00004900412,0.00012994297,0.000014890497,0.00004359688,0.0007655343],"genre_scores_gemma":[0.99925035,0.00015382032,0.00025190203,0.00010419473,0.0001403993,0.0000039298707,0.000048468584,0.00001705126,0.000029884006],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9992227,0.000008384049,0.00026005658,0.00016846684,0.0001579501,0.0001824232],"domain_scores_gemma":[0.9996183,0.000017390523,0.00008208989,0.00018867073,0.000064581465,0.000028982337],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00040407386,0.00011469971,0.00015389358,0.000143157,0.000113122864,0.000060118364,0.00036712227,0.000077006735,0.000011251939],"category_scores_gemma":[0.00003542708,0.00008753286,0.000020232816,0.0002837209,0.00006310736,0.00068683736,0.00014687877,0.00013800657,0.000006796987],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00008525598,0.000103296654,0.016996028,0.0017003409,0.00014668162,0.0000065789313,0.04635417,0.007143035,0.920517,0.000038354072,0.0029579168,0.0039513386],"study_design_scores_gemma":[0.00023997066,0.000021487944,0.00538434,0.0001235015,0.000036200534,0.000026929956,0.0003536882,0.93278134,0.050480943,0.000059689806,0.010356326,0.00013560975],"about_ca_topic_score_codex":0.00011634914,"about_ca_topic_score_gemma":0.000018364608,"teacher_disagreement_score":0.92563826,"about_ca_system_score_codex":0.0000322863,"about_ca_system_score_gemma":0.0000072943367,"threshold_uncertainty_score":0.35694864},"labels":[],"label_agreement":null},{"id":"W2885337643","doi":"10.15530/urtec-2018-2880467","title":"Integrated Rock Characterization of a Shale Gas Field in the Horn River Basin, Canada","year":2018,"lang":"en","type":"article","venue":"Proceedings of the 6th Unconventional Resources Technology Conference","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"Colorado School of Mines","keywords":"Geology; French horn; Shale gas; Oil shale; Structural basin; Natural gas field; Field (mathematics); Reservoir modeling; Characterization (materials science); Petroleum engineering; Geochemistry; Mining engineering; Geomorphology; Hydrology (agriculture); Natural gas; Paleontology; Geotechnical engineering; Engineering","score_opus":0.006299483898682342,"score_gpt":0.18654273346112055,"score_spread":0.1802432495624382,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2885337643","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9953063,0.000028741682,0.0004643592,0.0020057417,0.00007104721,0.00010485773,0.000010013088,0.00004003282,0.0019688797],"genre_scores_gemma":[0.9996033,0.0000186541,0.000043488923,0.00006641284,0.000028571425,0.000014853643,0.0000035526052,0.000007358317,0.00021386384],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9991798,0.000007983355,0.0002739858,0.00013466005,0.00024475635,0.00015880857],"domain_scores_gemma":[0.99938685,0.000039513998,0.00013427214,0.00012806892,0.00029435885,0.00001696364],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00015564433,0.00011145679,0.00018254397,0.0001755126,0.0000627311,0.000013423355,0.00067975203,0.00012616234,0.000075940836],"category_scores_gemma":[0.00018405217,0.00007074842,0.000057103018,0.00067203725,0.00017546331,0.000059864036,0.00007743056,0.00026365076,0.000001863876],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00030148777,0.0004403315,0.4639313,0.0014388902,0.0011546442,0.000011703325,0.008700428,0.0032051506,0.47309253,0.01284008,0.009568488,0.025314992],"study_design_scores_gemma":[0.00090510206,0.0002975709,0.08419737,0.0011934745,0.00017024715,0.00005138391,0.0037585932,0.07447068,0.78498244,0.010196401,0.039214075,0.00056263915],"about_ca_topic_score_codex":0.009113328,"about_ca_topic_score_gemma":0.009840792,"teacher_disagreement_score":0.37973392,"about_ca_system_score_codex":0.000044286255,"about_ca_system_score_gemma":0.00006554883,"threshold_uncertainty_score":0.9974851},"labels":[],"label_agreement":null},{"id":"W2885794892","doi":"10.2118/191817-ms","title":"Study of Cluster Efficiency in Unconventional Reservoirs by Analytical Simulators","year":2018,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Apache (Canada)","funders":"","keywords":"Perforation; Hydraulic fracturing; Completion (oil and gas wells); Petroleum engineering; Permeability (electromagnetism); Fracture (geology); Geology; Well stimulation; Complex fracture; Wellbore; Geotechnical engineering; Engineering; Reservoir engineering; Petroleum; Mechanical engineering","score_opus":0.010856758920066151,"score_gpt":0.2607551486014307,"score_spread":0.24989838968136452,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2885794892","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99027467,0.000026448442,0.0022274437,0.00006610528,0.00007293296,0.00008926447,0.0000014686298,0.000055179262,0.007186497],"genre_scores_gemma":[0.99905455,0.0000017901323,0.000034246095,0.000013735439,0.000039776813,0.0000031814263,0.0000027654717,0.000011435661,0.0008384994],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9990975,0.000034629487,0.00027765377,0.0001510563,0.00025299416,0.00018616386],"domain_scores_gemma":[0.9996019,0.00006525029,0.000016693595,0.00021726759,0.000039054554,0.000059826038],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00023563794,0.00009571205,0.00018722561,0.00018781552,0.000026048654,0.000010119192,0.0001589205,0.0000568255,0.000351583],"category_scores_gemma":[0.000037790094,0.00007611524,0.00005934584,0.00045596517,0.000054715205,0.000053714808,0.000039262624,0.00011067597,0.000039699924],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000012028987,0.0003801097,0.03649345,0.000019935771,0.00009381281,0.000003975964,0.0004923401,0.9577101,0.000046127276,0.000010947674,0.0046259295,0.000111238216],"study_design_scores_gemma":[0.000683429,0.00018859425,0.0072637163,0.000013693134,0.000027848731,5.632435e-7,0.00065278553,0.9888483,0.0010625861,0.000023382634,0.0010948936,0.00014015427],"about_ca_topic_score_codex":0.00017623161,"about_ca_topic_score_gemma":0.0004293058,"teacher_disagreement_score":0.03113825,"about_ca_system_score_codex":0.00003587147,"about_ca_system_score_gemma":0.000007696446,"threshold_uncertainty_score":0.38495874},"labels":[],"label_agreement":null},{"id":"W2886091558","doi":"10.2118/184834-pa","title":"Extreme Limited-Entry Design Improves Distribution Efficiency in Plug-and-Perforate Completions: Insights From Fiber-Optic Diagnostics","year":2018,"lang":"en","type":"article","venue":"SPE Drilling & Completion","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":46,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Shell (Canada)","funders":"","keywords":"Wellhead; Spark plug; Fracture (geology); Well stimulation; Perforation; Engineering; Geology; Petroleum engineering; Geotechnical engineering; Mechanical engineering","score_opus":0.023183845940439075,"score_gpt":0.2192312966718775,"score_spread":0.19604745073143842,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2886091558","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7268677,0.001151777,0.2708857,0.00008647876,0.00029914186,0.00019371841,0.000034967612,0.00023472344,0.00024579137],"genre_scores_gemma":[0.9957074,0.0008201931,0.002489221,0.000021631264,0.00037425535,0.000018360533,0.0005017565,0.00003182316,0.00003534104],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9985555,0.00009066539,0.00042202903,0.00035054612,0.00023782984,0.0003434493],"domain_scores_gemma":[0.99901557,0.00041596233,0.000070375296,0.00029601343,0.00009454026,0.00010756483],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00015687894,0.0002498174,0.00031053316,0.00017968107,0.00024381324,0.00010709725,0.00015590807,0.00013860122,0.00007508295],"category_scores_gemma":[0.00015842573,0.00023839728,0.00006800484,0.0004332693,0.0001353121,0.00014347864,0.000044879704,0.00026433618,0.00017048349],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000060234088,0.00017894375,0.0013554122,0.00009086504,0.00013521398,0.000029608702,0.0012037139,0.975707,0.014890879,0.00023923174,0.0009690751,0.0051398203],"study_design_scores_gemma":[0.0004306959,0.00008846211,0.024145722,0.00020246279,0.00006482884,0.0000033730794,0.00006371833,0.96724975,0.0034828533,0.00075066776,0.003196454,0.00032098606],"about_ca_topic_score_codex":0.0002447364,"about_ca_topic_score_gemma":0.00011154019,"teacher_disagreement_score":0.26883972,"about_ca_system_score_codex":0.00016008895,"about_ca_system_score_gemma":0.000015849788,"threshold_uncertainty_score":0.97215587},"labels":[],"label_agreement":null},{"id":"W2887054524","doi":"10.3390/pr6080113","title":"Numerical Simulation of Hydraulic Fracture Propagation in Coal Seams with Discontinuous Natural Fracture Networks","year":2018,"lang":"en","type":"article","venue":"Processes","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":50,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"McGill University","funders":"National Natural Science Foundation of China","keywords":"Hydraulic fracturing; Coal mining; Geology; Fracture (geology); Coal; Geotechnical engineering; Finite element method; Engineering; Structural engineering","score_opus":0.0042704217295386334,"score_gpt":0.22008301619954693,"score_spread":0.2158125944700083,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2887054524","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.3892266,0.002969576,0.6058044,0.00040481475,0.00013526948,0.00031394753,0.0000023287303,0.0002881768,0.0008549254],"genre_scores_gemma":[0.9992478,0.00004278212,0.00017835539,0.00011423089,0.0002887305,0.000014315459,0.000035991707,0.000030922187,0.00004688586],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9990738,0.000020792451,0.00023876756,0.00019802708,0.00022977032,0.00023884268],"domain_scores_gemma":[0.99947965,0.00008546395,0.000080727215,0.00015978431,0.00014415554,0.000050213752],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00007171256,0.00018237514,0.0002619913,0.00010662048,0.0000506896,0.00003562274,0.00013680632,0.00012914011,0.000037702623],"category_scores_gemma":[0.00007732747,0.0001252866,0.000035212423,0.0005551839,0.000064773856,0.00025917948,0.000011238411,0.0003081614,0.0000053355866],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00004746209,0.0000332142,0.0044307653,0.00034639644,0.00004201104,0.0000041317708,0.00050887145,0.9934594,0.00001612124,1.3523211e-7,0.00010073717,0.0010107488],"study_design_scores_gemma":[0.00029134797,0.00007667649,0.008207581,0.00015570599,0.00003430066,0.0000034953741,0.00006409642,0.981667,0.0058487337,0.000026708607,0.0034174435,0.0002069438],"about_ca_topic_score_codex":0.000105190935,"about_ca_topic_score_gemma":0.00018276821,"teacher_disagreement_score":0.6100212,"about_ca_system_score_codex":0.000033315147,"about_ca_system_score_gemma":0.000033118657,"threshold_uncertainty_score":0.51090395},"labels":[],"label_agreement":null},{"id":"W2887157587","doi":"10.15530/urtec-2018-2875353","title":"Theoretical Investigation of Water Blocking in Unconventional Reservoirs Due to Spontaneous Imbibition and Water Adsorption","year":2018,"lang":"en","type":"article","venue":"Proceedings of the 6th Unconventional Resources Technology Conference","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":22,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"Energi Simulation; Texas A and M University","keywords":"Imbibition; Blocking (statistics); Adsorption; Petroleum engineering; Chemical engineering; Environmental science; Chemistry; Materials science; Geology; Computer science; Engineering; Computer network","score_opus":0.006525775689896635,"score_gpt":0.19893896634951688,"score_spread":0.19241319065962026,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2887157587","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99651325,0.000031765972,0.0002639582,0.002033354,0.0000726899,0.00017606828,0.000004343086,0.00007659422,0.0008279912],"genre_scores_gemma":[0.99949515,0.000008918324,0.00029557996,0.000023353872,0.000045416964,0.000026264577,0.0000061117603,0.0000149694615,0.000084237465],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9987174,0.000015213898,0.0004332022,0.000253089,0.0003111081,0.00026994236],"domain_scores_gemma":[0.99937487,0.000029974977,0.00007180756,0.00012242356,0.00034609984,0.000054852575],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004762007,0.0001555863,0.00025531082,0.0005426311,0.00007595597,0.00002539643,0.0003428399,0.00020835662,0.00019891848],"category_scores_gemma":[0.00010986784,0.000099426674,0.00007514664,0.00035145791,0.00084583956,0.0001061328,0.00021761094,0.0002516732,0.000010271799],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00021133543,0.00007117639,0.023035005,0.00057676376,0.000173874,0.000010606971,0.0030428576,0.0047058333,0.92528236,0.04182134,0.00009604669,0.00097277906],"study_design_scores_gemma":[0.00037352592,0.00013922711,0.0049808715,0.0005395817,0.000044486434,0.00014257808,0.00040737327,0.013530066,0.8496933,0.12974067,0.0002198057,0.00018848572],"about_ca_topic_score_codex":0.000025250374,"about_ca_topic_score_gemma":0.00004657748,"teacher_disagreement_score":0.08791933,"about_ca_system_score_codex":0.00005432832,"about_ca_system_score_gemma":0.000012140356,"threshold_uncertainty_score":0.40545022},"labels":[],"label_agreement":null},{"id":"W2887286759","doi":"10.15530/urtec-2018-2901799","title":"Improved Rate-Transient Analysis for Heterogeneous Fractured Liquid-Rich Tight Reservoirs with Non-Static Properties","year":2018,"lang":"en","type":"article","venue":"Proceedings of the 6th Unconventional Resources Technology Conference","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":9,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"Natural Sciences and Engineering Research Council of Canada; Alberta Innovates; University of Calgary","keywords":"Transient analysis; Transient (computer programming); Tight gas; Petroleum engineering; Mechanics; Computer science; Geology; Materials science; Transient response; Physics; Hydraulic fracturing; Engineering; Electrical engineering","score_opus":0.009890834304866251,"score_gpt":0.20815068316860635,"score_spread":0.1982598488637401,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2887286759","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9848901,0.00018375288,0.012058045,0.0015334939,0.00007142436,0.0004516888,0.00001699359,0.00023142225,0.00056307286],"genre_scores_gemma":[0.99813265,0.000023281575,0.0008799861,0.00005170867,0.0000562476,0.00018323414,0.0000059073373,0.000035500725,0.00063150405],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9984012,0.000009224452,0.0004474146,0.00040929063,0.00031076727,0.00042207385],"domain_scores_gemma":[0.9984588,0.00004586048,0.00023094102,0.00029122358,0.0008989857,0.00007418649],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002829548,0.00029650502,0.0004929227,0.00058937306,0.00025535902,0.00006572511,0.0009065497,0.00024402328,0.000056580182],"category_scores_gemma":[0.0001368807,0.00018461922,0.00026293492,0.0013814702,0.00068379357,0.000116257426,0.00011452615,0.00029427378,0.0000038698395],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0036045455,0.00062903046,0.018821279,0.0036850574,0.022092436,0.000008673519,0.008505123,0.315029,0.62363714,0.00066464394,0.0019153643,0.0014076894],"study_design_scores_gemma":[0.000989521,0.00092283834,0.0011108947,0.0003637852,0.0014760417,0.000014142992,0.0006310007,0.2554999,0.7305024,0.00092071306,0.0070292447,0.00053950405],"about_ca_topic_score_codex":0.00002861834,"about_ca_topic_score_gemma":0.0001249831,"teacher_disagreement_score":0.106865264,"about_ca_system_score_codex":0.000064193155,"about_ca_system_score_gemma":0.000049293874,"threshold_uncertainty_score":0.7528553},"labels":[],"label_agreement":null},{"id":"W2887575641","doi":"10.1016/j.petrol.2018.08.023","title":"Analytical modeling of linear flow in single-phase tight oil and tight gas reservoirs","year":2018,"lang":"en","type":"article","venue":"Journal of Petroleum Science and Engineering","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":35,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Tight gas; Petroleum engineering; Flow (mathematics); Compressibility; Constant (computer programming); Mechanics; Tight oil; Reservoir engineering; Drawdown (hydrology); Geology; Oil shale; Geotechnical engineering; Petroleum; Computer science; Hydraulic fracturing; Aquifer; Physics; Groundwater","score_opus":0.012765005637888576,"score_gpt":0.2406750848750188,"score_spread":0.22791007923713022,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2887575641","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9841293,0.00064670015,0.014328162,0.00016865238,0.00016349801,0.000007258209,0.000001110514,0.000018020546,0.0005372736],"genre_scores_gemma":[0.99557585,0.0003662609,0.003798805,0.000006065453,0.00021834242,4.173805e-7,2.0246537e-7,0.00001357857,0.000020512276],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9986189,0.000009167479,0.00046248973,0.00014370492,0.00045132727,0.00031438217],"domain_scores_gemma":[0.9993671,0.000043014235,0.000055857694,0.00013897236,0.00017677339,0.00021825507],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009831365,0.0001366905,0.00032611954,0.00078919064,0.00006633459,0.000053185136,0.00021737051,0.00006206337,0.000008499357],"category_scores_gemma":[0.00022234494,0.00011048296,0.00005683186,0.00062637037,0.00016658066,0.0004225343,0.000049036065,0.0002824237,8.920141e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000014261607,0.000025998184,0.00016341796,0.00007263899,0.000024554787,0.00002323807,0.00031686234,0.9736511,0.023394613,0.000006100375,0.000016263746,0.0022909376],"study_design_scores_gemma":[0.00048068806,0.00012278868,0.00012693016,0.00019536076,0.000027223785,0.000055141798,0.00008477771,0.99452776,0.003780009,0.00000906154,0.00047253605,0.00011769835],"about_ca_topic_score_codex":0.000013040924,"about_ca_topic_score_gemma":0.000009903415,"teacher_disagreement_score":0.02087667,"about_ca_system_score_codex":0.00007779895,"about_ca_system_score_gemma":0.00004663417,"threshold_uncertainty_score":0.45053643},"labels":[],"label_agreement":null},{"id":"W2887754593","doi":"10.15530/urtec-2018-2902799","title":"Use of Rate-Transient Analysis Techniques for Evaluating Experimental Core Permeability Tests for Unconventional Reservoirs","year":2018,"lang":"en","type":"article","venue":"Proceedings of the 6th Unconventional Resources Technology Conference","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":10,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"University of Calgary","keywords":"Transient analysis; Permeability (electromagnetism); Transient (computer programming); Petroleum engineering; Core (optical fiber); Computer science; Geology; Engineering; Transient response; Electrical engineering; Telecommunications; Chemistry","score_opus":0.06311607644669778,"score_gpt":0.3216885644456021,"score_spread":0.2585724879989043,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2887754593","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.98944986,0.00012206734,0.008656205,0.00039083927,0.000090494694,0.00074495975,0.00011059227,0.00020201417,0.0002329409],"genre_scores_gemma":[0.9900047,0.000008436677,0.009242726,0.000013275717,0.000053922176,0.00034554754,0.000020281992,0.000025608182,0.00028549306],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99813,0.000013723053,0.0007036711,0.0004195782,0.00040116167,0.0003318304],"domain_scores_gemma":[0.9973873,0.00026695515,0.00036745108,0.00028054122,0.0016410047,0.000056765253],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000863991,0.00024693043,0.00051489176,0.00057576987,0.00023144134,0.00003943176,0.0007273752,0.00026030684,0.00007845111],"category_scores_gemma":[0.00091887126,0.00019677596,0.0005957912,0.0010654835,0.00092321844,0.00017008616,0.0001497269,0.00019563948,7.8608383e-7],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00085705565,0.00068974704,0.07684654,0.0019166851,0.0048158728,3.883378e-7,0.0014477462,0.02162294,0.8751039,0.011877086,0.001848471,0.0029735966],"study_design_scores_gemma":[0.00066262763,0.0006664114,0.006749103,0.00034512696,0.0009319746,0.000004260084,0.00082030613,0.19771996,0.77566445,0.012905559,0.0031630555,0.00036713685],"about_ca_topic_score_codex":0.000034484172,"about_ca_topic_score_gemma":0.000045909117,"teacher_disagreement_score":0.17609702,"about_ca_system_score_codex":0.000102803686,"about_ca_system_score_gemma":0.00006326254,"threshold_uncertainty_score":0.8024291},"labels":[],"label_agreement":null},{"id":"W2888217105","doi":"10.26685/urncst.64","title":"The Application of Ultra-Lightweight Proppants to Cryogenic Liquid Nitrogen as a Fracturing Fluid: A Research Protocol","year":2018,"lang":"en","type":"article","venue":"Undergraduate Research in Natural and Clinical Science and Technology (URNCST) Journal","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Hydraulic fracturing; Petroleum engineering; Fracturing fluid; Liquid nitrogen; Oil shale; Environmental science; Materials science; Fracture (geology); Waste management; Geology; Engineering; Composite material; Chemistry","score_opus":0.037154132060738296,"score_gpt":0.41358812796564837,"score_spread":0.37643399590491006,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2888217105","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9684074,0.00064591103,0.00014556648,0.023938937,0.00010117332,0.005710681,8.516881e-7,0.00006224644,0.0009872238],"genre_scores_gemma":[0.99701357,0.0012291771,0.00021274968,0.000025454578,0.00019772751,0.0012332036,2.1604431e-7,0.000012814802,0.00007510221],"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9959917,0.0003036349,0.00071584067,0.00048256415,0.0014153004,0.0010909691],"domain_scores_gemma":[0.99710643,0.0007618208,0.00008192411,0.0004102099,0.0012385709,0.0004010681],"candidate_categories":["sts","research_integrity"],"consensus_categories":["sts"],"category_scores_codex":[0.0124828145,0.00015842119,0.0003008333,0.0013475905,0.0015787565,0.00023795074,0.0011071719,0.00025897563,0.00000602176],"category_scores_gemma":[0.002478186,0.00008997941,0.00006285721,0.004384534,0.00428148,0.00025618,0.00037821158,0.0027296916,0.00003911849],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0021136256,0.0007873872,0.032466248,0.00037693733,0.00058255467,0.0002352497,0.00066269084,0.0003697694,0.26342598,0.007527521,0.003979563,0.68747246],"study_design_scores_gemma":[0.0037715205,0.008041756,0.006573487,0.0010424905,0.00005179808,0.0010369754,0.0024016718,0.051364783,0.43744466,0.38971087,0.097518,0.0010419784],"about_ca_topic_score_codex":0.00010097451,"about_ca_topic_score_gemma":0.00023807051,"teacher_disagreement_score":0.6864305,"about_ca_system_score_codex":0.00018616705,"about_ca_system_score_gemma":0.0003721443,"threshold_uncertainty_score":0.99972105},"labels":[],"label_agreement":null},{"id":"W2888372606","doi":"10.3997/2214-4609.201802199","title":"Experimental And Mathematical Study Of Multi-Component Gas/Oil Displacement With Constant Pressure Boundaries","year":2018,"lang":"en","type":"article","venue":"Proceedings","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Constant (computer programming); Boundary value problem; Mechanics; Mass flux; Compressibility; Conservation of mass; Displacement (psychology); Shock wave; Mathematics; Mathematical analysis; Physics; Computer science","score_opus":0.00968999352680074,"score_gpt":0.23621029216330336,"score_spread":0.2265202986365026,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2888372606","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9964869,0.00037354752,0.00059033046,0.000028302018,0.000028118493,0.00012221209,0.0000019778115,0.00008484693,0.0022837745],"genre_scores_gemma":[0.999015,0.0000063749076,0.000727987,0.000004503951,0.00003335286,0.00003252214,5.539469e-7,0.000018420295,0.00016130043],"study_design_codex":"qualitative","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9992764,0.000003092136,0.00017992813,0.00015825487,0.00021737775,0.00016494919],"domain_scores_gemma":[0.9997512,0.000009269556,0.000035305555,0.00007426644,0.00005868435,0.000071247356],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00008891542,0.00013795879,0.00022012541,0.00005341008,0.00011930688,0.000089657995,0.00007939759,0.000031401414,0.000053944834],"category_scores_gemma":[0.0000088951065,0.000096389755,0.000019391719,0.0000767248,0.0002509611,0.000085591244,0.000048765552,0.00007747134,0.0000039248384],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0015146048,0.0118234465,0.05221975,0.009349339,0.008683321,0.00005486752,0.47042137,0.007124933,0.4285313,0.0021799535,0.003971733,0.004125416],"study_design_scores_gemma":[0.007997489,0.0033006144,0.0028916835,0.0008253206,0.0009413057,0.00008614844,0.063819595,0.4538897,0.4541411,0.00008064932,0.010857754,0.0011686161],"about_ca_topic_score_codex":0.0000293113,"about_ca_topic_score_gemma":0.0000067068195,"teacher_disagreement_score":0.44676477,"about_ca_system_score_codex":0.000016925682,"about_ca_system_score_gemma":0.000006866627,"threshold_uncertainty_score":0.39306602},"labels":[],"label_agreement":null},{"id":"W2888669078","doi":"10.1016/j.jngse.2018.08.016","title":"Determination of stimulated reservoir volume and anisotropic permeability using analytical modelling of microseismic and hydraulic fracturing parameters","year":2018,"lang":"en","type":"article","venue":"Journal of Natural Gas Science and Engineering","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":13,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"Universiti Teknologi Petronas","keywords":"Microseism; Anisotropy; Hydraulic fracturing; Permeability (electromagnetism); Geology; Thermal diffusivity; Mechanics; Petroleum engineering; Physics; Chemistry; Thermodynamics; Seismology; Optics","score_opus":0.016363841622317972,"score_gpt":0.24154884866210982,"score_spread":0.22518500703979186,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2888669078","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.96690243,0.0010449842,0.031850863,0.000035121902,0.000111024936,0.000037263464,8.519977e-7,0.00001200858,0.000005437875],"genre_scores_gemma":[0.98580366,0.0001689086,0.013964507,0.000005716005,0.000044741715,1.4093945e-7,1.5820896e-7,0.000009862797,0.0000023294704],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9988582,0.000012810569,0.00042536051,0.00015044858,0.00032583522,0.00022734968],"domain_scores_gemma":[0.9992911,0.000070978844,0.00012215844,0.00011312993,0.00027405273,0.00012852925],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005841689,0.0001343418,0.0003265357,0.00042999905,0.0000822856,0.000050635346,0.0001415683,0.000067371795,0.0000013326846],"category_scores_gemma":[0.0001863941,0.000110446636,0.000052932366,0.00041236987,0.00035232824,0.0005079243,0.000054977558,0.0002558741,6.485066e-8],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000128466545,0.000006203243,0.0009846208,0.00015046731,0.000025537585,0.0000037616926,0.00044266842,0.9332754,0.063332275,9.587901e-7,0.000001383033,0.0017638966],"study_design_scores_gemma":[0.00019496484,0.0000825799,0.005984948,0.00016515078,0.00005805299,0.00007862093,0.0000717809,0.9740401,0.019172264,0.000031256597,0.000014447563,0.000105827174],"about_ca_topic_score_codex":0.00004043107,"about_ca_topic_score_gemma":0.0000012518346,"teacher_disagreement_score":0.044160012,"about_ca_system_score_codex":0.000072621384,"about_ca_system_score_gemma":0.000030603504,"threshold_uncertainty_score":0.4503883},"labels":[],"label_agreement":null},{"id":"W2888779343","doi":"10.4095/311155","title":"Effects of shale gas exploration and development on groundwater and seismicity","year":2016,"lang":"en","type":"report","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Natural Resources Canada","funders":"","keywords":"Induced seismicity; Shale gas; Geology; Groundwater; Hydraulic fracturing; Oil shale; Unconventional oil; Petroleum engineering; Earth science; Geochemistry; Mining engineering; Seismology; Geotechnical engineering; Paleontology","score_opus":0.01594593672219047,"score_gpt":0.22264605397329795,"score_spread":0.20670011725110748,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2888779343","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.80022454,0.00441249,0.11598221,0.00041090715,0.0010950594,0.00081835105,0.000009013495,0.00054518017,0.07650225],"genre_scores_gemma":[0.98650485,0.0065718987,0.00032703526,0.000016429663,0.00012429852,0.00002614385,0.00002177221,0.000036845704,0.006370741],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.99920785,0.000014040632,0.00021927545,0.00017834085,0.00025293283,0.00012758424],"domain_scores_gemma":[0.9996687,0.00006764053,0.000042500775,0.00011854394,0.000044827182,0.00005778841],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00015271867,0.00018301145,0.0003136276,0.00013913226,0.000031033604,0.000019676858,0.00004091962,0.00016853119,0.000025642537],"category_scores_gemma":[0.00002252479,0.00011512504,0.000032900334,0.000029489445,0.000021881631,0.00006727949,0.000032440566,0.000108693515,0.000010210392],"study_design_candidate":"design_other","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000060581136,0.00029563656,0.0017994153,0.032842223,0.0043310653,0.00017345471,0.004423853,0.02316457,0.004261747,0.0000158487,0.041222934,0.8874087],"study_design_scores_gemma":[0.0013731734,0.00023287277,0.00909913,0.0035745024,0.00043192584,0.00005228669,0.00008598174,0.00662049,0.4339063,0.00028262218,0.54262924,0.0017114801],"about_ca_topic_score_codex":0.00015502302,"about_ca_topic_score_gemma":0.000031165328,"teacher_disagreement_score":0.8856972,"about_ca_system_score_codex":0.00007840846,"about_ca_system_score_gemma":0.000034639623,"threshold_uncertainty_score":0.4694663},"labels":[],"label_agreement":null},{"id":"W2888926243","doi":"10.1520/gtj20160330","title":"Creating Tensile Fractures in Colorado Shale Using an Unconfined Fast Heating Test","year":2018,"lang":"en","type":"article","venue":"Geotechnical Testing Journal","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Calgary; Concordia University","funders":"","keywords":"Oil shale; Pore water pressure; Ultimate tensile strength; Bed; Geotechnical engineering; Permeability (electromagnetism); Bedding; Geology; Radioactive waste; Petroleum engineering; Mineralogy; Materials science; Composite material; Waste management; Anisotropy; Engineering","score_opus":0.02805153192168899,"score_gpt":0.2796410222282923,"score_spread":0.2515894903066033,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2888926243","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9675426,0.00013723323,0.02904064,0.00007010783,0.0001698435,0.000093052135,0.0000035952912,0.00050332857,0.0024396267],"genre_scores_gemma":[0.9718437,0.0000058875153,0.02671508,0.00008640769,0.0012566206,0.0000023428263,0.0000029681034,0.00006160019,0.000025358402],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9978515,0.00008054877,0.00072453934,0.0002961388,0.00035517107,0.000692122],"domain_scores_gemma":[0.9983724,0.0006574771,0.00015549776,0.0003142753,0.00020778249,0.00029258593],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0009557204,0.00028643338,0.00042811467,0.00031778374,0.0005377268,0.000245894,0.00036192252,0.00024319562,0.0001553592],"category_scores_gemma":[0.0032183768,0.00025125413,0.00010739457,0.0008072587,0.00016797209,0.00028481134,0.000080101745,0.0013059617,0.00001528015],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000059306785,0.00007701124,0.008502688,0.000022220154,0.000026904247,0.00013510484,0.00025142977,0.9550236,0.025426589,0.0000011235662,0.00006918519,0.010458233],"study_design_scores_gemma":[0.00036220055,0.00021685398,0.01142092,0.00045051792,0.000038745453,0.0007015788,0.00023920543,0.98191106,0.0039272592,0.00023437159,0.00015250735,0.00034480472],"about_ca_topic_score_codex":0.00033532493,"about_ca_topic_score_gemma":0.00008509168,"teacher_disagreement_score":0.026887456,"about_ca_system_score_codex":0.00019524003,"about_ca_system_score_gemma":0.000076345874,"threshold_uncertainty_score":0.999994},"labels":[],"label_agreement":null},{"id":"W2889670878","doi":"10.1190/segam2018-2992460.1","title":"Kinked magnitude distributions for hydraulic fracturing","year":2018,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Magnitude (astronomy); Hydraulic fracturing; Geology; Petroleum engineering; Environmental science; Physics","score_opus":0.010045137574831584,"score_gpt":0.23847933660022788,"score_spread":0.2284341990253963,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2889670878","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.10997064,0.00015352858,0.8447335,0.00071562995,0.00040808145,0.00020363888,0.000031369964,0.0010444438,0.042739198],"genre_scores_gemma":[0.9946233,0.000016101318,0.003466286,0.00012151666,0.000505717,0.000040944637,0.000044441316,0.000026912432,0.0011547708],"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","domain_scores_codex":[0.9992506,0.0000068990526,0.00017028955,0.00015642069,0.00009992789,0.00031588654],"domain_scores_gemma":[0.99950385,0.000058778514,0.00001421984,0.0002591397,0.000059850885,0.000104159524],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0000865025,0.00013319742,0.00014781543,0.00007815529,0.00016966595,0.00004796969,0.00016020154,0.00007946817,0.0004488885],"category_scores_gemma":[0.00004866809,0.00011158297,0.00012699065,0.0001578349,0.000049409264,0.000090949536,0.000023394497,0.00009833461,0.00023191153],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00009442747,0.0004159875,0.0020213888,0.0008399103,0.002560006,0.000031205804,0.0016907825,0.48567337,0.023534002,0.0033463594,0.40210867,0.07768389],"study_design_scores_gemma":[0.00044058816,0.000055364035,0.0027260096,0.000021526444,0.00008963113,0.0000050540148,0.00003577208,0.21882898,0.087288454,0.0008363753,0.6892977,0.00037456804],"about_ca_topic_score_codex":0.00004858517,"about_ca_topic_score_gemma":0.00006681036,"teacher_disagreement_score":0.8846527,"about_ca_system_score_codex":0.00004721735,"about_ca_system_score_gemma":0.000007789381,"threshold_uncertainty_score":0.49150142},"labels":[],"label_agreement":null},{"id":"W2889715602","doi":"10.1007/s10040-018-1856-5","title":"Fault and natural fracture control on upward fluid migration: insights from a shale gas play in the St. Lawrence Platform, Canada","year":2018,"lang":"en","type":"article","venue":"Hydrogeology Journal","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":18,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Institut National de la Recherche Scientifique; Geological Survey of Canada","funders":"Natural Resources Canada","keywords":"Geology; Oil shale; Hydrogeology; Bedrock; Aquifer; Fault (geology); Groundwater; Current (fluid); Petrology; Mining engineering; Groundwater flow; Fracture (geology); Petroleum engineering; Seismology; Geomorphology; Geotechnical engineering; Paleontology","score_opus":0.004339516814867025,"score_gpt":0.19223385575083582,"score_spread":0.1878943389359688,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2889715602","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99386895,0.0018828872,0.00046236182,0.0029671004,0.0003718371,0.0000656464,0.000011067887,0.000023625396,0.00034651192],"genre_scores_gemma":[0.9974549,0.00012940634,0.00003931821,0.0017461969,0.00056631136,0.0000051101574,0.000016500582,0.000011628515,0.000030620733],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9989254,0.0000864452,0.00026889244,0.00016440748,0.00026194533,0.00029294923],"domain_scores_gemma":[0.99936795,0.00023364284,0.00006018813,0.00018986779,0.000044311662,0.00010401592],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00013869457,0.00018626337,0.00025273467,0.00010223161,0.00023525895,0.000058281155,0.00026628582,0.00014955385,0.0001343491],"category_scores_gemma":[0.00005242547,0.000114101225,0.000053549476,0.00012764364,0.000107013926,0.00012792273,0.0000143921225,0.0008650967,0.0000109863395],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00043852828,0.00013452665,0.049401652,0.00003702116,0.0015393101,0.002937535,0.017340973,0.84493536,0.0022490176,0.00011757334,0.07740318,0.0034653163],"study_design_scores_gemma":[0.0043825475,0.0004054436,0.094661616,0.00019944142,0.00022424021,0.0018010038,0.0012171472,0.7130925,0.0049843285,0.0026666268,0.17545618,0.0009089233],"about_ca_topic_score_codex":0.036442943,"about_ca_topic_score_gemma":0.51682156,"teacher_disagreement_score":0.48037863,"about_ca_system_score_codex":0.00008010422,"about_ca_system_score_gemma":0.00007246953,"threshold_uncertainty_score":0.96997344},"labels":[],"label_agreement":null},{"id":"W2890151451","doi":"10.1007/s13202-018-0546-0","title":"Analysis of horizontal well productivity in tight gas formations and its sensitivity to reservoir properties","year":2018,"lang":"en","type":"article","venue":"Journal of Petroleum Exploration and Production Technology","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Productivity; Petroleum engineering; Permeability (electromagnetism); Well test (oil and gas); Pressure gradient; Porosity; Tight gas; Offshore geotechnical engineering; Anisotropy; Sensitivity (control systems); Geology; Geotechnical engineering; Engineering; Chemistry; Electronic engineering; Optics; Hydraulic fracturing","score_opus":0.014195643094780382,"score_gpt":0.22609544979758997,"score_spread":0.21189980670280958,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2890151451","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9840489,0.00043003092,0.0062409984,0.008920666,0.0001722532,0.00008034388,0.000001871382,0.000043441207,0.000061485545],"genre_scores_gemma":[0.9990907,0.00044293804,0.00024571462,0.000005925465,0.00014571098,0.000006253408,0.0000014883557,0.000007592891,0.000053728694],"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9991029,0.000064401254,0.0004076066,0.00014844403,0.00015207317,0.0001245851],"domain_scores_gemma":[0.9993449,0.000011971698,0.00014601302,0.000154779,0.0002935188,0.000048830036],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006351094,0.00010224453,0.00033276057,0.0019999107,0.00007199339,0.000018039365,0.00005605949,0.00009256374,0.000006542903],"category_scores_gemma":[0.00025736523,0.000083951905,0.000047404017,0.0013228204,0.000083976025,0.00059512083,0.000030690735,0.00021319826,0.0000025980014],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00029184553,0.00024060762,0.009019293,0.00027520352,0.0010996045,0.000011801451,0.0053735464,0.6031565,0.36065963,0.00012843417,0.00058919523,0.01915433],"study_design_scores_gemma":[0.00040941095,0.00065195543,0.005937511,0.00010411041,0.000446045,0.00011409418,0.0021084507,0.156931,0.8286121,0.00042504547,0.0039965236,0.000263759],"about_ca_topic_score_codex":0.000011471291,"about_ca_topic_score_gemma":0.0005649185,"teacher_disagreement_score":0.46795246,"about_ca_system_score_codex":0.0000467916,"about_ca_system_score_gemma":0.000017726195,"threshold_uncertainty_score":0.34234595},"labels":[],"label_agreement":null},{"id":"W2890432537","doi":"10.1144/sp482.5","title":"Multiphase flow and underpressured shale at the Bruce nuclear site, Ontario, Canada","year":2018,"lang":"en","type":"article","venue":"Geological Society London Special Publications","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"Nuclear Waste Management Organization","keywords":"Oil shale; Archaeology; Geology; Mining engineering; History; Paleontology","score_opus":0.008414064539962586,"score_gpt":0.1956649181825696,"score_spread":0.18725085364260702,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2890432537","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9260266,0.00039150403,0.002706625,0.01566763,0.00045394682,0.00033855395,0.000095291856,0.00042716716,0.05389269],"genre_scores_gemma":[0.98608345,0.000080523845,0.0011740451,0.0010523964,0.0011816779,0.000021977634,0.00008330362,0.000017872964,0.01030476],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.998945,0.000030005167,0.00019598,0.00026364115,0.00023322983,0.0003321394],"domain_scores_gemma":[0.99920726,0.00012403785,0.000034245324,0.00036274194,0.00009592984,0.00017581136],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001261364,0.00015195197,0.00017124938,0.000015995798,0.0007539824,0.000101234924,0.00026216908,0.00014579923,0.007052514],"category_scores_gemma":[0.000073184594,0.000105009334,0.00012620036,0.0002693957,0.00032435457,0.00009661119,0.00016715076,0.00028931268,0.0000766085],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000010350178,0.000055460074,0.006536271,0.000010778899,0.00022826942,0.0000022927798,0.0018121651,0.02853175,0.00020825898,0.00021812732,0.9604989,0.0018873502],"study_design_scores_gemma":[0.00024692522,0.000015726715,0.050702065,0.000002367192,0.000041626838,0.000006161544,0.00011647035,0.052704167,0.000054016167,0.00009860757,0.895839,0.00017288428],"about_ca_topic_score_codex":0.39118263,"about_ca_topic_score_gemma":0.9482448,"teacher_disagreement_score":0.5570622,"about_ca_system_score_codex":0.0003277724,"about_ca_system_score_gemma":0.000087607055,"threshold_uncertainty_score":0.9938552},"labels":[],"label_agreement":null},{"id":"W2890480568","doi":"10.1115/1.4041410","title":"Performance Evaluation of Gas Production With Consideration of Dynamic Capillary Pressure in Tight Sandstone Reservoirs","year":2018,"lang":"en","type":"article","venue":"Journal of Energy Resources Technology","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":26,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Regina","funders":"","keywords":"Capillary pressure; Saturation (graph theory); Capillary action; Pressure drop; Tight gas; Mechanics; Petroleum engineering; Relative permeability; Permeability (electromagnetism); Pressure gradient; Chemistry; Geotechnical engineering; Materials science; Geology; Porous medium; Hydraulic fracturing; Composite material; Porosity; Physics; Mathematics","score_opus":0.005791899797500952,"score_gpt":0.21623163716256405,"score_spread":0.2104397373650631,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2890480568","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9964234,0.0022341565,0.00029389976,0.0003250686,0.00008245636,0.000043691747,4.9885597e-7,0.00002376078,0.0005730399],"genre_scores_gemma":[0.9989722,0.0004616002,0.00042666393,0.000002293398,0.00006529111,0.0000036484182,0.0000014617235,0.000013592762,0.000053267602],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9988565,0.00006222168,0.00047726606,0.000102010876,0.00037533572,0.00012665516],"domain_scores_gemma":[0.9988653,0.000021169197,0.00032249597,0.00022770202,0.000541266,0.000022078662],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005909655,0.00009933223,0.00030302117,0.0008816895,0.00003273497,0.0000042552906,0.000152284,0.00016484344,0.000018809757],"category_scores_gemma":[0.000121696605,0.000074922034,0.000039895895,0.0005676792,0.00021130615,0.00011913665,0.000018679788,0.00019823911,2.737282e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00011219425,0.000044751538,0.0063375095,0.000081237915,0.00021840575,0.0000036535014,0.000398605,0.9599266,0.024608344,0.0000074897275,0.00010977486,0.008151448],"study_design_scores_gemma":[0.001163494,0.00085765956,0.011759279,0.0005934062,0.0003598542,0.00023938836,0.0004684074,0.5187804,0.46201754,0.00029063027,0.0032769642,0.0001929828],"about_ca_topic_score_codex":0.00003501662,"about_ca_topic_score_gemma":0.00045757974,"teacher_disagreement_score":0.4411462,"about_ca_system_score_codex":0.00005439153,"about_ca_system_score_gemma":0.000044472927,"threshold_uncertainty_score":0.3055232},"labels":[],"label_agreement":null},{"id":"W2890806112","doi":"10.2118/191654-ms","title":"Engineered Fracture Spacing Staging and Perforation Cluster Spacing Optimization for Multistage Fracturing Horizontal Wells","year":2018,"lang":"en","type":"article","venue":"SPE Annual Technical Conference and Exhibition","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":12,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Apache (Canada)","funders":"","keywords":"Hydraulic fracturing; Perforation; Completion (oil and gas wells); Fracture (geology); Petroleum engineering; Geology; Petrophysics; Geotechnical engineering; Drilling; Mining engineering; Engineering; Porosity; Mechanical engineering","score_opus":0.008116604033498807,"score_gpt":0.22969810514059708,"score_spread":0.22158150110709826,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2890806112","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.25100392,0.00009480141,0.74738574,0.00037008175,0.000083612395,0.00025696383,0.00003179143,0.00027708526,0.00049600797],"genre_scores_gemma":[0.98875356,0.00016720936,0.010398853,0.00009597268,0.00037340762,0.000021209991,0.00011095285,0.00003264917,0.0000462113],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9989632,0.000019436548,0.00025937357,0.00031377934,0.00014935632,0.00029485053],"domain_scores_gemma":[0.99948496,0.00006730927,0.00005040474,0.0001525064,0.00012936025,0.000115479204],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00021337772,0.0002218228,0.00023880093,0.00015206351,0.00022918884,0.00016136607,0.000061258965,0.0002223648,0.00005890495],"category_scores_gemma":[0.00006358804,0.00020583413,0.000054721648,0.00011408162,0.00008374279,0.00055362016,0.000039452163,0.000257502,0.0000039992515],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00023707072,0.00008312656,0.00063594675,0.0009680181,0.00018429193,0.000014349129,0.0051985206,0.90887564,0.052722074,0.0003649565,0.003617606,0.027098399],"study_design_scores_gemma":[0.0006860859,0.00021716706,0.0008499673,0.00023380744,0.000072817566,0.000014107989,0.0007237242,0.96395695,0.03049321,0.0003588345,0.0019609346,0.00043237917],"about_ca_topic_score_codex":0.000059862716,"about_ca_topic_score_gemma":0.00005648988,"teacher_disagreement_score":0.7377496,"about_ca_system_score_codex":0.00005274532,"about_ca_system_score_gemma":0.00001211677,"threshold_uncertainty_score":0.8393673},"labels":[],"label_agreement":null},{"id":"W2891283634","doi":"10.1190/segam2018-2996360.1","title":"Fluid flow and thermal modeling for tracking induced seismicity near the Graham disposal well, British Columbia, Canada","year":2018,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Induced seismicity; Geology; Fluid dynamics; Seismology; Hydrology (agriculture); Geotechnical engineering","score_opus":0.008556212992283638,"score_gpt":0.19137448000648905,"score_spread":0.1828182670142054,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2891283634","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.97214836,0.00011629725,0.026383335,0.00021427317,0.00021276328,0.00014691026,0.000015285312,0.00011141967,0.00065135054],"genre_scores_gemma":[0.9985005,0.00001235967,0.00052618294,0.00030521944,0.00029622042,0.0000141932915,0.000007922255,0.000032772703,0.00030462557],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99914974,0.000018171606,0.00018186937,0.00018206758,0.00015231798,0.00031581626],"domain_scores_gemma":[0.99959445,0.000055690918,0.000014016465,0.00018546637,0.000058969254,0.000091404974],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00016213392,0.00010008577,0.00016732652,0.000011014734,0.0005712792,0.00052832876,0.00015826395,0.00007357005,0.00008961061],"category_scores_gemma":[0.000024949737,0.00010649806,0.00006072121,0.000091441725,0.000054101158,0.000099661855,0.000030858148,0.00015061293,0.0000019781867],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000005644597,0.000010738862,0.0005955892,0.000052600637,0.00017907139,0.0000073431534,0.0003764512,0.96387535,0.0008820869,9.685031e-7,0.006562612,0.027451526],"study_design_scores_gemma":[0.00018803024,0.000015239102,0.0013107158,0.000019206103,0.000036163023,0.000007803951,0.00010717058,0.9934981,0.00061139854,0.000020833138,0.0040209983,0.00016435585],"about_ca_topic_score_codex":0.92032474,"about_ca_topic_score_gemma":0.97494066,"teacher_disagreement_score":0.054615896,"about_ca_system_score_codex":0.000051126593,"about_ca_system_score_gemma":0.00008472774,"threshold_uncertainty_score":0.5094687},"labels":[],"label_agreement":null},{"id":"W2891336750","doi":"10.2118/191698-ms","title":"Distance-of-Investigation Could be Misused in Unconventional Heterogeneous Reservoirs with Non-Static Properties","year":2018,"lang":"en","type":"article","venue":"SPE Annual Technical Conference and Exhibition","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"Natural Sciences and Engineering Research Council of Canada; Alberta Innovates; University of Calgary","keywords":"Permeability (electromagnetism); Hydrogeology; Geology; Reservoir simulation; Fracture (geology); Fluid dynamics; Tight gas; Porous medium; Petroleum engineering; Hydraulic fracturing; Mechanics; Geotechnical engineering; Computer science; Porosity","score_opus":0.021525931478118796,"score_gpt":0.23640664429358432,"score_spread":0.21488071281546553,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2891336750","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9871313,0.00006805569,0.011025783,0.00053301506,0.00002667899,0.00015064685,0.000018961267,0.00008958168,0.0009559905],"genre_scores_gemma":[0.99924195,0.00007767009,0.00046441256,0.000040983723,0.000040241604,0.000023453784,0.00003763169,0.000012658094,0.000061029692],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99915355,0.000024102374,0.00025515544,0.00018526414,0.00020586872,0.00017607209],"domain_scores_gemma":[0.9995913,0.00002018619,0.000040728566,0.00014518984,0.00013429689,0.00006830969],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00012995077,0.00012697127,0.00019500792,0.000105902356,0.00004982865,0.000027049642,0.00008211938,0.000099397956,0.0000456889],"category_scores_gemma":[0.000023358014,0.00009793408,0.00003356145,0.00020785363,0.00031523395,0.00017856153,0.000020956519,0.0001529411,0.0000050365156],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0032767178,0.001324827,0.04734131,0.007850748,0.0010312169,0.00040198714,0.022658149,0.33549753,0.5397126,0.006307353,0.016920326,0.017677238],"study_design_scores_gemma":[0.004474976,0.0031167655,0.03439819,0.00475356,0.00026338472,0.00009701317,0.0035509681,0.37471837,0.5531009,0.015726876,0.0037891313,0.0020099047],"about_ca_topic_score_codex":0.00013598616,"about_ca_topic_score_gemma":0.0010225923,"teacher_disagreement_score":0.039220843,"about_ca_system_score_codex":0.00003471552,"about_ca_system_score_gemma":0.000033044063,"threshold_uncertainty_score":0.39936358},"labels":[],"label_agreement":null},{"id":"W2891849924","doi":"10.22488/okstate.18.000009","title":"Hydrogeothermal characterization and modelling of a standing column well experimental installation","year":2018,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":11,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Polytechnique Montréal","funders":"","keywords":"Column (typography); Characterization (materials science); Computer science; Materials science; Telecommunications; Nanotechnology","score_opus":0.012653924918113535,"score_gpt":0.20776718019420456,"score_spread":0.19511325527609102,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2891849924","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.71370953,0.00003301457,0.28204873,0.0000046703976,0.000029059842,0.000031515614,0.0000013413919,0.000055047745,0.004087084],"genre_scores_gemma":[0.9990801,0.000024426576,0.0006110037,0.0000067781457,0.00005877316,0.0000017888406,0.000009942915,0.0000124520075,0.00019470481],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9996329,0.000006677338,0.00012514637,0.00007416627,0.00007698196,0.00008412742],"domain_scores_gemma":[0.999862,0.000005951929,0.000020155474,0.000066000466,0.000015866757,0.000029992627],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00004834087,0.00006016845,0.000088043496,0.000064767344,0.000040202518,0.00001612232,0.00002803356,0.00003671785,0.00017072076],"category_scores_gemma":[9.966558e-7,0.000056936013,0.000019533898,0.00007754839,0.000030255462,0.000117985095,0.000011155351,0.00002905563,0.000005867531],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000014186076,0.000021104364,0.000852229,0.00004730662,0.000066767694,7.044513e-7,0.0014754827,0.61558706,0.38067487,0.000047931033,0.000010394401,0.0012019638],"study_design_scores_gemma":[0.000102589685,0.000018815905,0.00016745168,0.000012542197,0.0000058845317,8.035292e-7,0.00007314928,0.7883594,0.21077089,0.0000054617317,0.00042739348,0.0000556155],"about_ca_topic_score_codex":0.0000365321,"about_ca_topic_score_gemma":0.0000064029055,"teacher_disagreement_score":0.2853706,"about_ca_system_score_codex":0.000019315685,"about_ca_system_score_gemma":0.0000026883088,"threshold_uncertainty_score":0.23217833},"labels":[],"label_agreement":null},{"id":"W2892914459","doi":"10.2118/191741-ms","title":"Experimental Proppant Conductivity Observations: Evaluating Impact of Proppant Size and Fluid Chemistry on Long-Term Production in Shales","year":2018,"lang":"en","type":"article","venue":"SPE Annual Technical Conference and Exhibition","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":16,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Hydraulic fracturing; Permeability (electromagnetism); Compaction; Oil shale; Embedment; Materials science; Hydraulic conductivity; Geology; Geotechnical engineering; Petroleum engineering; Composite material; Soil science; Chemistry","score_opus":0.05094627476662814,"score_gpt":0.3257878760040008,"score_spread":0.2748416012373726,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2892914459","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9990243,0.00015034113,0.00014750441,0.00009770904,0.00002524641,0.00022421955,0.000013826166,0.00008119915,0.00023570443],"genre_scores_gemma":[0.9995415,0.000082893406,0.00018558779,0.000005255882,0.00009849927,0.000031592237,0.00001858348,0.00001070327,0.000025377865],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9991203,0.00003085671,0.00024947766,0.00026336932,0.00016798606,0.00016799412],"domain_scores_gemma":[0.9995902,0.000033870223,0.000049450624,0.00016119223,0.00010797532,0.000057319638],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00023908373,0.00014677168,0.00021347261,0.000051911356,0.000060476665,0.00002700196,0.000054617758,0.00011116557,0.00005341898],"category_scores_gemma":[0.00018460171,0.000117010706,0.00004477677,0.00014512951,0.00019990727,0.00024487215,0.000036965776,0.00017124995,0.000001676471],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000060826394,0.000112899324,0.0035262683,0.000120915625,0.00002143462,0.0000025826137,0.00035375915,0.00062169926,0.9929834,0.000010427263,0.000037338734,0.0021484536],"study_design_scores_gemma":[0.00035923775,0.00060952455,0.19970067,0.00044145688,0.000024858573,0.00002265677,0.00028236693,0.0057888227,0.79231507,0.00022926448,0.0000021358849,0.00022394648],"about_ca_topic_score_codex":0.00007982752,"about_ca_topic_score_gemma":0.000032776952,"teacher_disagreement_score":0.20066833,"about_ca_system_score_codex":0.000070809976,"about_ca_system_score_gemma":0.00003417344,"threshold_uncertainty_score":0.4771558},"labels":[],"label_agreement":null},{"id":"W2894339549","doi":"10.32390/ksmer.2018.55.4.323","title":"Field Application Study of Matrix Acidizing in Alderson Oil Field, Canada","year":2018,"lang":"en","type":"article","venue":"Journal of the Korean Society of Mineral and Energy Resources Engineers","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Petroleum engineering; Oil field; Matrix (chemical analysis); Oil production; Field (mathematics); Fossil fuel; Environmental science; Production (economics); Geology; Materials science; Engineering; Waste management; Composite material","score_opus":0.003589439509894063,"score_gpt":0.18756728962385014,"score_spread":0.18397785011395607,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2894339549","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99791986,0.0005354922,0.0005816562,0.00053020805,0.00009201368,0.000010928044,9.169277e-7,0.000005343315,0.00032358064],"genre_scores_gemma":[0.9990935,0.00016596883,0.000225789,0.000063243075,0.00016720101,8.7484415e-7,3.348023e-7,0.000008690809,0.00027440154],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99926686,0.000019733505,0.00032003477,0.000061937935,0.0002145714,0.00011687897],"domain_scores_gemma":[0.9995733,0.00009110409,0.00011885426,0.00012450627,0.000046465328,0.000045759403],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00014960412,0.00009578789,0.00023477,0.000047813566,0.000032970045,0.000006019605,0.00019423472,0.00006101873,0.000004462302],"category_scores_gemma":[0.000021329768,0.0000645291,0.00012563259,0.0001895871,0.000025808407,0.00003697134,0.000027430884,0.00015704663,2.3763842e-8],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000617875,0.00008671835,0.0059275897,0.00021616365,0.00058670685,0.0000033737278,0.012090691,0.9373669,0.009798549,0.000004894624,0.021620298,0.012236332],"study_design_scores_gemma":[0.0045510675,0.0016746961,0.011763847,0.00083114544,0.000583886,0.000080134974,0.0514283,0.76812196,0.08747792,0.00005838043,0.072505236,0.0009234059],"about_ca_topic_score_codex":0.07141955,"about_ca_topic_score_gemma":0.044827126,"teacher_disagreement_score":0.16924492,"about_ca_system_score_codex":0.0000357063,"about_ca_system_score_gemma":0.000015586385,"threshold_uncertainty_score":0.9726023},"labels":[],"label_agreement":null},{"id":"W2894857761","doi":"10.1115/power2018-7167","title":"Simulation of Dissolution Front Propagation During Acid Injection Into Porous Media: A CFD Approach","year":2018,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Dissolution; Materials science; Porosity; Computational fluid dynamics; Mechanics; Thermal diffusivity; Fluid dynamics; Porous medium; Heat transfer; Volumetric flow rate; Work (physics); Thermodynamics; Front (military); Chemical engineering; Composite material; Mechanical engineering; Physics; Engineering","score_opus":0.00737820176142268,"score_gpt":0.21603026552901397,"score_spread":0.2086520637675913,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2894857761","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.5459094,0.000054129785,0.45065147,0.000013208267,0.00012230079,0.000088171175,6.591422e-7,0.00020871422,0.0029519259],"genre_scores_gemma":[0.9975619,0.000008901825,0.0019700073,0.0000025286688,0.00027643397,0.000011425552,0.000030336509,0.000018246345,0.00012022057],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9992306,0.000024575465,0.00025114132,0.00014954244,0.00020053763,0.00014357129],"domain_scores_gemma":[0.99961644,0.00002045526,0.000049773327,0.00017882843,0.00008953575,0.0000449712],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00012831237,0.0001086567,0.00014877977,0.00016592539,0.00008733086,0.000015120195,0.000066728004,0.000103010236,0.000055969223],"category_scores_gemma":[0.00007483585,0.00009180236,0.000053284144,0.00019954558,0.000040273815,0.00020456457,0.000018871806,0.000091346206,0.000026123123],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000014082753,0.000025456337,0.0001733997,0.00010492739,0.000045062774,2.7742982e-7,0.001579634,0.98238826,0.0129599795,0.0000046032746,0.000019853143,0.0026844365],"study_design_scores_gemma":[0.00017958098,0.000032117376,0.0045096227,0.000018092775,0.000031068863,0.0000016723569,0.00017142238,0.93015707,0.06469121,0.00007230776,0.000026614358,0.00010920729],"about_ca_topic_score_codex":0.00021750128,"about_ca_topic_score_gemma":0.00015310495,"teacher_disagreement_score":0.4516525,"about_ca_system_score_codex":0.000115474766,"about_ca_system_score_gemma":0.0000064188544,"threshold_uncertainty_score":0.37435916},"labels":[],"label_agreement":null},{"id":"W2895228129","doi":"10.1007/s10950-018-9795-0","title":"Fully coupled hydro–mechanical controls on non-diffusive seismicity triggering front driven by hydraulic fracturing","year":2018,"lang":"en","type":"article","venue":"Journal of Seismology","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"Natural Sciences and Engineering Research Council of Canada; Microseismic Industry Consortium","keywords":"Induced seismicity; Hydraulic fracturing; Front (military); Geology; Context (archaeology); Pore water pressure; Microseism; Fracture (geology); Stress field; Geotechnical engineering; Poromechanics; Seismology; Mechanics; Finite element method; Structural engineering; Engineering; Porous medium; Porosity; Physics","score_opus":0.005636150845251515,"score_gpt":0.22020835266068925,"score_spread":0.21457220181543774,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2895228129","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9009141,0.00029363815,0.09497187,0.0015505461,0.0009639238,0.00013472675,0.0000072307816,0.00008368757,0.001080324],"genre_scores_gemma":[0.996325,0.00014009494,0.00044579396,0.0016229572,0.0011451355,0.0000057092607,0.000004616886,0.00006098425,0.00024971407],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99772584,0.000108281885,0.000888627,0.00026948872,0.00040722822,0.00060052885],"domain_scores_gemma":[0.998504,0.00029550944,0.00036937592,0.00033487083,0.00017632119,0.00031996114],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00047596855,0.00035619998,0.0009630145,0.00034520193,0.0001500416,0.00005067634,0.0004967718,0.00037006,0.0002807712],"category_scores_gemma":[0.0001553629,0.00029191436,0.0003798719,0.00014870455,0.00012354698,0.00017465769,0.00006349138,0.001016075,0.0001456872],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0007969293,0.00042332013,0.00031851264,0.000117480384,0.0023934362,0.00090827135,0.0012342413,0.84729093,0.11214514,0.000013957386,0.028945921,0.0054118386],"study_design_scores_gemma":[0.004587684,0.0018689798,0.0015394321,0.00023399694,0.00036014372,0.0006026455,0.00013155706,0.82112044,0.082501106,0.00046771314,0.08587184,0.0007144612],"about_ca_topic_score_codex":0.00009392078,"about_ca_topic_score_gemma":0.000010047375,"teacher_disagreement_score":0.09541095,"about_ca_system_score_codex":0.00024858228,"about_ca_system_score_gemma":0.000052890304,"threshold_uncertainty_score":0.99995327},"labels":[],"label_agreement":null},{"id":"W2895621436","doi":"10.2118/170965-pa","title":"Productivity-Maximized Horizontal-Well Design With Multiple Acute-Angle Transverse Fractures","year":2018,"lang":"en","type":"article","venue":"SPE Journal","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Impact","funders":"","keywords":"Geology; Fracture (geology); Directional drilling; Perpendicular; Geometry; Transverse plane; Classification of discontinuities; Hydraulic fracturing; Drilling; Geotechnical engineering; Mechanics; Materials science; Mathematics; Structural engineering; Engineering; Physics","score_opus":0.00842794799687487,"score_gpt":0.2168638969795158,"score_spread":0.20843594898264092,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2895621436","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.45856747,0.00036567883,0.5338523,0.0007335609,0.00079276937,0.00023918804,0.0000069124794,0.00031888028,0.005123242],"genre_scores_gemma":[0.9851328,0.00012373224,0.012915014,0.000028271827,0.0012370269,0.0000044856283,0.0000029719777,0.000053434513,0.0005022269],"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9987652,0.00007274163,0.00022488409,0.00019782937,0.00033392318,0.0004054352],"domain_scores_gemma":[0.99930775,0.000052087387,0.00006162059,0.00027801542,0.00009305002,0.00020750333],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00031727456,0.00023378666,0.00030939316,0.0001690589,0.00024727164,0.000115280316,0.00023115132,0.00010014749,0.00066331285],"category_scores_gemma":[0.000033076474,0.0001576907,0.000147402,0.0002338183,0.000094858726,0.00027917896,0.000011954043,0.0005457571,0.00016245789],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0013366506,0.000307339,0.0010293125,0.0000698977,0.0033614773,0.000826735,0.0036164315,0.88401365,0.04966318,0.0000024960475,0.037444416,0.018328441],"study_design_scores_gemma":[0.0076743052,0.001769874,0.004349988,0.00022451462,0.0013494483,0.0020505288,0.0006166449,0.12920178,0.7155196,0.0005310021,0.13507499,0.0016373456],"about_ca_topic_score_codex":0.000033298467,"about_ca_topic_score_gemma":0.00012129897,"teacher_disagreement_score":0.7548118,"about_ca_system_score_codex":0.000084399944,"about_ca_system_score_gemma":0.000043772965,"threshold_uncertainty_score":0.72628105},"labels":[],"label_agreement":null},{"id":"W2895788263","doi":"10.2118/187451-pa","title":"Proppants—What 30 Years of Study Have Taught Us","year":2018,"lang":"en","type":"article","venue":"SPE Production & Operations","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":13,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Oncolytics Biotech (Canada)","funders":"","keywords":"Hydraulic fracturing; Embedment; Petroleum engineering; Fracture (geology); Well stimulation; Work (physics); Geology; Geotechnical engineering; Comminution; Flow (mathematics); Engineering; Reservoir engineering; Mechanical engineering; Materials science","score_opus":0.013120523381356901,"score_gpt":0.25186533448538284,"score_spread":0.23874481110402593,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2895788263","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99250734,0.00015385542,0.0041671456,0.00051541347,0.0009663374,0.00035415325,0.0000029416067,0.0001455511,0.0011872613],"genre_scores_gemma":[0.9941304,0.000087915774,0.002831906,0.000010102891,0.00064500683,0.000027787626,0.000008276782,0.000018788845,0.0022398182],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99926865,0.000031556778,0.00021268927,0.000195383,0.00016541852,0.00012629991],"domain_scores_gemma":[0.9994262,0.000003827744,0.0000168037,0.0003680026,0.00014502296,0.00004017874],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001502626,0.00008703766,0.00013065519,0.00011993712,0.00011853344,0.0000716792,0.00009420436,0.00003617246,0.00048405328],"category_scores_gemma":[0.000045757602,0.00008136598,0.000041641935,0.000231598,0.00006263684,0.00032601418,0.000020276404,0.00010276575,0.0001982834],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000025215047,0.00014309099,0.0011056988,0.000013638657,0.00011992009,0.0000013725955,0.003403371,0.9839289,0.0037293897,0.000003769754,0.0013897042,0.0061586043],"study_design_scores_gemma":[0.0018028959,0.0011117744,0.05575667,0.00023992157,0.00079185807,0.00005384158,0.020722292,0.47171602,0.3066399,0.00010912724,0.13938716,0.001668547],"about_ca_topic_score_codex":0.000102209124,"about_ca_topic_score_gemma":0.000505557,"teacher_disagreement_score":0.51221293,"about_ca_system_score_codex":0.000030334375,"about_ca_system_score_gemma":0.000020356962,"threshold_uncertainty_score":0.5300044},"labels":[],"label_agreement":null},{"id":"W2895859485","doi":"10.2118/191438-18ihft-ms","title":"Mitigating Proppant Flowback through Surface Treatment of Proppant-Laboratory Studies and Field Performance","year":2018,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":8,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Hydraulic fracturing; Fracturing fluid; Petroleum engineering; Environmental science; Erosion; Materials science; Geology","score_opus":0.019987880422307116,"score_gpt":0.2626572709812867,"score_spread":0.2426693905589796,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2895859485","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99346083,0.0032192478,0.00046772076,0.00014053569,0.00010196943,0.00011266142,0.000002011903,0.00011152479,0.0023835155],"genre_scores_gemma":[0.99211866,0.0024897603,0.0047889254,0.000022806922,0.0000978348,0.0000071298277,8.047848e-7,0.000014059727,0.00046003968],"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99934745,0.000014999204,0.00020325572,0.00014443102,0.0001062977,0.00018354399],"domain_scores_gemma":[0.9996057,0.00005302974,0.000028430559,0.00018590753,0.000089245514,0.00003769386],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00006390685,0.00014352059,0.00026095036,0.000023126586,0.00008616502,0.000011615342,0.00005409555,0.000050439823,0.00003249871],"category_scores_gemma":[0.000020395562,0.00009262294,0.00003635103,0.00013139613,0.00010123693,0.00011361591,0.000021544869,0.000047737853,0.000011932902],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00022326854,0.0007452398,0.107414424,0.011014212,0.010269652,0.000076891534,0.11068634,0.45258415,0.17870556,0.00013093113,0.013562605,0.114586726],"study_design_scores_gemma":[0.00038246618,0.0006407415,0.00070398435,0.00017182907,0.000090830275,0.0000031183858,0.0011715842,0.08043085,0.91339356,0.000019689292,0.0027616683,0.00022970434],"about_ca_topic_score_codex":0.000073356394,"about_ca_topic_score_gemma":0.00005395995,"teacher_disagreement_score":0.734688,"about_ca_system_score_codex":0.000033471377,"about_ca_system_score_gemma":0.000014673432,"threshold_uncertainty_score":0.37770537},"labels":[],"label_agreement":null},{"id":"W2895894924","doi":"10.2118/192261-ms","title":"Experimental Investigation of Radial and Linear Acid Injection into Carbonates for Well Stimulation Operations","year":2018,"lang":"en","type":"article","venue":"SPE Kingdom of Saudi Arabia Annual Technical Symposium and Exhibition","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":14,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Schlumberger (Canada)","funders":"","keywords":"Petroleum engineering; Injection well; Water injection (oil production); Volumetric flow rate; Mechanics; Materials science; Well stimulation; Geology; Reservoir engineering; Petroleum; Physics","score_opus":0.00956840516397134,"score_gpt":0.24702274667256624,"score_spread":0.2374543415085949,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2895894924","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.98441416,0.00018574535,0.014480363,0.00020807073,0.00010662735,0.0002470112,0.000020207126,0.0000952396,0.00024258059],"genre_scores_gemma":[0.9954114,0.00006446147,0.0041632503,0.000014463011,0.0002293378,0.000023699435,0.00006852278,0.000016331971,0.000008537616],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.999208,0.000022628574,0.00033018156,0.0001881792,0.0001304632,0.000120588185],"domain_scores_gemma":[0.99961346,0.0000417308,0.000054631837,0.00010283109,0.00011985022,0.00006748069],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00016380985,0.00012591043,0.00020793894,0.00014250852,0.00011515387,0.0000164396,0.000044823788,0.0001525576,0.000008797023],"category_scores_gemma":[0.000031347154,0.00011918902,0.00005741677,0.00015568521,0.00023312362,0.00022892337,0.000027154412,0.00008164353,9.581172e-7],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000061401886,0.000029780771,0.00054726505,0.00012774422,0.000029031295,1.6930194e-7,0.0008511618,0.03902387,0.9586338,0.00018734217,0.00010619943,0.0004022246],"study_design_scores_gemma":[0.000629459,0.00063735264,0.0027838205,0.00011038188,0.00006600976,0.0000064633564,0.00013402362,0.11127704,0.8831934,0.00080419594,0.00018374756,0.00017415715],"about_ca_topic_score_codex":0.0002434405,"about_ca_topic_score_gemma":0.00006700959,"teacher_disagreement_score":0.07544046,"about_ca_system_score_codex":0.000040881754,"about_ca_system_score_gemma":0.000010444039,"threshold_uncertainty_score":0.4860387},"labels":[],"label_agreement":null},{"id":"W2896521701","doi":"10.2118/191958-ms","title":"Fracture Stimulation Challenges in Tight Walloons Coal Measures: Surat Basin Queensland, Australia","year":2018,"lang":"en","type":"article","venue":"SPE Asia Pacific Oil and Gas Conference and Exhibition","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":16,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"ConocoPhillips (Canada)","funders":"ConocoPhillips","keywords":"Coal; Permeability (electromagnetism); Geology; Petroleum engineering; Dewatering; Drilling; Mining engineering; Context (archaeology); Coal mining; Hydraulic fracturing; Structural basin; Geotechnical engineering; Geomorphology; Engineering; Paleontology","score_opus":0.03304883549186314,"score_gpt":0.2435626910121743,"score_spread":0.21051385552031116,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2896521701","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9684705,0.0012823323,0.0011775977,0.0048797503,0.00018420404,0.000066666886,0.00001657966,0.00013940367,0.023782965],"genre_scores_gemma":[0.9926572,0.006506046,0.00006658433,0.000013039836,0.0001563738,0.000006822302,0.00004849118,0.000012629555,0.00053282885],"study_design_codex":"design_other","study_design_gemma":"observational","domain_scores_codex":[0.99908835,0.000051276773,0.00020159641,0.00026160324,0.00015453176,0.00024267242],"domain_scores_gemma":[0.9996298,0.0000311493,0.000029911796,0.00014685196,0.000057774057,0.0001045185],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00017699014,0.00018743426,0.00022975702,0.0001429736,0.0000942167,0.000082044826,0.00004527502,0.00018030021,0.00012810896],"category_scores_gemma":[0.0000136129165,0.00015677937,0.000036260357,0.00009396145,0.00009751125,0.00019448237,0.000011482092,0.00020008942,0.000032528642],"study_design_candidate":"design_other","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00054036046,0.00042032602,0.09472747,0.0018886084,0.0006332609,0.000260195,0.029599987,0.02332696,0.012332212,0.0011927071,0.011548728,0.8235292],"study_design_scores_gemma":[0.0062220935,0.0009818445,0.61035055,0.0025069271,0.00045559392,0.00020427608,0.015755828,0.14704183,0.031835984,0.016200181,0.1650203,0.003424576],"about_ca_topic_score_codex":0.00025650507,"about_ca_topic_score_gemma":0.0017764103,"teacher_disagreement_score":0.8201046,"about_ca_system_score_codex":0.000022328186,"about_ca_system_score_gemma":0.000012095142,"threshold_uncertainty_score":0.63932765},"labels":[],"label_agreement":null},{"id":"W2896995689","doi":"10.1016/j.petrol.2018.10.023","title":"An analysis of tracer flowback profiles to reduce uncertainty in fracture-network geometries","year":2018,"lang":"en","type":"article","venue":"Journal of Petroleum Science and Engineering","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":18,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"National Natural Science Foundation of China","keywords":"Fracture (geology); TRACER; Hydraulic fracturing; Geology; Percolation (cognitive psychology); Petroleum engineering; Hydraulic conductivity; Geotechnical engineering; Soil science","score_opus":0.005973100230569615,"score_gpt":0.2409812912072122,"score_spread":0.23500819097664258,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2896995689","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9851607,0.00035682105,0.014042283,0.00010012099,0.0001989226,0.000025815189,0.000001998475,0.000019890264,0.00009345573],"genre_scores_gemma":[0.9977103,0.00007297693,0.0018926878,0.000024199473,0.00027866135,0.0000013115725,5.5743567e-7,0.000010852021,0.000008444675],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9985299,0.000010600445,0.00044765658,0.00015566473,0.0005054436,0.0003507002],"domain_scores_gemma":[0.9992034,0.000057478777,0.00008080589,0.00019769787,0.00022708534,0.00023355757],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001409983,0.00013932062,0.00044138514,0.001974128,0.000062549996,0.00007149045,0.0003476504,0.00005735418,0.000025286761],"category_scores_gemma":[0.0001934795,0.0001107166,0.00009645482,0.0038009952,0.00011205303,0.0004245759,0.00002495406,0.00021852786,0.0000010359865],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000122889705,0.000013087169,0.0026208626,0.0000196834,0.00012913992,0.0000047652393,0.0005141345,0.97465485,0.021274937,0.0000032140215,0.0000654498,0.00068757957],"study_design_scores_gemma":[0.00014460222,0.00015758879,0.100377776,0.00008065106,0.00015973444,0.0000075622665,0.00024460087,0.8867967,0.010711688,0.0000060875414,0.001156398,0.00015660687],"about_ca_topic_score_codex":0.000056443852,"about_ca_topic_score_gemma":0.00006494803,"teacher_disagreement_score":0.097756915,"about_ca_system_score_codex":0.000113557406,"about_ca_system_score_gemma":0.000054875658,"threshold_uncertainty_score":0.4514892},"labels":[],"label_agreement":null},{"id":"W2897365365","doi":"10.2118/191575-ms","title":"Eagle Ford Huff-and-Puff Gas Injection Pilot: Comparison of Reservoir Simulation, Material Balance and Real Performance of the Pilot Well","year":2018,"lang":"en","type":"article","venue":"SPE Annual Technical Conference and Exhibition","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":17,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Nexen (Canada); University of Calgary","funders":"China National Offshore Oil Corporation","keywords":"Oil shale; Eagle; Petroleum engineering; Natural gas; Shale oil; Environmental science; Hydraulic fracturing; Balance (ability); Material balance; Work (physics); Geology; Reservoir simulation; Waste management; Engineering; Mechanical engineering; Process engineering","score_opus":0.020962539365214628,"score_gpt":0.2681959963826342,"score_spread":0.24723345701741956,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2897365365","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9967831,0.00004220078,0.0011220396,0.00011162105,0.00006944571,0.0001196301,0.000021335927,0.000062453066,0.0016681944],"genre_scores_gemma":[0.99939185,0.00032214413,0.000116586234,0.000010410993,0.00009669514,0.0000048953552,0.00001173365,0.000009105224,0.000036599184],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99921614,0.000033462653,0.0003011486,0.00016084155,0.00015056758,0.00013783008],"domain_scores_gemma":[0.99953294,0.0000402579,0.00007988258,0.00017229209,0.00013056568,0.00004405646],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00017140522,0.00011312023,0.00022773289,0.00005915881,0.00010689434,0.000022386714,0.00008291178,0.00008372804,0.000034169338],"category_scores_gemma":[0.000023400095,0.00008491633,0.000024309973,0.00014144833,0.00027152998,0.00018454427,0.00007240348,0.000131615,0.0000021439755],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0037792493,0.000893295,0.22076312,0.003464356,0.00032646995,0.0000024696712,0.005140832,0.15960564,0.5758366,0.002015522,0.005623524,0.022548957],"study_design_scores_gemma":[0.001249896,0.004993667,0.2224537,0.00069198606,0.00016005583,0.0000144274445,0.00053907,0.50991535,0.25603572,0.0019358892,0.0014959661,0.00051424303],"about_ca_topic_score_codex":0.00025347876,"about_ca_topic_score_gemma":0.00018032448,"teacher_disagreement_score":0.35030973,"about_ca_system_score_codex":0.000013631778,"about_ca_system_score_gemma":0.000010951122,"threshold_uncertainty_score":0.34627876},"labels":[],"label_agreement":null},{"id":"W2897385019","doi":"10.3997/2214-4609.201801171","title":"Analysis of the Fracturing Sequence Effect on the Multi-Fracture Propagation in the Horizontal Well of the Tight Sandsto","year":2018,"lang":"en","type":"article","venue":"Proceedings","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Hydraulic fracturing; Geology; Fracture (geology); Petroleum engineering; Geotechnical engineering; Permeability (electromagnetism); Fracturing fluid; Perforation; Materials science; Composite material","score_opus":0.008891488257852291,"score_gpt":0.2256083007697211,"score_spread":0.2167168125118688,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2897385019","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99573696,0.00006753796,0.00013052425,0.0010774882,0.000087430526,0.0003450957,0.0000033513395,0.000038081223,0.0025135588],"genre_scores_gemma":[0.9996154,0.000010967554,0.000022158161,0.00014874374,0.000098564466,0.000030231924,0.0000013002162,0.000015826847,0.000056853245],"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9988387,0.00005298355,0.00027648185,0.00018390006,0.0004432436,0.00020467998],"domain_scores_gemma":[0.99921495,0.0001793372,0.0001598021,0.00034375623,0.00008107711,0.000021081525],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00074151356,0.00017953297,0.00025769198,0.00013688399,0.00018277763,0.00004090386,0.0007879097,0.00009973535,0.000036496862],"category_scores_gemma":[0.0002151475,0.0000652938,0.0002782577,0.0014197495,0.0001716506,0.000092967246,0.000062258194,0.00044958072,0.0000053482695],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0002486365,0.00043632937,0.3647851,0.0013998724,0.0047309124,0.000004710058,0.06768234,0.36862895,0.17991635,0.00034729776,0.005102723,0.006716788],"study_design_scores_gemma":[0.00033787283,0.00013371711,0.19939597,0.00028553617,0.00093123794,0.0000034593597,0.00062407786,0.27029178,0.5248259,0.000050410352,0.002891661,0.0002284232],"about_ca_topic_score_codex":0.00018606396,"about_ca_topic_score_gemma":0.0001401425,"teacher_disagreement_score":0.3449095,"about_ca_system_score_codex":0.000062800464,"about_ca_system_score_gemma":0.000012651761,"threshold_uncertainty_score":0.2662604},"labels":[],"label_agreement":null},{"id":"W2897526040","doi":"10.2118/191568-ms","title":"Coarse-Scale Modeling of Multicomponent Diffusive Mass Transfer in Dual-Porosity Models","year":2018,"lang":"en","type":"article","venue":"SPE Annual Technical Conference and Exhibition","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"Energi Simulation","keywords":"Discretization; Mass transfer; Mechanics; Porosity; Matrix (chemical analysis); Reservoir simulation; Diffusion; Flow (mathematics); Permeability (electromagnetism); Darcy's law; Porous medium; Computer science; Materials science; Geology; Mathematics; Geotechnical engineering; Thermodynamics; Petroleum engineering; Physics; Chemistry; Mathematical analysis","score_opus":0.019073389024327057,"score_gpt":0.23303525033399897,"score_spread":0.2139618613096719,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2897526040","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7404221,0.0000494172,0.25723743,0.00009423011,0.000027095895,0.000095784766,0.000029738085,0.0000936289,0.0019505625],"genre_scores_gemma":[0.9987446,0.00023845558,0.0008917441,0.000023125303,0.000046830686,0.000009784109,0.000020377936,0.000012431777,0.000012630587],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9990878,0.000023413584,0.00030433683,0.00020785966,0.0001637104,0.00021287768],"domain_scores_gemma":[0.99962896,0.00001915849,0.000014222441,0.00015960523,0.00009983013,0.000078205005],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00013382231,0.00013867537,0.00026699333,0.00011489874,0.00004261573,0.000016452423,0.00006368729,0.00015822156,0.000036417565],"category_scores_gemma":[0.0000077869745,0.00012443888,0.00006366972,0.00013189082,0.00011954203,0.00020481632,0.00002585198,0.00020945325,0.000005442158],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00017847901,0.00027484584,0.0002098908,0.00026194286,0.00005754997,0.000027711232,0.0033683009,0.7384678,0.25300425,0.0011121605,0.00013896964,0.0028980852],"study_design_scores_gemma":[0.00036278093,0.00007423659,0.00024785323,0.00012796115,0.000023172566,0.000003858823,0.00032141485,0.96717906,0.028163994,0.0033062804,0.000019193443,0.00017016756],"about_ca_topic_score_codex":0.00024684856,"about_ca_topic_score_gemma":0.00039502987,"teacher_disagreement_score":0.2583225,"about_ca_system_score_codex":0.000029998138,"about_ca_system_score_gemma":0.000010840534,"threshold_uncertainty_score":0.50744706},"labels":[],"label_agreement":null},{"id":"W2897766446","doi":"10.2118/191458-18ihft-ms","title":"Good Tests Cost Money, Bad Tests Cost More - A Critical Review of DFIT and Analysis Gone Wrong","year":2018,"lang":"en","type":"review","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":12,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"ConocoPhillips (Canada)","funders":"ConocoPhillips","keywords":"Treasure; Completion (oil and gas wells); Quality (philosophy); Hydraulic fracturing; Petroleum engineering; Test (biology); Workover; Oil shale; Operator (biology); Hydrostatic test; Computer science; Risk analysis (engineering); Engineering; Forensic engineering; Geology; Business; Mechanical engineering; History","score_opus":0.0322325132217447,"score_gpt":0.3353630003921865,"score_spread":0.30313048717044183,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2897766446","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0000038058247,0.99185634,0.0016094106,0.00014917871,0.000108930486,0.00072311,0.00018900183,0.00020950746,0.005150707],"genre_scores_gemma":[0.00029710267,0.9972058,0.00083596574,0.00008315278,0.00021329218,0.00016877239,0.000349398,0.00011187237,0.0007346669],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9965078,0.0001646883,0.0014736288,0.00071014295,0.0005336339,0.000610059],"domain_scores_gemma":[0.9970921,0.0007980501,0.00021024089,0.0012359335,0.00022000795,0.00044366566],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00065070053,0.00081013824,0.004514615,0.00069933437,0.00008979147,0.00007744326,0.00054328045,0.00051084167,0.0008798924],"category_scores_gemma":[0.00081952097,0.0005936505,0.0014637246,0.0023065214,0.00027283854,0.00012754372,0.00019348289,0.0006370446,0.00013381119],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000018357556,0.00014972332,0.00014138503,0.4355735,0.00968743,0.00008128756,0.000037225254,0.0006018167,5.743336e-7,0.000028584363,0.013039291,0.54065734],"study_design_scores_gemma":[0.00011040754,0.000034768513,0.00011713704,0.074764386,0.02576142,0.00004886694,0.0000072360153,0.004346183,0.000003312708,0.000005303983,0.89400935,0.0007916112],"about_ca_topic_score_codex":0.00016845421,"about_ca_topic_score_gemma":0.0001387869,"teacher_disagreement_score":0.88097006,"about_ca_system_score_codex":0.00016035137,"about_ca_system_score_gemma":0.00009351586,"threshold_uncertainty_score":0.9996515},"labels":[],"label_agreement":null},{"id":"W2898030524","doi":"10.2118/191790-18erm-ms","title":"An Integrated Approach to Optimize Perforation Cluster Parameters for Horizontal Wells in Tight Oil Reservoirs","year":2018,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"Alberta Innovates; Energi Simulation","keywords":"Perforation; Cluster (spacecraft); Hydraulic fracturing; Fracture (geology); Petroleum engineering; Completion (oil and gas wells); Geology; Materials science; Geotechnical engineering; Computer science; Composite material","score_opus":0.012728890921016717,"score_gpt":0.23663329515488937,"score_spread":0.22390440423387264,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2898030524","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.5551132,0.000015869953,0.42512155,0.0002930321,0.0002110591,0.00022485558,0.000008560152,0.00024675197,0.01876512],"genre_scores_gemma":[0.9102168,0.000007812545,0.087941945,0.00013607055,0.00013253711,0.00009430825,0.00008855575,0.000036875466,0.0013450735],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99893683,0.000041724823,0.00026502454,0.0002894576,0.00013995457,0.00032700005],"domain_scores_gemma":[0.99939287,0.000040772436,0.000016767939,0.00033288344,0.000068140595,0.00014856005],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003160278,0.00017991099,0.00022577686,0.00020549608,0.00006767815,0.00009058842,0.00023204988,0.0001376008,0.00005995653],"category_scores_gemma":[0.000037864374,0.00014058624,0.00007873474,0.0003846107,0.00003261813,0.00023617333,0.000019901388,0.00014758388,0.00005368435],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000079932506,0.00006033985,0.000085204476,0.000040052004,0.00004614591,5.594393e-7,0.0007787292,0.9893877,0.0004929286,0.000009186326,0.005781917,0.0032373366],"study_design_scores_gemma":[0.00047217758,0.00017415767,0.000106880216,0.00001931551,0.000017820621,0.0000012359116,0.0005027765,0.9814515,0.008360636,0.000011529355,0.0086518545,0.00023012163],"about_ca_topic_score_codex":0.0004735692,"about_ca_topic_score_gemma":0.0005929498,"teacher_disagreement_score":0.3551036,"about_ca_system_score_codex":0.00011458976,"about_ca_system_score_gemma":0.000015163569,"threshold_uncertainty_score":0.57329404},"labels":[],"label_agreement":null},{"id":"W2898081792","doi":"10.2118/191708-ms","title":"Application of Superposition Principle to Variable Rate/Pressure Production Analysis in Unconventional Gas Reservoirs","year":2018,"lang":"en","type":"article","venue":"SPE Annual Technical Conference and Exhibition","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"Energi Simulation; Pennsylvania State University","keywords":"Superposition principle; Nonlinear system; Transient (computer programming); Variable (mathematics); Thermal diffusivity; Mechanics; Applied mathematics; Mathematics; Petroleum engineering; Computer science; Mathematical analysis; Physics; Thermodynamics; Geology","score_opus":0.009434682827889316,"score_gpt":0.2529008283275027,"score_spread":0.2434661454996134,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2898081792","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8020853,0.000052784722,0.1946589,0.00070032186,0.00006322113,0.0003413621,0.000053897355,0.00016513103,0.0018791145],"genre_scores_gemma":[0.9982827,0.000055779645,0.0012666497,0.000019158922,0.00010608268,0.000049272887,0.00013120702,0.000009173387,0.00008001564],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9989884,0.000048382677,0.0003168913,0.0002919407,0.00017733793,0.00017705954],"domain_scores_gemma":[0.9993842,0.000022173022,0.000040046547,0.00024401805,0.00023443576,0.00007507265],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00042745835,0.000116602445,0.0002346714,0.0003701038,0.00005859487,0.000023313041,0.00009707515,0.0001335635,0.00008616787],"category_scores_gemma":[0.00006783884,0.000112652946,0.000060289818,0.0009536785,0.00006849119,0.00023111505,0.00004183578,0.00014402339,0.00001576717],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00029323477,0.0003676748,0.013034917,0.00045766175,0.00055167254,0.0000037871457,0.0010914978,0.6251406,0.34425753,0.007987981,0.0020567891,0.004756626],"study_design_scores_gemma":[0.0011910503,0.0009138395,0.2209706,0.00056603167,0.0014310576,0.00001814198,0.00085534155,0.5310437,0.19529217,0.031195449,0.015194736,0.0013278878],"about_ca_topic_score_codex":0.00033981915,"about_ca_topic_score_gemma":0.0009560584,"teacher_disagreement_score":0.20793568,"about_ca_system_score_codex":0.00003852447,"about_ca_system_score_gemma":0.000017589644,"threshold_uncertainty_score":0.45938537},"labels":[],"label_agreement":null},{"id":"W2898260236","doi":"10.1016/j.jngse.2018.10.011","title":"Evaluation of productivity index in unconventional reservoir systems: An extended Distributed Volumetric Sources method","year":2018,"lang":"en","type":"article","venue":"Journal of Natural Gas Science and Engineering","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":11,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Memorial University of Newfoundland","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Directional drilling; Hydraulic fracturing; Petroleum engineering; Computer science; Flow (mathematics); Production (economics); Mathematical optimization; Drilling; Geology; Engineering; Mechanical engineering; Mathematics; Geometry","score_opus":0.01677728032880055,"score_gpt":0.2851639912678325,"score_spread":0.26838671093903194,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2898260236","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9821218,0.0017990127,0.015485885,0.000038849616,0.0004464208,0.00006588234,0.000001692741,0.000017068454,0.000023347633],"genre_scores_gemma":[0.99842983,0.000026574877,0.0013186329,0.000001010121,0.00020987722,0.0000016774779,8.796012e-7,0.0000068912236,0.0000046009573],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99796855,0.00006977421,0.00037544116,0.00014099841,0.0012327833,0.00021241982],"domain_scores_gemma":[0.9984907,0.00005165274,0.000119161865,0.0001314493,0.0011056287,0.000101445956],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0068792603,0.00010370231,0.00024077993,0.0009338004,0.000058153997,0.00006115295,0.00023900073,0.000049594408,0.000004404351],"category_scores_gemma":[0.0011649448,0.0000814335,0.00004683447,0.0017808509,0.00009986202,0.0007818912,0.000030013103,0.00027369213,2.63008e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000008251237,0.00001999151,0.001111087,0.000051655883,0.000034435758,0.0000020963607,0.00015321895,0.98145807,0.011991134,0.000005019637,0.000014046579,0.0051510176],"study_design_scores_gemma":[0.00026220924,0.00006188483,0.07956914,0.0000977661,0.00004496242,0.00004937297,0.00012706289,0.91514325,0.0044309674,0.000048788927,0.00007774231,0.00008686425],"about_ca_topic_score_codex":0.000047951027,"about_ca_topic_score_gemma":0.000020146712,"teacher_disagreement_score":0.078458056,"about_ca_system_score_codex":0.00022908403,"about_ca_system_score_gemma":0.00011655684,"threshold_uncertainty_score":0.33207616},"labels":[],"label_agreement":null},{"id":"W2900510169","doi":"10.2118/193355-ms","title":"Standalone Sand Control Failure: The Role of Wellbore and Near Wellbore Hydro-Thermo-Chemical Phenomenon on the Plugging and the Flow Performance Impairments of the Standalone Sand Screen","year":2018,"lang":"en","type":"article","venue":"SPE Thermal Well Integrity and Design Symposium","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":10,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"RGL Reservoir Management","keywords":"Clogging; Wellbore; Perforation; Thermal; Annulus (botany); Failure mechanism; Porosity; Geotechnical engineering; Borehole; Geology; Flow (mathematics); Inlet; Corrosion; Materials science; Mechanism (biology); Petroleum engineering; Composite material; Mechanics","score_opus":0.005047247511708914,"score_gpt":0.18123783507617278,"score_spread":0.17619058756446387,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2900510169","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.98873,0.0019734246,0.0014414602,0.0026823892,0.00006965479,0.0007197296,0.000059268612,0.000042336844,0.004281742],"genre_scores_gemma":[0.9988795,0.00059623923,0.00008683946,0.00015269696,0.0001538844,0.000017007253,0.0000025432055,0.000034107456,0.00007717023],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99821377,0.00035394155,0.0003964936,0.00027025572,0.00040430098,0.00036126733],"domain_scores_gemma":[0.9985912,0.0005526079,0.00014421676,0.00054074905,0.00008070031,0.0000905472],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0013720124,0.0003300793,0.00047143758,0.000042075717,0.0005180841,0.000115038376,0.00043594142,0.0001599985,0.00009133572],"category_scores_gemma":[0.000034262404,0.00013986664,0.00012018455,0.00019270748,0.0016897753,0.00010718001,0.000119415585,0.0007196947,0.000003997863],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.016430639,0.0005955009,0.01361649,0.0010765305,0.0052758544,0.000015804128,0.068740375,0.16515921,0.70164096,0.0014609712,0.004001103,0.021986565],"study_design_scores_gemma":[0.003845804,0.00046228804,0.002098755,0.0003350394,0.00043536193,0.000027302649,0.0011693978,0.7254431,0.262521,0.0009300997,0.002322594,0.0004092256],"about_ca_topic_score_codex":0.00023837668,"about_ca_topic_score_gemma":0.000020867152,"teacher_disagreement_score":0.5602839,"about_ca_system_score_codex":0.000035302997,"about_ca_system_score_gemma":0.000035691948,"threshold_uncertainty_score":0.6226047},"labels":[],"label_agreement":null},{"id":"W2900624352","doi":"10.2118/191375-pa","title":"Sampling a Stimulated Rock Volume: An Eagle Ford Example","year":2018,"lang":"en","type":"article","venue":"SPE Reservoir Evaluation & Engineering","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":131,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"ConocoPhillips (Canada)","funders":"ConocoPhillips","keywords":"Eagle; Geology; Borehole; Hydraulic fracturing; Microseism; Volume (thermodynamics); Sampling (signal processing); Petroleum engineering; Fracture (geology); Petrology; Geomorphology; Seismology; Geotechnical engineering; Paleontology; Engineering","score_opus":0.04774339675688196,"score_gpt":0.2995648531079831,"score_spread":0.25182145635110115,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2900624352","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.63747686,0.0005948007,0.35804713,0.00008401677,0.00059273595,0.0003855548,0.0000089111245,0.0012422203,0.0015677954],"genre_scores_gemma":[0.9916536,0.0000515283,0.006769547,0.000017604998,0.00085527514,0.00006411705,0.00012226522,0.00012589028,0.00034013315],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.997518,0.000068698006,0.00050948554,0.0004514919,0.0007938961,0.00065841153],"domain_scores_gemma":[0.99840933,0.00008385356,0.000055877746,0.0007880685,0.0003761499,0.00028674095],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0010982741,0.0003550285,0.00035854662,0.00040917532,0.00019806028,0.00015523907,0.00040566747,0.00019822546,0.0015188106],"category_scores_gemma":[0.0003104232,0.00036826622,0.00014185272,0.00078401197,0.000022445147,0.0005358128,0.00007426731,0.0003382569,0.00049887545],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000008801178,0.00002159088,0.00016749583,0.000055951634,0.00012574061,0.0000021509836,0.00036962642,0.99121094,0.00504966,0.000011357615,0.0004755241,0.0025011364],"study_design_scores_gemma":[0.0004895564,0.000086525935,0.0021745667,0.00007251727,0.000106507614,0.0000061654823,0.000057172205,0.9648625,0.0043812227,0.000098195225,0.027237756,0.00042731455],"about_ca_topic_score_codex":0.00023327142,"about_ca_topic_score_gemma":0.00010447522,"teacher_disagreement_score":0.3541768,"about_ca_system_score_codex":0.0003010005,"about_ca_system_score_gemma":0.00006116589,"threshold_uncertainty_score":0.9998769},"labels":[],"label_agreement":null},{"id":"W2900657966","doi":"10.2118/191125-pa","title":"Determination of Performance of Multiple-Fracture Horizontal Well by Incorporating Fracture-Fluid Leakoff","year":2018,"lang":"en","type":"article","venue":"SPE Reservoir Evaluation & Engineering","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":10,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Memorial University of Newfoundland","funders":"Amirkabir University of Technology","keywords":"Fracture (geology); Hydraulic fracturing; Comminution; Fracturing fluid; Petroleum engineering; Geology; Fluid dynamics; Geotechnical engineering; Mechanics; Materials science","score_opus":0.010298692088602165,"score_gpt":0.24191194510862662,"score_spread":0.23161325302002445,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2900657966","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8612018,0.000825602,0.13583612,0.00007946547,0.000269653,0.0003291623,0.000014364519,0.00018862073,0.0012551637],"genre_scores_gemma":[0.9941804,0.00010671503,0.005169808,0.000010807765,0.00028272704,0.000028534636,0.000103907405,0.00006768943,0.000049441038],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9977484,0.0000570979,0.00071085384,0.00027879575,0.00087120105,0.00033366913],"domain_scores_gemma":[0.998603,0.00015176111,0.0002165242,0.00047628814,0.00044462716,0.00010782459],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0009221307,0.00030777487,0.00042789232,0.00034782063,0.000087481014,0.000027103239,0.0003272266,0.0002270509,0.00021226855],"category_scores_gemma":[0.0003459942,0.00029872305,0.00014698389,0.0005420235,0.000069431706,0.00042112844,0.000052020154,0.00031282607,0.000026382853],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000021393576,0.000027209651,0.0010673293,0.00028105255,0.00007342824,6.414205e-7,0.00026364767,0.9182745,0.07685812,0.000002756201,0.00038902374,0.0027408781],"study_design_scores_gemma":[0.0004024581,0.00011550613,0.0011884463,0.0001402597,0.00006739924,0.0000025239226,0.000038444392,0.7271463,0.26722935,0.0000114093655,0.0034446106,0.00021329746],"about_ca_topic_score_codex":0.000078121346,"about_ca_topic_score_gemma":0.000033392764,"teacher_disagreement_score":0.19112822,"about_ca_system_score_codex":0.00018226152,"about_ca_system_score_gemma":0.00005313022,"threshold_uncertainty_score":0.9999465},"labels":[],"label_agreement":null},{"id":"W2900796056","doi":"","title":"Mode I and Mode II Fracture Toughness of Montney Shale","year":2018,"lang":"en","type":"article","venue":"52nd U.S. Rock Mechanics/Geomechanics Symposium","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Mode (computer interface); Geology; Computer science","score_opus":0.006333831024567874,"score_gpt":0.21603182618463634,"score_spread":0.20969799516006848,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2900796056","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.11161531,0.0013882618,0.8803663,0.00083033275,0.001570618,0.00057031005,0.00019513785,0.00084526953,0.0026184495],"genre_scores_gemma":[0.9968751,0.00079880626,0.0005673733,0.00019757921,0.000476874,0.000043485583,0.00005510861,0.00015677797,0.0008288915],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9971178,0.00005694486,0.0007154279,0.00069706974,0.0005856425,0.0008271222],"domain_scores_gemma":[0.99808234,0.00006279965,0.00018057243,0.0010107585,0.00028692608,0.0003766046],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00028424314,0.0006172379,0.0008355472,0.00038616435,0.00042913712,0.00006854454,0.00064661715,0.0005850098,0.00019004714],"category_scores_gemma":[0.00004500049,0.0005853101,0.00025927686,0.0005795108,0.000017655186,0.00033062775,0.00039323253,0.00053998805,0.00004999898],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00006827054,0.0001612271,0.000007170236,0.00041868168,0.00049201614,0.000017961205,0.0024522245,0.868055,0.12231625,0.0024518564,0.0030827452,0.00047659813],"study_design_scores_gemma":[0.00053543306,0.00024768378,0.0000019674078,0.000109622044,0.00018274212,0.000028032644,0.00015776708,0.83825284,0.14536203,0.0068823104,0.0076485,0.0005910772],"about_ca_topic_score_codex":0.0003013662,"about_ca_topic_score_gemma":0.0001985914,"teacher_disagreement_score":0.8852598,"about_ca_system_score_codex":0.00012469303,"about_ca_system_score_gemma":0.000058108268,"threshold_uncertainty_score":0.99965984},"labels":[],"label_agreement":null},{"id":"W2900850793","doi":"10.1029/2018wr024042","title":"New Semi‐Analytical Insights Into Stress‐Dependent Spontaneous Imbibition and Oil Recovery in Naturally Fractured Carbonate Reservoirs","year":2018,"lang":"en","type":"article","venue":"Water Resources Research","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":23,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Geomechanica (Canada); University of Alberta","funders":"CMG Reservoir Simulation Foundation","keywords":"Imbibition; Poromechanics; Capillary pressure; Wetting; Relative permeability; Saturation (graph theory); Permeability (electromagnetism); Geotechnical engineering; Capillary action; Porous medium; Carbonate; Geology; Effective stress; Pore water pressure; Porosity; Enhanced oil recovery; Petroleum engineering; Materials science; Composite material; Chemistry","score_opus":0.011549664411089355,"score_gpt":0.25945954047944475,"score_spread":0.2479098760683554,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2900850793","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9859808,0.0021898274,0.000058649137,0.0008193069,0.00012281696,0.000113526396,0.000003815559,0.00013665592,0.010574603],"genre_scores_gemma":[0.9919868,0.00064077915,0.00013106875,0.000036135018,0.0005337874,0.000015102529,0.00003691359,0.00006144503,0.0065579354],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9966545,0.00031843598,0.0004338869,0.0005845925,0.0010921495,0.00091645424],"domain_scores_gemma":[0.99866986,0.00019276679,0.000021796423,0.00056005165,0.00015710779,0.0003984407],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007812074,0.00028906728,0.00038728595,0.0010640423,0.0002482978,0.00030363895,0.0004892141,0.0003510465,0.0002796582],"category_scores_gemma":[0.00013563529,0.00020453644,0.00009335754,0.0005577584,0.00022334959,0.00021704045,0.00033799896,0.0012603531,0.00013831825],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0033036214,0.00042831633,0.003684898,0.0023326275,0.0019374616,0.015200088,0.13628437,0.66521823,0.07969934,0.000044312634,0.012870208,0.07899654],"study_design_scores_gemma":[0.003838573,0.0010433046,0.006811905,0.0014151148,0.00014714788,0.00038263103,0.0026053123,0.5186947,0.17821823,0.006230806,0.2782925,0.0023197988],"about_ca_topic_score_codex":0.0054783835,"about_ca_topic_score_gemma":0.01036827,"teacher_disagreement_score":0.26542228,"about_ca_system_score_codex":0.00030363837,"about_ca_system_score_gemma":0.00003331416,"threshold_uncertainty_score":0.8340754},"labels":[],"label_agreement":null},{"id":"W2900887737","doi":"","title":"X-Ray CT Imaging and Petrofabric Analysis of Olkiluoto Rock Specimens Tested Under True-Triaxial Stresses","year":2018,"lang":"en","type":"article","venue":"52nd U.S. Rock Mechanics/Geomechanics Symposium","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Geology; Mineralogy","score_opus":0.007126546828935787,"score_gpt":0.21397732195116995,"score_spread":0.20685077512223415,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2900887737","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.16022147,0.0021886968,0.83162415,0.0005629888,0.0020262988,0.0006607064,0.0003134998,0.0009906658,0.0014115161],"genre_scores_gemma":[0.99756354,0.0006940534,0.0003228505,0.00010074752,0.00046938445,0.000031834363,0.000107177984,0.00015782946,0.00055260415],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9960209,0.00012642189,0.0010681406,0.0009562728,0.00079167023,0.0010365869],"domain_scores_gemma":[0.9974744,0.00023268338,0.0003197866,0.0011721032,0.0003733686,0.0004276758],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0005067753,0.0007591043,0.0013406499,0.0017168154,0.0003766246,0.00016717141,0.0006869472,0.00022362176,0.00053168536],"category_scores_gemma":[0.000099737845,0.000740994,0.0005581597,0.0030072662,0.000018825851,0.00034163526,0.00034787343,0.00049866026,0.00008011471],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00005246382,0.00017611713,0.0001391556,0.000251994,0.004035853,0.00004536494,0.00046050927,0.88718146,0.105189875,0.0012256317,0.00088566024,0.00035592343],"study_design_scores_gemma":[0.00087017904,0.00016940536,0.00010483935,0.00009131529,0.0027871332,0.000026511472,0.0005627363,0.94836396,0.04241507,0.0010365589,0.0027849104,0.0007874082],"about_ca_topic_score_codex":0.00021614757,"about_ca_topic_score_gemma":0.00027943042,"teacher_disagreement_score":0.837342,"about_ca_system_score_codex":0.0002369775,"about_ca_system_score_gemma":0.0000764172,"threshold_uncertainty_score":0.9995041},"labels":[],"label_agreement":null},{"id":"W2900935414","doi":"10.2118/193354-ms","title":"SAGD Circulation Phase: History-Match of Field Data in Lloydminster Reservoir using a Discretized Thermal Wellbore Modelling Simulator","year":2018,"lang":"en","type":"article","venue":"SPE Thermal Well Integrity and Design Symposium","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":7,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Petroleum engineering; Heat transfer; Injector; Hydraulics; Wellbore; Thermal hydraulics; Thermal conduction; Steam injection; Mechanics; Reservoir simulation; Natural circulation; Engineering; Mechanical engineering; Nuclear engineering; Thermodynamics","score_opus":0.0634061011902396,"score_gpt":0.2865797053729256,"score_spread":0.223173604182686,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2900935414","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7103849,0.0005779532,0.2855745,0.00018635375,0.0002016205,0.00022388894,0.000014354308,0.000077445125,0.0027589547],"genre_scores_gemma":[0.9971738,0.00011400126,0.002238716,0.00005042089,0.00023845072,0.000003607878,0.000028842904,0.000042459626,0.00010971962],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9983595,0.00017810332,0.0004911584,0.00037667985,0.00025706936,0.00033750324],"domain_scores_gemma":[0.9988191,0.00019264319,0.0000909385,0.00072457554,0.00006855141,0.000104202096],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00069745834,0.0002630901,0.00042651762,0.00020741113,0.00007271786,0.00003584576,0.00042821647,0.00026875714,0.00033160968],"category_scores_gemma":[0.000028917428,0.00022575761,0.000083205865,0.00019331153,0.00014458038,0.000393541,0.0001233515,0.00051504344,0.000013149979],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0003079203,0.00008123212,0.00033320911,0.00012575471,0.00008834591,0.000010001757,0.0013670513,0.8807048,0.11658909,0.000010689672,0.00014794535,0.00023394777],"study_design_scores_gemma":[0.000837521,0.00008980399,0.000050783605,0.00016835536,0.00007759933,0.0000033752046,0.00008581795,0.9674517,0.029786812,0.000066945926,0.0011211297,0.00026019374],"about_ca_topic_score_codex":0.001522971,"about_ca_topic_score_gemma":0.00009071949,"teacher_disagreement_score":0.28678885,"about_ca_system_score_codex":0.00012756222,"about_ca_system_score_gemma":0.000058007117,"threshold_uncertainty_score":0.9206128},"labels":[],"label_agreement":null},{"id":"W2900942818","doi":"10.2118/182006-pa","title":"Transient-Rate Analysis of Stress-Sensitive Hydraulic Fractures: Considering the Geomechanical Effect in Anisotropic Shale","year":2018,"lang":"en","type":"article","venue":"SPE Reservoir Evaluation & Engineering","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":9,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Regina","funders":"","keywords":"Anisotropy; Oil shale; Hydraulic fracturing; Compressibility; Geology; Hydraulic conductivity; Fracture (geology); Mechanics; Geotechnical engineering; Effective stress; Pore water pressure; Exponential function; Permeability (electromagnetism); Stress (linguistics); Stress field; Thermodynamics; Soil science; Finite element method; Mathematics; Chemistry","score_opus":0.013568207332850381,"score_gpt":0.2715541560383136,"score_spread":0.25798594870546326,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2900942818","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9690706,0.000599662,0.02864795,0.00019274752,0.0002327704,0.00043484374,0.000022290533,0.00017131874,0.0006278245],"genre_scores_gemma":[0.99922776,0.00012068095,0.0002768684,0.000027900944,0.00017047016,0.000056614972,0.000052473188,0.000052396503,0.000014852544],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99742067,0.0002787268,0.0006654603,0.00039573133,0.00072104693,0.00051839167],"domain_scores_gemma":[0.9982781,0.00063979015,0.00009428683,0.00066539715,0.00020311271,0.000119338954],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0018068514,0.00034810608,0.0006920977,0.0009154194,0.000094995965,0.000059762016,0.0003382047,0.0001873475,0.00028316907],"category_scores_gemma":[0.00051989045,0.00027406434,0.00034145374,0.0022528258,0.00008214943,0.0001928638,0.000058614838,0.00044185272,0.000024133476],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000020709658,0.000018971177,0.00115372,0.00008095001,0.0010630282,0.000008049504,0.0008016035,0.9873956,0.008767815,0.000018660843,0.00003416556,0.0006367299],"study_design_scores_gemma":[0.0005207586,0.000071166025,0.04777304,0.000120048346,0.00093442516,0.0000015459044,0.00012616067,0.9134366,0.036514245,0.00003843399,0.00020853292,0.00025503788],"about_ca_topic_score_codex":0.00025895666,"about_ca_topic_score_gemma":0.0009397477,"teacher_disagreement_score":0.07395899,"about_ca_system_score_codex":0.0002268009,"about_ca_system_score_gemma":0.000044216,"threshold_uncertainty_score":0.99997115},"labels":[],"label_agreement":null},{"id":"W2901164187","doi":"10.2118/194019-pa","title":"Semianalytical Solution for Modeling the Performance of Complex Multifractured Horizontal Wells in Unconventional Reservoirs","year":2018,"lang":"en","type":"article","venue":"SPE Reservoir Evaluation & Engineering","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":16,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Regina","funders":"University of Alberta; University of Regina","keywords":"Laplace transform; Discretization; Reservoir modeling; Geology; Equidistant; Traverse; Laplace's equation; Boundary value problem; Computer science; Geometry; Mathematics; Geotechnical engineering; Mathematical analysis","score_opus":0.039889000681167554,"score_gpt":0.291231987209381,"score_spread":0.2513429865282134,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2901164187","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.86948085,0.00031800344,0.12837636,0.00046701313,0.0003129263,0.00057463086,0.000014867396,0.00011081904,0.0003445392],"genre_scores_gemma":[0.9953472,0.00006322885,0.0039202515,0.000011323563,0.00038160593,0.000097934644,0.000087309454,0.000046188514,0.00004494182],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9978974,0.00006118789,0.0006287876,0.00027098772,0.0007029611,0.00043871792],"domain_scores_gemma":[0.9989159,0.00017581641,0.00006772321,0.00040434697,0.00035358785,0.00008261455],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0018283499,0.00023285604,0.00031988192,0.00032704487,0.0001239596,0.0000368202,0.0003461461,0.00015019785,0.00015963378],"category_scores_gemma":[0.00030974858,0.00019449648,0.00018840544,0.0005478431,0.00006424105,0.00024262695,0.000056017754,0.00029224888,0.000018358063],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00003904167,0.000021444686,0.00023383665,0.00013910599,0.000094671865,3.401048e-7,0.00019448274,0.99186957,0.0064419997,0.000030224423,0.00027619186,0.00065907446],"study_design_scores_gemma":[0.0007540469,0.00007051308,0.0017502852,0.00013406099,0.000080205624,0.0000024790595,0.000059059854,0.99020255,0.005364448,0.00007220538,0.0012999201,0.00021020239],"about_ca_topic_score_codex":0.000116170995,"about_ca_topic_score_gemma":0.00018205671,"teacher_disagreement_score":0.12586637,"about_ca_system_score_codex":0.0003196661,"about_ca_system_score_gemma":0.00006854993,"threshold_uncertainty_score":0.7931336},"labels":[],"label_agreement":null},{"id":"W2901223292","doi":"10.2118/185609-pa","title":"Evolution and Evaluation of SRV in Shale Gas Reservoirs: An Application in the Horn River Shale of Canada","year":2018,"lang":"en","type":"article","venue":"SPE Reservoir Evaluation & Engineering","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":8,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Nexen (Canada); University of Calgary","funders":"China National Offshore Oil Corporation","keywords":"Hydraulic fracturing; Petroleum engineering; Geology; Petrophysics; Oil shale; Shale gas; Fracture (geology); Reservoir simulation; Microseism; Permeability (electromagnetism); Geotechnical engineering; Mining engineering; Seismology; Porosity","score_opus":0.019488110486439884,"score_gpt":0.2654737495605028,"score_spread":0.2459856390740629,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2901223292","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99380213,0.0008896606,0.0037154362,0.000117185766,0.000086146865,0.0005973086,0.0000085796055,0.000029867624,0.0007536704],"genre_scores_gemma":[0.99920124,0.00006118771,0.0004280322,0.0000041916155,0.00011295745,0.00012223973,0.000038731658,0.000025158373,0.000006243119],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9973741,0.00024844802,0.0005563661,0.00026423088,0.0012696399,0.00028721945],"domain_scores_gemma":[0.99876004,0.000115464936,0.000098595774,0.0005259177,0.00043811006,0.00006188594],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004454632,0.00017614797,0.00026343577,0.00040572326,0.000045284654,0.000017028018,0.00029099526,0.00010932878,0.00004465886],"category_scores_gemma":[0.00039100097,0.00015977149,0.00003992002,0.0009299303,0.000057702586,0.00029383317,0.000036739213,0.00020418661,0.0000016733583],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000011266947,0.000028349672,0.0047119246,0.00010018866,0.000023579572,6.5636374e-7,0.0016105971,0.9885866,0.003315093,0.000054345066,0.00006511171,0.0014922731],"study_design_scores_gemma":[0.0005576341,0.000036622998,0.11566936,0.000095269475,0.00006034541,0.0000021159185,0.00055503263,0.88037306,0.002008233,0.0004128623,0.00009444462,0.00013501616],"about_ca_topic_score_codex":0.05845551,"about_ca_topic_score_gemma":0.23689324,"teacher_disagreement_score":0.17843772,"about_ca_system_score_codex":0.0005831546,"about_ca_system_score_gemma":0.00023990237,"threshold_uncertainty_score":0.94781435},"labels":[],"label_agreement":null},{"id":"W2901374996","doi":"10.2118/193347-ms","title":"Impact of Anisotropic Stresses on the Slotted Liners Performance in Steam Assisted Gravity Drainage Process","year":2018,"lang":"en","type":"article","venue":"SPE Thermal Well Integrity and Design Symposium","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":8,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Alberta","funders":"Natural Sciences and Engineering Research Council of Canada; RGL Reservoir Management","keywords":"Geotechnical engineering; Oil sands; Stress (linguistics); Steam injection; Steam-assisted gravity drainage; Petroleum engineering; Compaction; Geology; Anisotropy; Materials science; Composite material; Asphalt","score_opus":0.01732554902204025,"score_gpt":0.25545656308114134,"score_spread":0.2381310140591011,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2901374996","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.98721695,0.00006708003,0.00096742937,0.00015716888,0.000058856705,0.00018497097,0.000020325131,0.00007618946,0.011251051],"genre_scores_gemma":[0.9995117,0.000099965524,0.000060514412,0.000023891327,0.00009071516,0.000012573596,0.000007617737,0.000020683661,0.00017232946],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9989784,0.00013773965,0.00024451246,0.00018802768,0.00017735615,0.0002740145],"domain_scores_gemma":[0.99934334,0.00018333919,0.000058845886,0.00027286043,0.00007424306,0.00006735388],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00030179674,0.00021456613,0.0002714551,0.00012471717,0.000093179566,0.000037441834,0.00024492317,0.00013256034,0.0002804826],"category_scores_gemma":[0.000037461796,0.00012785489,0.000091391805,0.0003221048,0.00019882522,0.000114053,0.000024531559,0.0005000351,0.000025300806],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0011950836,0.0006994515,0.017730143,0.0007103498,0.00076731987,0.000031376483,0.004876733,0.84690535,0.120156765,0.00011073802,0.0022955332,0.0045211595],"study_design_scores_gemma":[0.0013415758,0.0022666838,0.29285964,0.0007515339,0.00014262737,0.000015991502,0.0006971632,0.46143132,0.23878211,0.00035193868,0.0004985402,0.0008608634],"about_ca_topic_score_codex":0.00027127328,"about_ca_topic_score_gemma":0.00006280311,"teacher_disagreement_score":0.38547403,"about_ca_system_score_codex":0.00006089587,"about_ca_system_score_gemma":0.00004105095,"threshold_uncertainty_score":0.52137715},"labels":[],"label_agreement":null},{"id":"W2901389463","doi":"10.1007/s00603-018-1658-z","title":"Effect of Fracturing Fluid/Shale Rock Interaction on the Rock Physical and Mechanical Properties, the Proppant Embedment Depth and the Fracture Conductivity","year":2018,"lang":"en","type":"article","venue":"Rock Mechanics and Rock Engineering","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":51,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"State Key Laboratory of Oil and Gas Reservoir Geology and Exploitation","keywords":"Embedment; Oil shale; Geology; Cementation (geology); Fracture (geology); Geotechnical engineering; Calcareous; Matrix (chemical analysis); Hydraulic fracturing; Materials science; Composite material; Cement","score_opus":0.007663643790763349,"score_gpt":0.2084060496527435,"score_spread":0.20074240586198017,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2901389463","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.78375494,0.0014627628,0.21283306,0.0006402667,0.00034582458,0.0007524898,0.0000048170796,0.00015685668,0.000049001923],"genre_scores_gemma":[0.9990725,0.00032608403,0.000012934073,0.00006496867,0.00035795537,0.00007490792,0.0000020743284,0.000053940097,0.00003461593],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99858123,0.00012485465,0.0002840724,0.00033937223,0.00031845475,0.00035201272],"domain_scores_gemma":[0.99888647,0.00047675907,0.00008086695,0.00040187853,0.000046830824,0.00010721347],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005110532,0.0003912082,0.00047739738,0.00007278971,0.00045466275,0.000100333666,0.00022368057,0.00014523957,0.000009342106],"category_scores_gemma":[0.00016702573,0.0001744542,0.0001260512,0.00015385171,0.0000062226463,0.0001380733,0.00022517529,0.000701431,0.000004711357],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00017899231,0.000036978116,0.0000056637214,0.00035923297,0.0003969626,0.0000028471352,0.0018209944,0.971932,0.02378745,0.00052342954,0.00010199655,0.0008534345],"study_design_scores_gemma":[0.0004872857,0.00024360672,0.000024691777,0.00017084759,0.00015646768,0.00003008964,0.00015805257,0.84836125,0.14910989,0.00007500756,0.0009860728,0.00019674409],"about_ca_topic_score_codex":0.00005176384,"about_ca_topic_score_gemma":0.000013191227,"teacher_disagreement_score":0.21531759,"about_ca_system_score_codex":0.000048834245,"about_ca_system_score_gemma":0.000010335005,"threshold_uncertainty_score":0.71140355},"labels":[],"label_agreement":null},{"id":"W2901760899","doi":"10.2118/193366-ms","title":"An Experimental Investigation into the Sand Control and Flow Performance of the Remedial Tubing Deployed Scab Liners in Thermal Production","year":2018,"lang":"en","type":"article","venue":"SPE Thermal Well Integrity and Design Symposium","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Canadian Natural Resources","funders":"RGL Reservoir Management; Canadian Natural Resources Limited","keywords":"Geotechnical engineering; Petroleum engineering; Inflow; Aperture (computer memory); Slurry; Flushing; Volumetric flow rate; Flow (mathematics); Environmental science; Engineering; Geology; Mechanical engineering; Environmental engineering; Mechanics","score_opus":0.009807261842637515,"score_gpt":0.21336068498804847,"score_spread":0.20355342314541094,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2901760899","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9978568,0.00026054052,0.0005048718,0.0005897992,0.00025978254,0.00025855584,6.185032e-7,0.000044190143,0.00022485516],"genre_scores_gemma":[0.99917144,0.00007078068,0.00027926106,0.000061054394,0.00035302603,0.000015225238,0.0000016078957,0.000017740565,0.000029887127],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99903464,0.0002197457,0.00022596287,0.0001875364,0.00016037711,0.00017174149],"domain_scores_gemma":[0.999574,0.00005250288,0.000047651614,0.0002283421,0.0000408397,0.00005664365],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006328723,0.0001527479,0.00016812109,0.00006172431,0.00017373603,0.00004352232,0.00016245103,0.000104029634,0.000010866974],"category_scores_gemma":[0.000022477814,0.00008873851,0.00003598012,0.00015117416,0.00041210634,0.00024294748,0.000026023947,0.000349466,0.0000022012944],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00017851967,0.000024768864,0.004484741,0.000026456688,0.000031419,4.2696072e-7,0.008663343,0.1397818,0.84591484,0.0000023826135,0.000038391812,0.0008528997],"study_design_scores_gemma":[0.0003268106,0.0001264213,0.007244413,0.000053150638,0.000025147407,0.000003432598,0.0003683971,0.36734906,0.6243737,0.000016569727,0.000016017506,0.00009688478],"about_ca_topic_score_codex":0.00033224528,"about_ca_topic_score_gemma":0.00013778142,"teacher_disagreement_score":0.22756726,"about_ca_system_score_codex":0.000036114212,"about_ca_system_score_gemma":0.00002362275,"threshold_uncertainty_score":0.36186513},"labels":[],"label_agreement":null},{"id":"W2901771776","doi":"10.2118/193375-ms","title":"Experimental Assessment of Wire-Wrapped Screens Performance in SAGD Production Wells","year":2018,"lang":"en","type":"article","venue":"SPE Thermal Well Integrity and Design Symposium","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":10,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Alberta","funders":"Natural Sciences and Engineering Research Council of Canada; RGL Reservoir Management","keywords":"Petroleum engineering; Volumetric flow rate; Flow (mathematics); Pressure drop; Steam injection; Geotechnical engineering; Flow conditions; Environmental science; Engineering; Mechanics","score_opus":0.01659114932111559,"score_gpt":0.25194069100751687,"score_spread":0.2353495416864013,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2901771776","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.97144234,0.00022236507,0.0073348396,0.00026577766,0.0002536724,0.00022426453,0.0000018214802,0.00008635462,0.020168547],"genre_scores_gemma":[0.9979164,0.00016101425,0.0012531846,0.000021890684,0.0001936325,0.000011802598,0.0000033283072,0.000020134816,0.00041860182],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9990025,0.00008732356,0.00027503172,0.00021993663,0.00017558824,0.00023960069],"domain_scores_gemma":[0.9995984,0.000026851138,0.00004322144,0.00022578295,0.000040622042,0.00006515517],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00043072712,0.00017504799,0.00024737176,0.00013927967,0.000067416586,0.000022692062,0.00013068253,0.000115997114,0.0001625562],"category_scores_gemma":[0.000004964259,0.00014760018,0.000053509215,0.00018383049,0.00016476074,0.00017726157,0.00003289183,0.0003389332,0.000026907264],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0001513233,0.00022255917,0.0065483674,0.00016437098,0.00010095651,0.000005218501,0.0014607857,0.18041626,0.80963486,0.000041942178,0.0005493998,0.000703966],"study_design_scores_gemma":[0.0002856636,0.00026273594,0.012628054,0.00008820108,0.000022250502,0.0000061330525,0.00022278148,0.1780064,0.80776364,0.000016658563,0.00049461244,0.00020287905],"about_ca_topic_score_codex":0.0002043942,"about_ca_topic_score_gemma":0.000020061581,"teacher_disagreement_score":0.026474053,"about_ca_system_score_codex":0.00007029138,"about_ca_system_score_gemma":0.000026691916,"threshold_uncertainty_score":0.60189605},"labels":[],"label_agreement":null},{"id":"W2901945701","doi":"10.2118/185079-pa","title":"Coupling of Wellbore and Surface-Facilities Models With Reservoir Simulation To Optimize Recovery of Liquids From Shale Reservoirs","year":2018,"lang":"en","type":"article","venue":"SPE Reservoir Evaluation & Engineering","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":16,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Nexen (Canada); Schlumberger (Canada); University of Calgary","funders":"University of Calgary","keywords":"Petroleum engineering; Wellbore; Oil shale; Coupling (piping); Completion (oil and gas wells); Shale gas; Reservoir simulation; Work (physics); Environmental science; Geology; Engineering; Waste management; Mechanical engineering","score_opus":0.027982453528095867,"score_gpt":0.26035083268491344,"score_spread":0.23236837915681757,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2901945701","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9110877,0.0012081232,0.08600188,0.00010023281,0.00014182196,0.00046480328,0.000090175265,0.00018483988,0.000720457],"genre_scores_gemma":[0.983021,0.00024923592,0.016215973,0.0000043934742,0.00016165191,0.000029086428,0.00006561726,0.00008815815,0.00016485453],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9972365,0.00004869965,0.00077380217,0.0004620882,0.0010404702,0.00043847712],"domain_scores_gemma":[0.9977057,0.00042880274,0.00013072287,0.00077065063,0.0007546477,0.0002094637],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0012037195,0.0003710503,0.0006379017,0.0004226926,0.00009081251,0.000056097902,0.0003430639,0.00020684836,0.00019897868],"category_scores_gemma":[0.00038207055,0.00035117648,0.000116954914,0.0007818336,0.00010003493,0.00056947896,0.00013439934,0.00025331147,0.000009364818],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0001864353,0.00001687951,0.0003240426,0.00028122627,0.000259083,0.0000014279968,0.0016361388,0.99138486,0.005690412,0.000016328173,0.00007228986,0.00013086367],"study_design_scores_gemma":[0.00064412,0.00022477911,0.000648757,0.0005111891,0.00013235322,9.4900764e-7,0.00037510126,0.97291446,0.023710487,0.00024079852,0.00023808857,0.00035889092],"about_ca_topic_score_codex":0.0006396982,"about_ca_topic_score_gemma":0.00019866606,"teacher_disagreement_score":0.07193337,"about_ca_system_score_codex":0.00018115104,"about_ca_system_score_gemma":0.00008316872,"threshold_uncertainty_score":0.999894},"labels":[],"label_agreement":null},{"id":"W2901999459","doi":"10.18192/osurj.v1i1.3720","title":"Optimization of reverse osmosis flowback water treatment using halotolerant microbes naturally enriched in fractured shales","year":2018,"lang":"en","type":"article","venue":"University of Ottawa Science Undergraduate Research Journal","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"McMaster University","funders":"","keywords":"Guar gum; Reverse osmosis; Wastewater; Produced water; Pulp and paper industry; Chemistry; Environmental science; Fouling; Water treatment; Halotolerance; Environmental engineering; Membrane; Bacteria; Biology; Food science; Engineering","score_opus":0.024722408214699787,"score_gpt":0.2793268227431511,"score_spread":0.25460441452845134,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2901999459","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.97394764,0.00017821856,0.023628466,0.0012592039,0.0001129095,0.00012824254,0.0000038144121,0.000020131645,0.00072134094],"genre_scores_gemma":[0.9891363,0.00065811793,0.010017179,0.0000040669975,0.000036771333,6.584047e-8,0.0000022655013,0.000009286956,0.00013598966],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9981812,0.00015022959,0.00025433168,0.0002129147,0.0006767783,0.0005245334],"domain_scores_gemma":[0.9988598,0.000059638678,0.00006758026,0.00021476166,0.0006237147,0.00017448941],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0013528157,0.00012878265,0.0002602967,0.001259517,0.00049748685,0.000060842904,0.00055235263,0.000079874415,0.000095639705],"category_scores_gemma":[0.00006756576,0.00009843862,0.00011512823,0.0010898309,0.0010105415,0.00063533016,0.000090352056,0.0003346721,0.000006552569],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00002766461,0.00007055488,0.00055074604,0.000026361571,0.0000629463,0.000036268037,0.0014567305,0.812691,0.1845505,0.000013800957,0.00011833614,0.00039511276],"study_design_scores_gemma":[0.0012091637,0.00025266298,0.0008403163,0.00020643562,0.000045444882,0.00005123946,0.0014973509,0.7959943,0.19812126,0.00028643254,0.001264624,0.00023079658],"about_ca_topic_score_codex":0.0010895004,"about_ca_topic_score_gemma":0.00047189256,"teacher_disagreement_score":0.016696705,"about_ca_system_score_codex":0.00062246365,"about_ca_system_score_gemma":0.00022776329,"threshold_uncertainty_score":0.40142107},"labels":[],"label_agreement":null},{"id":"W2902987256","doi":"10.18192/osurj.v1i1.3711","title":"Taking the hydro out of hydrofracturing: Application of ultra-light weight proppants to cryogenic liquid nitrogen as a fracturing fluid","year":2018,"lang":"en","type":"article","venue":"University of Ottawa Science Undergraduate Research Journal","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Hydraulic fracturing; Fracturing fluid; Petroleum engineering; Greenhouse gas; Liquid nitrogen; Environmental science; Fossil fuel; Materials science; Waste management; Engineering; Geology; Chemistry","score_opus":0.018972469237537273,"score_gpt":0.2825760814915078,"score_spread":0.26360361225397055,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2902987256","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9621108,0.00015545194,0.023943238,0.0027113284,0.00012609208,0.00027974302,0.0000036021888,0.000035686848,0.010634043],"genre_scores_gemma":[0.9988265,0.00022580322,0.00068707386,0.000010509416,0.00012378709,5.861334e-7,6.985497e-7,0.000017417238,0.00010764719],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9966071,0.00017219801,0.000419488,0.0003174681,0.0017902388,0.0006934915],"domain_scores_gemma":[0.99764436,0.00017275978,0.00029434657,0.00057219027,0.0009441581,0.0003721884],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0030545366,0.00017161273,0.00032332714,0.0011718611,0.000947029,0.00005905382,0.001845928,0.00008598273,0.0000772502],"category_scores_gemma":[0.00038713787,0.00013440335,0.0001930314,0.0016685274,0.0013137845,0.00046191626,0.0002118884,0.0006126401,0.000044459357],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00015689124,0.0001287142,0.0013872155,0.00012892493,0.0003016067,0.000028854374,0.005069292,0.06410915,0.92344093,0.00028832338,0.0005388245,0.004421297],"study_design_scores_gemma":[0.00033814082,0.00039572094,0.0008204281,0.0001763975,0.000051016872,0.00004312359,0.0011859424,0.017835572,0.97241384,0.0010138947,0.005537796,0.00018811149],"about_ca_topic_score_codex":0.00052431406,"about_ca_topic_score_gemma":0.0002047219,"teacher_disagreement_score":0.048972946,"about_ca_system_score_codex":0.000290883,"about_ca_system_score_gemma":0.0003957956,"threshold_uncertainty_score":0.7283877},"labels":[],"label_agreement":null},{"id":"W2903072390","doi":"","title":"Investigating Fracture Growth and Source Mechanisms in Shale Using Acoustic Emission Technique","year":2018,"lang":"en","type":"article","venue":"52nd U.S. Rock Mechanics/Geomechanics Symposium","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Acoustic emission; Oil shale; Fracture (geology); Geology; Petroleum engineering; Acoustics; Geotechnical engineering; Paleontology; Physics","score_opus":0.007989052937350522,"score_gpt":0.21377504389137192,"score_spread":0.2057859909540214,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2903072390","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.032577094,0.0003221419,0.96471876,0.00025631583,0.0005206012,0.000586244,0.000015245519,0.00072685507,0.00027674914],"genre_scores_gemma":[0.9932561,0.00023534597,0.005339219,0.00034672522,0.00035786955,0.000078437944,0.00002597646,0.00022519824,0.00013513752],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9965231,0.0001268173,0.0008014552,0.00089256157,0.00058685354,0.0010692371],"domain_scores_gemma":[0.99834436,0.00011212639,0.00020009757,0.00069340697,0.00016144315,0.00048854674],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00070596253,0.0007371115,0.0007546553,0.00072952476,0.00049270195,0.00016586717,0.0005738285,0.0008189963,0.00008519057],"category_scores_gemma":[0.00018154304,0.0007286355,0.00016993344,0.0010902522,0.000019150948,0.00038125814,0.0003847071,0.0010261151,0.000025407378],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000008836721,0.000039493367,0.0000137335055,0.0003054874,0.000067959285,0.000019648616,0.00057279185,0.27359727,0.7247909,0.00035992303,0.00013013338,0.000093864495],"study_design_scores_gemma":[0.00034803385,0.00011197337,0.0000014592074,0.000350414,0.00009462285,0.0000865299,0.00023644586,0.6620401,0.32250708,0.0133399945,0.0002754176,0.0006079281],"about_ca_topic_score_codex":0.00023327528,"about_ca_topic_score_gemma":0.000071148024,"teacher_disagreement_score":0.960679,"about_ca_system_score_codex":0.00027437706,"about_ca_system_score_gemma":0.00008933084,"threshold_uncertainty_score":0.9995165},"labels":[],"label_agreement":null},{"id":"W2903269036","doi":"10.1016/j.petrol.2018.11.076","title":"Insights to fracture stimulation design in unconventional reservoirs based on machine learning modeling","year":2018,"lang":"en","type":"article","venue":"Journal of Petroleum Science and Engineering","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":199,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Support vector machine; Random forest; Boosting (machine learning); Artificial neural network; Reservoir modeling; AdaBoost; Petroleum engineering; Unconventional oil; Machine learning; Data mining; Oil shale; Artificial intelligence; Computer science; Geology","score_opus":0.011787963269355614,"score_gpt":0.2275255923763144,"score_spread":0.2157376291069588,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2903269036","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.5528352,0.00010504624,0.4466581,0.00013728591,0.00013584197,0.000022865748,1.7323227e-7,0.000023507371,0.000081950995],"genre_scores_gemma":[0.9950902,0.000014717743,0.004647207,0.000050198283,0.00017301436,0.0000013190122,4.3202547e-7,0.00001373429,0.000009196002],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9987987,0.000018605242,0.0002874595,0.00013123715,0.00054026715,0.00022371771],"domain_scores_gemma":[0.9994774,0.00007198656,0.000040350275,0.00009179818,0.0001524893,0.00016596439],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00087340706,0.00012235162,0.00017801147,0.0010820563,0.00010721797,0.0000780012,0.00018503408,0.00004888259,0.000010375145],"category_scores_gemma":[0.00028360548,0.00010010993,0.000043083335,0.00065623433,0.0000295195,0.0003302962,0.000018106406,0.00036998506,0.0000035056094],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000021145299,0.0000088234965,0.0002772403,0.000013773476,0.0000072578923,0.00000900749,0.0001671582,0.992869,0.006424929,0.000003136722,0.0000135557575,0.00018492519],"study_design_scores_gemma":[0.00027867826,0.000169981,0.0017341963,0.00015516838,0.00000792449,0.0000051272614,0.000031312586,0.99538046,0.001664832,0.000017434582,0.00044317392,0.00011170203],"about_ca_topic_score_codex":0.000013574068,"about_ca_topic_score_gemma":0.0000077049135,"teacher_disagreement_score":0.44225496,"about_ca_system_score_codex":0.00016290814,"about_ca_system_score_gemma":0.00005502483,"threshold_uncertainty_score":0.40823644},"labels":[],"label_agreement":null},{"id":"W2903335541","doi":"","title":"Fracture Initiation and Thermal Cracking Process During EGS in Geothermal Reservoir","year":2018,"lang":"en","type":"article","venue":"52nd U.S. Rock Mechanics/Geomechanics Symposium","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Petro Geotech (Canada)","funders":"","keywords":"Geology; Geothermal gradient; Petroleum engineering; Cracking; Paleontology; Materials science","score_opus":0.006860788804266487,"score_gpt":0.21857429733651937,"score_spread":0.21171350853225288,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2903335541","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9378286,0.000612838,0.057492886,0.00070769404,0.0007493604,0.0005029581,0.000022447906,0.0007019716,0.001381272],"genre_scores_gemma":[0.998252,0.0003255966,0.0000857898,0.00021519321,0.0006867627,0.000074094016,0.00003276072,0.00017351871,0.00015432386],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99694514,0.00009830331,0.0006839481,0.00072510564,0.0005548302,0.0009926901],"domain_scores_gemma":[0.9986687,0.000070327245,0.00016203852,0.0006341585,0.00020093919,0.00026386077],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0005177714,0.0005796724,0.0005749794,0.0005936146,0.0004177361,0.00017860797,0.0005257622,0.00054220716,0.0002369247],"category_scores_gemma":[0.000070102345,0.0005711406,0.0001383113,0.000791189,0.0000130932485,0.0006696459,0.00020081497,0.00081454567,0.0000832853],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00009881088,0.000089477566,0.00014080477,0.0005318332,0.00016303879,0.0000678193,0.0029717535,0.8991307,0.09624688,0.00025645868,0.00009906811,0.00020338],"study_design_scores_gemma":[0.0011330644,0.00013504789,0.00022241549,0.00027868504,0.000083788145,0.00004937306,0.00044632747,0.8766218,0.11674329,0.0025152995,0.00092369114,0.0008472084],"about_ca_topic_score_codex":0.0000903278,"about_ca_topic_score_gemma":0.0002600789,"teacher_disagreement_score":0.06042339,"about_ca_system_score_codex":0.00021768858,"about_ca_system_score_gemma":0.000058138005,"threshold_uncertainty_score":0.999674},"labels":[],"label_agreement":null},{"id":"W2903520082","doi":"10.1130/abs/2018am-320062","title":"TRACING GROUNDWATER FLOW FROM THERMAL PROFILES: AN UNDERUTILIZED HYDROGEOLOGICAL METHOD","year":2018,"lang":"en","type":"article","venue":"Abstracts with programs - Geological Society of America","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Dalhousie University","funders":"","keywords":"Hydrogeology; Tracing; Groundwater flow; Groundwater; Environmental science; Computer science; Hydrology (agriculture); Water resource management; Geology; Geotechnical engineering; Aquifer","score_opus":0.01977334634456718,"score_gpt":0.25771196843224764,"score_spread":0.23793862208768046,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2903520082","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8939215,0.00014406223,0.102762125,0.0002947086,0.00006050589,0.00032543784,0.000005901887,0.00071977556,0.0017659855],"genre_scores_gemma":[0.7541813,0.000027050068,0.24511653,0.00023694684,0.00022097035,0.000047306487,0.000096086034,0.000032687927,0.000041074865],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9974728,0.00014775053,0.00055997976,0.0005947722,0.0004470462,0.0007776291],"domain_scores_gemma":[0.9987317,0.00020721798,0.00017062158,0.0004769902,0.00012305507,0.00029042608],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00036689834,0.00042459188,0.0007244178,0.000031084757,0.00021077297,0.00007320747,0.00044297968,0.0004210414,0.00086551753],"category_scores_gemma":[0.000025394329,0.000260752,0.00037577434,0.00037288407,0.0011764158,0.00023984542,0.00007992242,0.00059510424,0.000057400077],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00041978262,0.0018188042,0.007825304,0.00014997675,0.0022416369,0.00006310689,0.0059675905,0.4732725,0.0046423203,0.000003837533,0.00046931647,0.50312585],"study_design_scores_gemma":[0.002236977,0.005176084,0.06659718,0.0001760013,0.00052976405,0.000039750626,0.004010849,0.87377113,0.032457463,0.00073410233,0.012606109,0.0016646157],"about_ca_topic_score_codex":0.0011701199,"about_ca_topic_score_gemma":0.000031285323,"teacher_disagreement_score":0.5014612,"about_ca_system_score_codex":0.00004557495,"about_ca_system_score_gemma":0.000024915174,"threshold_uncertainty_score":0.99998444},"labels":[],"label_agreement":null},{"id":"W2903529098","doi":"","title":"Determination of the Anisotropic Mechanical Properties of a Calcareous Shale From the Duvernay Unconventional Reservoir","year":2018,"lang":"en","type":"article","venue":"52nd U.S. Rock Mechanics/Geomechanics Symposium","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Geology; Oil shale; Calcareous; Petroleum engineering; Mineralogy; Paleontology","score_opus":0.01229814383482054,"score_gpt":0.2065392900636129,"score_spread":0.19424114622879238,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2903529098","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.5556969,0.0016471063,0.43370873,0.0019743394,0.004358364,0.0012591532,0.00035900006,0.00040758663,0.000588838],"genre_scores_gemma":[0.9985557,0.00020654671,0.00025886856,0.00008984569,0.00039666958,0.000051225932,0.000021744643,0.00007996335,0.00033940526],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99705374,0.00020495974,0.0008534156,0.00045713858,0.0009318333,0.00049893843],"domain_scores_gemma":[0.99775416,0.00013630418,0.00032540353,0.0011967111,0.0004670342,0.000120390825],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00046786893,0.00039591952,0.0005475549,0.00012671594,0.0003611176,0.000050501447,0.0013652701,0.0003356114,0.00019206243],"category_scores_gemma":[0.0001710915,0.00025139214,0.00047552306,0.000635223,0.000040766703,0.00017525985,0.00048722173,0.00044764904,0.000039986397],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00016730759,0.00029345625,0.00005495192,0.00046090997,0.0007723913,0.000010128981,0.0020219611,0.08634086,0.9003036,0.0072104773,0.00166203,0.0007019341],"study_design_scores_gemma":[0.00043135427,0.00014942855,0.000015440764,0.0002485568,0.00020914305,0.000011962594,0.00024427334,0.5297193,0.46073997,0.006610134,0.0013613389,0.0002591407],"about_ca_topic_score_codex":0.0005115451,"about_ca_topic_score_gemma":0.0005873893,"teacher_disagreement_score":0.44337842,"about_ca_system_score_codex":0.0001793448,"about_ca_system_score_gemma":0.000121625744,"threshold_uncertainty_score":0.99999386},"labels":[],"label_agreement":null},{"id":"W2903634629","doi":"10.1190/igc2018-308","title":"Modeling and Simulation of Hydraulic Fractures Coupling with Natural Fractures in Tight Sandstone Reservoir of Triassic Formation","year":2018,"lang":"en","type":"article","venue":"International Geophysical Conference, Beijing, China, 24-27 April 2018","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Geology; Tight gas; Natural (archaeology); Hydraulic fracturing; Petroleum engineering; Coupling (piping); Petrology; Paleontology; Materials science; Composite material","score_opus":0.011018937586635736,"score_gpt":0.2589307410931242,"score_spread":0.24791180350648845,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2903634629","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9532499,0.00017574486,0.0439667,0.00015713295,0.00045030846,0.00015334126,0.00001247624,0.00006460752,0.0017698382],"genre_scores_gemma":[0.9988066,0.000055332388,0.0004760452,0.000026697287,0.00039216434,0.000008279151,0.00006821716,0.000029431678,0.00013723037],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.998196,0.00003266894,0.0006116171,0.0002996064,0.0005939281,0.00026616943],"domain_scores_gemma":[0.99899405,0.00014688414,0.00020827241,0.00026065315,0.00031046727,0.00007964263],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00020024716,0.00028405435,0.00048340586,0.00040172393,0.00007307753,0.00006436098,0.0003216383,0.00015423668,0.00009041682],"category_scores_gemma":[0.00011146994,0.00022252506,0.00010691331,0.00028641667,0.0001831775,0.00054005027,0.00007953705,0.00041775795,0.00000821141],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0002196398,0.00007154166,0.00065619854,0.00008953978,0.0001521034,0.0000025353095,0.0010568156,0.9941089,0.0024593687,0.000092902395,0.000102527214,0.0009879299],"study_design_scores_gemma":[0.0008793727,0.000115318,0.012364005,0.00030125916,0.00004645489,0.0000022422423,0.000067304056,0.97732604,0.007438582,0.0009005824,0.00031471835,0.0002441276],"about_ca_topic_score_codex":0.0004968548,"about_ca_topic_score_gemma":0.0003971723,"teacher_disagreement_score":0.045556754,"about_ca_system_score_codex":0.00007168427,"about_ca_system_score_gemma":0.000043459484,"threshold_uncertainty_score":0.9074309},"labels":[],"label_agreement":null},{"id":"W2903681915","doi":"10.1115/1.4042236","title":"Investigation of Formation Damage Induced During Drill-In Process of Ultradeep Fractured Tight Sandstone Gas Reservoirs","year":2018,"lang":"en","type":"article","venue":"Journal of Energy Resources Technology","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":26,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"McGill University","funders":"China Scholarship Council; National Natural Science Foundation of China","keywords":"Saturation (graph theory); Dissolution; Petroleum engineering; Geology; Tarim basin; Quartz; Tight gas; Hydraulic fracturing; Wetting; Salinity; Materials science; Mineralogy; Geotechnical engineering; Chemistry; Composite material; Geochemistry","score_opus":0.0060541294492019405,"score_gpt":0.21204912687544553,"score_spread":0.20599499742624358,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2903681915","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99777925,0.00039333853,0.00080982805,0.00042194768,0.000067405046,0.000032631247,0.0000010914798,0.000051182815,0.00044333818],"genre_scores_gemma":[0.9993816,0.00014045736,0.0003194555,0.000007725011,0.000110993125,0.0000027758706,0.000002326688,0.000021560298,0.000013109912],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99849373,0.00004504747,0.0008489208,0.00010658255,0.00029110818,0.00021459385],"domain_scores_gemma":[0.998845,0.0000440274,0.0005675296,0.00025154196,0.00023159687,0.00006033882],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00025349206,0.00014936065,0.00045896566,0.0015637706,0.000044699376,0.000008651017,0.00038885727,0.00033332812,0.000017270462],"category_scores_gemma":[0.00015628943,0.00012391344,0.000095616175,0.0010479375,0.00018703932,0.00024529325,0.00003188305,0.00037245842,5.2978595e-7],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0001680808,0.00005462044,0.012955095,0.00043817618,0.00027992282,0.000035380155,0.005150987,0.25406718,0.7254597,0.000035339825,0.00010043141,0.0012550884],"study_design_scores_gemma":[0.0006418614,0.00020437335,0.007361852,0.00031020233,0.000040076717,0.000052039213,0.00058380875,0.009691352,0.97971356,0.00079536915,0.00048093157,0.00012456905],"about_ca_topic_score_codex":0.000032659962,"about_ca_topic_score_gemma":0.00017042688,"teacher_disagreement_score":0.25425386,"about_ca_system_score_codex":0.000063635,"about_ca_system_score_gemma":0.000022162172,"threshold_uncertainty_score":0.5053044},"labels":[],"label_agreement":null},{"id":"W2904519429","doi":"10.2118/193670-ms","title":"Design Optimization of Slotted Liner Completions in Cased and Perforated Wells: A Numerical Skin Model","year":2018,"lang":"en","type":"article","venue":"SPE International Heavy Oil Conference and Exhibition","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":9,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Casing; Pressure drop; Perforation; Mechanics; Skin effect; Finite volume method; Wellbore; Permeability (electromagnetism); Geology; Materials science; Engineering; Geotechnical engineering; Structural engineering; Petroleum engineering; Mechanical engineering; Physics; Chemistry; Electrical engineering","score_opus":0.025535766906548848,"score_gpt":0.2524453590641947,"score_spread":0.22690959215764583,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2904519429","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.22526112,0.000041232055,0.77171206,0.0006498146,0.000065337415,0.000045487453,0.000018052027,0.00004504083,0.0021618698],"genre_scores_gemma":[0.991112,0.00031693417,0.008302221,0.00004543456,0.000051751937,0.000007930621,0.00007248548,0.00000891823,0.00008232444],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9994061,0.00002683504,0.0002106055,0.00013524052,0.00012286312,0.00009836835],"domain_scores_gemma":[0.9996804,0.000036455975,0.000032107175,0.00006214141,0.00014607393,0.000042818414],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00010094863,0.000090215675,0.00012919138,0.00017330666,0.00003958391,0.00003155983,0.000048728645,0.00006456418,0.00013597366],"category_scores_gemma":[0.00002143599,0.000086373446,0.000019154615,0.00012849251,0.00007101108,0.00012956424,0.000015007734,0.00008960066,0.0000046642945],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000043874352,0.000029207511,0.00009776114,0.00002249858,0.00002223163,0.0000018606937,0.00036320707,0.9958329,0.001111402,0.00007274105,0.00012339116,0.0022788872],"study_design_scores_gemma":[0.00034487678,0.000038486185,0.00030411477,0.0000850036,0.000010877097,0.0000066714033,0.00006281702,0.9952151,0.0034011835,0.00039572173,0.000043689997,0.00009142304],"about_ca_topic_score_codex":0.00018385726,"about_ca_topic_score_gemma":0.00007530212,"teacher_disagreement_score":0.7658509,"about_ca_system_score_codex":0.00003125564,"about_ca_system_score_gemma":0.000021546779,"threshold_uncertainty_score":0.35222068},"labels":[],"label_agreement":null},{"id":"W2904904038","doi":"10.2118/193697-ms","title":"Risk Assessment in Sand Control Selection: Introducing a Traffic Light System in Stand-Alone Screen Selection","year":2018,"lang":"en","type":"article","venue":"SPE International Heavy Oil Conference and Exhibition","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":18,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"Natural Sciences and Engineering Research Council of Canada; RGL Reservoir Management","keywords":"Steam-assisted gravity drainage; Petroleum engineering; Wellbore; Multivariate statistics; Selection (genetic algorithm); Flow (mathematics); Oil sands; Geotechnical engineering; Environmental science; Engineering; Computer science; Mathematics; Statistics; Materials science; Artificial intelligence","score_opus":0.007090317331843403,"score_gpt":0.23783942192895974,"score_spread":0.23074910459711634,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2904904038","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9553154,0.00012245469,0.03520534,0.0008767836,0.00036530578,0.000101930804,0.000021157006,0.00015880332,0.0078328],"genre_scores_gemma":[0.99862564,0.00029858504,0.0003346944,0.000018998022,0.00054213236,0.000026258887,0.000028026678,0.000014156324,0.00011153734],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99883556,0.000077314784,0.00035160777,0.00028473773,0.00023425822,0.00021654475],"domain_scores_gemma":[0.9996,0.000037413094,0.000061214254,0.00007750982,0.00016446268,0.00005938838],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00040075654,0.00015378889,0.00022705705,0.0004021336,0.00009027418,0.00011887981,0.00007606714,0.000106624255,0.000108308406],"category_scores_gemma":[0.0000246074,0.00015068256,0.00004041227,0.0002837747,0.00003312739,0.00028502662,0.000012004695,0.00032859665,0.000017116825],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0006990362,0.0003104348,0.045272008,0.0005140481,0.0005133255,0.000046929483,0.002941229,0.7844131,0.0112044355,0.0008643472,0.0014164577,0.15180466],"study_design_scores_gemma":[0.0014295,0.000111209105,0.01845744,0.00046212162,0.00002792897,0.000027985228,0.00034188374,0.9748188,0.0032377585,0.00009616992,0.0007778605,0.00021132377],"about_ca_topic_score_codex":0.00095043314,"about_ca_topic_score_gemma":0.0049738167,"teacher_disagreement_score":0.19040573,"about_ca_system_score_codex":0.00041743633,"about_ca_system_score_gemma":0.000053620595,"threshold_uncertainty_score":0.61446565},"labels":[],"label_agreement":null},{"id":"W2904969780","doi":"10.2118/1218-0034-jpt","title":"Fighting Water With Water: How Engineers are Turning the Tides on Frac Hits","year":2018,"lang":"en","type":"article","venue":"Journal of Petroleum Technology","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Wellhead; Workover; Engineering; Infill; Oil shale; Production (economics); Petroleum engineering; Geology; Management; Civil engineering; Economics; Waste management","score_opus":0.003883901504574437,"score_gpt":0.1803102673323659,"score_spread":0.17642636582779148,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2904969780","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9824845,0.00024568572,0.005693621,0.010528311,0.00029975764,0.00002664921,7.2843903e-7,0.00019069876,0.0005300492],"genre_scores_gemma":[0.9986671,0.000031824206,0.00040226302,0.00006508431,0.0004694961,0.0000031937047,9.0893127e-7,0.000037460897,0.00032265388],"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9989126,0.000023298118,0.00025965608,0.00012299225,0.00025362894,0.00042783387],"domain_scores_gemma":[0.9993783,0.00004495483,0.00010098957,0.00029429118,0.00012255226,0.000058904607],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00029750806,0.00019447826,0.00032341972,0.000567142,0.00015519411,0.000057866037,0.00037226087,0.00018182315,0.000055663884],"category_scores_gemma":[0.000057269797,0.00008027877,0.00011077113,0.00016720404,0.000125842,0.00010919079,0.000043618344,0.00085432996,0.00003744862],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00006308975,0.00004591868,0.0023215564,0.000075194475,0.001071797,0.00058063486,0.0012807046,0.90642875,0.08068223,0.000016161932,0.0034737831,0.003960172],"study_design_scores_gemma":[0.0005957318,0.00075715565,0.00046581446,0.00030628033,0.0001716226,0.00086247816,0.0015198875,0.02596792,0.8573228,0.00018049871,0.11149904,0.0003507515],"about_ca_topic_score_codex":0.0000024802193,"about_ca_topic_score_gemma":0.000013264967,"teacher_disagreement_score":0.88046086,"about_ca_system_score_codex":0.000072800365,"about_ca_system_score_gemma":0.000007148852,"threshold_uncertainty_score":0.3711686},"labels":[],"label_agreement":null},{"id":"W2905989139","doi":"","title":"Assessment of Trichloroethene Source Zone and Plume Evolution in a Fractured Dolostone Aquifer Due to Natural Attenuation Processes","year":2018,"lang":"en","type":"dissertation","venue":"The Atrium (University of Guelph)","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"Natural Sciences and Engineering Research Council of Canada; U.S. Environmental Protection Agency","keywords":"Dolostone; Aquifer; Plume; Natural (archaeology); Geology; Attenuation; Vadose zone; Groundwater; Geotechnical engineering; Sedimentary rock; Geochemistry; Paleontology; Geography; Meteorology","score_opus":0.006017229844151338,"score_gpt":0.22165404770658703,"score_spread":0.2156368178624357,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2905989139","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.980175,0.0011910271,0.017724607,0.00020300264,0.00014245571,0.00024781402,0.000015366844,0.000045033994,0.00025564496],"genre_scores_gemma":[0.9971239,0.00015983278,0.0006197602,0.0000070409983,0.00005449757,9.951945e-7,0.00018390304,0.00002077713,0.0018292794],"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","domain_scores_codex":[0.9990553,0.000052147214,0.00020121694,0.00021171845,0.00030769684,0.00017188767],"domain_scores_gemma":[0.9992161,0.000078677556,0.00018123238,0.00025410467,0.0002196239,0.000050252052],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00027000203,0.00018667892,0.00043064606,0.00043812583,0.0000934328,0.000009720098,0.00029045276,0.00020893212,0.000037059322],"category_scores_gemma":[0.000060569895,0.0001716732,0.00009126447,0.0006714653,0.00005869918,0.00012796042,0.00004503378,0.0002989118,0.0000051671486],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0022236425,0.00053242873,0.00403892,0.011108181,0.0029592165,0.00007142624,0.10899316,0.5356215,0.30445376,0.000047064903,0.0033677942,0.026582887],"study_design_scores_gemma":[0.001087735,0.0001667311,0.93450725,0.0005062941,0.0006580921,0.0000056138906,0.013002059,0.045377336,0.002485523,0.00007327405,0.0016398139,0.000490266],"about_ca_topic_score_codex":0.0016662616,"about_ca_topic_score_gemma":0.0046797753,"teacher_disagreement_score":0.9304683,"about_ca_system_score_codex":0.0001401312,"about_ca_system_score_gemma":0.00007837256,"threshold_uncertainty_score":0.70006293},"labels":[],"label_agreement":null},{"id":"W2907265781","doi":"10.3968/8394","title":"Research and Application of a New Type of Water Flooding Characteristic Curve in Oilfield Development","year":2016,"lang":"en","type":"article","venue":"Advances in petroleum exploration and development","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Water flooding; Petroleum engineering; Geology; Flooding (psychology); Water cut; Petrology; Engineering; Psychology","score_opus":0.031909978630796226,"score_gpt":0.2951945128694343,"score_spread":0.26328453423863807,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2907265781","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8903684,0.0010220226,0.10802265,0.00015797146,0.000057229983,0.00008503225,4.337024e-7,0.000017746197,0.0002685061],"genre_scores_gemma":[0.99548864,0.0019628897,0.0023957225,0.0000032187136,0.000010801799,0.000029484763,0.0000075979633,0.000006641376,0.00009502568],"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99921465,0.0000186093,0.0003350648,0.00013477134,0.00015258741,0.00014432469],"domain_scores_gemma":[0.99976015,0.000051689058,0.000027992835,0.000078006655,0.000042511547,0.0000396522],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00032581508,0.000074682386,0.00015480838,0.0002818695,0.000024383773,0.0000069655157,0.000051313556,0.00004047455,0.0000091395705],"category_scores_gemma":[0.000022098953,0.000050048566,0.0000054221955,0.00014136996,0.00002931428,0.0002509058,0.00003416303,0.000065861066,0.000005225773],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00019533059,0.00015944534,0.06960861,0.00084705715,0.00007424786,0.0000061061996,0.020985277,0.08307316,0.04625832,0.00019981831,0.00003640147,0.7785562],"study_design_scores_gemma":[0.0025236253,0.00015774545,0.056039628,0.001080752,0.00000803919,0.0000034494744,0.0022506064,0.02128195,0.8392825,0.0019461152,0.07479755,0.0006280028],"about_ca_topic_score_codex":0.000013137997,"about_ca_topic_score_gemma":0.00023912123,"teacher_disagreement_score":0.79302424,"about_ca_system_score_codex":0.00005231109,"about_ca_system_score_gemma":0.000033805394,"threshold_uncertainty_score":0.20409213},"labels":[],"label_agreement":null},{"id":"W2907381012","doi":"10.2118/190309-pa","title":"Theoretical Investigation of the Transition From Spontaneous to Forced Imbibition","year":2018,"lang":"en","type":"article","venue":"SPE Journal","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":38,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"College of Engineering, Texas A and M University; Energi Simulation; Texas A and M University","keywords":"Imbibition; Mechanics; Dimensionless quantity; Capillary action; Capillary pressure; Compressibility; Saturation (graph theory); Flow (mathematics); Porous medium; Physics; Thermodynamics; Geology; Mathematics; Geotechnical engineering; Porosity","score_opus":0.0044067275525972146,"score_gpt":0.1935053531097204,"score_spread":0.18909862555712317,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2907381012","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9623677,0.000018775889,0.034763914,0.0010682374,0.00027223025,0.000037168535,0.0000048032925,0.0000226868,0.001444459],"genre_scores_gemma":[0.9985696,0.000009447494,0.00071973144,0.000120594355,0.0005521283,5.6983356e-7,0.0000024553974,0.000009164312,0.00001627963],"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99947906,0.000038606606,0.00016241737,0.00005184005,0.00017017749,0.000097903314],"domain_scores_gemma":[0.9997193,0.00002256177,0.000025802334,0.00010726614,0.000049110193,0.00007595569],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00013358048,0.000057370176,0.00008388521,0.000054729288,0.000073958596,0.000022943017,0.00009534707,0.00004685041,0.00051452406],"category_scores_gemma":[0.000026728769,0.000037345293,0.000080134094,0.00013122089,0.0000758482,0.000046210953,0.0000067797605,0.00015003777,0.000025620415],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00016102123,0.000029090179,0.00024471115,0.000042415246,0.00033381797,0.0000892072,0.011435051,0.534,0.43907794,0.001913873,0.0048374543,0.007835475],"study_design_scores_gemma":[0.0006871231,0.00024696864,0.012911851,0.00038229206,0.00023027173,0.000674194,0.00040372473,0.30723706,0.5922196,0.08393895,0.0007470234,0.00032097314],"about_ca_topic_score_codex":0.000018495446,"about_ca_topic_score_gemma":0.00003641783,"teacher_disagreement_score":0.22676289,"about_ca_system_score_codex":0.000039978524,"about_ca_system_score_gemma":0.000011246882,"threshold_uncertainty_score":0.5633678},"labels":[],"label_agreement":null},{"id":"W2907579636","doi":"10.31697/jpsg.2018.1.1.16","title":"The effect of mineral composition and rock fabric on brittleness index: an example using the Montney Formation, Canada","year":2018,"lang":"en","type":"article","venue":"Journal of Petroleum and Sedimentary Geology","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"Korea Institute of Energy Technology Evaluation and Planning; National Research Foundation of Korea","keywords":"Brittleness; Geology; Geotechnical engineering; Oil shale; Quartz; Rock mechanics; Mineralogy; Anisotropy; Composite material; Materials science","score_opus":0.005961016025875943,"score_gpt":0.20470051073980966,"score_spread":0.1987394947139337,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2907579636","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9964214,0.0005706872,0.0024103052,0.00032203473,0.00018462774,0.000030981053,0.0000013743353,0.000003090341,0.000055506815],"genre_scores_gemma":[0.99961275,0.000054647462,0.000015308005,0.000099703924,0.00019818397,8.607535e-7,0.0000029745727,0.000005058433,0.000010495341],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9993743,0.000109243825,0.00022512542,0.000049974435,0.000120033656,0.00012137501],"domain_scores_gemma":[0.9995791,0.00014598621,0.000097260716,0.00008527251,0.000039073704,0.000053362153],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002627542,0.000081232945,0.00017079302,0.00005978326,0.0001764278,0.000015818541,0.00008568746,0.000032937725,0.0000061344726],"category_scores_gemma":[0.000004109709,0.000043701715,0.000029629204,0.00004309501,0.000048740818,0.000102956496,0.00001631713,0.00013127587,9.261078e-8],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0004033729,0.000023497498,0.044718027,0.000099371995,0.00049481634,0.000025401812,0.0006589529,0.9416227,0.006990565,0.000009280772,0.002254803,0.0026992117],"study_design_scores_gemma":[0.0014242274,0.0014030224,0.03476635,0.000048956997,0.0002064287,0.00053981086,0.00049222034,0.94675314,0.010011913,0.000057097204,0.0041539925,0.00014282396],"about_ca_topic_score_codex":0.06131068,"about_ca_topic_score_gemma":0.03724501,"teacher_disagreement_score":0.02406567,"about_ca_system_score_codex":0.000042010415,"about_ca_system_score_gemma":0.000017521998,"threshold_uncertainty_score":0.9803228},"labels":[],"label_agreement":null},{"id":"W2908449294","doi":"10.2118/194189-pa","title":"Pressure-Transient Behavior of Partially Penetrating Inclined Fractures With a Finite Conductivity","year":2018,"lang":"en","type":"article","venue":"SPE Journal","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":14,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"University of Regina","keywords":"Mechanics; Flow (mathematics); Fracture (geology); Hele-Shaw flow; Geology; Inclined plane; Geotechnical engineering; Fluid dynamics; Materials science; Open-channel flow; Physics","score_opus":0.011727769668459443,"score_gpt":0.256292477659305,"score_spread":0.24456470799084556,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2908449294","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.97635376,0.00028262715,0.021630928,0.000100464655,0.00021081758,0.00006577828,0.0000061684996,0.0000503816,0.001299072],"genre_scores_gemma":[0.99740905,0.000034855908,0.0018960049,0.000019375488,0.0005224679,0.0000028592115,0.000001582748,0.000020870637,0.000092926544],"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.999039,0.000041735297,0.0002913573,0.00010554731,0.00029661023,0.00022574203],"domain_scores_gemma":[0.9994313,0.000047129535,0.00010286703,0.00016891843,0.0001309548,0.00011883814],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00026002812,0.00013552999,0.00023132924,0.00009956959,0.0001199363,0.00004961351,0.00014600663,0.00007301877,0.00040183988],"category_scores_gemma":[0.000043464774,0.00009335554,0.000093293536,0.00013460779,0.00009187723,0.00014430111,0.0000133952135,0.00037866234,0.0000069703487],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00008276143,0.00013371193,0.008130582,0.000073802104,0.00051668443,0.000071161834,0.001443959,0.9488876,0.03614085,0.0000036918452,0.00052979065,0.003985397],"study_design_scores_gemma":[0.0033325837,0.0017904803,0.26052555,0.0006192699,0.0021341504,0.00058250246,0.00053588604,0.31422874,0.3885352,0.00018399119,0.026269611,0.0012620401],"about_ca_topic_score_codex":0.000042774653,"about_ca_topic_score_gemma":0.00022239173,"teacher_disagreement_score":0.6346589,"about_ca_system_score_codex":0.000015407933,"about_ca_system_score_gemma":0.000044100056,"threshold_uncertainty_score":0.43998647},"labels":[],"label_agreement":null},{"id":"W2909250388","doi":"10.4095/216183","title":"Figure 10. Seismic time-thickness map of the Basinal and Platformal units of the HB Assemblage","year":2004,"lang":"en","type":"report","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Natural Resources Canada","funders":"","keywords":"Assemblage (archaeology); Geology; Paleontology","score_opus":0.012147442455358835,"score_gpt":0.2127606753835874,"score_spread":0.20061323292822855,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2909250388","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.41414684,0.0064950697,0.0027705282,0.0010413467,0.0021333133,0.0009337744,0.0002670077,0.00031480577,0.5718973],"genre_scores_gemma":[0.90301234,0.00020903542,0.000040185358,0.000019003592,0.00012742338,0.000004427025,0.000026384345,0.000048503174,0.09651271],"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","domain_scores_codex":[0.9983141,0.000036840458,0.00048279495,0.00018317759,0.00074021,0.00024288139],"domain_scores_gemma":[0.9987475,0.00007593816,0.000207712,0.00067861256,0.00023347935,0.000056718392],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00039594222,0.00030117072,0.0005465088,0.00010831861,0.00008978205,0.00002183528,0.00049999653,0.00046319133,0.0007595765],"category_scores_gemma":[0.000087159475,0.00015480682,0.00026751455,0.00033856684,0.00012353777,0.000065464155,0.00016993849,0.0006703774,0.000022168144],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000009994298,0.000037948852,0.0003463418,0.0037963637,0.0010186833,0.000013614372,0.000340791,0.94796515,0.00057762215,0.0000124641965,0.044426925,0.0014541071],"study_design_scores_gemma":[0.001335315,0.00010840315,0.015865274,0.0057315147,0.002574025,0.00035879284,0.00041712276,0.11680994,0.06954586,0.00025869263,0.78523797,0.0017571147],"about_ca_topic_score_codex":0.00060772547,"about_ca_topic_score_gemma":0.00008005672,"teacher_disagreement_score":0.8311552,"about_ca_system_score_codex":0.00010737794,"about_ca_system_score_gemma":0.00047595837,"threshold_uncertainty_score":0.831683},"labels":[],"label_agreement":null},{"id":"W2909522645","doi":"10.3390/en12020282","title":"Emerging Advances in Petrophysics: Porous Media Characterization and Modeling of Multiphase Flow","year":2019,"lang":"en","type":"article","venue":"Energies","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":9,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"King Abdullah University of Science and Technology; National Natural Science Foundation of China","keywords":"Petrophysics; Porous medium; Multiphase flow; Petroleum engineering; Characterization (materials science); Flow (mathematics); Reservoir modeling; Enhanced oil recovery; Fractal; Porosity; Geology; Computer science; Materials science; Nanotechnology; Geotechnical engineering; Mechanics; Mathematics; Physics","score_opus":0.004309493844180718,"score_gpt":0.20215220443627693,"score_spread":0.1978427105920962,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2909522645","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9861372,0.0014469371,0.011993122,0.000009887018,0.00012311472,0.000023964816,0.000003790795,0.000051915576,0.00021006416],"genre_scores_gemma":[0.99705267,0.0019072589,0.0009160442,0.0000032579078,0.000046561454,0.0000031901889,0.000026577341,0.000013539349,0.000030873758],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9995604,0.000008863787,0.000146912,0.00009386932,0.00008605061,0.000103903025],"domain_scores_gemma":[0.9998242,0.000022852862,0.00002052836,0.000098769364,0.000014012737,0.00001961402],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000040722072,0.00007892804,0.00015782444,0.00011476561,0.0000120485865,0.000008873519,0.00004826399,0.000029635787,0.000012815691],"category_scores_gemma":[0.000011444564,0.00007208424,0.000023617544,0.00011046383,0.000009827241,0.00023215053,0.000014781559,0.000059948226,0.0000025052293],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000003392106,0.0000057951393,0.0006001541,0.000070486225,0.000009770413,0.0000014391827,0.00071384106,0.9654934,0.018728359,0.000007424453,3.443156e-7,0.0143656405],"study_design_scores_gemma":[0.00017704493,0.000005192605,0.0004274662,0.000048193142,0.0000060979255,3.6094772e-7,0.00021160286,0.9928879,0.0059509925,0.000023183782,0.0001785009,0.00008342696],"about_ca_topic_score_codex":0.00003792399,"about_ca_topic_score_gemma":0.000024199366,"teacher_disagreement_score":0.027394583,"about_ca_system_score_codex":0.0000114019085,"about_ca_system_score_gemma":0.0000033570177,"threshold_uncertainty_score":0.29395103},"labels":[],"label_agreement":null},{"id":"W2910693170","doi":"10.1029/2018wr023435","title":"Benchmarking NAPL Redirection and Matrix Entry at Fracture Intersections Below the Water Table","year":2019,"lang":"en","type":"article","venue":"Water Resources Research","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Waterloo; University of Guelph","funders":"Boeing","keywords":"Fracture (geology); Discretization; Benchmark (surveying); Intersection (aeronautics); Mechanics; Multiphase flow; Matrix (chemical analysis); Flow (mathematics); Flux (metallurgy); Geotechnical engineering; Petroleum engineering; Materials science; Geology; Engineering; Mathematics; Physics; Mathematical analysis","score_opus":0.00998830713891247,"score_gpt":0.25447945308934294,"score_spread":0.24449114595043048,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2910693170","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9905262,0.00050647376,0.00010047871,0.001287211,0.00023908568,0.00021770067,0.0000029347352,0.00014110684,0.006978836],"genre_scores_gemma":[0.9676445,0.00020324359,0.000017435508,0.000029932196,0.0003698077,0.000032997945,0.000030326039,0.000038656242,0.031633116],"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","domain_scores_codex":[0.9981261,0.00016950096,0.00019387163,0.00030620507,0.0005056251,0.0006986792],"domain_scores_gemma":[0.9992871,0.000102278485,0.000010085311,0.00042554116,0.00006465953,0.00011027897],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0009031302,0.00016203187,0.00018454788,0.00028825214,0.0005994831,0.0002370262,0.0002650844,0.00015502323,0.0014224732],"category_scores_gemma":[0.000013736608,0.000070880305,0.00007838479,0.00021649938,0.000101818754,0.00013132126,0.00031316775,0.00079860253,0.0005520412],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00019591124,0.000070439004,0.016728071,0.0006939694,0.000863309,0.000054823115,0.050518025,0.71585184,0.16874978,0.0000022103445,0.04107681,0.0051947944],"study_design_scores_gemma":[0.00021575885,0.000048805756,0.00089306064,0.00005503387,0.00001983966,0.000031758565,0.00072969374,0.036669128,0.11111345,0.000039336086,0.85000986,0.00017424217],"about_ca_topic_score_codex":0.00080830004,"about_ca_topic_score_gemma":0.00023734788,"teacher_disagreement_score":0.8089331,"about_ca_system_score_codex":0.00015337847,"about_ca_system_score_gemma":0.0000033082836,"threshold_uncertainty_score":0.9994904},"labels":[],"label_agreement":null},{"id":"W2910707220","doi":"","title":"Unsteady Flow Analysis of Underdamped Slug Test Responses Observed in Fractured Sandstone","year":2018,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Guelph","funders":"","keywords":"Geology; Slug test; Flow (mathematics); Test (biology); Slug flow; Geotechnical engineering; Mechanics; Paleontology; Two-phase flow; Physics","score_opus":0.018545171060110204,"score_gpt":0.2494447519422321,"score_spread":0.2308995808821219,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2910707220","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.97564924,0.00029016112,0.016746167,0.00018181295,0.000097324075,0.000084399566,0.000024164268,0.00023291186,0.006693838],"genre_scores_gemma":[0.99712515,0.00004983443,0.0013603112,0.00005880102,0.00006141737,0.000005860514,0.000034947923,0.00002438282,0.0012793179],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99869287,0.00005937144,0.0004579108,0.00023527202,0.00025681834,0.00029774426],"domain_scores_gemma":[0.9988288,0.00042651856,0.00005125513,0.00051835325,0.00008028742,0.00009476217],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00031158506,0.00019464662,0.00055987726,0.00092517206,0.000043592376,0.000024012166,0.00023366284,0.00014995396,0.0010349919],"category_scores_gemma":[0.00026200968,0.00015868142,0.00023508574,0.0022531415,0.000088259134,0.00009233006,0.000033829212,0.00016912865,0.000035125733],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000073001625,0.00014102935,0.050331295,0.000054022403,0.0020331102,0.000017296476,0.0011449411,0.9309287,0.012516848,0.000005507634,0.0010863622,0.0016678828],"study_design_scores_gemma":[0.00046844946,0.00005943702,0.2235012,0.000026433894,0.000624161,6.648963e-7,0.00017059532,0.7362511,0.03725658,0.000032706015,0.0013461238,0.00026252135],"about_ca_topic_score_codex":0.00069982826,"about_ca_topic_score_gemma":0.0059863497,"teacher_disagreement_score":0.19467758,"about_ca_system_score_codex":0.00006897792,"about_ca_system_score_gemma":0.000024728739,"threshold_uncertainty_score":0.99987817},"labels":[],"label_agreement":null},{"id":"W2911371350","doi":"10.30564/jmser.v1i1.346","title":"Prediction of Formation Pressure Gradients of NC98 Field-Sirte Basin-Libya","year":2019,"lang":"en","type":"article","venue":"Journal of Management Science & Engineering research","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Regina","funders":"","keywords":"Overpressure; Geology; Casing; Drilling; Structural basin; Pore water pressure; Oil field; Pressure gradient; Lost circulation; Petroleum engineering; Petrology; Geotechnical engineering; Drilling fluid; Geomorphology; Materials science","score_opus":0.018107544045685476,"score_gpt":0.26148243065576576,"score_spread":0.24337488661008028,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2911371350","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9695941,0.00028338708,0.025897745,0.000101665435,0.00053281616,0.00019875664,0.0000031417565,0.000028841376,0.003359535],"genre_scores_gemma":[0.99850005,0.00030007595,0.0008708565,0.0000022176116,0.00004623526,0.0000020960208,6.257912e-7,0.000010105648,0.00026775023],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99771535,0.000023518258,0.00046411523,0.00010888386,0.0013768408,0.00031128124],"domain_scores_gemma":[0.9991618,0.00008197954,0.000105082465,0.00027747746,0.0002797877,0.000093869596],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0025403807,0.00008802151,0.00021942225,0.0013035189,0.000045089822,0.00003788908,0.0005804339,0.000044192853,0.00004099669],"category_scores_gemma":[0.00012102089,0.000074181924,0.00009813484,0.0011393118,0.00005578912,0.00064740377,0.000098279284,0.0003218223,0.0000062166837],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000013620192,0.000033312215,0.0015041206,0.0007472033,0.000107568165,0.000004324267,0.00025879004,0.980918,0.013738324,0.00013513921,0.0006932143,0.0018463897],"study_design_scores_gemma":[0.0006561331,0.00040572076,0.038112633,0.0007567023,0.00007883869,0.00001366587,0.00037541302,0.8476713,0.10010508,0.00007696561,0.011606149,0.00014140499],"about_ca_topic_score_codex":0.0000097188795,"about_ca_topic_score_gemma":3.6868497e-7,"teacher_disagreement_score":0.1332467,"about_ca_system_score_codex":0.000080732854,"about_ca_system_score_gemma":0.000019097844,"threshold_uncertainty_score":0.3025051},"labels":[],"label_agreement":null},{"id":"W2911373104","doi":"10.2118/194371-ms","title":"New Near-Wellbore Insights from Fiber Optics and Downhole Pressure Gauge Data","year":2019,"lang":"en","type":"article","venue":"SPE Hydraulic Fracturing Technology Conference and Exhibition","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":50,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Shell (Canada)","funders":"","keywords":"Perforation; Wellbore; Petroleum engineering; Production (economics); Completion (oil and gas wells); Gauge (firearms); Lead (geology); Geology; Computer science; Engineering; Mechanical engineering; Materials science","score_opus":0.009978585528666269,"score_gpt":0.21082497351898125,"score_spread":0.20084638799031498,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2911373104","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9792689,0.0043840157,0.005845645,0.002572733,0.00021282761,0.00027693863,0.000064618376,0.0008664908,0.0065078335],"genre_scores_gemma":[0.9938521,0.0011026717,0.003817719,0.00010768141,0.00013155164,0.0000057875404,0.00032384577,0.000037826925,0.00062085805],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.998551,0.000019555164,0.00027827313,0.00062382367,0.000186226,0.00034108342],"domain_scores_gemma":[0.9986499,0.000052226114,0.00006809372,0.0010385874,0.00004196002,0.00014925191],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0000632466,0.0003137125,0.0003967823,0.00021753967,0.00013499704,0.0001747583,0.00042564212,0.00052105566,0.0004969678],"category_scores_gemma":[0.000031839074,0.00028526553,0.000029372575,0.0002317145,0.00013952855,0.00046812434,0.00035651622,0.0006164149,0.0002211767],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0002571364,0.00034261632,0.010262171,0.002043716,0.003985131,0.0004253482,0.00536062,0.24484974,0.06008487,0.004423018,0.049787194,0.6181784],"study_design_scores_gemma":[0.002229831,0.00020989361,0.0077992682,0.0007644734,0.000585357,0.00007294333,0.0004346504,0.54841906,0.048388645,0.034158014,0.3552883,0.0016495481],"about_ca_topic_score_codex":0.00041128843,"about_ca_topic_score_gemma":0.00011552359,"teacher_disagreement_score":0.61652887,"about_ca_system_score_codex":0.000019114545,"about_ca_system_score_gemma":0.00004214805,"threshold_uncertainty_score":0.99995995},"labels":[],"label_agreement":null},{"id":"W2911485007","doi":"","title":"Hydraulic Fracture/Shear Stimulation in an EGS Reservoir: Utah FORGE Program","year":2018,"lang":"en","type":"article","venue":"52nd U.S. Rock Mechanics/Geomechanics Symposium","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Golder Associates (Canada)","funders":"","keywords":"Forge; Geology; Fracture (geology); Shear (geology); Hydraulic fracturing; Geotechnical engineering; Mining engineering; Engineering; Petrology; Mechanical engineering","score_opus":0.01156397858722019,"score_gpt":0.24847819048161543,"score_spread":0.23691421189439524,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2911485007","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.222498,0.0010567779,0.75668144,0.0025978026,0.004071022,0.0035387548,0.000090433925,0.005525625,0.003940121],"genre_scores_gemma":[0.9960845,0.00024595126,0.0012099616,0.0004308802,0.0009309626,0.00023995829,0.0002294923,0.0002803161,0.0003479953],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9951533,0.00018667115,0.0010793529,0.0011157984,0.00091467035,0.001550202],"domain_scores_gemma":[0.99720865,0.000097250915,0.00019526262,0.0015734092,0.00033506853,0.0005903364],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0008754958,0.0008436716,0.0008725719,0.0009158588,0.00044227683,0.00029272356,0.0010495749,0.0008639175,0.00035201068],"category_scores_gemma":[0.000088444125,0.0008444235,0.00033351916,0.0015808064,0.000015936543,0.00092619425,0.0002581315,0.0010419313,0.00042684973],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00008793348,0.00039732744,0.000046858233,0.00018327065,0.00015576408,0.00004469858,0.00084462273,0.98223037,0.01225224,0.00052507815,0.0017047956,0.0015270673],"study_design_scores_gemma":[0.0009988279,0.00080292736,0.000037756214,0.0001259883,0.00011498514,0.00002167524,0.00015158353,0.9325934,0.021371381,0.00570999,0.037111137,0.0009603394],"about_ca_topic_score_codex":0.0002991391,"about_ca_topic_score_gemma":0.00078448374,"teacher_disagreement_score":0.77358645,"about_ca_system_score_codex":0.00048007295,"about_ca_system_score_gemma":0.000099960336,"threshold_uncertainty_score":0.9994007},"labels":[],"label_agreement":null},{"id":"W2911851987","doi":"10.2118/194316-ms","title":"Close Encounters in the 3rd Dimension: Using Diagnostic Fracture Injection Tests DFITs from the Alberta Duvernay Shale Formation to Quantify Simultaneous Horizontal- &amp; Vertical-Plane Hydraulic Fracture Growth","year":2019,"lang":"en","type":"article","venue":"SPE Hydraulic Fracturing Technology Conference and Exhibition","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":10,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Bed; Geology; Hydraulic fracturing; Fracture (geology); Overburden; Microseism; Directional drilling; Geotechnical engineering; Oil shale; Comminution; Petroleum engineering; Mechanics; Engineering; Seismology; Anisotropy; Drilling; Materials science; Mechanical engineering","score_opus":0.009470147492131596,"score_gpt":0.2245569923376113,"score_spread":0.2150868448454797,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2911851987","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9784841,0.00054424134,0.0104460595,0.00875099,0.00031994455,0.0007530615,0.0000147807,0.00030400735,0.00038279645],"genre_scores_gemma":[0.9966142,0.00037193432,0.00022640865,0.002268258,0.00020499452,0.000053188687,0.00018454652,0.00005324227,0.000023223525],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99751604,0.00012665437,0.00057794614,0.0006518435,0.00047377142,0.000653721],"domain_scores_gemma":[0.99728173,0.0015309344,0.00012645328,0.00084112416,0.00009744029,0.00012229625],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00029279102,0.0005314011,0.0005180325,0.00042208552,0.00032357313,0.0002245518,0.00056511664,0.00070568075,0.00012774758],"category_scores_gemma":[0.0007124311,0.00036715696,0.000116065516,0.00078069716,0.00013565415,0.00054190686,0.00013011937,0.0013701112,0.00026462573],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00022844,0.0002809144,0.025065023,0.00031446095,0.00034119526,0.00025465296,0.012247802,0.9266009,0.021253688,0.00017805216,0.003300987,0.009933913],"study_design_scores_gemma":[0.005443932,0.0014754023,0.10449592,0.004877005,0.0011920114,0.0014808704,0.0089582335,0.6673798,0.108038366,0.019908927,0.071646444,0.0051030815],"about_ca_topic_score_codex":0.0057653454,"about_ca_topic_score_gemma":0.0055299583,"teacher_disagreement_score":0.25922105,"about_ca_system_score_codex":0.0002169552,"about_ca_system_score_gemma":0.00003563342,"threshold_uncertainty_score":0.99987805},"labels":[],"label_agreement":null},{"id":"W2911879762","doi":"10.2118/191376-pa","title":"Wormhole Formation During Acidizing of Calcite-Cemented Fractures in Gas-Bearing Shales","year":2019,"lang":"en","type":"article","venue":"SPE Journal","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":9,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"Panstwowy Instytut Geologiczny-Panstwowy Instytut Badawczy","keywords":"Calcite; Oil shale; Carbonate; Geology; Wormhole; Permeability (electromagnetism); Merge (version control); Fracture (geology); Petroleum engineering; Mineralogy; Geotechnical engineering; Materials science; Chemistry","score_opus":0.005553656828871878,"score_gpt":0.22223095940907273,"score_spread":0.21667730258020085,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2911879762","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9939052,0.00046012114,0.0026304382,0.000067640416,0.00015774561,0.000049677335,0.0000010240122,0.00003629441,0.0026918862],"genre_scores_gemma":[0.9991537,0.00024455803,0.00037212757,0.000009085706,0.000106280844,9.5189733e-7,0.000002816186,0.000017208282,0.00009331983],"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99905115,0.000024948182,0.00037597684,0.00007570751,0.00022813072,0.00024407094],"domain_scores_gemma":[0.9996641,0.000025309995,0.0000900881,0.00012940298,0.000028695591,0.000062393716],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00028231085,0.0001100342,0.00020637763,0.0003526722,0.000048218968,0.000048496546,0.00013577046,0.00006560654,0.0002587251],"category_scores_gemma":[0.000026893798,0.0000940245,0.00009974236,0.00020225666,0.000008924757,0.0003620661,0.000027509739,0.00040668144,0.000033205513],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000015623502,0.000016282025,0.0127707375,0.00016228984,0.00006537663,0.000018818224,0.0008634042,0.9142975,0.06973224,0.000002544315,0.000050364277,0.002004793],"study_design_scores_gemma":[0.002210258,0.00005514665,0.13635468,0.0012504613,0.00006238678,0.0002117716,0.0015430193,0.40092027,0.45501098,0.0002818152,0.0015715074,0.0005276944],"about_ca_topic_score_codex":0.00002820338,"about_ca_topic_score_gemma":0.00005321765,"teacher_disagreement_score":0.51337725,"about_ca_system_score_codex":0.000113015754,"about_ca_system_score_gemma":0.000009329437,"threshold_uncertainty_score":0.3834208},"labels":[],"label_agreement":null},{"id":"W2911898253","doi":"10.2118/194322-ms","title":"Dynamic Fracture Volume Estimation using Flowback Data Analysis and its Correlation to Completion-Design Parameters","year":2019,"lang":"en","type":"article","venue":"SPE Hydraulic Fracturing Technology Conference and Exhibition","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":8,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Fracture (geology); Volume (thermodynamics); Choke; Petroleum engineering; Hydraulic fracturing; Completion (oil and gas wells); Geology; Materials science; Mechanics; Geotechnical engineering; Engineering","score_opus":0.019646345400646106,"score_gpt":0.24732323040966103,"score_spread":0.22767688500901492,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2911898253","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.46818927,0.00019859939,0.5298292,0.0010719248,0.00007565047,0.0002612758,0.000016630327,0.0003012968,0.000056133715],"genre_scores_gemma":[0.97152835,0.00019003425,0.027581505,0.00016703412,0.000017661205,0.00001317232,0.00042073897,0.000032952066,0.00004856429],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.998269,0.000050545485,0.0003816348,0.0006841979,0.00024031919,0.00037429505],"domain_scores_gemma":[0.998834,0.00007726537,0.000111629204,0.0007516976,0.00009644246,0.00012896488],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00028716977,0.0003261162,0.0005245824,0.0011190269,0.00017824935,0.00013829727,0.00030744125,0.0004182868,0.00013263928],"category_scores_gemma":[0.0001029408,0.000328957,0.000059051206,0.00093308865,0.00006750401,0.0005561513,0.00017612267,0.0004686552,0.000120958044],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000012991329,0.000013477779,0.0010942504,0.00006588549,0.00027475765,0.0000049009504,0.00014668259,0.99027234,0.0023421228,0.000016978016,0.0000882556,0.0056673405],"study_design_scores_gemma":[0.00025435013,0.00005290139,0.0059691053,0.00010994312,0.00042645802,0.00002000756,0.00010381563,0.98893946,0.0023695636,0.0010537138,0.00032726946,0.00037341408],"about_ca_topic_score_codex":0.00012801707,"about_ca_topic_score_gemma":0.000072760726,"teacher_disagreement_score":0.50333905,"about_ca_system_score_codex":0.00010285228,"about_ca_system_score_gemma":0.000023810731,"threshold_uncertainty_score":0.99991626},"labels":[],"label_agreement":null},{"id":"W2912106496","doi":"10.2118/194332-ms","title":"Investigation of Non-Ideal Diagnostic Fracture Injection Tests Behavior in Unconventional Reservoirs","year":2019,"lang":"en","type":"article","venue":"SPE Hydraulic Fracturing Technology Conference and Exhibition","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":9,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Apache (Canada)","funders":"Colorado School of Mines","keywords":"Petroleum engineering; Fracture (geology); Hydraulic fracturing; Permeability (electromagnetism); Closure (psychology); Geotechnical engineering; Leak; Geology; Flow (mathematics); Transient (computer programming); Residual; Reservoir simulation; Mechanics; Computer science; Environmental science","score_opus":0.009263802049614344,"score_gpt":0.22319661740245658,"score_spread":0.21393281535284223,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2912106496","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9954999,0.00028208765,0.0020334779,0.00077738514,0.0001753382,0.00035050343,0.0000056654744,0.00024834214,0.0006272896],"genre_scores_gemma":[0.9989668,0.00028136963,0.00041082248,0.00005586364,0.00005171696,0.000075924974,0.00008213289,0.000028173989,0.00004716612],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99857,0.0000321579,0.00046660917,0.00037215743,0.00023502282,0.000323999],"domain_scores_gemma":[0.99923027,0.00013821098,0.00012852582,0.00034522553,0.00008321508,0.00007458228],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00020360154,0.00025395193,0.000381235,0.00091133075,0.00006063601,0.000032800755,0.00018030075,0.0005022475,0.00014883914],"category_scores_gemma":[0.00010542545,0.00025530098,0.0000746146,0.00061285374,0.00015881108,0.00033547246,0.00006389974,0.00064803206,0.00004808816],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000050475574,0.00010729828,0.5843543,0.00071598083,0.00012790486,0.00006497351,0.00084309495,0.350766,0.0495135,0.00022101849,0.00046128174,0.012774162],"study_design_scores_gemma":[0.0016280034,0.0003962568,0.77106297,0.0010395361,0.000121084464,0.000081166836,0.0005999623,0.065748416,0.1457417,0.012100239,0.00070063566,0.00078002096],"about_ca_topic_score_codex":0.00035353523,"about_ca_topic_score_gemma":0.00031433665,"teacher_disagreement_score":0.2850176,"about_ca_system_score_codex":0.00009734283,"about_ca_system_score_gemma":0.00004429504,"threshold_uncertainty_score":0.9999899},"labels":[],"label_agreement":null},{"id":"W2912285134","doi":"10.2118/194364-ms","title":"Empirical Links Between Sub-Surface Drivers and Engineering Levers for Hydraulic Fracture Treatments and the Implications for Well Performance","year":2019,"lang":"en","type":"article","venue":"SPE Hydraulic Fracturing Technology Conference and Exhibition","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":7,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Shell (Canada)","funders":"","keywords":"Hydraulic fracturing; Geology; Social connectedness; Computer science; Petroleum engineering; Engineering","score_opus":0.012160834620107992,"score_gpt":0.23134401419430362,"score_spread":0.2191831795741956,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2912285134","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9620473,0.0006061016,0.02527686,0.010545862,0.00007465675,0.0008837504,0.000024654017,0.00035386067,0.00018695266],"genre_scores_gemma":[0.9965837,0.0015143066,0.0012659082,0.0002493157,0.00008017913,0.00012602427,0.000071909526,0.00004229136,0.000066370405],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9987061,0.000015000991,0.00029103894,0.00046316002,0.000094702,0.0004300227],"domain_scores_gemma":[0.9990825,0.0003140868,0.00008446522,0.00035637396,0.00005831623,0.00010427208],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00019076494,0.0003341933,0.00046526894,0.00021445256,0.0002804593,0.00008945689,0.00017881983,0.0005925921,0.000007861976],"category_scores_gemma":[0.000041003805,0.0002617753,0.00009190925,0.00017880849,0.00021988018,0.00023624078,0.00007022354,0.0005410941,0.000008242592],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00056021597,0.00018802714,0.28809205,0.0035868909,0.0036547582,0.000007727796,0.0046113087,0.5396485,0.021853587,0.0016981296,0.0044996478,0.13159917],"study_design_scores_gemma":[0.012329393,0.00071018806,0.23241504,0.0006383998,0.0013588928,0.00009182388,0.00069571275,0.5693263,0.083253935,0.011866291,0.08527073,0.0020432991],"about_ca_topic_score_codex":0.000025788255,"about_ca_topic_score_gemma":0.0000066740577,"teacher_disagreement_score":0.12955587,"about_ca_system_score_codex":0.000060844028,"about_ca_system_score_gemma":0.000020099005,"threshold_uncertainty_score":0.99998343},"labels":[],"label_agreement":null},{"id":"W2912384512","doi":"10.1190/geo2018-0425.1","title":"Role of fracture opening in triggering microseismicity observed during hydraulic fracturing","year":2019,"lang":"en","type":"article","venue":"Geophysics","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":16,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Microseism; Hydraulic fracturing; Geology; Permeability (electromagnetism); Pore water pressure; Mechanics; Fracture (geology); Tortuosity; Thermal diffusivity; Geotechnical engineering; Seismology; Porosity; Chemistry","score_opus":0.004526247585446474,"score_gpt":0.1808315436898822,"score_spread":0.1763052961044357,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2912384512","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99675155,0.0006053526,0.0002148219,0.000027412609,0.00012220956,0.00018408452,0.000004948034,0.00016347751,0.0019261336],"genre_scores_gemma":[0.99933165,0.00006947083,0.00020757105,0.000041184903,0.00011231687,0.000010031802,0.000013956448,0.00006359665,0.00015021348],"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99846727,0.00003077565,0.00045077904,0.00031034576,0.00025156766,0.0004892945],"domain_scores_gemma":[0.99921185,0.000069283735,0.000099042474,0.0005032619,0.00003169261,0.00008484735],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0001340468,0.00028740705,0.00055540534,0.00019329441,0.000053656415,0.00004159196,0.00036124638,0.00016741166,0.000077456265],"category_scores_gemma":[0.0000150790265,0.0002887824,0.00020752459,0.0004478737,0.000022852533,0.00031705917,0.00010324025,0.0005570892,0.000093351926],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000014306983,0.000030495567,0.006936003,0.0002524521,0.00007435425,0.0000068415234,0.00076397,0.8287775,0.16223969,0.000002368362,0.000007801797,0.00089419825],"study_design_scores_gemma":[0.0012125018,0.000025517182,0.25583175,0.00035453608,0.0000446339,0.0000051557354,0.00039690142,0.12859495,0.6099672,0.000381468,0.0025074696,0.00067795266],"about_ca_topic_score_codex":0.00067551463,"about_ca_topic_score_gemma":0.000031041982,"teacher_disagreement_score":0.70018256,"about_ca_system_score_codex":0.000106187545,"about_ca_system_score_gemma":0.000019378269,"threshold_uncertainty_score":0.9999564},"labels":[],"label_agreement":null},{"id":"W2912390776","doi":"10.2118/194329-ms","title":"Utilization of Far Field Diverters to Mitigate Parent and Infill Well Fracture Interaction in Shale Formations","year":2019,"lang":"en","type":"article","venue":"SPE Hydraulic Fracturing Technology Conference and Exhibition","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":16,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"ConocoPhillips (Canada)","funders":"ConocoPhillips","keywords":"Infill; Oil shale; Hydraulic fracturing; Geology; Fracture (geology); Petroleum engineering; Geotechnical engineering; Materials science; Structural engineering; Engineering","score_opus":0.011560899819353999,"score_gpt":0.23202032554108912,"score_spread":0.22045942572173513,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2912390776","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9786432,0.00018605773,0.017104495,0.00188501,0.000103121376,0.00024409241,0.0000044489375,0.00016221996,0.0016673761],"genre_scores_gemma":[0.99886686,0.00057677977,0.00022148415,0.00022619983,0.000015783773,0.000020402083,0.000032466796,0.000013249418,0.000026797521],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9991138,0.000015961745,0.0003062219,0.00023719869,0.00010961024,0.00021720839],"domain_scores_gemma":[0.99955666,0.00004580108,0.000069873684,0.00022337363,0.000043575365,0.00006072892],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000080124,0.00017482157,0.00026534396,0.00063568866,0.00004924737,0.00003351092,0.00009629887,0.0002610636,0.00012124849],"category_scores_gemma":[0.000034162105,0.00016851643,0.000035466255,0.00028614985,0.00004220086,0.00032445704,0.00006788769,0.00032799263,0.0000301854],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00016045455,0.00021085558,0.11333434,0.0014966252,0.00031003656,0.000028624867,0.008363418,0.57275,0.028215222,0.00086844864,0.0015422008,0.2727198],"study_design_scores_gemma":[0.0019807692,0.0005806747,0.079184204,0.00176453,0.0001286239,0.00006302596,0.0047210073,0.4992276,0.38073838,0.007843395,0.02255109,0.00121668],"about_ca_topic_score_codex":0.00019490851,"about_ca_topic_score_gemma":0.00022376559,"teacher_disagreement_score":0.35252315,"about_ca_system_score_codex":0.00004245147,"about_ca_system_score_gemma":0.000009301156,"threshold_uncertainty_score":0.6871901},"labels":[],"label_agreement":null},{"id":"W2912448853","doi":"10.1115/1.4042735","title":"Feasibility Analysis and Optimal Design of Acidizing of Coalbed Methane Wells","year":2019,"lang":"en","type":"article","venue":"Journal of Energy Resources Technology","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":16,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Regina","funders":"State Key Laboratory of Oil and Gas Reservoir Geology and Exploitation","keywords":"Coalbed methane; Petroleum engineering; Environmental science; Engineering; Coal; Coal mining; Waste management","score_opus":0.007218796071594655,"score_gpt":0.21445641914451333,"score_spread":0.20723762307291868,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2912448853","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9277546,0.002172405,0.06966237,0.00008969436,0.000037599468,0.000028490385,0.0000017514849,0.000029639417,0.00022345448],"genre_scores_gemma":[0.99217486,0.00043328022,0.0072782263,0.0000055358205,0.000019426401,6.954762e-7,6.046531e-7,0.000014023845,0.0000733149],"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99873275,0.000075592754,0.0006579939,0.00013251204,0.00021626517,0.00018488897],"domain_scores_gemma":[0.9988923,0.00017810876,0.00040466458,0.00032635135,0.00013675804,0.0000618367],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005306408,0.00014012112,0.0008449064,0.0014589615,0.000015151702,0.000006331329,0.00032237236,0.00024487067,0.00005040982],"category_scores_gemma":[0.00010167323,0.00011141478,0.0002486624,0.001127356,0.0001390037,0.000063967345,0.000063376785,0.00025164662,5.3760124e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00006602654,0.000035768877,0.019039266,0.000058108202,0.0018457858,0.000009364576,0.00010963392,0.90223306,0.07555516,0.000017679253,0.0000154763,0.001014676],"study_design_scores_gemma":[0.0012927892,0.00064335176,0.0053495406,0.00012944103,0.0019610059,0.00010253738,0.0008203889,0.119338445,0.86720836,0.00037042936,0.002459708,0.00032397688],"about_ca_topic_score_codex":0.000051388743,"about_ca_topic_score_gemma":0.00001170357,"teacher_disagreement_score":0.7916532,"about_ca_system_score_codex":0.000030008065,"about_ca_system_score_gemma":0.000015777305,"threshold_uncertainty_score":0.4543363},"labels":[],"label_agreement":null},{"id":"W2912565059","doi":"10.2118/194351-pa","title":"Real-Time Analysis of Formation-Face Pressures in Acid-Fracturing Treatments","year":2020,"lang":"en","type":"article","venue":"SPE Production & Operations","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":10,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"ConocoPhillips (Canada)","funders":"","keywords":"Casing; Perforation; Fracture (geology); Petroleum engineering; Wellbore; Oil well; Inlet; Completion (oil and gas wells); Borehole; Mode (computer interface); Process (computing); Face (sociological concept); Geology; Computer science; Materials science; Engineering; Mechanical engineering; Geotechnical engineering","score_opus":0.011534406589807648,"score_gpt":0.23649532559856637,"score_spread":0.22496091900875873,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2912565059","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9669808,0.0002723424,0.02446972,0.0037272074,0.00012902741,0.0003656681,0.00003682846,0.00030942744,0.0037089454],"genre_scores_gemma":[0.9948115,0.0002600246,0.004186376,0.00001244477,0.000088142646,0.00002505403,0.00012368635,0.000013475461,0.00047930086],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9991634,0.000035130244,0.00032754944,0.00019191702,0.00015410432,0.00012792075],"domain_scores_gemma":[0.9996166,0.000009223843,0.000030914092,0.00023040081,0.000053816028,0.00005900079],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00008096983,0.0001158693,0.00025231327,0.00031209053,0.00007245532,0.0000333909,0.00009296841,0.000047443827,0.00028329965],"category_scores_gemma":[0.00005361051,0.00010691826,0.00010418494,0.0011065736,0.00001675498,0.00037578394,0.000016123093,0.0000962043,0.000043564174],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000041804824,0.000029046705,0.000439529,0.000027291966,0.00053153496,7.2745473e-7,0.002793594,0.96537244,0.030121716,0.0000021637009,0.00031196635,0.0003658052],"study_design_scores_gemma":[0.00013159473,0.000015007186,0.0035640076,0.000010138288,0.00055789854,6.350606e-7,0.00024781996,0.8953302,0.099452324,0.0000028397346,0.00056733453,0.00012020553],"about_ca_topic_score_codex":0.00015031056,"about_ca_topic_score_gemma":0.0002106343,"teacher_disagreement_score":0.07004225,"about_ca_system_score_codex":0.000052523603,"about_ca_system_score_gemma":0.000013157022,"threshold_uncertainty_score":0.436},"labels":[],"label_agreement":null},{"id":"W2913381398","doi":"","title":"A Study on Well Interference for Optimal Completion Designs of Shale Gas Wells in Horn River Area, Canada","year":2012,"lang":"en","type":"article","venue":"Journal of the Korean Society of Mineral and Energy Resources Engineers","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Completion (oil and gas wells); Shale gas; French horn; Geology; Petroleum engineering; Oil shale; Interference (communication); Geochemistry; Mining engineering; Petrology; Engineering; Paleontology; Telecommunications; Acoustics","score_opus":0.015838534913867486,"score_gpt":0.19989569203329222,"score_spread":0.18405715711942472,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2913381398","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99702615,0.00039334103,0.0020993927,0.00016123024,0.00011114737,0.000036069072,0.000007721762,0.0000043557525,0.00016056985],"genre_scores_gemma":[0.99901783,0.00008034791,0.0005287023,0.00003597186,0.00010751992,0.0000017976344,0.0000013530282,0.000012507403,0.00021399328],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99918157,0.000030005329,0.00033132828,0.000061874416,0.00021017871,0.00018507442],"domain_scores_gemma":[0.9995276,0.000120166995,0.00012423309,0.000104079416,0.00004455521,0.00007939958],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00025039157,0.00013039244,0.0003149845,0.000059446807,0.000029131059,0.0000056783274,0.00018387099,0.000049144954,0.0000056918093],"category_scores_gemma":[0.000015119536,0.00008500858,0.00020992351,0.0001222334,0.000050574614,0.0000504605,0.000024322419,0.00015583383,3.91626e-8],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000045462763,0.00008940199,0.0046967394,0.00005652061,0.00029213703,9.77254e-7,0.0055153337,0.97953326,0.0017026139,0.000003239682,0.007810906,0.00025341555],"study_design_scores_gemma":[0.0062129246,0.0018310741,0.123996064,0.0012594069,0.0008541491,0.00009772992,0.0390234,0.75664055,0.029719023,0.00004256619,0.039205007,0.001118117],"about_ca_topic_score_codex":0.012175008,"about_ca_topic_score_gemma":0.0022811291,"teacher_disagreement_score":0.22289272,"about_ca_system_score_codex":0.000072035735,"about_ca_system_score_gemma":0.000014685753,"threshold_uncertainty_score":0.994403},"labels":[],"label_agreement":null},{"id":"W2913444619","doi":"10.1002/nme.6036","title":"On the undrained and drained hydraulic fracture splits","year":2019,"lang":"en","type":"article","venue":"International Journal for Numerical Methods in Engineering","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":26,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Waterloo","funders":"","keywords":"Poromechanics; Finite element method; Context (archaeology); Anisotropy; Plane stress; Geotechnical engineering; Mechanics; Fracture (geology); Stress (linguistics); Geology; Coupling (piping); Structural engineering; Materials science; Engineering; Porous medium; Porosity; Physics","score_opus":0.011168457783738065,"score_gpt":0.31401033453141775,"score_spread":0.3028418767476797,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2913444619","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"methods","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.03263109,0.0003083005,0.9606799,0.003183554,0.0020232126,0.0001671264,0.0000036693784,0.000092368944,0.0009108122],"genre_scores_gemma":[0.94892347,0.00006489906,0.049894847,0.0005536561,0.00031866386,0.000020275866,0.0000029229125,0.00004628595,0.00017499337],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9989775,0.00005491856,0.00030817452,0.0001562385,0.00025046588,0.00025270568],"domain_scores_gemma":[0.99823576,0.0014302991,0.00004499266,0.00014091311,0.000052834203,0.00009518523],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006946532,0.00018154253,0.00023588834,0.00024427954,0.000041300587,0.000110881374,0.00035103716,0.000091064765,0.00012558891],"category_scores_gemma":[0.00066351553,0.0001252153,0.00014087309,0.00016685762,0.000013054467,0.00010609878,0.000034061464,0.0005939198,0.000010987106],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000021335596,0.000012871096,0.00006740009,0.000020973695,0.00017367277,0.000010394343,0.00014709063,0.9905561,0.001481639,0.00064248545,0.00038419775,0.006481795],"study_design_scores_gemma":[0.000495424,0.000045924495,0.0006822737,0.0001089529,0.000014406787,0.0000646774,0.000047729685,0.9500605,0.0019845616,0.0028574679,0.04343114,0.00020695964],"about_ca_topic_score_codex":0.000006566797,"about_ca_topic_score_gemma":3.337215e-7,"teacher_disagreement_score":0.91629237,"about_ca_system_score_codex":0.00010731125,"about_ca_system_score_gemma":0.000009267857,"threshold_uncertainty_score":0.5106132},"labels":[],"label_agreement":null},{"id":"W2913991294","doi":"10.2118/194334-ms","title":"Integrating DAS, Treatment Pressure Analysis and Video-Based Perforation Imaging to Evaluate Limited Entry Treatment Effectiveness","year":2019,"lang":"en","type":"article","venue":"SPE Hydraulic Fracturing Technology Conference and Exhibition","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":88,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"ConocoPhillips (Canada)","funders":"","keywords":"Perforation; Hydraulic fracturing; Petroleum engineering; Fracture (geology); Computer science; Geology; Geotechnical engineering; Engineering; Mechanical engineering","score_opus":0.007454367563415679,"score_gpt":0.24303597398422397,"score_spread":0.23558160642080828,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2913991294","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.95954734,0.000648323,0.036975045,0.0009735929,0.00008408025,0.0005484453,0.000012031053,0.0005453142,0.00066582544],"genre_scores_gemma":[0.9981788,0.0004167892,0.0009583911,0.00005230719,0.000043579174,0.00014462498,0.00011548398,0.000031539108,0.000058477464],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9984361,0.00008466985,0.00030418686,0.0006142137,0.00017396024,0.0003868726],"domain_scores_gemma":[0.99913114,0.00011736544,0.00007970657,0.00046321395,0.00008271692,0.00012582653],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00019956834,0.00040969448,0.0005828574,0.0011767383,0.00017682124,0.00014332832,0.00011060243,0.0002371466,0.00008017794],"category_scores_gemma":[0.000039019444,0.00033608373,0.00012587852,0.0007377957,0.0000713923,0.00022228241,0.000044540506,0.0002220508,0.000031146214],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00013503076,0.00015111009,0.08551658,0.00028844632,0.0019224392,0.00003058899,0.0009077844,0.6791976,0.030884845,0.00008183743,0.00001836559,0.20086534],"study_design_scores_gemma":[0.0014271548,0.00044395233,0.024014242,0.00028514015,0.001374325,0.000011975504,0.00029850818,0.79808676,0.17146417,0.00035038442,0.0017347402,0.0005086688],"about_ca_topic_score_codex":0.0004893352,"about_ca_topic_score_gemma":0.0002880388,"teacher_disagreement_score":0.20035668,"about_ca_system_score_codex":0.00022278288,"about_ca_system_score_gemma":0.000036677357,"threshold_uncertainty_score":0.9999091},"labels":[],"label_agreement":null},{"id":"W2914149579","doi":"10.2118/0219-0059-jpt","title":"Analysis Quality Determines Value of Diagnostic Fracture Injection Tests","year":2019,"lang":"en","type":"article","venue":"Journal of Petroleum Technology","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Permeability (electromagnetism); Hydraulic fracturing; Petroleum engineering; Computer science; Environmental science; Operations research; Geology; Engineering; Chemistry","score_opus":0.004170621687364058,"score_gpt":0.2408669953967154,"score_spread":0.23669637370935134,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2914149579","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9836536,0.0009956006,0.014383366,0.00036899385,0.0002304752,0.00002882451,0.0000029139085,0.00008044038,0.00025580524],"genre_scores_gemma":[0.99917346,0.00018130153,0.00043905448,0.000019284469,0.000080226484,0.0000012004023,0.0000016792612,0.000015892769,0.000087919456],"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","domain_scores_codex":[0.9986828,0.000046789322,0.0006910569,0.00011834532,0.00026486145,0.00019613205],"domain_scores_gemma":[0.9986685,0.00037569983,0.00039804025,0.00035459723,0.00014917516,0.000053966487],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00036147138,0.0001497943,0.0006931242,0.0016334302,0.00002067893,0.000011057394,0.00031806817,0.00029070064,0.000090196736],"category_scores_gemma":[0.00059007265,0.00011817881,0.0003884328,0.0011879969,0.000051002764,0.00011100777,0.00003089981,0.0005082757,0.000014933576],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000008546582,0.00003695837,0.19586052,0.00006001999,0.0009778732,0.000014090156,0.000034322107,0.7977105,0.0039184024,0.000009199571,0.000080951846,0.0012886516],"study_design_scores_gemma":[0.0020723685,0.0012994721,0.737019,0.0002789014,0.0042756344,0.0004110299,0.0007871148,0.17436785,0.06589424,0.0017079315,0.011032032,0.000854438],"about_ca_topic_score_codex":0.000044357832,"about_ca_topic_score_gemma":0.000049185648,"teacher_disagreement_score":0.62334263,"about_ca_system_score_codex":0.00007451277,"about_ca_system_score_gemma":0.0000228711,"threshold_uncertainty_score":0.4819192},"labels":[],"label_agreement":null},{"id":"W2914235778","doi":"10.2118/185043-pa","title":"New Insights on Mechanisms Controlling Fracturing-Fluid Distribution and Their Effects on Well Performance in Shale-Gas Reservoirs","year":2019,"lang":"en","type":"article","venue":"SPE Production & Operations","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":38,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Nexen (Canada); University of Alberta","funders":"CMG Reservoir Simulation Foundation","keywords":"Fracture (geology); Geology; Hydraulic fracturing; Petrophysics; Fracturing fluid; Fluid dynamics; Petroleum engineering; Oil shale; Flow (mathematics); Geotechnical engineering; Closure (psychology); Mechanics; Porosity","score_opus":0.00480172758709849,"score_gpt":0.19192228392841565,"score_spread":0.18712055634131716,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2914235778","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.97006655,0.0001948766,0.025661686,0.0015230125,0.0006806305,0.00048923376,0.0000040384525,0.00016118585,0.0012187919],"genre_scores_gemma":[0.997634,0.00034040865,0.00062396843,0.000047351714,0.00031397888,0.000031691525,0.000075021984,0.000026092162,0.00090750365],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99898887,0.00004878294,0.00022832055,0.0003560833,0.00016162329,0.00021630457],"domain_scores_gemma":[0.9994636,0.000042217325,0.000021897753,0.00035327073,0.000036491772,0.00008250965],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00016028731,0.00020686691,0.00022495355,0.00018252793,0.00017235635,0.00008442616,0.00009386409,0.00008623006,0.000064585314],"category_scores_gemma":[0.000045501634,0.00016382484,0.000049741877,0.00026548418,0.000011927997,0.00028835906,0.000018193596,0.000336223,0.00019339702],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00002892107,0.000025015615,0.0001445487,0.000055650416,0.000030701314,0.0000010456317,0.00042693535,0.989074,0.007879066,0.00013750176,0.00020159665,0.0019950336],"study_design_scores_gemma":[0.00080701057,0.00023266034,0.002264184,0.00023988633,0.000022710901,0.000005421652,0.00013879924,0.59172505,0.39687994,0.0002342996,0.007118178,0.00033184534],"about_ca_topic_score_codex":0.000047293033,"about_ca_topic_score_gemma":0.00009948379,"teacher_disagreement_score":0.3973489,"about_ca_system_score_codex":0.00012264152,"about_ca_system_score_gemma":0.000021416989,"threshold_uncertainty_score":0.6680583},"labels":[],"label_agreement":null},{"id":"W2914246283","doi":"10.2118/194363-ms","title":"The Role of Microemulsion and Shut-in on Well Performance: From Field Scale to Laboratory Scale","year":2019,"lang":"en","type":"article","venue":"SPE Hydraulic Fracturing Technology Conference and Exhibition","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":20,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Imbibition; Petroleum engineering; Oil field; Water cut; Microemulsion; Oil production; Fracture (geology); Core (optical fiber); Produced water; Environmental science; Recovery rate; Geology; Materials science; Chemistry; Geotechnical engineering; Chromatography; Chemical engineering; Pulmonary surfactant; Engineering; Composite material; Agronomy","score_opus":0.0024679328192805596,"score_gpt":0.18258619892958694,"score_spread":0.18011826611030637,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2914246283","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99508107,0.0006494216,0.00015186556,0.00119992,0.00008433174,0.00015666249,0.00000509839,0.000117184994,0.0025544385],"genre_scores_gemma":[0.99845487,0.0011458482,0.00019094897,0.00010067889,0.000031169122,0.000014280586,0.0000064377878,0.000014925938,0.00004083376],"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9991273,0.000017029563,0.00022604209,0.00026623608,0.00011657089,0.00024680007],"domain_scores_gemma":[0.99945426,0.00008586393,0.00004284235,0.00033166193,0.00003093777,0.000054427357],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00011614826,0.00016287534,0.0002393861,0.0002678828,0.00008532373,0.000033090902,0.00015848526,0.00024862657,0.000045559485],"category_scores_gemma":[0.000016397178,0.00012898407,0.000027180657,0.00022505928,0.00007490563,0.00010111352,0.00007597567,0.00037678969,0.000060569182],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00029661012,0.00013881247,0.15294673,0.0003067239,0.00013776855,0.000012057083,0.0021409758,0.04306564,0.39831963,0.00018204415,0.0005799882,0.40187302],"study_design_scores_gemma":[0.00042714996,0.00020720389,0.023349931,0.00041725396,0.000018909555,0.0000026832506,0.0007834454,0.028554216,0.9348394,0.0019476425,0.00918651,0.0002656284],"about_ca_topic_score_codex":0.0001542302,"about_ca_topic_score_gemma":0.00022518655,"teacher_disagreement_score":0.5365198,"about_ca_system_score_codex":0.000028569755,"about_ca_system_score_gemma":0.000010934412,"threshold_uncertainty_score":0.5259818},"labels":[],"label_agreement":null},{"id":"W2914383192","doi":"10.2118/194341-ms","title":"Preventing Heel Dominated Fractures in Horizontal Well Refracturing","year":2019,"lang":"en","type":"article","venue":"SPE Hydraulic Fracturing Technology Conference and Exhibition","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":8,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"ConocoPhillips (Canada)","funders":"ConocoPhillips","keywords":"Wellbore; Geomechanics; Geology; Petroleum engineering; Fracture (geology); Heel; Geotechnical engineering","score_opus":0.004865156491060046,"score_gpt":0.2128288561542235,"score_spread":0.20796369966316347,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2914383192","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9819961,0.0008391127,0.0016438359,0.0008687805,0.0002604849,0.00033964048,0.0000031610289,0.00085313263,0.013195754],"genre_scores_gemma":[0.9982547,0.00060722337,0.0006148259,0.00009023786,0.0000953466,0.00003823641,0.000038039405,0.000058261518,0.00020311531],"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9978704,0.000041899635,0.00053099776,0.00061591115,0.00024657845,0.00069425564],"domain_scores_gemma":[0.9991255,0.000072557996,0.00011998828,0.0005262488,0.00004583649,0.00010988652],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00027300353,0.00043341363,0.000566878,0.0009929274,0.00012194293,0.00010888269,0.0003183077,0.0006318464,0.00044005245],"category_scores_gemma":[0.00004807986,0.00042026312,0.00010674996,0.0005184092,0.00011750275,0.0004656117,0.00014513839,0.0011474947,0.00023255586],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00034502143,0.00062190444,0.06845873,0.002508299,0.0009728373,0.00091968424,0.0036604663,0.38645896,0.20939049,0.0013586879,0.0016658884,0.32363904],"study_design_scores_gemma":[0.00491367,0.00043053657,0.056723524,0.0024705885,0.00019063542,0.00030193347,0.002293464,0.19515455,0.6843517,0.020123446,0.030027099,0.0030188821],"about_ca_topic_score_codex":0.00016653269,"about_ca_topic_score_gemma":0.00020798043,"teacher_disagreement_score":0.4749612,"about_ca_system_score_codex":0.00014017314,"about_ca_system_score_gemma":0.000027559232,"threshold_uncertainty_score":0.99982494},"labels":[],"label_agreement":null},{"id":"W2914461702","doi":"","title":"Time-Frequency Analysis of Treatment Pressure from Hydraulic Fracturing","year":2018,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Hydraulic fracturing; Geology; Petroleum engineering; Environmental science","score_opus":0.006983859830334492,"score_gpt":0.21800989930441078,"score_spread":0.21102603947407628,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2914461702","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9409997,0.0009499626,0.0075162756,0.00006601071,0.00010720787,0.000093185314,0.000060192688,0.0006569525,0.04955054],"genre_scores_gemma":[0.99705523,0.00007500184,0.001297185,0.000025413157,0.00017916683,0.000007520104,0.000052924814,0.000032887896,0.0012746645],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9990242,0.000025292706,0.0003067216,0.00023952461,0.00016687142,0.00023737672],"domain_scores_gemma":[0.9991515,0.00007579914,0.000047381018,0.0005737961,0.000048115176,0.00010335229],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000058254776,0.00020335279,0.00049092673,0.00036312785,0.00005334348,0.000020688089,0.00020119558,0.0001122607,0.003452411],"category_scores_gemma":[0.000013439918,0.00015230352,0.000332895,0.00068535336,0.00007158937,0.00009409552,0.00002240119,0.000072254734,0.00025144743],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000008773684,0.00007756543,0.0040566046,0.000021470869,0.020393332,0.0000062377503,0.00126831,0.96078515,0.00904267,0.0000074819527,0.0009299383,0.0034024885],"study_design_scores_gemma":[0.0002983399,0.000118549215,0.0142445825,0.000017642791,0.00602917,4.2121627e-7,0.000050975854,0.89343023,0.07218444,0.00012854673,0.01316451,0.000332569],"about_ca_topic_score_codex":0.0029177517,"about_ca_topic_score_gemma":0.00045386198,"teacher_disagreement_score":0.06735488,"about_ca_system_score_codex":0.00006718305,"about_ca_system_score_gemma":0.000013342825,"threshold_uncertainty_score":0.9974586},"labels":[],"label_agreement":null},{"id":"W2915161763","doi":"10.2118/1018-0053-jpt","title":"Technology Focus: New-Frontier Reservoirs II (October 2018)","year":2018,"lang":"en","type":"article","venue":"Journal of Petroleum Technology","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Completion (oil and gas wells); Petroleum engineering; Hydraulic fracturing; Drilling; Well stimulation; Remedial education; Production (economics); Tight oil; Enhanced oil recovery; Geology; Oil production; Frontier; Focus (optics); Environmental science; Reservoir engineering; Mining engineering; Petroleum; Engineering; Waste management; Mechanical engineering; Oil shale; Mathematics","score_opus":0.005664286643962805,"score_gpt":0.21588935839661028,"score_spread":0.21022507175264746,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2915161763","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8561904,0.0102910735,0.0821159,0.035020947,0.0026392129,0.000108702785,0.0000058427695,0.0013085967,0.0123193115],"genre_scores_gemma":[0.988307,0.00032153275,0.006806693,0.000046164216,0.0008987616,0.0000036819906,6.653978e-7,0.00006110605,0.0035543707],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9980282,0.000022405899,0.00076003384,0.00022953616,0.0003359305,0.00062385976],"domain_scores_gemma":[0.9985944,0.000024842388,0.00026566756,0.0006969069,0.00024280144,0.00017537773],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00031443007,0.00028843657,0.0006562915,0.0027051026,0.00018065149,0.000027811078,0.0010624893,0.00075060676,0.0003004018],"category_scores_gemma":[0.00021705037,0.00023747125,0.0002422639,0.0012388251,0.00038438727,0.0002098653,0.00022216103,0.0011569479,0.000148605],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00024627263,0.00041730428,0.014604113,0.00011267178,0.0035596676,0.00075222267,0.0006172507,0.06505605,0.056159,0.0013024036,0.73530966,0.12186338],"study_design_scores_gemma":[0.001539358,0.0013525268,0.00038988495,0.00014187155,0.00023040414,0.000901844,0.00048321922,0.0066584973,0.0918393,0.015112707,0.8808327,0.0005177331],"about_ca_topic_score_codex":0.000022588014,"about_ca_topic_score_gemma":0.00010641974,"teacher_disagreement_score":0.145523,"about_ca_system_score_codex":0.0001858288,"about_ca_system_score_gemma":0.000086274194,"threshold_uncertainty_score":0.9683797},"labels":[],"label_agreement":null},{"id":"W2916248821","doi":"10.2118/1012-0114-jpt","title":"Technology Focus: Tight Reservoirs (October 2012)","year":2012,"lang":"en","type":"article","venue":"Journal of Petroleum Technology","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Petroleum engineering; Hydraulic fracturing; Geology; Wellhead; Tight oil; Tight gas; Microseism; Casing; Unconventional oil; Directional drilling; Drilling; Geotechnical engineering; Oil shale; Engineering","score_opus":0.005745024363062016,"score_gpt":0.21785797090258036,"score_spread":0.21211294653951834,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2916248821","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.90664625,0.03836852,0.026936643,0.014473378,0.0017665873,0.00008583695,0.0000055057462,0.0010255965,0.010691663],"genre_scores_gemma":[0.995459,0.00070859044,0.002483433,0.000026772464,0.00046499723,0.000007010899,7.545986e-7,0.00005202793,0.0007973644],"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","domain_scores_codex":[0.9981321,0.000029908726,0.0006672549,0.00013230713,0.00030280583,0.00073559897],"domain_scores_gemma":[0.99887854,0.000047407084,0.00023152905,0.00051831943,0.00014316152,0.00018101749],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00046660128,0.0002512616,0.000582197,0.0024598395,0.00008266814,0.000018961957,0.0007345522,0.00065987464,0.00026537807],"category_scores_gemma":[0.00015268705,0.00019989825,0.0002315257,0.0010295891,0.0001804659,0.0003983112,0.00011368561,0.001255956,0.0001693156],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000237404,0.0016509896,0.17652267,0.00055653363,0.0070874966,0.0012348049,0.00092509243,0.28366393,0.10898478,0.008156774,0.27484813,0.1361314],"study_design_scores_gemma":[0.0013856636,0.00036953326,0.0018388137,0.00015388307,0.00033565695,0.0019618017,0.0006856162,0.0035938579,0.07331895,0.0052742762,0.91040653,0.00067538687],"about_ca_topic_score_codex":0.000004459031,"about_ca_topic_score_gemma":0.000015569798,"teacher_disagreement_score":0.6355584,"about_ca_system_score_codex":0.0001616422,"about_ca_system_score_gemma":0.000029471923,"threshold_uncertainty_score":0.8151614},"labels":[],"label_agreement":null},{"id":"W2916883909","doi":"10.2118/194216-pa","title":"A Semianalytical Model for Evaluating the Performance of a Refractured Vertical Well With an Orthogonal Refracture","year":2019,"lang":"en","type":"article","venue":"SPE Journal","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":11,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"Natural Sciences and Engineering Research Council of Canada; China Scholarship Council","keywords":"Geology; Fracture (geology); Multi stage; Stress (linguistics); Stress field; Discretization; Wellbore; Geotechnical engineering; Petroleum engineering; Structural engineering; Engineering; Finite element method; Mathematics","score_opus":0.014194094390037973,"score_gpt":0.2716324100880652,"score_spread":0.2574383156980272,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2916883909","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9729407,0.00009857609,0.02563502,0.00033014824,0.0000773557,0.00012936023,0.0000033601502,0.000028078159,0.0007574057],"genre_scores_gemma":[0.9949578,0.000034383058,0.0042778435,0.00009246497,0.00019927684,0.0000041682865,0.000005078764,0.00003297458,0.00039601035],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99870133,0.00003775598,0.00032944165,0.0001450199,0.00047080926,0.00031563934],"domain_scores_gemma":[0.99925214,0.00010046099,0.000062751926,0.0003033983,0.00013754926,0.00014368906],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00066257414,0.000164523,0.0002711153,0.0000778167,0.00011830884,0.00005343168,0.0002635488,0.00011080402,0.00019840186],"category_scores_gemma":[0.00004116232,0.000086960936,0.00014923603,0.00013288505,0.000043769796,0.00019229631,0.000016738513,0.00067966507,0.000013674645],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0002864926,0.000023754597,0.00074176386,0.00006526599,0.00016989934,0.0000031051109,0.00024422817,0.99527305,0.0021208765,0.000009022943,0.00018608801,0.0008764562],"study_design_scores_gemma":[0.0005993809,0.0005000827,0.0011304006,0.000076612116,0.0001729236,0.00013044613,0.000068151276,0.9951383,0.0016090121,0.00010101956,0.0003357261,0.00013792767],"about_ca_topic_score_codex":0.0000020053171,"about_ca_topic_score_gemma":0.000010084396,"teacher_disagreement_score":0.022017105,"about_ca_system_score_codex":0.00006038309,"about_ca_system_score_gemma":0.0001041252,"threshold_uncertainty_score":0.3546164},"labels":[],"label_agreement":null},{"id":"W2916950360","doi":"10.1615/jpormedia.2019019718","title":"INCORPORATING GRAVITY DRAINAGE AND REIMBIBITION MECHANISMS IN TRADITIONAL MATERIAL BALANCE EQUATION FOR FRACTURED OIL RESERVOIRS: MATHEMATICAL MODELING AND SIMULATION ANALYSIS","year":2019,"lang":"en","type":"article","venue":"Journal of Porous Media","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Petroleum Technology Research Centre; University of Regina","funders":"","keywords":"Geology; Drainage; Petroleum engineering; Fracture (geology); Matrix (chemical analysis); Mechanics; Porosity; Flow (mathematics); Material balance; Geotechnical engineering; Materials science; Engineering; Physics","score_opus":0.018861428363272214,"score_gpt":0.23663793555349344,"score_spread":0.21777650719022124,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2916950360","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.6825092,0.000065365195,0.31711364,0.0000868368,0.000087132845,0.000052492083,0.000013871893,0.000013106715,0.00005838097],"genre_scores_gemma":[0.9875986,0.000020728141,0.012108564,0.000011541631,0.00017122335,0.00000417255,0.000059748876,0.000015247352,0.000010179146],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99886066,0.000050153256,0.0005353357,0.0001245202,0.0002927614,0.0001365759],"domain_scores_gemma":[0.9992529,0.00029558627,0.00019648031,0.00008828682,0.000090214846,0.00007649006],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009237365,0.000118481985,0.00038007332,0.00038956542,0.000046856952,0.000063764324,0.00006121496,0.00011787053,0.00004327996],"category_scores_gemma":[0.00021919842,0.00010322898,0.00008410967,0.00021974045,0.000015890491,0.00032318805,0.000011404071,0.00018202455,0.0000010363815],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00006152022,0.000020572059,0.00008891581,0.0001481846,0.00011418094,0.000006520221,0.0005184602,0.9961061,0.0021351194,0.00016791568,0.0000031548827,0.000629391],"study_design_scores_gemma":[0.0005599324,0.000051385858,0.0006394177,0.00009868735,0.00018077914,0.000008842167,0.0001330597,0.95226735,0.00035027316,0.045603964,0.0000028428308,0.00010346323],"about_ca_topic_score_codex":0.00001007518,"about_ca_topic_score_gemma":0.000021150112,"teacher_disagreement_score":0.3050894,"about_ca_system_score_codex":0.00006755919,"about_ca_system_score_gemma":0.000015866477,"threshold_uncertainty_score":0.42095554},"labels":[],"label_agreement":null},{"id":"W2916991267","doi":"10.2118/0317-0045-jpt","title":"Technology Focus: Hydraulic Fracturing (March 2017)","year":2017,"lang":"en","type":"article","venue":"Journal of Petroleum Technology","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Hydraulic fracturing; Petroleum engineering; Petrophysics; Tight gas; Geology; Fracturing fluid; Wellbore; Mining engineering; Geotechnical engineering","score_opus":0.008421037917456256,"score_gpt":0.243899921650862,"score_spread":0.23547888373340575,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2916991267","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9160529,0.007342421,0.02777848,0.035759088,0.0013299693,0.000094986666,0.000005154786,0.0007993754,0.010837654],"genre_scores_gemma":[0.99649614,0.0008566235,0.0019509033,0.000022693377,0.0003410501,0.000006869276,4.836506e-7,0.00005041158,0.00027484042],"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","domain_scores_codex":[0.99819636,0.000018318617,0.00067056407,0.00021614264,0.00032335403,0.0005752393],"domain_scores_gemma":[0.99796516,0.000042565207,0.0005235918,0.0011868646,0.00015324695,0.00012855],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003882652,0.00027959162,0.0006928066,0.0021635916,0.00036882816,0.000104947954,0.001926238,0.00064919144,0.0000670965],"category_scores_gemma":[0.00038294573,0.0002358233,0.00026920324,0.00027972268,0.00034658806,0.00032644736,0.00024527663,0.0015870883,0.00008714707],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00019148887,0.00057684985,0.058213074,0.00048652646,0.005175465,0.0064811725,0.0003284719,0.44192412,0.07647022,0.0013046396,0.036829848,0.37201813],"study_design_scores_gemma":[0.0047172164,0.0011093294,0.015679017,0.00072568544,0.0006660252,0.0054229647,0.00087552756,0.039088584,0.25839278,0.031541187,0.6400237,0.001757976],"about_ca_topic_score_codex":0.000018237233,"about_ca_topic_score_gemma":0.000034559704,"teacher_disagreement_score":0.6031939,"about_ca_system_score_codex":0.0001506979,"about_ca_system_score_gemma":0.000048881175,"threshold_uncertainty_score":0.9616595},"labels":[],"label_agreement":null},{"id":"W2917523032","doi":"10.2118/1218-0022-jpt","title":"E&amp;P Notes (December 2018)","year":2018,"lang":"en","type":"article","venue":"Journal of Petroleum Technology","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Drilling; General partnership; Abu dhabi; Petroleum industry; Oil shale; Hydraulic fracturing; Quarter (Canadian coin); Engineering; Business; Management; Petroleum engineering; Finance; Geology; Economics; Mechanical engineering; History; Archaeology; Waste management","score_opus":0.009509641787611134,"score_gpt":0.23727865005824977,"score_spread":0.22776900827063865,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2917523032","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9384992,0.0016127931,0.04786411,0.0027166242,0.0009796778,0.000019512978,0.0000018654287,0.00029323832,0.008012958],"genre_scores_gemma":[0.99574757,0.00013896405,0.00309144,0.000037199155,0.0005395189,9.77008e-7,4.413836e-7,0.000023514885,0.00042036973],"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","domain_scores_codex":[0.9990913,0.0000125562065,0.0003701307,0.000085973785,0.00017819402,0.00026179414],"domain_scores_gemma":[0.9993672,0.000040587383,0.00011550171,0.00027880544,0.00012407934,0.00007384704],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00018650026,0.00012741517,0.0003024873,0.00072344317,0.000053126314,0.000017524526,0.00034761225,0.00022653409,0.00026366746],"category_scores_gemma":[0.00014142257,0.00009908583,0.00014001636,0.00034439127,0.00015119699,0.00008844648,0.000038828613,0.00045825815,0.00026565226],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00016392986,0.0004091088,0.027159981,0.00022603598,0.0035604057,0.0005209557,0.00068236573,0.4298045,0.2239941,0.00038128148,0.21946308,0.09363425],"study_design_scores_gemma":[0.00093651016,0.00046890238,0.0020031342,0.00010778098,0.00019582493,0.0010097007,0.00010301423,0.011732105,0.10063086,0.0023324864,0.8800608,0.0004188683],"about_ca_topic_score_codex":0.0000054162438,"about_ca_topic_score_gemma":0.000059533395,"teacher_disagreement_score":0.66059774,"about_ca_system_score_codex":0.000062441635,"about_ca_system_score_gemma":0.000019052835,"threshold_uncertainty_score":0.40406027},"labels":[],"label_agreement":null},{"id":"W2918040213","doi":"10.1016/j.ijheatmasstransfer.2019.01.034","title":"Modelling the Nu-Ra relationship to establish the intrinsic permeability of coarse open-graded materials from natural air convection tests in a 1 m3 cell","year":2019,"lang":"en","type":"article","venue":"International Journal of Heat and Mass Transfer","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Université Laval","funders":"Statens vegvesen; Norges Forskningsråd","keywords":"Natural convection; Materials science; Rayleigh number; Nusselt number; Convection; Heat transfer; Permeability (electromagnetism); Heat flux; Mass transfer; Mechanics; Thermodynamics; Chemistry; Physics; Reynolds number","score_opus":0.011723247057436227,"score_gpt":0.23093138283907455,"score_spread":0.21920813578163834,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2918040213","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99167573,0.00024085947,0.005690109,0.0013831488,0.0006841459,0.00015807422,0.000015769221,0.0000067447286,0.00014539265],"genre_scores_gemma":[0.99954385,0.00008970556,0.0001442282,0.00006686004,0.00009949833,0.0000033868926,0.00000617419,0.000010094895,0.000036223457],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99908,0.00007926388,0.0004056029,0.00009166571,0.00025033986,0.00009315042],"domain_scores_gemma":[0.9994269,0.00026846988,0.000025687692,0.00011272085,0.00012934717,0.000036864014],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00042558182,0.00009293429,0.00020027204,0.00012061553,0.00003267948,0.00008880537,0.00035696183,0.000051752842,0.000066184846],"category_scores_gemma":[0.000025687275,0.00005470915,0.000070654154,0.00010226578,0.000028294933,0.00025716203,0.000021266967,0.00027695746,0.0000029196376],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00017807499,0.000035049787,0.004962093,0.00002096522,0.00010885257,0.0000055474216,0.0015768283,0.9676192,0.025174174,0.00004578764,0.000041839758,0.00023160395],"study_design_scores_gemma":[0.006719456,0.00028151556,0.15899847,0.00085439417,0.00033414728,0.00011428869,0.0026060627,0.6144404,0.20548306,0.0067149363,0.002764427,0.000688857],"about_ca_topic_score_codex":0.0007044224,"about_ca_topic_score_gemma":0.00011378873,"teacher_disagreement_score":0.3531788,"about_ca_system_score_codex":0.000060768907,"about_ca_system_score_gemma":0.000020075067,"threshold_uncertainty_score":0.22309744},"labels":[],"label_agreement":null},{"id":"W2918637382","doi":"10.2118/187075-pa","title":"Multizone Casedhole Frac Packs and Intelligent-Well Systems Improve Recovery in Subsea Gas Fields","year":2019,"lang":"en","type":"article","venue":"SPE Drilling & Completion","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"ConocoPhillips (Canada)","funders":"ConocoPhillips","keywords":"Subsea; Well control; Petroleum engineering; Engineering; Oil shale; Pressure system; Natural gas field; Geotechnical engineering; Marine engineering; Geology; Mechanical engineering; Natural gas; Drilling; Waste management","score_opus":0.0074769003589001855,"score_gpt":0.20335841242312913,"score_spread":0.19588151206422894,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2918637382","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.96216226,0.0008404381,0.033996664,0.000057732548,0.0008183214,0.00021987654,0.000008093594,0.00013080897,0.0017657984],"genre_scores_gemma":[0.9985316,0.00052189134,0.00025145485,0.000021402626,0.00016062307,0.000008292855,0.000050306957,0.000029556048,0.00042488144],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9989659,0.00003877402,0.00030524188,0.00025516533,0.00015920671,0.00027571135],"domain_scores_gemma":[0.999459,0.00011793067,0.000044838802,0.00027288872,0.000032141656,0.00007316318],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00023600372,0.0001688688,0.00029520522,0.00017995044,0.000042690765,0.00007183272,0.000091860005,0.0001485448,0.00008404407],"category_scores_gemma":[0.000025484645,0.00016261905,0.00007368571,0.00016016788,0.00001736633,0.00010342229,0.000027582939,0.000294553,0.00020628875],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00001579702,0.000020247588,0.0057193846,0.00024330946,0.000048266666,0.000012046757,0.00028299415,0.98727745,0.0043854285,0.000012063148,0.0001445551,0.0018384466],"study_design_scores_gemma":[0.00034408673,0.000060323135,0.0021120668,0.00018167877,0.00002219153,0.000008560496,0.00025794533,0.9872946,0.0044572027,0.00008972008,0.0048957933,0.0002757913],"about_ca_topic_score_codex":0.0012528963,"about_ca_topic_score_gemma":0.00027207856,"teacher_disagreement_score":0.036369324,"about_ca_system_score_codex":0.00009142644,"about_ca_system_score_gemma":0.0000065407,"threshold_uncertainty_score":0.66314125},"labels":[],"label_agreement":null},{"id":"W2920845012","doi":"","title":"Practical application of neural networks in assessing completion effectiveness in the Montney unconventional gas play in northeast British Columbia, Canada","year":2018,"lang":"en","type":"article","venue":"Bulletin of Canadian Petroleum Geology","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Hydraulic fracturing; Artificial neural network; Completion (oil and gas wells); Geology; Perforation; Petroleum engineering; Unconventional oil; Mining engineering; Computer science; Machine learning; Engineering","score_opus":0.005732464129429415,"score_gpt":0.2076751267122858,"score_spread":0.2019426625828564,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2920845012","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9954472,0.000096619704,0.0013538745,0.0014525737,0.00010924354,0.00013052371,0.0000107343185,0.000006017933,0.0013931812],"genre_scores_gemma":[0.9996523,0.00001132098,0.00006455069,0.00009752116,0.00005890357,0.000040143626,0.000047132282,0.0000111645095,0.000016919143],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9986766,0.00029593872,0.00036776453,0.00017143204,0.00015692164,0.00033135695],"domain_scores_gemma":[0.9993373,0.000299046,0.00007137896,0.00015848709,0.00005627893,0.000077498866],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00059457764,0.000083678315,0.00028711557,0.00025623152,0.00004281258,0.000023592012,0.00016179596,0.00011787923,0.00014432361],"category_scores_gemma":[0.00009153473,0.00011030545,0.00003882962,0.00039504658,0.00012982091,0.00002292375,0.00001319262,0.00030247594,0.0000013713817],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000010171959,0.000028271746,0.50263923,0.000043504875,0.000014795826,0.000072501265,0.000032425636,0.4946855,0.000007414986,0.000017330058,0.0014381905,0.0010106917],"study_design_scores_gemma":[0.00034935187,0.0000229948,0.74970275,0.00004238317,0.000006847613,0.000039932736,0.00007408686,0.24114464,0.0000028175073,0.000018605831,0.008516567,0.0000790109],"about_ca_topic_score_codex":0.9985406,"about_ca_topic_score_gemma":0.9999597,"teacher_disagreement_score":0.25354084,"about_ca_system_score_codex":0.00026247193,"about_ca_system_score_gemma":0.00024341451,"threshold_uncertainty_score":0.4498126},"labels":[],"label_agreement":null},{"id":"W2920907791","doi":"10.2118/185078-pa","title":"Produced Flowback Salts vs. Induced-Fracture Interface: A Field and Laboratory Study","year":2019,"lang":"en","type":"article","venue":"SPE Journal","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":13,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Alberta","funders":"Natural Resources Canada; China National Offshore Oil Corporation; Canadian Natural Resources Limited","keywords":"Imbibition; Hydraulic fracturing; Oil shale; Fracture (geology); Petroleum engineering; Pore water pressure; Geotechnical engineering; Chemistry; Mineralogy; Hydrology (agriculture); Geology","score_opus":0.004596882888016289,"score_gpt":0.23064184948588137,"score_spread":0.22604496659786508,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2920907791","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9969418,0.00050498295,0.0001776085,0.0008577284,0.0006004634,0.00013901887,0.0000010652369,0.00007184827,0.00070546626],"genre_scores_gemma":[0.99893427,0.000101142534,0.00007407431,0.00015338481,0.00039920604,0.0000018063486,4.881918e-7,0.00002656984,0.0003090782],"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","domain_scores_codex":[0.99911374,0.000047909678,0.00022933753,0.00016361628,0.0002168365,0.0002285676],"domain_scores_gemma":[0.9994649,0.000036011235,0.000046519468,0.00025297332,0.000058498546,0.0001410567],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00029648645,0.00015986398,0.0002443572,0.00012857006,0.00006982553,0.00012498077,0.00016334825,0.000100184174,0.00037827043],"category_scores_gemma":[0.00005684361,0.000121321886,0.000054370397,0.00016884685,0.0000068731283,0.0001704786,0.000039537623,0.0008269844,0.00012217247],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00035261468,0.0007331884,0.17933787,0.0006076655,0.002984714,0.0005243718,0.021798281,0.61108327,0.07266686,0.0000025646161,0.08446893,0.025439637],"study_design_scores_gemma":[0.014934993,0.0068520526,0.32024834,0.0014688495,0.0012109992,0.0011476685,0.014628694,0.11149337,0.28089416,0.00044463124,0.24174324,0.004933004],"about_ca_topic_score_codex":0.00002372543,"about_ca_topic_score_gemma":0.00003420869,"teacher_disagreement_score":0.49958992,"about_ca_system_score_codex":0.000044165856,"about_ca_system_score_gemma":0.0000299287,"threshold_uncertainty_score":0.49473628},"labels":[],"label_agreement":null},{"id":"W2921085261","doi":"10.2118/189853-ms","title":"Frac Hit Induced Production Losses: Evaluating Root Causes, Damage Location, Possible Prevention Methods and Success of Remediation Treatments, Part II","year":2018,"lang":"en","type":"article","venue":"SPE Hydraulic Fracturing Technology Conference and Exhibition","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":58,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Apache (Canada)","funders":"","keywords":"Spark plug; Fracture (geology); Petroleum engineering; Production (economics); Stage (stratigraphy); Geology; Permian; Interference (communication); Shut down; Environmental science; Geotechnical engineering; Structural basin; Engineering; Paleontology; Mechanical engineering; Electrical engineering; Process engineering","score_opus":0.02791211627864117,"score_gpt":0.32090267823079277,"score_spread":0.2929905619521516,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2921085261","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.97660327,0.00051772495,0.020537391,0.000896861,0.0002498265,0.00033556248,0.0000028084526,0.00035514476,0.0005014006],"genre_scores_gemma":[0.9937789,0.00045596188,0.005191015,0.000014068882,0.00021866914,0.00006285716,0.00006738694,0.000027468286,0.00018369913],"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9983872,0.000107285225,0.0005027599,0.0004832732,0.00022059915,0.00029884998],"domain_scores_gemma":[0.99890196,0.00004598018,0.00024154648,0.00042871365,0.0003101751,0.00007159797],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0005977407,0.00026716493,0.00036532237,0.00056061044,0.0003514853,0.000054105003,0.0001347542,0.00038051055,0.00007201455],"category_scores_gemma":[0.00032974227,0.00025810866,0.000042395368,0.0006093895,0.0002437191,0.000514654,0.00009343316,0.0003112695,0.000008212537],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00014657063,0.0005264778,0.021834277,0.0013780356,0.0011308107,0.000012169501,0.005237326,0.024355816,0.31472468,0.0007519723,0.0007092565,0.6291926],"study_design_scores_gemma":[0.0007754126,0.0007119974,0.027380258,0.000694616,0.0003583832,0.000024165227,0.0005048144,0.04766292,0.9088956,0.011959673,0.00055047794,0.00048168277],"about_ca_topic_score_codex":0.00015160351,"about_ca_topic_score_gemma":0.00029263733,"teacher_disagreement_score":0.6287109,"about_ca_system_score_codex":0.0000908124,"about_ca_system_score_gemma":0.000052122457,"threshold_uncertainty_score":0.9999871},"labels":[],"label_agreement":null},{"id":"W2921113386","doi":"10.2118/194811-ms","title":"Refrac Screening Processes in Unconventional Reservoirs, A Geomechanics Perspective","year":2019,"lang":"en","type":"article","venue":"SPE Middle East Oil and Gas Show and Conference","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Waterloo; Petro Geotech (Canada)","funders":"","keywords":"Geomechanics; Geology; Embedment; Permeability (electromagnetism); Petroleum engineering; Limiting; Oil shale; Poromechanics; Geotechnical engineering; Petrology; Porous medium; Porosity; Engineering","score_opus":0.02061307198147584,"score_gpt":0.21302779282420947,"score_spread":0.19241472084273364,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2921113386","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9712836,0.0067793177,0.0026544095,0.0012873651,0.00015313865,0.00006438727,0.00002102761,0.00011463018,0.017642125],"genre_scores_gemma":[0.99493515,0.0016376344,0.0002292458,0.000026467093,0.00006440716,0.00001039821,0.000009986756,0.000013946676,0.0030727717],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9991558,0.000019356206,0.00015063134,0.00027548228,0.0001563102,0.00024242337],"domain_scores_gemma":[0.99962026,0.000029725114,0.000025828836,0.00013126024,0.0000996123,0.00009328775],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00012164622,0.00015876525,0.00021868122,0.00011858718,0.000056988003,0.000082344995,0.00009912189,0.00008212409,0.00012772209],"category_scores_gemma":[0.0000328817,0.00014068032,0.000032790416,0.00020897036,0.000034172524,0.00016378568,0.000054169286,0.00022569887,0.000017198072],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00081867026,0.00066442013,0.091896445,0.012406635,0.0019328995,0.00035758285,0.044337764,0.40501538,0.005057151,0.026316015,0.0005639096,0.41063312],"study_design_scores_gemma":[0.004665425,0.00043797377,0.009640847,0.0037285045,0.0002178513,0.00015360671,0.037333865,0.8866569,0.001534213,0.03030717,0.022934293,0.0023893511],"about_ca_topic_score_codex":0.00023207789,"about_ca_topic_score_gemma":0.000826924,"teacher_disagreement_score":0.48164153,"about_ca_system_score_codex":0.00002302755,"about_ca_system_score_gemma":0.00003916768,"threshold_uncertainty_score":0.5736777},"labels":[],"label_agreement":null},{"id":"W2921655741","doi":"10.2118/190884-pa","title":"Pressure-Transient Responses of Fractures With Variable Conductivity and Asymmetric Well Location","year":2019,"lang":"en","type":"article","venue":"SPE Reservoir Evaluation & Engineering","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":9,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"Petroleum Technology Development Fund; Energi Simulation","keywords":"Fracture (geology); Conductivity; Geology; Transient (computer programming); Petroleum engineering; Transient flow; Flow (mathematics); Mechanics; Transient analysis; Geotechnical engineering; Computer science; Engineering; Transient response; Physics; Geomorphology","score_opus":0.010663255106905595,"score_gpt":0.24493191863990907,"score_spread":0.23426866353300346,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2921655741","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9509239,0.004382382,0.04125219,0.00008423792,0.00017256451,0.0004938863,0.000008399724,0.00017834705,0.0025040996],"genre_scores_gemma":[0.9969294,0.0001576942,0.002527365,0.0000056355098,0.000051417326,0.000029831304,0.000016077734,0.000042694253,0.00023985597],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99844605,0.000078317964,0.00029575045,0.00027214034,0.00065027596,0.00025744198],"domain_scores_gemma":[0.998932,0.00023190914,0.00006682036,0.00041696898,0.00026077023,0.00009153147],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009929296,0.00021680613,0.0003261439,0.00045004213,0.000036813974,0.000040838906,0.00014183628,0.00012001968,0.00021061044],"category_scores_gemma":[0.00021887243,0.00018545879,0.00004489225,0.0008824702,0.00002515854,0.00029854357,0.000026198013,0.00023595445,0.000016502601],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000039553044,0.000020270254,0.0011415766,0.0004565755,0.00021365279,6.5561477e-7,0.00015491135,0.98855764,0.008796035,0.000051456653,0.000071706214,0.00049594877],"study_design_scores_gemma":[0.00064391363,0.00008070297,0.024883779,0.00018176743,0.00022008987,0.000006235774,0.000060357514,0.94591826,0.02217582,0.000034875626,0.0055370526,0.00025715443],"about_ca_topic_score_codex":0.00009835471,"about_ca_topic_score_gemma":0.000011831557,"teacher_disagreement_score":0.046005536,"about_ca_system_score_codex":0.00007080452,"about_ca_system_score_gemma":0.00006708316,"threshold_uncertainty_score":0.756279},"labels":[],"label_agreement":null},{"id":"W2921664114","doi":"10.2118/195153-ms","title":"Effects of Pre-Existing Fractures on Carbonate Matrix Stimulation Studied by Large-Scale Radial Acidizing Experiments","year":2019,"lang":"en","type":"article","venue":"SPE Middle East Oil and Gas Show and Conference","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":20,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Schlumberger (Canada)","funders":"King Fahd University of Petroleum and Minerals","keywords":"Carbonate; Borehole; Matrix (chemical analysis); Geology; Hydrochloric acid; Petroleum engineering; Well stimulation; Geotechnical engineering; Materials science; Composite material; Petroleum; Metallurgy","score_opus":0.011950715987683172,"score_gpt":0.23908710050560147,"score_spread":0.2271363845179183,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2921664114","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99287283,0.0028618078,0.00042845088,0.000038194,0.00015282356,0.000059280297,0.000009846096,0.000050205013,0.0035265512],"genre_scores_gemma":[0.9984658,0.00039236763,0.000099264,0.000016967238,0.00006392185,0.000007812054,0.000011393506,0.000015353115,0.0009271656],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99921143,0.000027759308,0.00016193754,0.00022114287,0.00016072561,0.00021702258],"domain_scores_gemma":[0.999668,0.000060174978,0.00004680605,0.00011741264,0.000026446074,0.00008116836],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00007275518,0.00017614226,0.00027588324,0.00005794377,0.000068821944,0.000041586747,0.00006762479,0.00007899098,0.000020888236],"category_scores_gemma":[0.000014745034,0.00014809553,0.0000409286,0.000060919574,0.000029395238,0.0000688159,0.00003571076,0.00013990425,0.000004035021],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0009003872,0.00071381626,0.0519433,0.0076318267,0.0016662952,0.000047241974,0.040893666,0.32467186,0.3406623,0.00036192546,0.00041942115,0.23008797],"study_design_scores_gemma":[0.0060374313,0.0005663909,0.040043,0.0018183208,0.0003389464,0.000008034981,0.0023070911,0.7639583,0.17949498,0.00042111613,0.0036011587,0.0014052353],"about_ca_topic_score_codex":0.0000568834,"about_ca_topic_score_gemma":0.000015175296,"teacher_disagreement_score":0.43928644,"about_ca_system_score_codex":0.000013155864,"about_ca_system_score_gemma":0.000007264945,"threshold_uncertainty_score":0.60391605},"labels":[],"label_agreement":null},{"id":"W2921989849","doi":"","title":"Methodology for obtaining fractal parameters using petrophysical and pressure transient data for naturally fractured reservoirs","year":2018,"lang":"en","type":"article","venue":"Ingeniería petrolera","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Humanities; Physics; Philosophy","score_opus":0.07474573758562196,"score_gpt":0.3194871392412534,"score_spread":0.2447414016556314,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2921989849","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.59036064,0.0015616986,0.40632543,0.00030923873,0.00056529284,0.00035312644,0.00024215851,0.00020299875,0.00007939087],"genre_scores_gemma":[0.86305934,0.000027225924,0.13565502,0.00013591188,0.0007999695,0.000045111577,0.00013967563,0.000081806764,0.000055958564],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99796677,0.00010438327,0.00039475862,0.00064844417,0.00023677365,0.0006488478],"domain_scores_gemma":[0.9979838,0.0008301477,0.00008671603,0.0007797704,0.00013720225,0.00018232883],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00065200607,0.000336611,0.0005775933,0.00020412242,0.00031797052,0.000120590776,0.0005857096,0.00027177075,0.00001723628],"category_scores_gemma":[0.00048169843,0.00030078727,0.0001880758,0.00018102718,0.00016936503,0.00031559652,0.000117729316,0.00036874475,0.0000018766377],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0015811556,0.00015221788,0.00029115152,0.001211362,0.00504942,0.000027866094,0.0082577905,0.85550684,0.09386867,0.00010047004,0.0071445513,0.026808497],"study_design_scores_gemma":[0.0009570846,0.0002257884,0.00034580586,0.0000437399,0.00053558964,0.000013516892,0.00014279735,0.92660886,0.0051584067,0.00020298686,0.06536666,0.00039878278],"about_ca_topic_score_codex":0.00009278733,"about_ca_topic_score_gemma":0.000060413964,"teacher_disagreement_score":0.27269867,"about_ca_system_score_codex":0.00004765237,"about_ca_system_score_gemma":0.000038815677,"threshold_uncertainty_score":0.99994445},"labels":[],"label_agreement":null},{"id":"W2922062871","doi":"10.2516/ogst/2018105","title":"Interwell connectivity analysis in a low-permeability formation using a modified Capacitance Model with application to the East Pembina Field, Cardium Formation, Alberta","year":2019,"lang":"en","type":"article","venue":"Oil & Gas Science and Technology – Revue d’IFP Energies nouvelles","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Calgary","funders":"Natural Sciences and Engineering Research Council of Canada; University of Calgary","keywords":"Permeability (electromagnetism); Structural basin; Geology; Petroleum engineering; Oil field; Petrology; Geomorphology; Chemistry","score_opus":0.004694911921412747,"score_gpt":0.1925671264364474,"score_spread":0.18787221451503466,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2922062871","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.91810846,0.00007256318,0.07911282,0.0016020598,0.00002987045,0.00012625786,0.0000031275447,0.000081103906,0.0008637595],"genre_scores_gemma":[0.9990338,0.00008261317,0.0006860461,0.00003496493,0.000009524688,0.00007119127,0.0000038664953,0.0000082546885,0.0000697403],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99886775,0.00001993263,0.00024811082,0.00034688564,0.00021016788,0.00030717524],"domain_scores_gemma":[0.9990638,0.00006712405,0.00007067105,0.0005803862,0.00016978296,0.00004823345],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00041577072,0.00016288192,0.00028819326,0.0006874511,0.00020760174,0.0000643901,0.00039505283,0.00013125017,0.000002308081],"category_scores_gemma":[0.00011992438,0.00011900385,0.000049573147,0.0027012646,0.00020483427,0.0004846249,0.00007651452,0.00020323043,0.000004375027],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000010341406,0.000014356236,0.0011830229,0.000089417255,0.00003097409,4.3549772e-7,0.0020863889,0.9878527,0.0060647014,0.00018765972,0.00000866829,0.0024713455],"study_design_scores_gemma":[0.00013250449,0.000025007752,0.00016520265,0.0000655082,0.000057212375,0.00000988306,0.002646097,0.98038924,0.016160905,0.00013119669,0.000056718447,0.00016054166],"about_ca_topic_score_codex":0.0007675684,"about_ca_topic_score_gemma":0.010603085,"teacher_disagreement_score":0.08092536,"about_ca_system_score_codex":0.00015248444,"about_ca_system_score_gemma":0.000060600163,"threshold_uncertainty_score":0.59167707},"labels":[],"label_agreement":null},{"id":"W2922464765","doi":"10.2118/185009-pa","title":"Quantification of Sand Production Using a Pressure-Gradient-Based Sand-Failure Criterion","year":2019,"lang":"en","type":"article","venue":"SPE Journal","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":29,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Regina","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Cementation (geology); Geology; Geotechnical engineering; Petroleum engineering; Pressure gradient; Scale (ratio); Fluidization; Flow (mathematics); Oil production; Environmental science; Fluidized bed; Materials science; Mechanics; Engineering; Cement; Composite material","score_opus":0.01245694282682786,"score_gpt":0.2372263661789492,"score_spread":0.22476942335212136,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2922464765","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9695396,0.00077871233,0.028132945,0.00027381527,0.0007980522,0.00009470484,0.000002681451,0.000044850498,0.00033467516],"genre_scores_gemma":[0.99726546,0.000049026796,0.0022638654,0.0000047994904,0.0002517551,6.590173e-7,0.0000042640095,0.000016764492,0.00014340135],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99925536,0.000035609803,0.00025092516,0.00010740239,0.00020605371,0.00014467412],"domain_scores_gemma":[0.9995634,0.000010677979,0.00009894501,0.0001904146,0.00008155318,0.000055023716],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00025599202,0.000092152506,0.00016464636,0.0001830502,0.000058995884,0.00004572424,0.0000874792,0.000061525716,0.00016890481],"category_scores_gemma":[0.000028340146,0.00007668866,0.0001003759,0.00017041388,0.000016708453,0.00015207754,0.0000056678587,0.00020983674,0.000014408388],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00001292965,0.000017968683,0.0012930912,0.00012254069,0.00006864521,0.0000011589907,0.00010242232,0.7234484,0.2740085,9.579571e-7,0.00044717826,0.0004762348],"study_design_scores_gemma":[0.00041207782,0.000044173168,0.002722278,0.00025980012,0.0001662936,0.00006893344,0.00006687596,0.7431523,0.24647386,0.000043368378,0.0064131687,0.00017684669],"about_ca_topic_score_codex":0.000019363719,"about_ca_topic_score_gemma":0.0000035593766,"teacher_disagreement_score":0.027725901,"about_ca_system_score_codex":0.000036644244,"about_ca_system_score_gemma":0.000023193132,"threshold_uncertainty_score":0.3127273},"labels":[],"label_agreement":null},{"id":"W2922946959","doi":"10.2523/iptc-19559-ms","title":"A Case Study for the First Successful Refracturing on Horizontal Well in Tight Volcanic Gas Reservoir in China","year":2019,"lang":"en","type":"article","venue":"International Petroleum Technology Conference","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Petro-Canada","funders":"","keywords":"Completion (oil and gas wells); Petroleum engineering; Geology; Natural gas field; Perforation; Wellbore; Volcano; Tight gas; Stage (stratigraphy); Hydraulic fracturing; Engineering; Natural gas; Seismology","score_opus":0.008211203869679258,"score_gpt":0.23741690633413678,"score_spread":0.22920570246445754,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2922946959","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99135673,0.00007271325,0.0004969288,0.0032392875,0.00040020188,0.00035008162,0.0000084711355,0.00016562981,0.003909958],"genre_scores_gemma":[0.99930125,0.000056180303,0.000024501152,0.000028553915,0.000057479858,0.00020645831,0.0000047866847,0.00002614141,0.0002946668],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9987174,0.000021501643,0.00034875344,0.00037198974,0.00022387686,0.000316447],"domain_scores_gemma":[0.99919796,0.00022202903,0.00006189636,0.00044960287,0.0000401443,0.000028391947],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00024203525,0.00021224376,0.00026256553,0.00079101656,0.00006559417,0.00005869233,0.0008204049,0.0001774396,0.00014511817],"category_scores_gemma":[0.00009445251,0.00016384461,0.00007228268,0.00030022056,0.00005006212,0.00012511143,0.0001247734,0.0007172836,0.000067197056],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00024402633,0.0005424327,0.16546933,0.00007532291,0.00036008627,0.0028216685,0.000954689,0.82419765,0.00048162194,0.0007613027,0.00023893356,0.0038529052],"study_design_scores_gemma":[0.0036169435,0.0005397394,0.020214472,0.00023607971,0.000035364003,0.0005156405,0.0031470417,0.94906324,0.006711876,0.0009323893,0.014412791,0.0005744524],"about_ca_topic_score_codex":0.0008428669,"about_ca_topic_score_gemma":0.016706808,"teacher_disagreement_score":0.14525487,"about_ca_system_score_codex":0.0002604915,"about_ca_system_score_gemma":0.000026958927,"threshold_uncertainty_score":0.93227905},"labels":[],"label_agreement":null},{"id":"W2923109791","doi":"10.1115/1.4043247","title":"Experimental Investigation of the Damage Mechanisms of Drilling Mud in Fractured Tight gas Reservoir","year":2019,"lang":"en","type":"article","venue":"Journal of Energy Resources Technology","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":17,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Regina","funders":"Sichuan Province Science and Technology Support Program; Ministry of Science and Technology of the People's Republic of China","keywords":"Drilling; Tight gas; Porosity; Environmental scanning electron microscope; Permeability (electromagnetism); Fracture (geology); Petroleum engineering; Filtration (mathematics); Hydraulic fracturing; Drilling fluid; Geology; Geotechnical engineering; Core (optical fiber); Materials science; Scanning electron microscope; Composite material; Chemistry","score_opus":0.004180538192133749,"score_gpt":0.19126776675331006,"score_spread":0.18708722856117632,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2923109791","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99662495,0.0010654503,0.0011920005,0.0004171358,0.00015621833,0.000034607325,9.1388034e-7,0.000025475281,0.0004832354],"genre_scores_gemma":[0.9990773,0.00004947584,0.0007289873,0.00001988981,0.00003427604,0.0000016660467,7.3645697e-7,0.00002006215,0.00006761343],"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99880135,0.00005832799,0.0005975453,0.00009945009,0.00027509744,0.00016820864],"domain_scores_gemma":[0.9991197,0.000057900485,0.0003788344,0.00033757277,0.00006917638,0.000036789846],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002450792,0.00012761592,0.00040128725,0.00068462663,0.000023583192,0.0000066381267,0.00053501,0.00025951207,0.00003991576],"category_scores_gemma":[0.00005468836,0.000086692584,0.00015289501,0.0006288185,0.00010710519,0.00008131061,0.00008649407,0.00037976704,7.151101e-7],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000021393447,0.000024831312,0.004024565,0.000034942965,0.00010190895,0.000007697617,0.0004825418,0.5246031,0.47023797,0.00029446356,0.00005364648,0.00011290057],"study_design_scores_gemma":[0.00040437642,0.00011518042,0.0012513335,0.0002015268,0.000022285974,0.000017842653,0.0005174904,0.013000509,0.97974336,0.0026151363,0.0020210503,0.00008988219],"about_ca_topic_score_codex":0.000053160602,"about_ca_topic_score_gemma":0.000037799284,"teacher_disagreement_score":0.51160264,"about_ca_system_score_codex":0.00005831267,"about_ca_system_score_gemma":0.000019650977,"threshold_uncertainty_score":0.3535221},"labels":[],"label_agreement":null},{"id":"W2923190916","doi":"10.2118/0419-0027-jpt","title":"To Solve Frac Hits, Unconventional Engineering Must Revolve Around Them","year":2019,"lang":"en","type":"article","venue":"Journal of Petroleum Technology","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":26,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Oil shale; Hydraulic fracturing; Drilling; Engineering; Session (web analytics); Order (exchange); Business; Mining engineering; Geology; Petroleum engineering; Finance; Advertising; Mechanical engineering","score_opus":0.005043467993759307,"score_gpt":0.19422331727525882,"score_spread":0.1891798492814995,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2923190916","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9413669,0.0008075818,0.0534281,0.0017186728,0.0009756298,0.000057551144,0.000003842932,0.0002328759,0.0014088424],"genre_scores_gemma":[0.9935061,0.00008571292,0.0056543853,0.00004443884,0.00027943475,0.0000037852603,0.0000015360638,0.00003755199,0.00038709262],"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","domain_scores_codex":[0.9987446,0.0000066728308,0.0004818517,0.00014228458,0.00028891832,0.00033565657],"domain_scores_gemma":[0.9992962,0.000051130177,0.00012294999,0.00030016672,0.00010969511,0.00011988049],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002606901,0.0001867023,0.0004325376,0.0008225945,0.000030392903,0.000027699656,0.00044123892,0.00024145858,0.00029310197],"category_scores_gemma":[0.00008061152,0.00016189087,0.00023976123,0.00044575162,0.000021499483,0.0001319233,0.000063302134,0.00068469805,0.0003410268],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000013943981,0.000037246922,0.0038450803,0.00007464118,0.00041014163,0.00006870397,0.00004626371,0.97911245,0.012267497,0.0003412877,0.0024879298,0.0012948003],"study_design_scores_gemma":[0.004271572,0.0012999348,0.009304237,0.0012458311,0.0005763136,0.0023019137,0.0022548758,0.32638204,0.05077813,0.003762757,0.5958116,0.002010797],"about_ca_topic_score_codex":0.0000041348567,"about_ca_topic_score_gemma":0.0000037680702,"teacher_disagreement_score":0.6527304,"about_ca_system_score_codex":0.00017993791,"about_ca_system_score_gemma":0.00003155626,"threshold_uncertainty_score":0.6601718},"labels":[],"label_agreement":null},{"id":"W2923572538","doi":"10.2118/194501-pa","title":"A Semianalytical Model for Predicting Transient Pressure Behavior of a Hydraulically Fractured Horizontal Well in a Naturally Fractured Reservoir With Non-Darcy Flow and Stress-Sensitive Permeability Effects","year":2019,"lang":"en","type":"article","venue":"SPE Journal","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":42,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Regina","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Mechanics; Darcy's law; Permeability (electromagnetism); Sensitivity (control systems); Nonlinear system; Hydraulic fracturing; Geotechnical engineering; Flow (mathematics); Stress (linguistics); Darcy–Weisbach equation; Pressure drop; Fluid dynamics; Tight gas; Geology; Mathematics; Porous medium; Porosity; Engineering; Physics; Chemistry","score_opus":0.003435923300043203,"score_gpt":0.2119374795414347,"score_spread":0.2085015562413915,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2923572538","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9625693,0.00045242565,0.03550578,0.00016340082,0.00013341855,0.00078175985,0.00009319514,0.000043788743,0.00025692378],"genre_scores_gemma":[0.9953001,0.000040845527,0.004273381,0.000026049158,0.00016127573,0.000025744794,0.000020758705,0.000056563673,0.0000952482],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99785286,0.00007936626,0.00056849926,0.00040281692,0.0005567743,0.0005396976],"domain_scores_gemma":[0.9987712,0.00027132165,0.00013750614,0.00028605675,0.00024058616,0.0002933091],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00046113555,0.00036392617,0.00075066544,0.00024353206,0.000089185414,0.000097035874,0.00021036199,0.00032474045,0.000028921702],"category_scores_gemma":[0.0001214256,0.00026465292,0.00026817265,0.00021540858,0.00008548962,0.0003480325,0.00003718463,0.0013218917,0.0000011713851],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0007210025,0.0001915132,0.010963672,0.0006754994,0.00042542134,0.000086905864,0.0027482512,0.9785402,0.0048864456,6.370542e-7,0.00006828799,0.00069220085],"study_design_scores_gemma":[0.0023598308,0.00038777274,0.06004997,0.0004534616,0.00043996438,0.00006364685,0.00019238505,0.92964673,0.0060337433,0.000030773404,0.000050015005,0.00029168176],"about_ca_topic_score_codex":0.000040010564,"about_ca_topic_score_gemma":0.0003971674,"teacher_disagreement_score":0.0490863,"about_ca_system_score_codex":0.000118997355,"about_ca_system_score_gemma":0.000109124565,"threshold_uncertainty_score":0.99998057},"labels":[],"label_agreement":null},{"id":"W2927031690","doi":"10.2118/195241-ms","title":"Well Spacing and Landing Zone Optimization to Improve Development Strategy - A Case Study from the Stack","year":2019,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Geology; Permeability (electromagnetism); Petroleum engineering; Borehole; Fracture (geology); Hydraulic fracturing; Geotechnical engineering; Petrology; Mining engineering","score_opus":0.007980822193936761,"score_gpt":0.2127948691487099,"score_spread":0.20481404695477315,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2927031690","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.91487795,0.00004291062,0.08316911,0.000036578178,0.00006559364,0.00023387706,0.0000014688028,0.00008126314,0.0014912336],"genre_scores_gemma":[0.9964226,0.000005129745,0.0027322425,0.000025075205,0.00003822761,0.000008706163,0.0000044740204,0.000014918617,0.0007486516],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99944484,0.000017967455,0.00014299112,0.0001554934,0.00009963014,0.000139087],"domain_scores_gemma":[0.99968094,0.000057042926,0.000013365923,0.00017186391,0.000014054582,0.00006271076],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00013772547,0.00010214314,0.00012031494,0.000042833937,0.00007623784,0.000093266164,0.000057210338,0.000029551395,0.0001949008],"category_scores_gemma":[0.0000054023126,0.00006499333,0.000015310039,0.00010868789,0.0000033423744,0.00006642677,0.000040021154,0.00008625743,0.000050602215],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000002211888,0.000012817497,0.004208169,0.000008953117,0.00010323737,0.000049886024,0.0023511017,0.9917823,0.00017810758,3.986441e-7,0.00007159759,0.0012312061],"study_design_scores_gemma":[0.00047024517,0.00005390078,0.0016897772,0.000019186018,0.000044649223,0.00001909088,0.015508493,0.9797939,0.0013798241,0.0000011488978,0.00080583605,0.00021393252],"about_ca_topic_score_codex":0.002334273,"about_ca_topic_score_gemma":0.0017768333,"teacher_disagreement_score":0.081544615,"about_ca_system_score_codex":0.000036895963,"about_ca_system_score_gemma":0.000008835127,"threshold_uncertainty_score":0.3528738},"labels":[],"label_agreement":null},{"id":"W2930009718","doi":"10.2118/193893-ms","title":"A Geomechanically-Constrained Dynamic Fractal Wormhole Growth Model for Simulating Cold Heavy Oil Production with Sand","year":2019,"lang":"en","type":"article","venue":"SPE Reservoir Simulation Conference","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Wormhole; Fractal; Computer science; Enhanced oil recovery; Fractal dimension; Petroleum engineering; Geology; Mathematics; Physics","score_opus":0.015351749753498845,"score_gpt":0.24830410753228832,"score_spread":0.23295235777878948,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2930009718","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.6011461,0.000048910504,0.3963146,0.00032171217,0.00012363374,0.0003681901,0.000021921534,0.0003236043,0.001331358],"genre_scores_gemma":[0.99255943,0.00003474197,0.004888428,0.000026807751,0.000088083776,0.0000499035,0.00007192829,0.00006627786,0.0022143684],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9981559,0.00003319525,0.00043486868,0.0005087315,0.00040128917,0.000466024],"domain_scores_gemma":[0.99861676,0.00025457976,0.00011704175,0.00047289993,0.00039097367,0.00014777845],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00029142963,0.00031217045,0.0004060767,0.00018799068,0.00015188115,0.00013042451,0.00024010058,0.00018608767,0.00010314357],"category_scores_gemma":[0.00016249674,0.0002725452,0.00012772076,0.0003593406,0.000045719924,0.00044847187,0.000041394454,0.0003127591,0.000036553825],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00012836486,0.000033667893,0.00017029015,0.00030644969,0.000097924385,0.0000013529889,0.0001855564,0.9937072,0.0034720052,0.00008374522,0.000011454384,0.0018020176],"study_design_scores_gemma":[0.00090186874,0.00008191079,0.000070318405,0.00019052095,0.000051295796,0.0000017046918,0.00007051395,0.99507636,0.0025089204,0.00051518227,0.00015021066,0.00038119798],"about_ca_topic_score_codex":0.000033717508,"about_ca_topic_score_gemma":0.00012365381,"teacher_disagreement_score":0.39142618,"about_ca_system_score_codex":0.00013164576,"about_ca_system_score_gemma":0.00010655479,"threshold_uncertainty_score":0.9999727},"labels":[],"label_agreement":null},{"id":"W2930831635","doi":"10.2118/195223-ms","title":"Mechanisms for Huff-n-Puff Cyclic Gas Injection into Unconventional Reservoirs","year":2019,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":33,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Cenovus Energy (Canada)","funders":"","keywords":"Advection; Petroleum engineering; Darcy's law; Penetration (warfare); Mechanics; Diffusion; Fluid dynamics; Volumetric flow rate; Geology; Environmental science; Porous medium; Geotechnical engineering; Porosity; Thermodynamics; Engineering; Physics","score_opus":0.006029235344668383,"score_gpt":0.21752453145532158,"score_spread":0.2114952961106532,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2930831635","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.6012161,0.00012558691,0.3763149,0.0005982708,0.001248886,0.00041939307,0.000006823905,0.0007256098,0.019344475],"genre_scores_gemma":[0.9882878,0.000019100054,0.0044502844,0.00006042972,0.00010122258,0.000051373303,0.00006322531,0.000036119374,0.006930411],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9991036,0.000016449052,0.00021865775,0.00021330694,0.00020032692,0.0002476769],"domain_scores_gemma":[0.9995156,0.00006226536,0.000024709429,0.00026567708,0.00005061395,0.00008116742],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00021477134,0.00014377208,0.00018464819,0.00016773408,0.00007825939,0.00004148129,0.00015548764,0.0001182794,0.000903032],"category_scores_gemma":[0.0000244289,0.00012585195,0.0001981782,0.00019556723,0.0000109490065,0.00014152045,0.0000287049,0.00013241741,0.0004094309],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000020018417,0.000032287808,0.00023757743,0.00022735844,0.00023021235,0.0000011838275,0.00016747133,0.9772808,0.012474201,0.0019006763,0.0059797303,0.0014484591],"study_design_scores_gemma":[0.0012172769,0.00023249623,0.0007881975,0.000066019784,0.000093811104,0.000011474428,0.0005696121,0.8596309,0.05112662,0.04011526,0.045541458,0.00060690544],"about_ca_topic_score_codex":0.0001755305,"about_ca_topic_score_gemma":0.0001675136,"teacher_disagreement_score":0.3870718,"about_ca_system_score_codex":0.00009121854,"about_ca_system_score_gemma":0.000013418607,"threshold_uncertainty_score":0.9887567},"labels":[],"label_agreement":null},{"id":"W2930870984","doi":"10.2118/193931-ms","title":"A Geomechanics-Coupled Embedded Discrete Fracture Model and its Application in Geothermal Reservoir Simulation","year":2019,"lang":"en","type":"article","venue":"SPE Reservoir Simulation Conference","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":17,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"Energi Simulation; Colorado School of Mines","keywords":"Geomechanics; Geothermal gradient; Fluid dynamics; Fracture (geology); Stress (linguistics); Hydraulic fracturing; Geology; Flow (mathematics); Geotechnical engineering; Mechanics; Petroleum engineering; Geophysics","score_opus":0.016543597060045857,"score_gpt":0.2696792761774973,"score_spread":0.25313567911745144,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2930870984","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7065031,0.00025014262,0.29122365,0.0002578933,0.00005777533,0.0006496079,0.00001402593,0.00022875846,0.0008150725],"genre_scores_gemma":[0.9987644,0.00013258596,0.00025605713,0.000059779777,0.00007781827,0.00004768568,0.000103226696,0.00006646641,0.0004919596],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9978561,0.000072516465,0.00055230287,0.00056694576,0.0004807554,0.0004714023],"domain_scores_gemma":[0.998619,0.00025562695,0.00012864418,0.00062901585,0.00020637819,0.0001612886],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00037608924,0.00035740397,0.00044933413,0.00035073486,0.000096063035,0.00011804878,0.000330363,0.00034434613,0.00024415544],"category_scores_gemma":[0.000116638614,0.00034370774,0.000095869385,0.00048695484,0.000019877272,0.0006497956,0.00009839957,0.00048509237,0.00012752885],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000061104256,0.000020811742,0.00053809356,0.000165449,0.00003768415,0.0000020083296,0.0005178533,0.99610335,0.0020789772,0.00012759912,0.0000053809995,0.0003416786],"study_design_scores_gemma":[0.0008256679,0.000026674357,0.0014841491,0.00009354229,0.000024552786,6.02146e-7,0.000076252116,0.9942952,0.00035053183,0.0019729033,0.000446221,0.00040370531],"about_ca_topic_score_codex":0.00012919056,"about_ca_topic_score_gemma":0.00027610754,"teacher_disagreement_score":0.29226136,"about_ca_system_score_codex":0.00013509956,"about_ca_system_score_gemma":0.00005823775,"threshold_uncertainty_score":0.9999015},"labels":[],"label_agreement":null},{"id":"W2930935562","doi":"10.1016/j.undsp.2018.12.005","title":"Modeling hydraulic fracture in heterogeneous rock materials using permeability-based hydraulic fracture model","year":2019,"lang":"en","type":"article","venue":"Underground Space","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":31,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"McMaster University","funders":"Fundamental Research Funds for the Central Universities; Natural Sciences and Engineering Research Council of Canada; National Natural Science Foundation of China","keywords":"Hydraulic fracturing; Permeability (electromagnetism); Finite element method; Discretization; Geology; Fracture (geology); Geotechnical engineering; Mechanics; Structural engineering; Engineering; Mathematics","score_opus":0.01224911998788313,"score_gpt":0.22830296024063407,"score_spread":0.21605384025275093,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2930935562","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.6770268,0.00046191696,0.32033214,0.0007800105,0.00021370655,0.00032495192,0.0000093590015,0.0003220404,0.00052904943],"genre_scores_gemma":[0.99635464,0.000054520384,0.0015507021,0.001320101,0.00017685212,0.000020608506,0.00006447705,0.00017648017,0.00028160439],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9969454,0.00012855565,0.0006567543,0.0007713423,0.0005619538,0.0009360401],"domain_scores_gemma":[0.9984436,0.00010605693,0.00009293661,0.0010507548,0.00006719939,0.00023943635],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00032848946,0.0006646578,0.00085838,0.0004424541,0.00015390756,0.0002483999,0.00047316312,0.0006082207,0.00036873604],"category_scores_gemma":[0.00003844968,0.00062516914,0.00029580953,0.00044182732,0.000028053204,0.00039264292,0.000074188465,0.0007514271,0.00015944602],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00003368666,0.00008610812,0.00020245787,0.0002695845,0.00010110687,0.000026630292,0.00038138565,0.99027085,0.008501928,0.0000059845697,0.00010346073,0.000016823782],"study_design_scores_gemma":[0.0007180073,0.000031679087,0.00003109494,0.0001390361,0.00007196661,0.000017020431,0.00011806585,0.98673815,0.009453032,0.00077632966,0.0011904004,0.0007151952],"about_ca_topic_score_codex":0.00198707,"about_ca_topic_score_gemma":0.00037114247,"teacher_disagreement_score":0.31932783,"about_ca_system_score_codex":0.0006499896,"about_ca_system_score_gemma":0.000122046804,"threshold_uncertainty_score":0.99961996},"labels":[],"label_agreement":null},{"id":"W2932453129","doi":"10.2523/iptc-19068-ms","title":"Dynamic Capillarity During the Water Flooding Process in Fractured Low Permeability Reservoirs","year":2019,"lang":"en","type":"article","venue":"International Petroleum Technology Conference","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"State Key Laboratory of Oil and Gas Reservoir Geology and Exploitation","keywords":"Permeability (electromagnetism); Water flooding; Petroleum engineering; Geology; Process (computing); Geotechnical engineering; Flooding (psychology); Computer science; Chemistry","score_opus":0.0036171536255591827,"score_gpt":0.21805309272478204,"score_spread":0.21443593909922287,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2932453129","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9931865,0.000072267576,0.00041112563,0.0038515558,0.00036652503,0.000120933546,0.000008109142,0.00034861514,0.0016344212],"genre_scores_gemma":[0.99924564,0.000049084974,0.00003323431,0.000021911834,0.00002381215,0.000049518232,0.000016917355,0.000021432035,0.0005384241],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9985978,0.000028111992,0.00032365424,0.0003546875,0.00030502104,0.0003906992],"domain_scores_gemma":[0.9992664,0.00004079763,0.00003998981,0.0004974309,0.000119760225,0.000035634755],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00022632147,0.0002061566,0.0002474288,0.00043109283,0.000076466364,0.00006678106,0.0009858225,0.0002628609,0.00045868143],"category_scores_gemma":[0.00008423876,0.00012431611,0.000078247365,0.00021219636,0.00012624367,0.00018143235,0.00015298376,0.0008631236,0.00014788998],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000327091,0.000048027516,0.11190496,0.00015286726,0.00016451525,0.00003147851,0.00093052676,0.8615503,0.02484462,0.00007849007,0.000009864323,0.0002516912],"study_design_scores_gemma":[0.0008484926,0.00002356646,0.06724714,0.00015093507,0.000016249836,0.000034769848,0.0010748681,0.8741482,0.051633682,0.0032163654,0.0011799206,0.00042580205],"about_ca_topic_score_codex":0.000061509294,"about_ca_topic_score_gemma":0.0004209214,"teacher_disagreement_score":0.044657815,"about_ca_system_score_codex":0.00024607618,"about_ca_system_score_gemma":0.000025070036,"threshold_uncertainty_score":0.5069464},"labels":[],"label_agreement":null},{"id":"W2934022390","doi":"10.2118/195196-ms","title":"Integrated Approach to Evaluate Rock Brittleness and Fracability for Hydraulic Fracturing Optimization in Shale Gas","year":2019,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":12,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Apache (Canada)","funders":"","keywords":"Hydraulic fracturing; Brittleness; Oil shale; Geology; Ultimate tensile strength; Geotechnical engineering; Compressive strength; Petroleum engineering; Tight gas; Shale gas; Materials science; Composite material","score_opus":0.010707677995592082,"score_gpt":0.22800576537857106,"score_spread":0.21729808738297898,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2934022390","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.55526525,0.00008981047,0.43970662,0.000081299135,0.000059842096,0.00055533845,0.0000034253317,0.00014119607,0.0040971935],"genre_scores_gemma":[0.98660094,0.000025503985,0.012666763,0.00008248274,0.000032645057,0.0001408423,0.000042759166,0.000034511824,0.0003735712],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9989075,0.000033689805,0.00027471065,0.00034698253,0.00014911653,0.00028797862],"domain_scores_gemma":[0.99945414,0.000085171734,0.000020334657,0.0002781199,0.000054851032,0.000107392254],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00036463537,0.00018336142,0.0002990248,0.0002002007,0.00003801633,0.00006109118,0.00013611041,0.00012330517,0.000106536696],"category_scores_gemma":[0.00007635781,0.00015722727,0.00006248471,0.00031860708,0.000007281998,0.00016914039,0.000039552255,0.00016555308,0.000023671644],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000015453472,0.000033647422,0.0027050653,0.00016461837,0.00002956238,2.4416835e-7,0.00020586324,0.99391454,0.00015596022,0.0000024997003,0.000079812075,0.0026927441],"study_design_scores_gemma":[0.0004588213,0.000021652742,0.0030302687,0.000034834367,0.000017863744,0.0000016247557,0.0001425944,0.99267805,0.0022620976,0.000045036177,0.0010957599,0.00021139329],"about_ca_topic_score_codex":0.0003080107,"about_ca_topic_score_gemma":0.00004037707,"teacher_disagreement_score":0.43133566,"about_ca_system_score_codex":0.00009729687,"about_ca_system_score_gemma":0.000014083595,"threshold_uncertainty_score":0.6411542},"labels":[],"label_agreement":null},{"id":"W2934758608","doi":"","title":"STUDY ON HYDRAULIC FRACTURING FLUID SELECTION TO MAXIMIZE EFFECTIVE HYDRAULIC FRACTURE LENGTH","year":2012,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Hydraulic fracturing; Petroleum engineering; Fracturing fluid; Fracture (geology); Tight gas; Geology; Permeability (electromagnetism); Liquefied petroleum gas; Geotechnical engineering; Environmental science; Waste management; Engineering; Chemistry","score_opus":0.00905634749807115,"score_gpt":0.23999273427585904,"score_spread":0.23093638677778788,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2934758608","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9441185,0.00023140994,0.025244972,0.0004789978,0.0006394999,0.0011885156,0.0000024350825,0.001439968,0.026655706],"genre_scores_gemma":[0.99653,0.000014634679,0.00028992895,0.0012964776,0.0009201237,0.00023670592,0.000008576505,0.00012425949,0.00057932164],"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","domain_scores_codex":[0.99747676,0.00015200295,0.00039584332,0.00047893982,0.0005571569,0.00093929644],"domain_scores_gemma":[0.9985521,0.00024258086,0.000048053273,0.0005798632,0.00005131846,0.0005260931],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00046997605,0.0005499082,0.000548937,0.0005214345,0.0002511849,0.000100394755,0.00030759175,0.0002383064,0.00042874535],"category_scores_gemma":[0.00011087439,0.0004445969,0.00022926248,0.000726771,0.000016766606,0.00039465635,0.00007043477,0.0007395946,0.0013358232],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00005528577,0.0005383682,0.007500606,0.000040083898,0.00063154503,0.000013427059,0.0036138138,0.9708213,0.0011353611,0.00000379724,0.008310981,0.007335427],"study_design_scores_gemma":[0.0027811525,0.0014714107,0.5151785,0.00014649364,0.0006518471,0.000060010596,0.0027009966,0.040240947,0.22937492,0.000054734173,0.20457843,0.002760577],"about_ca_topic_score_codex":0.00031624705,"about_ca_topic_score_gemma":0.000051381172,"teacher_disagreement_score":0.9305804,"about_ca_system_score_codex":0.00034082175,"about_ca_system_score_gemma":0.000010362042,"threshold_uncertainty_score":0.99980056},"labels":[],"label_agreement":null},{"id":"W2935938797","doi":"10.1007/s13202-019-0663-4","title":"Integrated approach for fracture characterization of hydraulically stimulated volume in tight gas reservoir","year":2019,"lang":"en","type":"article","venue":"Journal of Petroleum Exploration and Production Technology","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":9,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Calgary","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Geomechanics; Microseism; Hydraulic fracturing; Geology; Permeability (electromagnetism); Petroleum engineering; Reservoir modeling; Tight gas; Offshore geotechnical engineering; Well stimulation; Fluid dynamics; Oil field; Finite element method; Geotechnical engineering; Reservoir engineering; Mechanics; Seismology; Petroleum; Engineering","score_opus":0.00790741621034457,"score_gpt":0.20798641223351996,"score_spread":0.2000789960231754,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2935938797","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8074768,0.00020613313,0.18540336,0.006353716,0.00024635525,0.00017991087,0.0000030407634,0.00007094716,0.00005973306],"genre_scores_gemma":[0.9974161,0.00045179736,0.0016408882,0.000018926137,0.00009796166,0.000012078545,0.00004706699,0.000018588069,0.000296617],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9989794,0.000037483267,0.0005584827,0.00015355792,0.00014026469,0.00013084176],"domain_scores_gemma":[0.9992545,0.000013215179,0.00026113752,0.00017062103,0.00026623788,0.000034242632],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00034548793,0.00012371496,0.00034913237,0.0009013937,0.000026429256,0.000016825517,0.000116357834,0.00023560096,0.000022653781],"category_scores_gemma":[0.00011975738,0.00010168264,0.00006198753,0.00054267666,0.000038879167,0.00041458453,0.000011431983,0.00036245893,0.0000027082058],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00014389023,0.0000850238,0.0016359645,0.00016818452,0.000075630414,0.0000010738981,0.00024082026,0.87317276,0.1172424,0.000015599217,0.00021704403,0.007001617],"study_design_scores_gemma":[0.0013949061,0.0005335084,0.0017164203,0.00012666873,0.0000678047,0.000050751558,0.0004964293,0.8303828,0.13009402,0.00085289293,0.034033444,0.00025033244],"about_ca_topic_score_codex":0.000003002298,"about_ca_topic_score_gemma":0.0000036956685,"teacher_disagreement_score":0.18993928,"about_ca_system_score_codex":0.000052315638,"about_ca_system_score_gemma":0.000026189888,"threshold_uncertainty_score":0.41464978},"labels":[],"label_agreement":null},{"id":"W2936675120","doi":"10.3390/en12071370","title":"Evaluation of Cyclic Gas Injection in Enhanced Recovery from Unconventional Light Oil Reservoirs: Effect of Gas Type and Fracture Spacing","year":2019,"lang":"en","type":"article","venue":"Energies","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":13,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Petroleum engineering; Unconventional oil; Fracture (geology); Fossil fuel; Shale gas; Geology; Materials science; Environmental science; Chemistry; Geotechnical engineering; Oil shale","score_opus":0.005496920027772463,"score_gpt":0.2254951859158632,"score_spread":0.21999826588809074,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2936675120","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.995731,0.0017121164,0.00006593607,0.000035473862,0.00025104763,0.00004727493,0.0000027870794,0.00002935131,0.0021250297],"genre_scores_gemma":[0.9993752,0.00032776495,0.000060742987,0.0000027565827,0.00005893835,0.000007320622,0.000028574357,0.0000136917,0.00012499008],"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99903774,0.00014488288,0.00022463062,0.00014463846,0.00034476042,0.00010331542],"domain_scores_gemma":[0.9994612,0.00017352034,0.00007029974,0.00017874216,0.00009589976,0.000020347536],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00058676157,0.00010923059,0.00025946042,0.00019171723,0.000014602374,0.000010585933,0.00005881931,0.00010614445,0.00014594848],"category_scores_gemma":[0.00018204698,0.0000924508,0.00005824375,0.00026142102,0.000014441379,0.00014432629,0.000019813458,0.00012271508,0.0000064261144],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00004517803,0.000008022592,0.0018088836,0.00011915776,0.000115901516,2.8919987e-7,0.0002903164,0.9165884,0.076108314,9.426538e-7,0.00006849775,0.0048460644],"study_design_scores_gemma":[0.0010368291,0.00018152525,0.012251915,0.00047664065,0.00017925313,8.801311e-7,0.00016635978,0.0891365,0.89563006,0.00051208667,0.00025535462,0.00017260239],"about_ca_topic_score_codex":0.00081355334,"about_ca_topic_score_gemma":0.00041490828,"teacher_disagreement_score":0.82745194,"about_ca_system_score_codex":0.000067343695,"about_ca_system_score_gemma":0.00002260535,"threshold_uncertainty_score":0.3770034},"labels":[],"label_agreement":null},{"id":"W2937119392","doi":"10.2118/195359-ms","title":"A Correlation for Estimating Biot Coefficient","year":2019,"lang":"en","type":"article","venue":"SPE Western Regional Meeting","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":8,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"Consejo Nacional de Ciencia y Tecnología; University of Calgary","keywords":"Biot number; Correlation coefficient; Porosity; Geology; Permeability (electromagnetism); Modulus; Bulk modulus; Geotechnical engineering; Petroleum engineering; Materials science; Mathematics; Mechanics; Statistics; Physics","score_opus":0.01289365108314639,"score_gpt":0.237691908599873,"score_spread":0.2247982575167266,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2937119392","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.44172272,0.00024376722,0.5494406,0.0006232366,0.0009457499,0.00034620322,0.0000031912937,0.00037978837,0.006294704],"genre_scores_gemma":[0.983362,0.000011624349,0.015046434,0.00007182947,0.00033520896,0.000013975053,0.00002649741,0.00003527747,0.0010971638],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9992171,0.00001565236,0.00019367161,0.00016000925,0.00018306679,0.00023048201],"domain_scores_gemma":[0.9995414,0.00016407129,0.000048373055,0.00014613142,0.00004077456,0.000059238533],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00021443643,0.00011218124,0.00014672625,0.000089593836,0.00008463297,0.00003789355,0.00009999396,0.00006891845,0.000015225492],"category_scores_gemma":[0.00004130281,0.00010808486,0.00009522405,0.000112029535,0.000016845952,0.00006188435,0.000016395134,0.00010128218,0.00012040909],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000044727076,0.000006920079,0.0022094776,0.00009891373,0.000030348345,7.947646e-7,0.0003084772,0.99550086,0.0002474713,0.000027793914,0.00027982405,0.0012846626],"study_design_scores_gemma":[0.00022692766,0.000016234695,0.0003234541,0.00021105682,0.000019384132,0.0000043096675,0.00010762127,0.98313475,0.00022719901,0.0000425126,0.015542264,0.00014427889],"about_ca_topic_score_codex":0.000027803297,"about_ca_topic_score_gemma":0.0000136755025,"teacher_disagreement_score":0.54163927,"about_ca_system_score_codex":0.000056618384,"about_ca_system_score_gemma":0.000012233467,"threshold_uncertainty_score":0.44075727},"labels":[],"label_agreement":null},{"id":"W2937230386","doi":"10.1029/2018jb016673","title":"A Diagenesis Model for Geomechanical Simulations: Formulation and Implications for Pore Pressure and Development of Geological Structures","year":2019,"lang":"en","type":"article","venue":"Journal of Geophysical Research Solid Earth","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":31,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Geomechanica (Canada)","funders":"Engineering and Physical Sciences Research Council; Natural Environment Research Council; Sight Research UK","keywords":"Diagenesis; Geology; Overpressure; Pore water pressure; Cementation (geology); Pressure solution; Porosity; Geotechnical engineering; Effective stress; Compaction; Permeability (electromagnetism); Brittleness; Petrology; Mineralogy; Materials science; Cement; Thermodynamics","score_opus":0.04660706122527573,"score_gpt":0.34018396988192323,"score_spread":0.2935769086566475,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2937230386","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.85017824,0.00029291684,0.14898005,0.00016000163,0.000015543794,0.0003260132,0.00003014711,0.000008224852,0.000008857806],"genre_scores_gemma":[0.98620045,0.000063847234,0.013536623,0.0000055310365,0.00007987935,0.00001573775,0.000012193461,0.000012428735,0.00007327865],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9990075,0.000025910169,0.00035418267,0.00012437647,0.00025081847,0.00023720087],"domain_scores_gemma":[0.99863434,0.0006433761,0.00007595004,0.00011865502,0.00039654772,0.00013111961],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00040228956,0.00009166834,0.00030933486,0.00015886112,0.00011598357,0.000030099493,0.00010886083,0.000093105045,0.0000065322497],"category_scores_gemma":[0.0002588517,0.000067462606,0.00008489506,0.00010694942,0.00003896272,0.00012941666,0.00004668643,0.0001890552,3.8032113e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000111448346,0.000052659674,0.00054242485,0.00032434028,0.00025329023,2.397795e-7,0.00038040144,0.97514933,0.01212233,0.000849541,0.00006126293,0.010152729],"study_design_scores_gemma":[0.00051498506,0.00016420435,0.02731548,0.000027609878,0.00004298294,0.0000025528955,0.0000305458,0.9561356,0.0028187104,0.012295871,0.0005732822,0.0000781801],"about_ca_topic_score_codex":0.0000029709443,"about_ca_topic_score_gemma":0.0000065607164,"teacher_disagreement_score":0.13602224,"about_ca_system_score_codex":0.000011959788,"about_ca_system_score_gemma":0.00007112829,"threshold_uncertainty_score":0.27510452},"labels":[],"label_agreement":null},{"id":"W2937289065","doi":"10.2118/195370-ms","title":"An Investigation into the Effect of Brine Salinity on Fines Migration in SAGD Operations","year":2019,"lang":"en","type":"article","venue":"SPE Western Regional Meeting","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":17,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"Natural Sciences and Engineering Research Council of Canada; RGL Reservoir Management","keywords":"Salinity; Brine; Permeability (electromagnetism); Drainage; Geology; Environmental science; Petroleum engineering; Soil science; Geotechnical engineering; Chemistry","score_opus":0.008809685471072538,"score_gpt":0.24220189637599268,"score_spread":0.23339221090492016,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2937289065","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99853,0.00006724379,0.00010528777,0.00086100854,0.00008044521,0.00014180443,7.3853704e-7,0.000046095563,0.00016737862],"genre_scores_gemma":[0.99953413,0.000023705426,0.00013625233,0.000055341854,0.00011039867,0.000011479767,0.00003553883,0.000014317453,0.00007881628],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9992286,0.00013075453,0.00022446661,0.00013310536,0.00018041344,0.00010267723],"domain_scores_gemma":[0.99949706,0.00019484998,0.000033637833,0.00021697501,0.000023876106,0.000033611555],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00039662828,0.000106450614,0.00015433255,0.000105403684,0.000044477398,0.000027376358,0.00012539873,0.000053252938,0.000008506747],"category_scores_gemma":[0.000052862204,0.00007254629,0.00005021218,0.00018606173,0.000028743343,0.00011891328,0.0000121011735,0.00014536653,0.000027813418],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000009912104,0.000005674718,0.18653435,0.000056001812,0.000013826471,5.822484e-7,0.00087450596,0.80396044,0.007998946,0.0000066538537,0.000015415662,0.00052371004],"study_design_scores_gemma":[0.0007042828,0.000366756,0.25761783,0.00060945674,0.000040084386,0.0000039489637,0.00027476536,0.6579027,0.08172494,0.000110132874,0.00036710224,0.00027796437],"about_ca_topic_score_codex":0.0021665606,"about_ca_topic_score_gemma":0.007636366,"teacher_disagreement_score":0.14605768,"about_ca_system_score_codex":0.000037017824,"about_ca_system_score_gemma":0.000010106822,"threshold_uncertainty_score":0.42612714},"labels":[],"label_agreement":null},{"id":"W2937448533","doi":"10.1016/j.petrol.2019.04.016","title":"Applicability of deep neural networks on production forecasting in Bakken shale reservoirs","year":2019,"lang":"en","type":"article","venue":"Journal of Petroleum Science and Engineering","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":126,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"Natural Sciences and Engineering Research Council of Canada; Canada First Research Excellence Fund; Alberta Innovates - Technology Futures","keywords":"Oil shale; Artificial neural network; Tight oil; Petroleum engineering; Geology; Deep learning; Hydraulic fracturing; Reservoir modeling; Normalization (sociology); Computer science; Artificial intelligence","score_opus":0.007168811232038851,"score_gpt":0.19733939522437668,"score_spread":0.19017058399233783,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2937448533","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9949922,0.00021292322,0.00406561,0.000065745575,0.00032751137,0.00004079904,1.8655784e-7,0.000015746573,0.0002792987],"genre_scores_gemma":[0.9994622,0.00003067768,0.00036554394,0.0000037657253,0.00012001552,0.0000013566814,1.3591146e-7,0.000009872591,0.0000064521782],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99888813,0.00000856234,0.00035126117,0.00013690193,0.00036491494,0.0002502165],"domain_scores_gemma":[0.9995379,0.00005587286,0.000077005134,0.00015638433,0.00008441443,0.00008844301],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0011925944,0.000101971076,0.00024323209,0.000418718,0.000029892532,0.000028555847,0.0002067377,0.000042289845,0.000004969895],"category_scores_gemma":[0.00018005574,0.00008355387,0.000055701912,0.0005766787,0.000047254158,0.0003361276,0.000030307303,0.00033540092,5.0994595e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00000958329,0.000010514968,0.006333706,0.00007368747,0.000008464708,0.0000032266491,0.00011350651,0.98427457,0.0069201393,0.0000028451348,0.0000038376083,0.002245913],"study_design_scores_gemma":[0.00014811443,0.00007077395,0.015858361,0.00007656672,0.0000068966,0.000026229778,0.00011811747,0.9818229,0.0017511806,0.000006049578,0.000035306282,0.00007946586],"about_ca_topic_score_codex":0.0000067671353,"about_ca_topic_score_gemma":0.0000056274184,"teacher_disagreement_score":0.0095246555,"about_ca_system_score_codex":0.00010293446,"about_ca_system_score_gemma":0.0000125815495,"threshold_uncertainty_score":0.34072277},"labels":[],"label_agreement":null},{"id":"W2937488625","doi":"10.2516/ogst/2019013","title":"Evaluation of an uncertainty reduction methodology based on Iterative Sensitivity Analysis (ISA) applied to naturally fractured reservoirs","year":2019,"lang":"en","type":"article","venue":"Oil & Gas Science and Technology – Revue d’IFP Energies nouvelles","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"Universidade Estadual de Campinas; Petrobras; Energi Simulation; U.S. Department of Energy","keywords":"Sensitivity (control systems); Matching (statistics); Computer science; Process (computing); Iterative and incremental development; Data mining; Identification (biology); Algorithm; Mathematical optimization; Mathematics; Statistics; Engineering","score_opus":0.01585138059225324,"score_gpt":0.2679607586289492,"score_spread":0.252109378036696,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2937488625","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9952959,0.00013428529,0.0013313147,0.0012374625,0.0001831314,0.00013266095,0.000009555105,0.00019890745,0.0014768089],"genre_scores_gemma":[0.9921787,0.00006116739,0.007540559,0.000042834286,0.00003576843,0.000038018705,0.00002416275,0.000015297335,0.00006351181],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.997585,0.00024682315,0.00031316874,0.000683737,0.00079310406,0.00037816292],"domain_scores_gemma":[0.9979926,0.000242253,0.00012391976,0.00076623884,0.0007731507,0.00010185968],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0038308501,0.00024750206,0.0005558181,0.0021011427,0.00020949017,0.000048218146,0.00035674262,0.00032783468,0.000027374077],"category_scores_gemma":[0.00082779006,0.00021086539,0.00008750915,0.0039468957,0.00048316366,0.00019136096,0.000089526526,0.00033995972,0.000005331802],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00003188491,0.000027410255,0.00007496991,0.000028789966,0.00013955674,0.0000020302425,0.0006230787,0.85685545,0.11514129,0.00013079321,0.000015570584,0.026929177],"study_design_scores_gemma":[0.00028949243,0.00014245155,0.00074074784,0.00004567722,0.00039432448,0.0000059891036,0.0018076568,0.8160053,0.1798361,0.00029015754,0.00018801677,0.00025409836],"about_ca_topic_score_codex":0.00015851363,"about_ca_topic_score_gemma":0.0006327176,"teacher_disagreement_score":0.064694814,"about_ca_system_score_codex":0.00020436604,"about_ca_system_score_gemma":0.00021186644,"threshold_uncertainty_score":0.8598841},"labels":[],"label_agreement":null},{"id":"W2937630156","doi":"10.2118/195296-ms","title":"Impact of Frac Hits on Production Performance- A Case Study in Marcellus Shale","year":2019,"lang":"en","type":"article","venue":"SPE Western Regional Meeting","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":9,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Microsemi (Canada)","funders":"","keywords":"Microseism; Hydraulic fracturing; Geology; Shale gas; Petroleum engineering; Permeability (electromagnetism); Offset (computer science); Geophone; Reservoir simulation; Unconventional oil; Oil shale; Reservoir modeling; Seismology; Computer science","score_opus":0.017595847176674877,"score_gpt":0.26130473250276315,"score_spread":0.24370888532608828,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2937630156","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99833083,0.00006211484,0.000005999462,0.0000360251,0.00012960072,0.00022944441,8.8555095e-7,0.000053073767,0.0011519968],"genre_scores_gemma":[0.99938315,0.000022187092,0.000029810079,0.0000045302572,0.00013032698,0.000008413907,0.0000031552474,0.000025976122,0.00039244106],"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","domain_scores_codex":[0.9990212,0.000039835,0.00026649938,0.00021796665,0.00024090256,0.00021360931],"domain_scores_gemma":[0.9995542,0.000045747474,0.00006018339,0.00026223558,0.000030630323,0.00004700576],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00024502884,0.00014976304,0.00023597549,0.00023277,0.000029613875,0.000013078911,0.000097416036,0.000052201438,0.000032194584],"category_scores_gemma":[0.000017621458,0.00012273144,0.00009601619,0.00023688088,0.000014170129,0.000098496625,0.000026096646,0.00021544768,0.000060138696],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000019789048,0.00007737188,0.4717545,0.00007084619,0.00005064925,0.00010315708,0.00081808073,0.5258363,0.00031225884,5.4606474e-8,0.000018078747,0.0009389165],"study_design_scores_gemma":[0.0012983907,0.0008523709,0.8728721,0.00080607354,0.00005547155,0.00065814145,0.0022459792,0.11889421,0.0017028606,0.000005898617,0.000110849105,0.0004976195],"about_ca_topic_score_codex":0.00093198597,"about_ca_topic_score_gemma":0.00028765155,"teacher_disagreement_score":0.4069421,"about_ca_system_score_codex":0.000112878,"about_ca_system_score_gemma":0.000016589878,"threshold_uncertainty_score":0.5004843},"labels":[],"label_agreement":null},{"id":"W2938066919","doi":"10.3390/en12081519","title":"Visual Experimental Study on Gradation Optimization of Two-Stage Gravel Packing Operation in Unconventional Reservoirs","year":2019,"lang":"en","type":"article","venue":"Energies","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Regina","funders":"Fundamental Research Funds for the Central Universities; National Science and Technology Major Project; China University of Petroleum, Beijing","keywords":"Silt; Geology; Geotechnical engineering; Gradation; Geomorphology","score_opus":0.01278910071982676,"score_gpt":0.2761713058060543,"score_spread":0.26338220508622756,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2938066919","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99648637,0.000055954028,0.0022825806,0.000012863235,0.00017036471,0.00013878029,0.0000021002722,0.00005537172,0.0007956076],"genre_scores_gemma":[0.9992857,0.000008527174,0.00029527617,0.000004718964,0.0000353194,0.00001874088,0.00006817053,0.000017528095,0.00026603937],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9992032,0.0000548792,0.00024175261,0.00014653061,0.00024421388,0.00010940353],"domain_scores_gemma":[0.99975336,0.000030446376,0.00003761049,0.00013680487,0.000022139075,0.000019642584],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00016060901,0.00010502824,0.00015065212,0.00022695988,0.00003135684,0.000028545655,0.00007734873,0.000036610272,0.00014923236],"category_scores_gemma":[0.000009991296,0.00009915572,0.000045742814,0.00018176946,0.000011403311,0.00018819321,0.000022073862,0.000081399325,0.00001092072],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000013635929,0.00017210383,0.0076013175,0.000013647729,0.000033057488,0.0000015826481,0.00078809133,0.98399323,0.0072213565,0.000115840136,0.0000105087065,0.00003562755],"study_design_scores_gemma":[0.00093505793,0.00017213558,0.0059265723,0.00004270555,0.000008076448,2.4393862e-7,0.0035140857,0.8964088,0.092830606,0.0000065964464,0.000019536817,0.0001356132],"about_ca_topic_score_codex":0.00022108955,"about_ca_topic_score_gemma":0.0000884317,"teacher_disagreement_score":0.08758446,"about_ca_system_score_codex":0.00007565029,"about_ca_system_score_gemma":0.00000969584,"threshold_uncertainty_score":0.4043453},"labels":[],"label_agreement":null},{"id":"W2939016575","doi":"10.2118/195279-ms","title":"Evaluation of Hydrophobic Proppant Transport by Aqueous Energized Fluids, Impact of Gas Volume Fraction and Proppant Size: A Holistic Approach","year":2019,"lang":"en","type":"article","venue":"SPE Western Regional Meeting","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Air Liquide (Canada)","funders":"","keywords":"Suspension (topology); Volume (thermodynamics); Volume fraction; Materials science; Petroleum engineering; Aqueous solution; Fracturing fluid; Fraction (chemistry); Particle size; Chemical engineering; Chemistry; Composite material; Chromatography; Geology","score_opus":0.018599091836971202,"score_gpt":0.2545530930598983,"score_spread":0.23595400122292712,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2939016575","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99641395,0.0013575971,0.0009236093,0.000033491597,0.00005829359,0.00038151772,0.0000131195275,0.00005969645,0.0007587104],"genre_scores_gemma":[0.9990453,0.00017960039,0.00037568808,0.000004426707,0.00006791629,0.000023861494,0.000049653514,0.00004292135,0.00021059887],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.998002,0.0001222971,0.00048689265,0.0002933136,0.0008382567,0.0002572323],"domain_scores_gemma":[0.9991861,0.00007390567,0.00019003224,0.00026350797,0.0001938616,0.00009259469],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008842576,0.0002304547,0.00048179814,0.00012796617,0.00003654065,0.000014708906,0.00012381708,0.00012794178,0.00004047874],"category_scores_gemma":[0.000058329824,0.00018539657,0.00019165027,0.00019367045,0.000065277454,0.00012644863,0.000015947418,0.00018454397,0.000005921073],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00009581631,0.00012444699,0.024509624,0.0006354696,0.00048333377,0.0000031476136,0.0005345606,0.740458,0.23013324,9.4478474e-7,0.00009198421,0.002929423],"study_design_scores_gemma":[0.0014117969,0.00020166984,0.025620751,0.0003981288,0.00059968897,0.000051110783,0.00014418527,0.96095663,0.010010497,0.00006442232,0.00017702357,0.00036409],"about_ca_topic_score_codex":0.0011381832,"about_ca_topic_score_gemma":0.000018472283,"teacher_disagreement_score":0.22049862,"about_ca_system_score_codex":0.0001542052,"about_ca_system_score_gemma":0.000093720824,"threshold_uncertainty_score":0.75602525},"labels":[],"label_agreement":null},{"id":"W2939391423","doi":"10.2118/195483-ms","title":"Advanced Modeling of Horizontal Well Performance Under Different Re-fracturing Designs in Tight Oil Reservoir","year":2019,"lang":"en","type":"article","venue":"SPE Europec featured at 81st EAGE Conference and Exhibition","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"National Science and Technology Major Project; Ministry of Science and Technology of the People's Republic of China","keywords":"Hydraulic fracturing; Petroleum engineering; Fracture (geology); Geology; Workflow; Enhanced oil recovery; Tight gas; Stress field; Geomechanics; Stress (linguistics); Oil field; Work (physics); Multidisciplinary approach; Geotechnical engineering; Computer science; Engineering; Structural engineering; Mechanical engineering; Finite element method","score_opus":0.016315723276168106,"score_gpt":0.2097043165841928,"score_spread":0.19338859330802471,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2939391423","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.981506,0.0005886746,0.0019586254,0.000120098855,0.00019705587,0.00011424979,0.000007506878,0.00009809927,0.0154097015],"genre_scores_gemma":[0.9955695,0.0021984493,0.00017717316,0.000023615807,0.00007290559,0.000007869075,0.00006857329,0.000043542834,0.0018383336],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99856895,0.00006284383,0.00036872143,0.00037885158,0.00025619508,0.00036444553],"domain_scores_gemma":[0.99937266,0.000039742165,0.00007090255,0.0003562162,0.00005881741,0.00010168867],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00014612809,0.00029088478,0.00040065244,0.00020991027,0.00007730965,0.000049780192,0.00017324905,0.00015108139,0.00025387853],"category_scores_gemma":[0.000012605239,0.00024626625,0.000088465094,0.00019466196,0.000033026223,0.00032728395,0.00009481423,0.00043846917,0.00007983132],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00014941186,0.00005039876,0.0013250284,0.00048865634,0.0000463569,0.000020109288,0.0005857939,0.9208667,0.0740908,0.00002181281,0.0000652105,0.0022896617],"study_design_scores_gemma":[0.0013982686,0.0001863164,0.0087188,0.0010117252,0.000044564607,0.000011536131,0.0003297501,0.89874893,0.08839661,0.00008029261,0.00051014347,0.0005630911],"about_ca_topic_score_codex":0.000035030076,"about_ca_topic_score_gemma":0.00011203501,"teacher_disagreement_score":0.022117848,"about_ca_system_score_codex":0.00013109637,"about_ca_system_score_gemma":0.000016245009,"threshold_uncertainty_score":0.999999},"labels":[],"label_agreement":null},{"id":"W2939602218","doi":"10.2118/195435-ms","title":"Macro Insights from Interval Pressure Transient Tests: Deriving Key Near-Wellbore Fracture Parameters in a Light Oil Reservoir Offshore Norway","year":2019,"lang":"en","type":"article","venue":"SPE Europec featured at 81st EAGE Conference and Exhibition","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"Energi Simulation","keywords":"Wireline; Geology; Petroleum engineering; Fracture (geology); Submarine pipeline; Reservoir modeling; Transient (computer programming); Geotechnical engineering; Petrology; Engineering; Computer science","score_opus":0.008071077505135024,"score_gpt":0.19863146774366505,"score_spread":0.19056039023853003,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2939602218","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9853308,0.0027208314,0.00043008043,0.0013022445,0.00034233596,0.00019591971,0.00005575284,0.00017426604,0.009447774],"genre_scores_gemma":[0.9952311,0.00082448917,0.0003164574,0.00022032809,0.00013927583,0.000014724205,0.00028273687,0.000069082686,0.0029017949],"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","domain_scores_codex":[0.99794555,0.00014927927,0.00041623387,0.00067321677,0.00035108055,0.00046462176],"domain_scores_gemma":[0.9989877,0.00009293347,0.00008368237,0.00055405626,0.00007909308,0.00020257638],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.000107342574,0.0004565149,0.0005408413,0.00018131593,0.00013970629,0.00031045455,0.00030190015,0.00033773616,0.000514643],"category_scores_gemma":[0.000044501106,0.00038001692,0.00016201651,0.000331467,0.00006872336,0.00042745125,0.000109076704,0.00086303905,0.00025062784],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0008532197,0.0004501666,0.010443618,0.0019762502,0.0011138553,0.0013094362,0.04726916,0.73592645,0.17123961,0.000053265638,0.020634763,0.008730215],"study_design_scores_gemma":[0.0055932617,0.00059255725,0.18513122,0.005037175,0.0006425475,0.00007863516,0.0021083418,0.3223693,0.09702323,0.00048253007,0.37750188,0.003439318],"about_ca_topic_score_codex":0.0002314693,"about_ca_topic_score_gemma":0.0010506042,"teacher_disagreement_score":0.4135571,"about_ca_system_score_codex":0.000106743544,"about_ca_system_score_gemma":0.000030823518,"threshold_uncertainty_score":0.9998652},"labels":[],"label_agreement":null},{"id":"W2939786652","doi":"10.1016/j.jngse.2019.04.011","title":"A simulator for production prediction of multistage fractured horizontal well in shale gas reservoir considering complex fracture geometry","year":2019,"lang":"en","type":"article","venue":"Journal of Natural Gas Science and Engineering","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":71,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"PetroChina Innovation Foundation; China Scholarship Council; National Natural Science Foundation of China","keywords":"Oil shale; Petroleum engineering; Geology; Reservoir simulation; Network model; Hydraulic fracturing; Fracture (geology); Geotechnical engineering; Mechanics; Computer science","score_opus":0.008630366931949034,"score_gpt":0.2232606203921438,"score_spread":0.21463025346019476,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2939786652","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9956533,0.0011231037,0.002085299,0.00015718989,0.0007476728,0.00017045035,0.00000481251,0.00003249589,0.000025686984],"genre_scores_gemma":[0.9973211,0.00010259986,0.002332519,0.000012720696,0.00019171907,0.0000018337989,0.0000024739372,0.000017699314,0.000017328694],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99861974,0.00000792449,0.000447693,0.00018166855,0.00044574818,0.00029723436],"domain_scores_gemma":[0.9993045,0.00009678728,0.00012471798,0.0001483032,0.00021920947,0.00010648562],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00069982477,0.00016023223,0.0003516847,0.0006894779,0.00005394884,0.000045911886,0.0001946408,0.00009051499,0.000012987829],"category_scores_gemma":[0.000366542,0.00013082754,0.000096445525,0.00061170204,0.00006840899,0.00066753884,0.000030271907,0.0004559695,6.93661e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000325172,0.000012288278,0.0014349624,0.00020479698,0.000029826326,0.0000049441096,0.0003008343,0.84495085,0.15250555,9.848555e-7,0.000114703726,0.00040775546],"study_design_scores_gemma":[0.0007110939,0.000121865516,0.023092449,0.00026780297,0.000027406895,0.000070224516,0.00025474717,0.9238977,0.048083242,0.000014625253,0.0032915608,0.00016731503],"about_ca_topic_score_codex":0.000014163114,"about_ca_topic_score_gemma":0.0000050131484,"teacher_disagreement_score":0.1044223,"about_ca_system_score_codex":0.00016010627,"about_ca_system_score_gemma":0.00004052226,"threshold_uncertainty_score":0.5334992},"labels":[],"label_agreement":null},{"id":"W2939834920","doi":"10.2118/195350-ms","title":"A Novel Particle-Tracking Based Proxy for Capturing SAGD Production Features under Reservoir Heterogeneity","year":2019,"lang":"en","type":"article","venue":"SPE Western Regional Meeting","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Steam-assisted gravity drainage; Petroleum engineering; Steam injection; Permeability (electromagnetism); Particle (ecology); Tracking (education); Computer science; Process (computing); Particle flow; Environmental science; Asphalt; Mechanics; Process engineering; Geology; Oil sands; Engineering; Materials science; Chemistry; Physics","score_opus":0.028438506961752836,"score_gpt":0.2608050719588439,"score_spread":0.23236656499709105,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2939834920","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.98573196,0.00037580522,0.010519727,0.0018766903,0.00043563833,0.00048534933,0.0000055470878,0.0003508364,0.00021847409],"genre_scores_gemma":[0.9957056,0.000011430927,0.0028814052,0.0001564257,0.00056582136,0.00006280649,0.000026745169,0.00008021272,0.00050952216],"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9982665,0.000036455807,0.00033448107,0.00047194958,0.00037498935,0.00051557674],"domain_scores_gemma":[0.9991299,0.00014068784,0.000093367235,0.00041386145,0.000105180596,0.00011700877],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00043672306,0.0002684867,0.00029366545,0.00011390261,0.00015535056,0.000113096874,0.00022626056,0.0001354322,0.000008223013],"category_scores_gemma":[0.000088398636,0.0002442087,0.00021667572,0.00020037811,0.00003655813,0.00022540243,0.000042361436,0.00026550255,0.000030388483],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000041566123,0.00003828704,0.021170605,0.00036001293,0.00011224365,0.0000018702549,0.00015761495,0.92687804,0.050845932,0.000010843877,0.0001193909,0.00026362008],"study_design_scores_gemma":[0.0022385144,0.00012851704,0.06873143,0.0016912427,0.00021864158,0.00008828965,0.0005658315,0.43853396,0.47850403,0.00023318977,0.0076548224,0.0014115397],"about_ca_topic_score_codex":0.00010801933,"about_ca_topic_score_gemma":0.00032668974,"teacher_disagreement_score":0.48834407,"about_ca_system_score_codex":0.00012971926,"about_ca_system_score_gemma":0.00003079383,"threshold_uncertainty_score":0.99585414},"labels":[],"label_agreement":null},{"id":"W2940032227","doi":"10.2118/195280-ms","title":"A Newly Developed Approach to Evaluate Rock Brittleness and Fracability for Hydraulic Fracturing Optimization in Shale Gas","year":2019,"lang":"en","type":"article","venue":"SPE Western Regional Meeting","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":9,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Apache (Canada)","funders":"","keywords":"Brittleness; Hydraulic fracturing; Geology; Geotechnical engineering; Oil shale; Fracture (geology); Deformation (meteorology); Materials science; Composite material","score_opus":0.020615755053683186,"score_gpt":0.24939072886342242,"score_spread":0.22877497380973924,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2940032227","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.856641,0.00022240175,0.14049643,0.00040167922,0.0000906595,0.0006364047,0.0000025892627,0.0001140167,0.0013948458],"genre_scores_gemma":[0.97922415,0.000041100673,0.02001866,0.00017856949,0.00012899983,0.00012212284,0.00003148282,0.000053721527,0.00020121507],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99845994,0.000052946918,0.00037540693,0.00045457712,0.0002724029,0.00038474656],"domain_scores_gemma":[0.9993231,0.00017110904,0.0000583606,0.00025029306,0.00006713671,0.0001299727],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00054384064,0.00022938325,0.00034766545,0.0002015221,0.0000723663,0.00007975368,0.00018534377,0.00012580949,0.000010574014],"category_scores_gemma":[0.000102915816,0.00022488023,0.00007694823,0.00026248881,0.000012349638,0.00018755974,0.00007497753,0.00018650858,0.000022022808],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00002722186,0.000023346283,0.024076555,0.00028125595,0.000033020595,0.0000010691107,0.00048593496,0.97305655,0.0001535229,0.0000016291553,0.000026466789,0.0018334049],"study_design_scores_gemma":[0.00070475246,0.000022601274,0.017285554,0.00025556254,0.000024329674,0.000011031131,0.00016093954,0.97859174,0.00062065304,0.00007690158,0.0019045831,0.0003413568],"about_ca_topic_score_codex":0.00019114435,"about_ca_topic_score_gemma":0.00007086711,"teacher_disagreement_score":0.12258316,"about_ca_system_score_codex":0.00011708332,"about_ca_system_score_gemma":0.00002964183,"threshold_uncertainty_score":0.917035},"labels":[],"label_agreement":null},{"id":"W2941407849","doi":"10.2118/195596-pa","title":"Probabilistically Mapping Well Performance in Unconventional Reservoirs with a Physics-Based Decline-Curve Model","year":2019,"lang":"en","type":"article","venue":"SPE Reservoir Evaluation & Engineering","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":11,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"Energi Simulation","keywords":"Workflow; Production (economics); Petroleum engineering; A priori and a posteriori; Reservoir engineering; Prior probability; Econometrics; Unconventional oil; Uncertainty quantification; Bayesian inference; Bayesian probability; Reservoir simulation; Computer science; Oil shale; Geology; Mathematics; Artificial intelligence; Machine learning; Petroleum","score_opus":0.020229604928571763,"score_gpt":0.2398135614761785,"score_spread":0.21958395654760673,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2941407849","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7457866,0.00013195083,0.2500712,0.0001786175,0.00013076483,0.0006876762,0.0000065460767,0.00029730814,0.0027093075],"genre_scores_gemma":[0.9845535,0.00003461079,0.014693552,0.000023992783,0.000096295065,0.00017766659,0.000083375984,0.00009225435,0.00024470853],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99713737,0.000061394916,0.0005599785,0.00046660664,0.0011820628,0.0005926165],"domain_scores_gemma":[0.9987723,0.00014422344,0.00007042255,0.0005960203,0.00026736312,0.00014967128],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0013961407,0.00037242146,0.00042054683,0.00039301373,0.000056538076,0.00008344484,0.00037730465,0.00015406855,0.00042985321],"category_scores_gemma":[0.000105970445,0.00034722697,0.00013814865,0.0009330642,0.000031736727,0.0004007276,0.000056108333,0.0005256923,0.00022025256],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000034912166,0.000046923917,0.0047049704,0.0005006853,0.00007014351,0.0000033288552,0.00008830103,0.993496,0.0006240293,0.00005697512,0.00001925403,0.0003544836],"study_design_scores_gemma":[0.0013752904,0.000051584586,0.005464343,0.00046936702,0.000043262255,0.000002214688,0.000026190639,0.99029285,0.0010611173,0.0001869132,0.0005799888,0.00044689557],"about_ca_topic_score_codex":0.000024846586,"about_ca_topic_score_gemma":0.00007460381,"teacher_disagreement_score":0.23876692,"about_ca_system_score_codex":0.00050355727,"about_ca_system_score_gemma":0.0002166746,"threshold_uncertainty_score":0.99989796},"labels":[],"label_agreement":null},{"id":"W2942096534","doi":"10.2118/194509-pa","title":"Effect of Stress-Sensitive Fracture Conductivity on Transient Pressure Behavior for a Horizontal Well With Multistage Fractures","year":2019,"lang":"en","type":"article","venue":"SPE Journal","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":42,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Regina","funders":"","keywords":"Mechanics; Laplace transform; Superposition principle; Fracture (geology); Stress (linguistics); Materials science; Nonlinear system; Geotechnical engineering; Mathematics; Mathematical analysis; Geology; Physics","score_opus":0.0033575793503936554,"score_gpt":0.23214856558910313,"score_spread":0.22879098623870947,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2942096534","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9937791,0.00022344122,0.0044802777,0.00004529994,0.0003568041,0.00046963463,0.00011619152,0.00003653827,0.00049267896],"genre_scores_gemma":[0.9991387,0.000021947966,0.00023120083,0.000016237042,0.00026322846,0.000011075316,0.000013696625,0.00004341769,0.0002605033],"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99889946,0.00007757623,0.00021493666,0.000188858,0.0003385946,0.00028057196],"domain_scores_gemma":[0.99928015,0.00017243945,0.0001097082,0.00021481678,0.00009456428,0.00012834293],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00023975756,0.0002552164,0.00045762502,0.0001239976,0.000073860116,0.000041997504,0.00012804056,0.00015400432,0.00020159016],"category_scores_gemma":[0.00002573474,0.00016036927,0.0002556573,0.000076052616,0.00003812112,0.00010100847,0.000006861396,0.00066627585,0.000010116378],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00095228094,0.00015004454,0.0032944416,0.00042691783,0.00080155826,0.000095243035,0.0006677512,0.97137576,0.018316643,0.0000011228855,0.0006865955,0.003231632],"study_design_scores_gemma":[0.0053631607,0.0052544996,0.041721486,0.0005339671,0.0012148359,0.00015561879,0.00031950246,0.023674717,0.9094787,0.0000059449344,0.011601678,0.00067589025],"about_ca_topic_score_codex":0.000052870153,"about_ca_topic_score_gemma":0.000041822303,"teacher_disagreement_score":0.94770104,"about_ca_system_score_codex":0.000044442007,"about_ca_system_score_gemma":0.000019421275,"threshold_uncertainty_score":0.65396684},"labels":[],"label_agreement":null},{"id":"W2942291313","doi":"10.1002/ese3.290","title":"Feasibility analysis on the pilot test of acid fracturing for carbonate reservoirs in Halfaya Oilfield, Iraq","year":2019,"lang":"en","type":"article","venue":"Energy Science & Engineering","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":7,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Petro-Canada","funders":"","keywords":"Geology; Oil shale; Petroleum engineering; Dissolution; Hydraulic fracturing; Well stimulation; Carbonate; Oil sands; Enhanced oil recovery; Fracture (geology); Geotechnical engineering; Mineralogy; Materials science; Composite material; Petroleum; Chemistry; Metallurgy; Reservoir engineering","score_opus":0.011085417175497624,"score_gpt":0.21834604044594738,"score_spread":0.20726062327044975,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2942291313","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.98670787,0.00018965281,0.009769693,0.00015505221,0.00022904339,0.00013712124,0.000007128335,0.000116384435,0.0026880456],"genre_scores_gemma":[0.99923563,0.000022282471,0.000477913,0.000027306049,0.000045248536,0.000035499153,0.0000033098224,0.000024166613,0.00012864496],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99823076,0.0000144555615,0.00037208688,0.00040404522,0.00045587373,0.00052276073],"domain_scores_gemma":[0.99856836,0.0004437781,0.00005431751,0.00076718867,0.0000629706,0.000103390885],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0010013665,0.00022347792,0.0003837002,0.0007726109,0.00007947518,0.000055890036,0.0007242649,0.0000688543,0.00004239075],"category_scores_gemma":[0.00046639223,0.00016785492,0.00019569175,0.0022608277,0.000078403595,0.00020654763,0.00007505989,0.00025530116,0.0000029807702],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000067824485,0.000026150408,0.0044758855,0.000013316603,0.00006250394,0.0000013304189,0.000107788816,0.9432602,0.050771143,0.0012119361,0.0000061706023,0.00005677],"study_design_scores_gemma":[0.00023070308,0.00007639234,0.017308567,0.00005166589,0.000052354735,5.389442e-7,0.00006589308,0.7769333,0.20386726,0.000052503172,0.0011161,0.0002447084],"about_ca_topic_score_codex":0.00034911284,"about_ca_topic_score_gemma":0.00025335982,"teacher_disagreement_score":0.16632691,"about_ca_system_score_codex":0.00016672604,"about_ca_system_score_gemma":0.000036203517,"threshold_uncertainty_score":0.68449247},"labels":[],"label_agreement":null},{"id":"W2942916400","doi":"10.1016/j.jhydrol.2019.04.089","title":"Modeling of heterogeneous reservoirs with damaged hydraulic fractures","year":2019,"lang":"en","type":"article","venue":"Journal of Hydrology","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":28,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Regina","funders":"National Science Fund for Distinguished Young Scholars; China National Funds for Distinguished Young Scientists; China Scholarship Council; National Natural Science Foundation of China","keywords":"Geology; Fracture (geology); Permeability (electromagnetism); Geotechnical engineering; Mechanics; Hydraulic fracturing; Embedment; Fluid dynamics; Damage mechanics; Flow (mathematics); Petroleum engineering; Finite element method; Structural engineering; Engineering","score_opus":0.006034673543069532,"score_gpt":0.21568823431698111,"score_spread":0.2096535607739116,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2942916400","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9906841,0.0011100641,0.0062163994,0.00022825327,0.00018048655,0.000051390718,0.0000011597991,0.000027240669,0.0015008855],"genre_scores_gemma":[0.99901336,0.00014267715,0.0005621378,0.00008110408,0.00011347721,8.143378e-7,0.0000014261144,0.00003352663,0.00005149835],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9987552,0.000067061716,0.0005215477,0.000112931535,0.00028322559,0.00026003845],"domain_scores_gemma":[0.99924254,0.00007748947,0.00016790343,0.0003004596,0.00010937374,0.00010224778],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00029592184,0.00016237644,0.00054706424,0.00032305595,0.000026896394,0.000011427675,0.00032477189,0.00014291928,0.0001563812],"category_scores_gemma":[0.000029098195,0.00011256637,0.00018717871,0.0001614284,0.000040419534,0.00012264278,0.000027915468,0.0004901698,0.0000146828],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00011067919,0.000025055857,0.0012381524,0.000056827095,0.00039414866,0.000089342844,0.0002131928,0.9943244,0.0033280815,0.000001263948,0.000088245964,0.00013064973],"study_design_scores_gemma":[0.00081538135,0.0005043569,0.000293265,0.00006474235,0.00012372555,0.0004723136,0.000054478616,0.98677725,0.009357625,0.00015380354,0.0012208681,0.00016222135],"about_ca_topic_score_codex":0.000037521037,"about_ca_topic_score_gemma":0.00003618258,"teacher_disagreement_score":0.008329218,"about_ca_system_score_codex":0.0000323283,"about_ca_system_score_gemma":0.000030902702,"threshold_uncertainty_score":0.45903233},"labels":[],"label_agreement":null},{"id":"W2943704554","doi":"10.3390/en12091634","title":"History Matching and Forecast of Shale Gas Production Considering Hydraulic Fracture Closure","year":2019,"lang":"en","type":"article","venue":"Energies","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":9,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"Korea Institute of Energy Technology Evaluation and Planning; Ministry of Trade, Industry and Energy","keywords":"Hydraulic fracturing; Petroleum engineering; Geology; Shale gas; Oil shale; Permeability (electromagnetism); Unconventional oil; Fluid dynamics; Microseism; Reservoir simulation; Natural gas; Petrology; Geotechnical engineering; Mechanics; Engineering; Seismology","score_opus":0.006468537756018175,"score_gpt":0.17833334130070466,"score_spread":0.17186480354468647,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2943704554","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9913617,0.004247801,0.00016908624,0.000160914,0.00039088036,0.00005384379,9.2488625e-7,0.00015030571,0.0034645835],"genre_scores_gemma":[0.99812084,0.000270887,0.0003983503,0.00003415641,0.00011751033,0.000004528829,0.0000050915946,0.00002662691,0.0010220252],"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","domain_scores_codex":[0.99938595,0.000015088786,0.00016341856,0.00016135308,0.00012599745,0.00014817248],"domain_scores_gemma":[0.9996477,0.00003359872,0.00004174569,0.0002194663,0.000020909021,0.000036595004],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000090490495,0.00012746894,0.00021658133,0.00011106374,0.000027668835,0.000010926083,0.00006621058,0.000078603334,0.00010442961],"category_scores_gemma":[0.000017198814,0.000113330396,0.000060890256,0.00006181374,0.00003847901,0.0001484728,0.000025920148,0.0001557881,0.0000091961665],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000040121536,0.0000059552845,0.0017632231,0.00024543298,0.00007664236,0.0000026489931,0.0014934146,0.9845141,0.009260156,0.000020135125,0.0017833137,0.0008309674],"study_design_scores_gemma":[0.0012750127,0.00015311572,0.023407519,0.0008843487,0.00033356246,0.00016714625,0.004044798,0.0979962,0.38112673,0.0025271336,0.48635173,0.0017326875],"about_ca_topic_score_codex":0.00015725997,"about_ca_topic_score_gemma":0.000027827724,"teacher_disagreement_score":0.8865179,"about_ca_system_score_codex":0.000057589816,"about_ca_system_score_gemma":0.000011374673,"threshold_uncertainty_score":0.46214795},"labels":[],"label_agreement":null},{"id":"W2943868032","doi":"10.1029/2018wr024029","title":"Harmonic Pulse Testing for Well Monitoring: Application to a Fractured Geothermal Reservoir","year":2019,"lang":"en","type":"article","venue":"Water Resources Research","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":22,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Nexen (Canada)","funders":"H2020 LEIT Information and Communication Technologies; Internationale Stichting Alzheimer Onderzoek","keywords":"Injection well; Geothermal gradient; Time domain; Frequency domain; SIGNAL (programming language); Petroleum engineering; Wireline; Geology; Environmental science; Computer science; Geophysics; Telecommunications","score_opus":0.03187705288637496,"score_gpt":0.29909595907811065,"score_spread":0.2672189061917357,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2943868032","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9902258,0.00024955545,0.0017876953,0.00060251134,0.00010772303,0.0009627094,0.000006769508,0.000287971,0.00576925],"genre_scores_gemma":[0.9910447,0.000007078719,0.00086607493,0.000022888782,0.0005596164,0.00042602659,0.000020343683,0.000102761864,0.006950507],"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","domain_scores_codex":[0.99736744,0.00009890899,0.00030383238,0.0004813564,0.00068999024,0.0010584873],"domain_scores_gemma":[0.9984276,0.00029698334,0.000018608036,0.0007534588,0.00023100783,0.00027230088],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0011512303,0.00021578436,0.00027248415,0.0004865949,0.00025036,0.00021328361,0.0006986853,0.00016831754,0.00017051413],"category_scores_gemma":[0.000115572286,0.00015882975,0.000114738745,0.0005507119,0.000038993545,0.00011787697,0.00019537438,0.00057080557,0.0020732381],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0001146908,0.000043084496,0.00823106,0.0003932182,0.00011883217,0.000006504262,0.003346033,0.7408975,0.23913227,9.3417805e-7,0.0012456813,0.0064702],"study_design_scores_gemma":[0.00058956386,0.0002024124,0.006460756,0.00010698607,0.00001800909,0.000002655523,0.00026066953,0.17061707,0.3126375,0.00011914672,0.5085762,0.0004089875],"about_ca_topic_score_codex":0.00040793009,"about_ca_topic_score_gemma":0.00001683885,"teacher_disagreement_score":0.57028043,"about_ca_system_score_codex":0.0001635919,"about_ca_system_score_gemma":0.000012398469,"threshold_uncertainty_score":0.9987038},"labels":[],"label_agreement":null},{"id":"W2944373857","doi":"10.1007/s10040-019-01972-7","title":"Drawdown log-derived analysis for interpreting constant-rate pumping tests in inclined substratum aquifers","year":2019,"lang":"en","type":"article","venue":"Hydrogeology Journal","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":8,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Université du Québec à Chicoutimi","funders":"","keywords":"Aquifer; Hydraulic conductivity; Geology; Interpretation (philosophy); Hydrogeology; Flow (mathematics); Dimension (graph theory); Geomorphology; Soil science; Geotechnical engineering; Mechanics; Physics; Mathematics; Groundwater; Computer science","score_opus":0.007259625786711397,"score_gpt":0.2336420165647933,"score_spread":0.2263823907780819,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2944373857","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.97472805,0.00037676853,0.022109117,0.00047450946,0.00046621362,0.00016696028,0.0000056606987,0.000106724816,0.0015660083],"genre_scores_gemma":[0.9988092,0.00011236856,0.000614135,0.00014020012,0.00011227906,0.000013346826,0.000022837432,0.000035537883,0.00014008516],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9979381,0.00015275228,0.00076123053,0.00030483384,0.00014797982,0.0006951156],"domain_scores_gemma":[0.9988633,0.00041050886,0.00017832653,0.0002842198,0.00008615473,0.00017751397],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0010523398,0.00027576936,0.0007244089,0.0009658578,0.0001340553,0.00008352061,0.00033983903,0.00025899193,0.0003152049],"category_scores_gemma":[0.00019428578,0.00025199773,0.0004300332,0.00075521617,0.00009916589,0.00019160187,0.000053107127,0.00078429724,0.00004823439],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000047618392,0.000023493054,0.20159684,0.000039303875,0.0012868028,0.00008390756,0.00041713752,0.7825482,0.013632394,0.000012518199,0.00006610771,0.00024570478],"study_design_scores_gemma":[0.0017881133,0.00010396768,0.022123616,0.00014044854,0.00056102325,0.00018683764,0.00041899865,0.96329826,0.009415829,0.00074401184,0.0006748675,0.0005440446],"about_ca_topic_score_codex":0.000048742248,"about_ca_topic_score_gemma":0.00045904212,"teacher_disagreement_score":0.18075007,"about_ca_system_score_codex":0.00014114109,"about_ca_system_score_gemma":0.00006518181,"threshold_uncertainty_score":0.9999932},"labels":[],"label_agreement":null},{"id":"W2944762262","doi":"10.11575/prism/36506","title":"Improved Design and Analysis of Diagnostic Fracture Injection Tests","year":2019,"lang":"en","type":"dissertation","venue":"Open MIND","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Fracture (geology); Engineering; Geotechnical engineering","score_opus":0.010923020979268656,"score_gpt":0.26558400672353644,"score_spread":0.25466098574426776,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2944762262","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9729879,0.0021321776,0.0167349,0.00001670905,0.0004245718,0.00092498685,0.0000606769,0.000013246831,0.006704861],"genre_scores_gemma":[0.99307853,0.0002558613,0.0015243631,0.000004311488,0.000026113898,0.000021194002,0.0010320627,0.00003482676,0.004022717],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9991024,0.000038785765,0.0002966724,0.00028081777,0.00013549115,0.00014582771],"domain_scores_gemma":[0.9989609,0.00046916978,0.00013631118,0.0003137023,0.00006174677,0.00005816977],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00018834605,0.00022306021,0.00060425914,0.0004574482,0.000037170983,0.00010322731,0.00024368553,0.00033118695,0.00063089177],"category_scores_gemma":[0.00018874728,0.00019716522,0.00014122346,0.0006329076,0.000010442492,0.00011445458,0.000022270728,0.00025930174,0.000024959945],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000025607804,0.000023664268,0.00043261316,0.00012315963,0.0029914414,0.0000034212223,0.00117831,0.9503869,0.0013053485,4.626362e-8,0.00016495636,0.043364573],"study_design_scores_gemma":[0.0005095336,0.00016118606,0.038741507,0.00033970535,0.012455607,0.000002286429,0.0008392258,0.91263735,0.029305562,0.000010876503,0.0041656042,0.00083153485],"about_ca_topic_score_codex":0.00029444852,"about_ca_topic_score_gemma":0.00049139536,"teacher_disagreement_score":0.04253304,"about_ca_system_score_codex":0.000034842167,"about_ca_system_score_gemma":0.00003854887,"threshold_uncertainty_score":0.8040165},"labels":[],"label_agreement":null},{"id":"W2945356416","doi":"","title":"Hydraulic Fracture Stimulated Zone Analysis With a FEM Upscaled Model","year":2018,"lang":"en","type":"article","venue":"ISRM International Symposium - 10th Asian Rock Mechanics Symposium","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Waterloo","funders":"","keywords":"Finite element method; Geotechnical engineering; Fracture (geology); Geology; Structural engineering; Engineering","score_opus":0.005014045809267161,"score_gpt":0.21379614168738117,"score_spread":0.20878209587811403,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2945356416","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.010816751,0.000084666994,0.9541086,0.00580867,0.0008076585,0.00039736566,0.00011858855,0.0010726696,0.02678504],"genre_scores_gemma":[0.99185705,0.000105895626,0.0012576013,0.00085490156,0.0007806156,0.00007440407,0.00039931605,0.00018242873,0.0044878037],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9959078,0.00007439046,0.0008478746,0.0009827454,0.0012731794,0.0009140096],"domain_scores_gemma":[0.99759096,0.00006244485,0.00024476481,0.001026465,0.00055883965,0.00051653036],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.000266236,0.0008081576,0.00085984834,0.0008975417,0.00036632418,0.0003028903,0.0012292551,0.0005026122,0.0006784587],"category_scores_gemma":[0.00002024644,0.0007058482,0.0005803973,0.001608961,0.00003869647,0.00049020967,0.00018782217,0.0007055104,0.0003381265],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00014549967,0.00014723859,0.00014168167,0.000037203503,0.004460547,0.000049212205,0.0009287138,0.98343813,0.008113757,0.00013321142,0.002324286,0.0000805406],"study_design_scores_gemma":[0.0010375199,0.00018054541,0.000054878565,0.00007147147,0.0014231387,0.00004232355,0.00010202279,0.9707597,0.012826154,0.0002304109,0.012410628,0.0008612085],"about_ca_topic_score_codex":0.00016903666,"about_ca_topic_score_gemma":0.00039974612,"teacher_disagreement_score":0.9810403,"about_ca_system_score_codex":0.0004865461,"about_ca_system_score_gemma":0.000080624224,"threshold_uncertainty_score":0.99953926},"labels":[],"label_agreement":null},{"id":"W2945417087","doi":"10.1007/s13202-019-0683-0","title":"Investigation of change in different properties of sandstone and dolomite samples during matrix acidizing using chelating agents","year":2019,"lang":"en","type":"article","venue":"Journal of Petroleum Exploration and Production Technology","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":30,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Ethylenediaminetetraacetic acid; Dolomite; Dissolution; Chelation; Hydrochloric acid; Mineralogy; Permeability (electromagnetism); Chemistry; Geology; Materials science; Inorganic chemistry; Organic chemistry","score_opus":0.060334908643001194,"score_gpt":0.2535612056810476,"score_spread":0.19322629703804642,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2945417087","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.996539,0.0019209922,0.0005746713,0.0007469059,0.00012654178,0.00006975719,4.652618e-7,0.000019803396,0.0000018912733],"genre_scores_gemma":[0.9983307,0.0010651674,0.00050824706,0.0000017699306,0.00007333394,0.0000028983413,6.79342e-7,0.0000090501635,0.000008136775],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9992455,0.000031396445,0.00043639826,0.0000917843,0.000110380875,0.00008450258],"domain_scores_gemma":[0.99953926,0.0000072971775,0.00028238643,0.00008254756,0.00006722075,0.00002127748],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00021261364,0.0000872554,0.00027750668,0.0007391425,0.000028028071,0.000008459395,0.00004181539,0.00008748939,0.000003113377],"category_scores_gemma":[0.000058339712,0.000069441136,0.000027950713,0.00021984839,0.00005284767,0.00038752545,0.000021948763,0.00017293144,1.5920122e-7],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000031706768,0.0000095260775,0.061899357,0.00047364185,0.000042291158,5.9601126e-7,0.0018123493,0.062275354,0.8723356,0.0000068055024,8.1466123e-7,0.0011119604],"study_design_scores_gemma":[0.0005337468,0.00008535756,0.019108545,0.00051540264,0.000039455877,0.000044258704,0.0017620374,0.036872294,0.9407249,0.00020633383,0.00001098909,0.00009666875],"about_ca_topic_score_codex":0.000015054671,"about_ca_topic_score_gemma":0.000009409357,"teacher_disagreement_score":0.06838931,"about_ca_system_score_codex":0.000037135873,"about_ca_system_score_gemma":0.0000070022706,"threshold_uncertainty_score":0.28317273},"labels":[],"label_agreement":null},{"id":"W2946160554","doi":"10.2118/0519-0065-jpt","title":"Machine Learning Optimizes Duvernay Shale-Well Performance","year":2019,"lang":"en","type":"article","venue":"Journal of Petroleum Technology","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Overfitting; Artificial neural network; Variable (mathematics); Machine learning; Artificial intelligence; Reservoir computing; Computer science; Variables; Linear regression; Regression; Statistics; Mathematics; Recurrent neural network","score_opus":0.0028017642567940496,"score_gpt":0.1777876055085984,"score_spread":0.17498584125180436,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2946160554","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9874669,0.002328495,0.0029974307,0.00045833,0.0003883508,0.000023103496,6.794576e-7,0.00020254093,0.006134216],"genre_scores_gemma":[0.99496084,0.0015294346,0.0010886049,0.000015104892,0.00010066434,0.0000010762682,9.635498e-7,0.000030001915,0.0022733004],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9990059,0.00001708165,0.00038482892,0.00010314236,0.00021313301,0.00027591438],"domain_scores_gemma":[0.99946696,0.000031850534,0.00016553397,0.00021222417,0.00006146704,0.000061949904],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00023459808,0.000152651,0.0003921496,0.00066556886,0.00004620344,0.000018792038,0.0003969683,0.00019791385,0.00037062584],"category_scores_gemma":[0.000034281948,0.000120582336,0.0001563088,0.00026363897,0.000032524196,0.00014517568,0.000050099694,0.001038752,0.00021400017],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000017380851,0.0000167751,0.030445725,0.000053069853,0.00016814869,0.000038107602,0.000025874773,0.96342456,0.0027391193,0.000008041461,0.00021338706,0.0028498254],"study_design_scores_gemma":[0.0013066654,0.0005279238,0.001810103,0.00013505686,0.000099411816,0.0006102702,0.00017114218,0.87697506,0.017984563,0.000057982437,0.100006744,0.00031510004],"about_ca_topic_score_codex":0.0000040390487,"about_ca_topic_score_gemma":0.0000019869337,"teacher_disagreement_score":0.09979335,"about_ca_system_score_codex":0.00008475716,"about_ca_system_score_gemma":0.00001616625,"threshold_uncertainty_score":0.4917205},"labels":[],"label_agreement":null},{"id":"W2946449234","doi":"","title":"Production Data Analysis Using Rate Transient Analysis and Mini-Frac Test Report Review at the North Montney Unconventional Shalegas Field, British Columbia","year":2018,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Field (mathematics); Geology; Transient (computer programming); Computer science; Mathematics","score_opus":0.018502001567910886,"score_gpt":0.25075817753039625,"score_spread":0.23225617596248538,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2946449234","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9711999,0.005807148,0.02052967,0.0008943519,0.0001927262,0.00029646856,0.00011832286,0.00014782102,0.0008135577],"genre_scores_gemma":[0.984604,0.0035813954,0.0007849875,0.000219873,0.00025466352,0.000014487047,0.0008984388,0.000021190483,0.00962096],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9980628,0.00007857015,0.00060634455,0.0006559846,0.00033578475,0.0002605055],"domain_scores_gemma":[0.99815255,0.00010629263,0.0001246768,0.0013276433,0.00017149682,0.00011733509],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0009029527,0.00016012198,0.0005228639,0.00018658434,0.00038577084,0.00023501628,0.00030547607,0.000068902635,0.0020166715],"category_scores_gemma":[0.00033464062,0.0001582025,0.0003203295,0.003142724,0.00011028767,0.00023883692,0.00012707965,0.00015474643,0.000009789857],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000006386049,0.000120196964,0.7570664,0.00064882584,0.017433435,0.00020502703,0.0001184591,0.1194547,0.0001329247,1.4212341e-7,0.100103006,0.0047104713],"study_design_scores_gemma":[0.00018463821,0.000036500594,0.5265663,0.00024597356,0.030882625,0.0002607182,0.00004391807,0.41054487,0.00016085278,0.0000052039973,0.030510115,0.00055828557],"about_ca_topic_score_codex":0.0213897,"about_ca_topic_score_gemma":0.55226177,"teacher_disagreement_score":0.53087205,"about_ca_system_score_codex":0.000059399605,"about_ca_system_score_gemma":0.000025412231,"threshold_uncertainty_score":0.99889565},"labels":[],"label_agreement":null},{"id":"W2948522557","doi":"","title":"Pre- and Post-Fracturing Analysis of a Hydraulically Stimulated Reservoir","year":2018,"lang":"en","type":"article","venue":"52nd U.S. Rock Mechanics/Geomechanics Symposium","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Waterloo","funders":"","keywords":"Petroleum engineering; Hydraulic fracturing; Geology","score_opus":0.006625141617710208,"score_gpt":0.22079202360330483,"score_spread":0.2141668819855946,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2948522557","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.5811186,0.0009532043,0.4128636,0.00060419866,0.00084471254,0.00065864465,0.00018619643,0.0010795955,0.0016912316],"genre_scores_gemma":[0.9977973,0.0005093532,0.00048511662,0.00016903032,0.00022206099,0.000034577177,0.00012021191,0.00014626567,0.0005160653],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9961504,0.00011751551,0.0011018562,0.0008942751,0.00076935417,0.000966626],"domain_scores_gemma":[0.9971051,0.00020152998,0.00027109982,0.0013519843,0.0005787016,0.00049155793],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.000674688,0.0006845614,0.0012732134,0.0014962882,0.0003278964,0.00012511048,0.0008126097,0.0005739988,0.00031648504],"category_scores_gemma":[0.00015913972,0.0006560766,0.000538791,0.0025699507,0.000025329946,0.00034400224,0.00045862637,0.0005946996,0.00006794553],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00011798734,0.00010624951,0.000031186493,0.00021387942,0.0035993413,0.000017750397,0.0009296869,0.84281397,0.151093,0.00046103247,0.00014723765,0.0004686626],"study_design_scores_gemma":[0.0005909242,0.00038339183,0.00017160305,0.000092690636,0.0022676096,0.000015546095,0.000111432506,0.93529326,0.05774889,0.000963459,0.0016638315,0.0006973637],"about_ca_topic_score_codex":0.00028756537,"about_ca_topic_score_gemma":0.00035480896,"teacher_disagreement_score":0.4166787,"about_ca_system_score_codex":0.00015954435,"about_ca_system_score_gemma":0.000065610046,"threshold_uncertainty_score":0.999589},"labels":[],"label_agreement":null},{"id":"W2948967859","doi":"","title":"Influence of the Different Fluids on the Hydraulic Fracturing Mechanism of Sandy Mudstone","year":2018,"lang":"en","type":"article","venue":"ISRM International Symposium - 10th Asian Rock Mechanics Symposium","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Waterloo","funders":"","keywords":"Hydraulic fracturing; Geology; Petroleum engineering; Mechanism (biology); Fracturing fluid; Geotechnical engineering; Epistemology","score_opus":0.005296106116478516,"score_gpt":0.2072815007950781,"score_spread":0.20198539467859958,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2948967859","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9251737,0.000080940445,0.043197263,0.00887853,0.0026545199,0.00068297406,0.00010472235,0.00025210792,0.018975217],"genre_scores_gemma":[0.9984174,0.00012123156,0.0000320938,0.00037353995,0.0004231568,0.000047976693,0.000011803426,0.000076041055,0.00049680215],"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99708617,0.000115011404,0.00080844533,0.00042315648,0.001113609,0.00045363352],"domain_scores_gemma":[0.99807864,0.0001697291,0.00031452524,0.0010049191,0.00029661338,0.00013556893],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00031021793,0.0004526324,0.00046336098,0.00020908404,0.0002636622,0.000058113113,0.0017266747,0.00023268447,0.0001711708],"category_scores_gemma":[0.000082682345,0.00028344177,0.00040542154,0.00036764133,0.000059863614,0.00016590537,0.00034844986,0.0005119239,0.000057333946],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000057259953,0.00015529132,0.00010556544,0.000087436776,0.0005901504,0.0000036243048,0.001353088,0.6417786,0.34616485,0.009150358,0.00047822334,0.00007558599],"study_design_scores_gemma":[0.00040785022,0.00017579268,0.00043668645,0.0003117591,0.00012347184,0.000016409513,0.00013399172,0.21948989,0.7744388,0.0021219563,0.0020078805,0.00033553556],"about_ca_topic_score_codex":0.00010017381,"about_ca_topic_score_gemma":0.000056694505,"teacher_disagreement_score":0.42827392,"about_ca_system_score_codex":0.00022080484,"about_ca_system_score_gemma":0.000038010283,"threshold_uncertainty_score":0.9999618},"labels":[],"label_agreement":null},{"id":"W2949681747","doi":"10.3390/en12122419","title":"Enhanced Tight Oil Recovery by Volume Fracturing in Chang 7 Reservoir: Experimental Study and Field Practice","year":2019,"lang":"en","type":"article","venue":"Energies","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":19,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"Fundamental Research Funds for the Central Universities; China University of Geosciences; Natural Science Foundation of Hubei Province; National Natural Science Foundation of China","keywords":"Petroleum engineering; Tight oil; Hydraulic fracturing; Tight gas; Geology; Volume (thermodynamics); Enhanced oil recovery; Imbibition; Permeability (electromagnetism); Water flooding; Well stimulation; Oil field; Oil in place; Fracturing fluid; Geotechnical engineering; Reservoir engineering; Oil shale; Petroleum; Chemistry","score_opus":0.0042368162977179605,"score_gpt":0.22471934339943214,"score_spread":0.22048252710171418,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2949681747","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.98631656,0.00319136,0.000060145176,0.00020125577,0.00025547878,0.00006495904,0.0000014564415,0.0001304116,0.009778393],"genre_scores_gemma":[0.99422926,0.00044599597,0.0001269786,0.0000837906,0.00007717091,0.000035976453,0.000005477114,0.00002887198,0.004966488],"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9990317,0.000057792513,0.0002061826,0.00025586548,0.00019208285,0.00025635006],"domain_scores_gemma":[0.9994276,0.00018771691,0.000035132514,0.00028171187,0.000014016181,0.000053807955],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00017927663,0.00016998427,0.00023894988,0.00013434459,0.00004863177,0.000074303956,0.000140426,0.00009056729,0.00019435804],"category_scores_gemma":[0.00007052294,0.00015860876,0.000043274886,0.00014776755,0.000011471881,0.00044001115,0.000082627375,0.00024039185,0.00004336084],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00012475823,0.00041706543,0.0023388697,0.00013716213,0.00032479657,0.000056272816,0.008564669,0.91584086,0.06084875,0.000003069319,0.0057302867,0.005613417],"study_design_scores_gemma":[0.0018776959,0.00066182076,0.001628863,0.00019033182,0.00006379155,0.000008949434,0.019018855,0.033306863,0.88615334,0.000012256929,0.05611833,0.0009589267],"about_ca_topic_score_codex":0.0007336157,"about_ca_topic_score_gemma":0.00012457425,"teacher_disagreement_score":0.882534,"about_ca_system_score_codex":0.000060739378,"about_ca_system_score_gemma":0.0000066859575,"threshold_uncertainty_score":0.64678776},"labels":[],"label_agreement":null},{"id":"W2950858874","doi":"10.22107/jpg.2019.88407","title":"Redeveloping Mature Fractured Carbonate Reservoirs","year":2019,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Waterloo","funders":"","keywords":"Petroleum engineering; Geology; Carbonate; Permeability (electromagnetism); Oil in place; Completion (oil and gas wells); Enhanced oil recovery; Redevelopment; Mining engineering; Petroleum; Engineering; Civil engineering","score_opus":0.004609876344863158,"score_gpt":0.19619180041360346,"score_spread":0.1915819240687403,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2950858874","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.5225391,0.0011484245,0.002438542,0.0011280118,0.0008918826,0.00019460954,0.000003519861,0.0013356672,0.47032025],"genre_scores_gemma":[0.98792017,0.00006797682,0.001159192,0.00016067027,0.00008934509,0.000005115823,0.00001387422,0.000037488728,0.010546193],"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","domain_scores_codex":[0.9991066,0.0000142261015,0.00017791596,0.00019267394,0.00020882826,0.00029976259],"domain_scores_gemma":[0.9994382,0.000034585217,0.000017074555,0.00039648474,0.000028195218,0.00008545925],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00010733562,0.000162751,0.00021242988,0.00012140098,0.00003855605,0.00004679893,0.0002191826,0.00015753467,0.0010080471],"category_scores_gemma":[0.000015979362,0.00012767008,0.00009627551,0.00025668513,0.000010457888,0.00010597362,0.000038703,0.00030886635,0.0005002603],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00000651908,0.0000067164883,0.001231569,0.00013075792,0.0001813097,0.00001511899,0.00035178437,0.9821046,0.0022986943,0.000058508922,0.013024872,0.00058955996],"study_design_scores_gemma":[0.0007171018,0.000024901983,0.013944158,0.00015672535,0.00005323984,0.000014119221,0.00028573172,0.45668224,0.02473005,0.0006206142,0.50175965,0.0010114798],"about_ca_topic_score_codex":0.00007101612,"about_ca_topic_score_gemma":0.000036654215,"teacher_disagreement_score":0.52542233,"about_ca_system_score_codex":0.000052880536,"about_ca_system_score_gemma":0.000012736117,"threshold_uncertainty_score":0.99990517},"labels":[],"label_agreement":null},{"id":"W2951152957","doi":"10.30632/pjv61n3-2020a1","title":"Lessons Learned From Casedhole Formation Evaluation Along Unconventional Horizontal Wells","year":2020,"lang":"en","type":"article","venue":"Petrophysics – The SPWLA Journal of Formation Evaluation and Reservoir Description","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Chevron (Canada)","funders":"","keywords":"Geology; Petroleum engineering","score_opus":0.08495656631815886,"score_gpt":0.291953284728362,"score_spread":0.20699671841020317,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2951152957","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8633617,0.0011445896,0.12725699,0.006675267,0.0005148198,0.0003809867,0.000030767304,0.000055623655,0.0005792151],"genre_scores_gemma":[0.9978175,0.0006628846,0.00037791624,0.00013228213,0.0006384361,0.000020662643,0.00030824234,0.00002416116,0.000017914937],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9966264,0.00051015214,0.0008651483,0.00016249392,0.001627543,0.00020831387],"domain_scores_gemma":[0.9980629,0.00009542572,0.00052922877,0.00020497423,0.0009451438,0.00016233325],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0022381556,0.00021842455,0.00028972616,0.00019599144,0.00034370236,0.0002562391,0.00023591293,0.000112688605,0.00018451511],"category_scores_gemma":[0.00028459408,0.0001640742,0.00023188602,0.0004079869,0.000050856375,0.0023556636,0.000036874608,0.00046109114,0.00005303758],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00012961881,0.00005878733,0.00007949607,0.0000994916,0.00023460622,0.000002927482,0.0037188833,0.92747706,0.019686827,0.00014429043,0.0029098806,0.04545811],"study_design_scores_gemma":[0.0015651197,0.0001410462,0.0026308997,0.00008447178,0.00049859413,0.000026699085,0.0015929666,0.981939,0.0049425876,0.0043105353,0.0020775371,0.00019049757],"about_ca_topic_score_codex":0.00006293228,"about_ca_topic_score_gemma":0.000043776618,"teacher_disagreement_score":0.13445576,"about_ca_system_score_codex":0.00036966836,"about_ca_system_score_gemma":0.00010540343,"threshold_uncertainty_score":0.66907513},"labels":[],"label_agreement":null},{"id":"W2951522256","doi":"","title":"Rock Physics Modeling on Velocity–Porosity Relations of Grosmont Formation, Alberta, Canada","year":2010,"lang":"en","type":"article","venue":"Journal of the geological society of Korea","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Geology; Porosity; Geotechnical engineering; Geochemistry","score_opus":0.008856343894658456,"score_gpt":0.19104193920520285,"score_spread":0.1821855953105444,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2951522256","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9705427,0.000038100174,0.02735896,0.0014179422,0.00017098078,0.000033823046,0.000003954741,0.000005901728,0.00042760832],"genre_scores_gemma":[0.9984982,0.000036085494,0.0012072551,0.000077614626,0.00008984717,4.4494158e-7,0.0000014307037,0.0000048448937,0.00008427266],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9991004,0.000020881484,0.00039813737,0.0000467812,0.00031264723,0.00012116451],"domain_scores_gemma":[0.99928194,0.00012289961,0.00022796143,0.00015432901,0.00015505667,0.000057833928],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00021652874,0.000085836924,0.00023878818,0.000010150066,0.000102007136,0.000005141233,0.00025881143,0.000107747495,0.0000294017],"category_scores_gemma":[0.00011086935,0.000050017643,0.00037265892,0.00011897832,0.00003521095,0.00007715013,0.000035858735,0.00055047235,7.0970435e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000042115475,0.00002945379,0.0013214141,0.000021659895,0.000092879265,2.2196916e-7,0.0002876544,0.9937146,0.0006994236,0.00002694122,0.0036489093,0.00015264236],"study_design_scores_gemma":[0.00019344555,0.0000294591,0.010312051,0.000036996717,0.000070246795,0.000007555832,0.00012228452,0.9816562,0.005573024,0.0014399423,0.00048109255,0.00007769618],"about_ca_topic_score_codex":0.025826095,"about_ca_topic_score_gemma":0.0194612,"teacher_disagreement_score":0.027955474,"about_ca_system_score_codex":0.0000643211,"about_ca_system_score_gemma":0.00006135133,"threshold_uncertainty_score":0.9984311},"labels":[],"label_agreement":null},{"id":"W2951624161","doi":"10.2118/195595-pa","title":"Evaluating Fracture Volume Loss During Flowback and Its Relationship to Choke Size: Fastback vs. Slowback","year":2019,"lang":"en","type":"article","venue":"SPE Production & Operations","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":21,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"Natural Resources Canada; Canadian Natural Resources Limited","keywords":"Choke; Volume (thermodynamics); Fracture (geology); Geology; Petroleum engineering; Geotechnical engineering; Engineering; Physics; Thermodynamics","score_opus":0.01419259814632745,"score_gpt":0.2693175613514607,"score_spread":0.2551249632051332,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2951624161","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.98574436,0.00026425027,0.0028521412,0.008456214,0.00073274015,0.0006153883,0.000009308791,0.00030191217,0.0010236872],"genre_scores_gemma":[0.9648565,0.00006601218,0.009950637,0.00009774856,0.000650125,0.000054674332,0.00003209906,0.000051832747,0.02424038],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9984581,0.00006741288,0.00036133296,0.0004967413,0.00030524065,0.00031115647],"domain_scores_gemma":[0.9991105,0.00003607638,0.000029472358,0.00047008935,0.00019218122,0.00016168185],"candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00032250147,0.00023340565,0.00023966459,0.00016319692,0.000406323,0.00017610694,0.00013531721,0.00012950833,0.0011869496],"category_scores_gemma":[0.00043730572,0.00022821115,0.000073207724,0.00053532195,0.000018984989,0.0005404089,0.00005266589,0.00041626274,0.0016524738],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000009040895,0.0000175122,0.005390262,0.00009109007,0.000050223978,8.235304e-7,0.0010374908,0.9836585,0.008578938,0.000008751007,0.00095048413,0.00020688758],"study_design_scores_gemma":[0.000906705,0.0001208354,0.13224483,0.00018766984,0.00017232473,0.00006886555,0.0005243373,0.8240112,0.021347515,0.000056460685,0.01931285,0.001046384],"about_ca_topic_score_codex":0.000021926291,"about_ca_topic_score_gemma":0.00007717866,"teacher_disagreement_score":0.15964726,"about_ca_system_score_codex":0.00011660406,"about_ca_system_score_gemma":0.000034397246,"threshold_uncertainty_score":0.9997261},"labels":[],"label_agreement":null},{"id":"W2954745673","doi":"10.2118/191698-pa","title":"Improved Distance-of-Investigation Model for Rate-Transient Analysis in a Heterogeneous Unconventional Reservoir With Nonstatic Properties","year":2019,"lang":"en","type":"article","venue":"SPE Journal","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":29,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"Natural Sciences and Engineering Research Council of Canada; Alberta Innovates","keywords":"Permeability (electromagnetism); Reservoir simulation; Geology; Hydrogeology; Fracture (geology); Fluid dynamics; Tight gas; Hydraulic fracturing; Petroleum engineering; Unconventional oil; Geotechnical engineering; Mechanics","score_opus":0.012585111905608936,"score_gpt":0.21302412960657743,"score_spread":0.2004390177009685,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2954745673","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.720134,0.00017109989,0.2793303,0.00009634593,0.000045317956,0.00014027259,0.000009232954,0.000014824637,0.000058560217],"genre_scores_gemma":[0.9969314,0.00004328242,0.0025979613,0.000011027371,0.000027389344,0.000015243148,0.000014006904,0.00001946219,0.00034025777],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9990355,0.000033746357,0.00038361066,0.00013379034,0.00019647124,0.00021689522],"domain_scores_gemma":[0.9995525,0.000027718504,0.00009256403,0.00013643508,0.000107069296,0.00008372435],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00031347282,0.00012964437,0.0003066026,0.00032560914,0.00004331362,0.00004245657,0.00011316053,0.00004771129,0.000033048258],"category_scores_gemma":[0.000014160031,0.00009123504,0.00020266029,0.00040168717,0.000036128826,0.0001405234,0.0000066444068,0.00017793539,0.0000020500056],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000101778656,0.000020890899,0.002945742,0.00015505597,0.0005798218,0.000003538709,0.00042136843,0.99100244,0.0046796524,0.000004889315,0.0000147839355,0.00007006244],"study_design_scores_gemma":[0.0006605141,0.00006908389,0.00066234026,0.00010652566,0.00024243782,0.000007456536,0.00008996479,0.9943052,0.0034529716,0.00025507188,0.000020864061,0.00012756942],"about_ca_topic_score_codex":0.00003028938,"about_ca_topic_score_gemma":0.00065764075,"teacher_disagreement_score":0.27679732,"about_ca_system_score_codex":0.000104181614,"about_ca_system_score_gemma":0.00007762168,"threshold_uncertainty_score":0.37204567},"labels":[],"label_agreement":null},{"id":"W2955192974","doi":"10.32390/ksmer.2019.56.3.239","title":"Technical Analysis of the Oil and Gas Development in Montney Formation in the Shadow Area, Canada","year":2019,"lang":"en","type":"article","venue":"Journal of the Korean Society of Mineral and Energy Resources Engineers","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Geology; Fossil fuel; Petroleum engineering; Oil price; Offset (computer science); Engineering; Economics","score_opus":0.00379846926435865,"score_gpt":0.1588600847131683,"score_spread":0.15506161544880964,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2955192974","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9978071,0.00070477265,0.000075749675,0.0009915038,0.000032938133,0.0000108629665,0.0000022366735,0.0000023255182,0.00037251483],"genre_scores_gemma":[0.99914306,0.00039049747,0.00017067857,0.00006798476,0.000016750131,0.0000010166357,0.0000013359233,0.000005152357,0.00020350286],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99912107,0.00003406161,0.0003758103,0.00005426033,0.0002944681,0.00012031882],"domain_scores_gemma":[0.9996007,0.00008613298,0.00012294884,0.00013277591,0.00002623753,0.00003117886],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00032212952,0.00009903831,0.00027706253,0.0000862467,0.000028438442,0.000009606237,0.00025461477,0.000057247085,0.0000029184678],"category_scores_gemma":[0.000017059636,0.00004705924,0.0001960622,0.0005076697,0.000040259005,0.000048039274,0.000038120685,0.0002040923,9.760812e-9],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000061840956,0.000010391651,0.0051200115,0.000054306885,0.00025372457,7.4080367e-7,0.003189986,0.9876898,0.0010491068,0.0000037870336,0.0010015272,0.0016204645],"study_design_scores_gemma":[0.000913657,0.000033783144,0.1564148,0.00038776844,0.00047587158,0.000047501228,0.00614636,0.8180222,0.0023375691,0.000023969698,0.014936195,0.00026032035],"about_ca_topic_score_codex":0.0158012,"about_ca_topic_score_gemma":0.07079499,"teacher_disagreement_score":0.16966757,"about_ca_system_score_codex":0.00007587377,"about_ca_system_score_gemma":0.000021565816,"threshold_uncertainty_score":0.99075264},"labels":[],"label_agreement":null},{"id":"W2955724291","doi":"10.1080/17415977.2019.1630403","title":"Inversing fracture parameters using early-time production data for fractured wells","year":2019,"lang":"en","type":"article","venue":"Inverse Problems in Science and Engineering","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":7,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Regina","funders":"State Key Laboratory of Oil and Gas Reservoir Geology and Exploitation; Southwest Petroleum University","keywords":"Fracture (geology); Petroleum engineering; Production (economics); Geology; Geotechnical engineering","score_opus":0.02010838269787596,"score_gpt":0.2290296050247137,"score_spread":0.20892122232683774,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2955724291","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99131274,0.00021611826,0.0071592126,0.00014551857,0.0005230287,0.00039558377,0.000006279474,0.0001556173,0.00008589226],"genre_scores_gemma":[0.99196184,0.00004567419,0.007801145,0.00006733403,0.000054596327,0.000008171071,0.000011218505,0.000024239704,0.00002579321],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99850035,0.0000073105075,0.00023040791,0.0004926997,0.0003032783,0.00046598032],"domain_scores_gemma":[0.99919575,0.000053382908,0.00003600662,0.00054804893,0.000052426578,0.00011439748],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00087598426,0.0001927253,0.0002349841,0.00044549417,0.00009209093,0.00013175506,0.00042469596,0.000104397695,0.0000082836905],"category_scores_gemma":[0.00017805364,0.00018311568,0.000032191947,0.0007534965,0.00008623255,0.0011825548,0.00010649719,0.00025897226,0.000016393917],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000020851114,0.000005504208,0.0007558731,0.00016211395,0.000017891716,8.932792e-7,0.00050387916,0.9543177,0.043700907,5.479571e-7,0.00028006698,0.00025251877],"study_design_scores_gemma":[0.00020289572,0.000013474762,0.00051209226,0.00016130901,0.000020476442,0.0000051004063,0.00007151492,0.9895667,0.0053009833,0.00003641795,0.0038531912,0.00025588082],"about_ca_topic_score_codex":0.00020348941,"about_ca_topic_score_gemma":0.000011231441,"teacher_disagreement_score":0.038399924,"about_ca_system_score_codex":0.0001847638,"about_ca_system_score_gemma":0.000045985522,"threshold_uncertainty_score":0.7467241},"labels":[],"label_agreement":null},{"id":"W2955772465","doi":"10.1016/j.petrol.2019.106234","title":"Impact of un-propped fracture conductivity on produced gas huff-n-puff performance in Montney liquid rich tight reservoirs","year":2019,"lang":"en","type":"article","venue":"Journal of Petroleum Science and Engineering","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"Natural Sciences and Engineering Research Council of Canada; Canada First Research Excellence Fund","keywords":"Tight gas; Hydraulic fracturing; Fracture (geology); Tight oil; Petroleum engineering; Geology; Well stimulation; Hydraulic conductivity; Reservoir simulation; Geotechnical engineering; Petrology; Reservoir engineering; Petroleum; Soil science; Soil water","score_opus":0.0056954107307128155,"score_gpt":0.2187018567350336,"score_spread":0.21300644600432078,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2955772465","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99886894,0.00026276053,0.00013996022,0.00013404198,0.00022556921,0.000057725636,0.0000012617447,0.000023781564,0.00028598178],"genre_scores_gemma":[0.9995076,0.00021351554,0.00013184918,0.000008398756,0.000094938645,0.0000015195118,3.8319058e-7,0.000019088235,0.000022718878],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99832636,0.000016569926,0.00043033343,0.0001977428,0.0006309494,0.00039802733],"domain_scores_gemma":[0.9992034,0.000053206255,0.00013249481,0.00027553612,0.00016289765,0.00017246003],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0011709695,0.00020509964,0.00043904516,0.0008209193,0.000048763533,0.000045700697,0.0003592555,0.000081568636,0.000027972274],"category_scores_gemma":[0.00017567356,0.00014717794,0.00011418572,0.0008118675,0.00005773777,0.0007127577,0.000039355265,0.0006068467,0.0000038536336],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00005556539,0.000031760257,0.009266711,0.00009556249,0.000045312347,0.000009218528,0.00024675,0.8816885,0.10837901,9.599008e-7,0.000020266094,0.00016043498],"study_design_scores_gemma":[0.00090726616,0.0012060547,0.19238886,0.00041807306,0.000033195276,0.000070993585,0.00007496768,0.67609143,0.12818143,0.000004937032,0.0002753548,0.00034744808],"about_ca_topic_score_codex":0.000022972727,"about_ca_topic_score_gemma":0.0000023436148,"teacher_disagreement_score":0.20559704,"about_ca_system_score_codex":0.0002286913,"about_ca_system_score_gemma":0.000112551505,"threshold_uncertainty_score":0.60017425},"labels":[],"label_agreement":null},{"id":"W2955968138","doi":"10.2118/197048-pa","title":"Integrated Interpretation of Microseismic and Petroleum-Engineering Data for Comparison of Gas Production in Two Interfering Adjacent Wellpads in the Horn River Basin, Canada","year":2019,"lang":"en","type":"article","venue":"SPE Production & Operations","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Nexen (Canada); University of Calgary","funders":"","keywords":"Microseism; Geology; Oil shale; Seismology; Structural basin; Mineralogy; Petrology; Geomorphology; Paleontology","score_opus":0.011672896428646572,"score_gpt":0.24879830865727043,"score_spread":0.23712541222862385,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2955968138","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.97741264,0.00029220787,0.020078,0.0011459145,0.0005690764,0.0004280066,0.00002466845,0.000019951503,0.000029535473],"genre_scores_gemma":[0.99613595,0.000048783164,0.0035112689,0.0000075139774,0.000054704313,0.000024421623,0.00014364455,0.000014844648,0.00005887204],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99906033,0.000041578896,0.00040526388,0.00024976843,0.000116208466,0.00012686434],"domain_scores_gemma":[0.9994347,0.000027117094,0.000043348544,0.0004002334,0.00007753218,0.00001707547],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00033902092,0.00011585666,0.0002281853,0.00021144886,0.000035112793,0.000022254768,0.00016990179,0.000026139505,0.000008828709],"category_scores_gemma":[0.000110428206,0.00009752344,0.000022419876,0.00037376498,0.000025977215,0.00025421637,0.00003193539,0.00019523627,7.4574984e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000017992295,0.000034311826,0.0038757203,0.00014142899,0.0000303098,1.1741111e-7,0.0018029433,0.9735919,0.018450772,0.0000046589103,0.00035039324,0.0016994016],"study_design_scores_gemma":[0.00020582878,0.000021976215,0.0022203687,0.00013283647,0.000025726198,0.0000036015608,0.0015598373,0.96498656,0.029051287,0.000002680247,0.0016917961,0.00009750951],"about_ca_topic_score_codex":0.029333469,"about_ca_topic_score_gemma":0.16862318,"teacher_disagreement_score":0.1392897,"about_ca_system_score_codex":0.00012515072,"about_ca_system_score_gemma":0.00005689814,"threshold_uncertainty_score":0.9771303},"labels":[],"label_agreement":null},{"id":"W2956936009","doi":"10.70675/49eecd60zc611z4c50z8818zc1c4a650896e","title":"Propriétés élastiques et anisotropie des roches mères : approche expérimentale multi-échelle et modélisation par milieu effectif","year":2019,"lang":"fr","type":"dissertation","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Humanities; Physics; Geology; Art","score_opus":0.017078790355953603,"score_gpt":0.2806567204781855,"score_spread":0.2635779301222319,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2956936009","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8184426,0.006445806,0.1660747,0.00016554246,0.00086615415,0.0011667723,0.000032202825,0.00061153853,0.006194692],"genre_scores_gemma":[0.94020855,0.0016565297,0.03999818,0.00006754908,0.00014903117,0.00028036672,0.0019575933,0.00021485743,0.01546735],"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9964779,0.00044083508,0.00080051937,0.0009674885,0.0005783374,0.0007349057],"domain_scores_gemma":[0.99820846,0.00040073917,0.00025831995,0.0006758944,0.00021167308,0.00024493595],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0006122049,0.0010115661,0.000998898,0.00036860848,0.00034418885,0.00026855874,0.00044677834,0.0009566257,0.00056059484],"category_scores_gemma":[0.0002048173,0.0008933004,0.00058596523,0.00036796296,0.00013699164,0.00060811854,0.000098125165,0.0009963185,0.0006029251],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00011265542,0.0005993802,0.0028796801,0.004829537,0.0011750109,0.0000111183035,0.025662472,0.819537,0.14070447,0.00014652773,0.00044757104,0.0038946043],"study_design_scores_gemma":[0.0010502936,0.00019355048,0.01192412,0.0008511704,0.0004885332,0.000006733442,0.006618513,0.38159314,0.595308,0.00016721721,0.0007412996,0.0010574656],"about_ca_topic_score_codex":0.00757933,"about_ca_topic_score_gemma":0.0038764079,"teacher_disagreement_score":0.45460352,"about_ca_system_score_codex":0.0003937224,"about_ca_system_score_gemma":0.0001673423,"threshold_uncertainty_score":0.99935174},"labels":[],"label_agreement":null},{"id":"W2957225041","doi":"10.1007/s10596-019-09833-8","title":"Quantitative production analysis and EUR prediction from unconventional reservoirs using a data-driven drainage volume formulation","year":2019,"lang":"en","type":"article","venue":"Computational Geosciences","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":20,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"Energi Simulation; Texas A and M University","keywords":"Hydrogeology; Geology; Mechanics; Volume (thermodynamics); Petroleum engineering; Flow (mathematics); Drainage; Geotechnical engineering; Physics","score_opus":0.03043828311197063,"score_gpt":0.2719409798210402,"score_spread":0.24150269670906957,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2957225041","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7406007,0.00011192171,0.25845975,0.00010461676,0.00027401256,0.000099604906,0.00012965062,0.00007849281,0.00014127219],"genre_scores_gemma":[0.97958946,0.000009701331,0.019171676,0.000009359597,0.00008525268,0.0000032239698,0.00096543424,0.00000788092,0.00015799177],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99863786,0.000053054602,0.00025997823,0.00043725615,0.00045701588,0.0001548429],"domain_scores_gemma":[0.9994118,0.00010815839,0.00008168876,0.00022663588,0.00011223626,0.000059439164],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00032751667,0.00011778536,0.00018302357,0.0003797731,0.00019583882,0.000116237126,0.00021365086,0.000047698155,0.00010304754],"category_scores_gemma":[0.0000698875,0.00010976631,0.00006106177,0.0010351336,0.000077326455,0.0009150683,0.00008172194,0.000096396325,0.000023975763],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000059629233,0.000012413244,0.03559373,0.000016043721,0.0002235702,5.741302e-7,0.00023611705,0.9632474,0.00029267042,0.00007213883,0.000061251616,0.00023809241],"study_design_scores_gemma":[0.00009113975,0.000018937211,0.1931032,0.000015685871,0.00013562888,0.0000013140843,0.00017578558,0.80476046,0.000018769126,0.001459497,0.00012278836,0.000096819174],"about_ca_topic_score_codex":0.0004892036,"about_ca_topic_score_gemma":0.00017675356,"teacher_disagreement_score":0.23928806,"about_ca_system_score_codex":0.00005434245,"about_ca_system_score_gemma":0.00004183465,"threshold_uncertainty_score":0.44761404},"labels":[],"label_agreement":null},{"id":"W2963352075","doi":"10.5802/ogeo.1","title":"Proppant-Induced Opening of Hydraulically Created Fractures","year":2019,"lang":"en","type":"article","venue":"Open Geomechanics","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":7,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"McGill University","funders":"","keywords":"Hydraulic fracturing; Fracture (geology); Consistency (knowledge bases); Stress (linguistics); Geology; Geotechnical engineering; Mechanics; Mathematics; Geometry; Physics","score_opus":0.010929653722578054,"score_gpt":0.24509661523846527,"score_spread":0.2341669615158872,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2963352075","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.93846744,0.00016027613,0.00808993,0.00015159835,0.0003621475,0.00076821604,0.000011392167,0.00021911298,0.051769856],"genre_scores_gemma":[0.9979309,0.000042509808,0.0008222655,0.00007435082,0.000035665733,0.000019259785,0.000023144947,0.00005345643,0.0009984535],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9987401,0.00003353007,0.0003572759,0.0002711082,0.00026584344,0.00033216755],"domain_scores_gemma":[0.99909085,0.00004907999,0.00008200248,0.0005915631,0.00007066151,0.00011587008],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00030144505,0.00020988222,0.00046954735,0.00012210893,0.000053423937,0.00011273864,0.00088818755,0.00017405784,0.0012285943],"category_scores_gemma":[0.000042335792,0.00017503556,0.00011229735,0.00033877793,0.000006526194,0.00024556465,0.00027802805,0.00029006667,0.00028613684],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00007418066,0.00011497174,0.00019287488,0.00030169377,0.0006475177,0.000029937793,0.00057462347,0.72867554,0.24914128,0.00033287183,0.0015699918,0.018344508],"study_design_scores_gemma":[0.0013308595,0.0002483187,0.000480153,0.0002612647,0.00012771894,0.000014987268,0.00027145044,0.57243216,0.40098155,0.000772489,0.022314101,0.0007649371],"about_ca_topic_score_codex":0.00028255905,"about_ca_topic_score_gemma":0.0000427092,"teacher_disagreement_score":0.15624338,"about_ca_system_score_codex":0.00004092519,"about_ca_system_score_gemma":0.000039630337,"threshold_uncertainty_score":0.9996844},"labels":[],"label_agreement":null},{"id":"W2965985587","doi":"10.15530/urtec-2019-592","title":"Numerical Investigation of Water Blockage in Secondary Fractures and Apparent Permeability Modeling in Shale Gas Production","year":2019,"lang":"en","type":"article","venue":"Proceedings of the 7th Unconventional Resources Technology Conference","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Shale gas; Petroleum engineering; Permeability (electromagnetism); Oil shale; Numerical models; Geology; Production (economics); Numerical modeling; Environmental science; Soil science; Chemistry; Geophysics; Paleontology","score_opus":0.00852820226899103,"score_gpt":0.19909083845184336,"score_spread":0.19056263618285232,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2965985587","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.998252,0.00016417864,0.000043784687,0.00075869175,0.000045201887,0.00018443255,0.0000014265744,0.00004372108,0.00050661137],"genre_scores_gemma":[0.99977624,0.000025444533,0.00011407119,0.0000053628123,0.000010315823,0.000019861835,0.0000022395307,0.00000843617,0.000038006587],"study_design_codex":"observational","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99904096,0.000008967147,0.00036075403,0.00023792393,0.00018713121,0.00016427744],"domain_scores_gemma":[0.9996632,0.000016415908,0.00007597619,0.00011233277,0.00010996752,0.000022117187],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00030336546,0.000117807795,0.00024745654,0.0003292962,0.000025211937,0.0000103869725,0.00023940479,0.00015577773,0.00003901347],"category_scores_gemma":[0.000092578244,0.00008206556,0.000049940496,0.00029914823,0.00017141727,0.000112632995,0.0000961114,0.00038559394,0.0000012833954],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000058000714,0.000085375555,0.66209054,0.0014048317,0.00008089062,5.758128e-7,0.0029174397,0.21219875,0.117443375,0.0003939051,0.0000136628905,0.0033126245],"study_design_scores_gemma":[0.0005781468,0.00006422471,0.07389352,0.00068928493,0.000031727057,0.000014736361,0.0014834632,0.5188869,0.36927193,0.034745265,0.00007786685,0.00026289956],"about_ca_topic_score_codex":0.00007282815,"about_ca_topic_score_gemma":0.000023473893,"teacher_disagreement_score":0.58819705,"about_ca_system_score_codex":0.000046053992,"about_ca_system_score_gemma":0.000016932307,"threshold_uncertainty_score":0.33465365},"labels":[],"label_agreement":null},{"id":"W2966110308","doi":"10.1088/1755-1315/295/4/042003","title":"Performance and Damage Evaluations of Fracturing Fluid in Tight Sandstone Oil Reservoirs","year":2019,"lang":"en","type":"article","venue":"IOP Conference Series Earth and Environmental Science","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"University of British Columbia; China Scholarship Council","keywords":"Fracturing fluid; Petroleum engineering; Residual oil; Permeability (electromagnetism); Shear (geology); Rheology; Geology; Formation water; Geotechnical engineering; Materials science; Composite material; Petrology; Chemistry; Membrane","score_opus":0.00739438951083927,"score_gpt":0.2035708675139397,"score_spread":0.19617647800310045,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2966110308","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99494547,0.00019796615,0.0000109790135,0.000046131798,0.000044962053,0.00004643674,0.000006085496,0.000016943226,0.0046849996],"genre_scores_gemma":[0.9975443,0.0017312755,0.00017745545,0.000008375094,0.000007360728,0.000004005848,0.000004632041,0.000005795554,0.00051684026],"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","domain_scores_codex":[0.9991116,0.000012963603,0.00016386136,0.00021477455,0.00026260104,0.00023423391],"domain_scores_gemma":[0.99965876,0.000018932713,0.000025886922,0.00019200015,0.0000060385887,0.0000983796],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00024135296,0.00011090303,0.00015527484,0.00012396897,0.00010081218,0.00004001658,0.00014465432,0.000039261395,0.00023214167],"category_scores_gemma":[0.000011154563,0.00009738647,0.000015120794,0.00017582047,0.00047535828,0.00059252605,0.000091315495,0.00011551863,0.000012549358],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00003149854,0.00003517534,0.14082599,0.00022815258,0.00001778359,0.000004175878,0.0025038605,0.16685052,0.6607245,0.000024270008,0.0000060534735,0.02874801],"study_design_scores_gemma":[0.0002551018,0.00006931947,0.7212668,0.00007662276,0.0000072712246,0.0000062946006,0.00076449016,0.10811924,0.16886961,0.000008451981,0.000387796,0.0001689785],"about_ca_topic_score_codex":0.00007467946,"about_ca_topic_score_gemma":0.00008907544,"teacher_disagreement_score":0.5804408,"about_ca_system_score_codex":0.000020717753,"about_ca_system_score_gemma":0.000019926927,"threshold_uncertainty_score":0.3971305},"labels":[],"label_agreement":null},{"id":"W2966671209","doi":"10.15530/urtec-2019-488","title":"Salt Water Disposal Modeling of Dakota Sand, Williston Basin, to Drive Drilling Decisions","year":2019,"lang":"en","type":"article","venue":"Proceedings of the 7th Unconventional Resources Technology Conference","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"ConocoPhillips (Canada)","funders":"","keywords":"Structural basin; Drilling; Salt water; Salt (chemistry); Petroleum engineering; Geology; Mining engineering; Hydrology (agriculture); Environmental science; Geotechnical engineering; Engineering; Geomorphology; Chemistry","score_opus":0.008800987056731808,"score_gpt":0.2097464921112812,"score_spread":0.20094550505454942,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2966671209","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99000394,0.00010844684,0.005310099,0.0008051859,0.00014440116,0.00020721137,0.000010702773,0.000133509,0.0032764722],"genre_scores_gemma":[0.9984865,0.000040117426,0.0009301982,0.000020168309,0.000027167598,0.000017142811,0.000003744742,0.000025390125,0.0004495745],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9984734,0.0000066378457,0.0004845706,0.00030067447,0.00041392972,0.00032076787],"domain_scores_gemma":[0.9991077,0.000054330078,0.00010873205,0.0002518898,0.000408097,0.00006924291],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00030110733,0.00020173009,0.00039807954,0.00044260785,0.00009536371,0.000027022163,0.0008993593,0.00021398063,0.00012203813],"category_scores_gemma":[0.00018141298,0.000132886,0.0001988663,0.00048035613,0.00015377816,0.00011216472,0.0003348002,0.00034181718,0.000038452978],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00008587532,0.00010933397,0.039107937,0.00041708368,0.00050962693,0.0000012882656,0.0014772448,0.711232,0.23968658,0.0046599684,0.00029085646,0.0024222054],"study_design_scores_gemma":[0.00073127536,0.00014954674,0.001659518,0.0015018352,0.00018389808,0.000020048312,0.0011690713,0.55522245,0.41343203,0.01989685,0.005478104,0.0005553465],"about_ca_topic_score_codex":0.000036467693,"about_ca_topic_score_gemma":0.000007996148,"teacher_disagreement_score":0.17374545,"about_ca_system_score_codex":0.00005023747,"about_ca_system_score_gemma":0.000021009577,"threshold_uncertainty_score":0.54189336},"labels":[],"label_agreement":null},{"id":"W2967014185","doi":"10.1016/j.cma.2019.112574","title":"Robust simulation of dynamic fluid-driven fracture in naturally fractured impermeable media","year":2019,"lang":"en","type":"article","venue":"Computer Methods in Applied Mechanics and Engineering","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":32,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Waterloo","funders":"","keywords":"Finite element method; Hydraulic fracturing; Fracture mechanics; Fracture (geology); Mechanics; Spurious relationship; Computer science; Geology; Structural engineering; Geotechnical engineering; Engineering; Physics","score_opus":0.008485538628606204,"score_gpt":0.24336918605315658,"score_spread":0.23488364742455037,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2967014185","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"methods","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.087264955,0.000585398,0.9114971,0.0000062933746,0.00034499532,0.00017062131,0.0000017276866,0.00008276928,0.00004614574],"genre_scores_gemma":[0.65457404,0.00007392494,0.34526455,0.000013000757,0.000030127187,0.000004930707,0.0000074880086,0.000030653493,0.0000013058217],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99890816,0.000025838077,0.0003785869,0.000264433,0.00013695953,0.0002860065],"domain_scores_gemma":[0.99933726,0.00027582757,0.00004328927,0.0002601486,0.000017147338,0.00006635187],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00039235584,0.00023524436,0.00047773647,0.0003956464,0.000011946694,0.000020884634,0.00017714876,0.00025320848,0.00001476353],"category_scores_gemma":[0.000017760689,0.00022760875,0.00006197489,0.00036616265,0.0000041580456,0.00006590906,0.00007136976,0.00044633704,0.0000012582819],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000054806756,0.0000091904685,0.0000140068305,0.00019437766,0.000033846187,0.000002541395,0.00040438835,0.96350473,0.028995853,0.00010893859,0.0000015256284,0.0067251297],"study_design_scores_gemma":[0.000415459,0.000009157788,0.00057341834,0.000093366885,0.000014003366,0.0000014601354,0.000022459897,0.9960737,0.0020138978,0.00035231857,0.00019264787,0.00023811556],"about_ca_topic_score_codex":0.000011354076,"about_ca_topic_score_gemma":0.000008307983,"teacher_disagreement_score":0.5673091,"about_ca_system_score_codex":0.000090846974,"about_ca_system_score_gemma":0.000009483967,"threshold_uncertainty_score":0.9281615},"labels":[],"label_agreement":null},{"id":"W2967205734","doi":"10.15530/urtec-2019-970","title":"Post-Fracture Pressure Decay: A Novel (and Free) Stage-Level Assessment Method","year":2019,"lang":"en","type":"article","venue":"Proceedings of the 7th Unconventional Resources Technology Conference","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":17,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Stage (stratigraphy); Fracture (geology); Materials science; Geology; Composite material","score_opus":0.009985545327580274,"score_gpt":0.2417912968779181,"score_spread":0.2318057515503378,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2967205734","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.97735983,0.0005452053,0.0102687,0.004030284,0.00013182459,0.00036817358,0.00011952439,0.00030487575,0.006871552],"genre_scores_gemma":[0.9879169,0.000039146365,0.008033962,0.00006056878,0.000025882828,0.000028144552,0.0000039191923,0.00002569666,0.0038657682],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9986301,0.000007546799,0.00032416347,0.00034050096,0.00041427353,0.00028340943],"domain_scores_gemma":[0.9990229,0.00007951917,0.0001495513,0.00030648225,0.00037888024,0.00006268511],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00033520552,0.00023888494,0.00036052032,0.00028391468,0.000099819146,0.000058349124,0.0010249089,0.00032576447,0.00017329509],"category_scores_gemma":[0.00012864846,0.00017220202,0.00014228557,0.0003628271,0.00019071254,0.00014367815,0.0004452465,0.0006342857,0.0000057695324],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0001672927,0.0005108726,0.13858593,0.0048619085,0.004666064,0.000004800105,0.0023302936,0.10780844,0.6458511,0.07977605,0.0024781742,0.012959114],"study_design_scores_gemma":[0.0040447647,0.00048153344,0.12109749,0.0016657773,0.0011141786,0.00019662538,0.0053530307,0.3236298,0.27340347,0.022288155,0.24480939,0.0019157834],"about_ca_topic_score_codex":0.000042543004,"about_ca_topic_score_gemma":0.000012661446,"teacher_disagreement_score":0.37244758,"about_ca_system_score_codex":0.00003602562,"about_ca_system_score_gemma":0.000043141248,"threshold_uncertainty_score":0.7022195},"labels":[],"label_agreement":null},{"id":"W2967481911","doi":"","title":"Reservoir Characterization and Modeling of Potash Mine Injection Wells in Saskatchewan","year":2019,"lang":"en","type":"dissertation","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Potash; Geology; Mining engineering; Characterization (materials science); Geochemistry; Petroleum engineering; Potassium; Materials science; Metallurgy","score_opus":0.007438396845231737,"score_gpt":0.22011998886008316,"score_spread":0.21268159201485143,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2967481911","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9914868,0.00022375792,0.0042085405,0.00001602195,0.0002841586,0.00015537019,0.000010331149,0.00007340371,0.0035416281],"genre_scores_gemma":[0.9867912,0.00034576227,0.00009773632,0.0000066897155,0.000048953967,0.000008986251,0.0014898158,0.000047227102,0.011163624],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9990138,0.000022057478,0.00041777518,0.0002152402,0.00017240984,0.00015873517],"domain_scores_gemma":[0.99960715,0.0000190236,0.00007211344,0.00020776008,0.000055916196,0.000038068436],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00013491293,0.00020397524,0.0003892642,0.0004641917,0.000017626024,0.000022513295,0.00009025531,0.00032236232,0.000057117664],"category_scores_gemma":[0.000014029752,0.00019646203,0.00006818286,0.00026089605,0.000005602116,0.00012930339,0.000011094589,0.00026195057,0.000008204961],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000022623537,0.00001594472,0.0005008137,0.0009229168,0.000065783155,0.0000010874514,0.0016787531,0.98398226,0.01094672,0.0000011517594,0.000023906767,0.0018380103],"study_design_scores_gemma":[0.00020909558,0.000022386075,0.003190223,0.0003153446,0.000043010787,0.0000010252946,0.0022879366,0.9887896,0.004788711,0.000014065889,0.00010585178,0.00023274515],"about_ca_topic_score_codex":0.0017871413,"about_ca_topic_score_gemma":0.0036960556,"teacher_disagreement_score":0.007621996,"about_ca_system_score_codex":0.000048556172,"about_ca_system_score_gemma":0.000028723094,"threshold_uncertainty_score":0.8011489},"labels":[],"label_agreement":null},{"id":"W2969064490","doi":"10.1190/segam2019-3215197.1","title":"Automated mapping of hydraulic fractures using bedding-plane slip events","year":2019,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Bed; Bedding; Geology; Slip (aerodynamics); Geotechnical engineering; Engineering; Physics; Anisotropy; Optics","score_opus":0.009049364996426286,"score_gpt":0.23920256228102274,"score_spread":0.23015319728459646,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2969064490","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9843056,0.00018606191,0.004923187,0.000029547811,0.00025029588,0.000101728794,0.000003903165,0.00083420426,0.00936548],"genre_scores_gemma":[0.9978072,0.00001884722,0.0015318167,0.00004240799,0.000054457327,0.0000015669593,0.000016649716,0.00003424926,0.0004928177],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9989682,0.000021838207,0.0003150701,0.00017200001,0.00023820215,0.00028468782],"domain_scores_gemma":[0.9994714,0.000052300515,0.00005730782,0.00031364342,0.000028897195,0.000076428754],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00012515849,0.00017774545,0.000331745,0.0002447885,0.00003515857,0.000015218008,0.0001900883,0.0001265087,0.0008181578],"category_scores_gemma":[0.000015862355,0.00014831193,0.00012396675,0.00029563755,0.000012658527,0.000110245375,0.000036096484,0.00016036145,0.00015018029],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000027219262,0.000016054739,0.0049362932,0.00016950264,0.00021443081,0.000003679438,0.00018056067,0.96746546,0.026123121,0.000003004172,0.0005678769,0.00031730894],"study_design_scores_gemma":[0.0002561599,0.000012469924,0.01497974,0.000109949906,0.000036367106,0.000008067944,0.000087617744,0.95276403,0.029509148,0.000024996292,0.0019883376,0.00022309298],"about_ca_topic_score_codex":0.00030903876,"about_ca_topic_score_gemma":0.000009539205,"teacher_disagreement_score":0.014701391,"about_ca_system_score_codex":0.00004655075,"about_ca_system_score_gemma":0.000012193436,"threshold_uncertainty_score":0.89582545},"labels":[],"label_agreement":null},{"id":"W2969096120","doi":"10.1190/segam2019-3213956.1","title":"Estimating permeability from hydraulic fracturing induced microseismicity","year":2019,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Microseism; Hydraulic fracturing; Geology; Permeability (electromagnetism); Geomechanics; Front (military); Pore water pressure; Petroleum engineering; Petrology; Geotechnical engineering; Seismology; Chemistry","score_opus":0.007751195491339663,"score_gpt":0.21429055066382918,"score_spread":0.20653935517248953,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2969096120","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9684798,0.00007077679,0.013355212,0.000112038346,0.00046985794,0.00012623238,0.000005429112,0.0006760304,0.016704584],"genre_scores_gemma":[0.992256,0.0000032996493,0.0070877485,0.00018477162,0.00019050052,0.0000063692396,0.00001974875,0.00004013446,0.0002114253],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99875236,0.000030236111,0.00030942925,0.00034181454,0.00020900702,0.00035712868],"domain_scores_gemma":[0.99911296,0.00013014411,0.000034827517,0.0005721266,0.000025541809,0.00012436692],"candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00016085338,0.00023125035,0.0003269072,0.00008364399,0.00007416542,0.00007807334,0.00026343297,0.00015546725,0.0012841675],"category_scores_gemma":[0.000044110373,0.00020012025,0.00015606602,0.00016022076,0.00001754094,0.00019941121,0.000067468565,0.00039879343,0.0008440143],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000004331278,0.000029897888,0.011211863,0.00008281014,0.00014874405,0.000004695267,0.0004883659,0.92848694,0.05451869,0.0000023295372,0.00028662934,0.0047347234],"study_design_scores_gemma":[0.00027846787,0.000011905788,0.028016722,0.00003898082,0.000028688788,0.0000019068027,0.00007665635,0.8972082,0.072348274,0.00035049324,0.0012797469,0.00035995245],"about_ca_topic_score_codex":0.0017552756,"about_ca_topic_score_gemma":0.00004700321,"teacher_disagreement_score":0.031278715,"about_ca_system_score_codex":0.00010583535,"about_ca_system_score_gemma":0.000013565973,"threshold_uncertainty_score":0.99993396},"labels":[],"label_agreement":null},{"id":"W2969373786","doi":"10.1002/nag.2982","title":"Inference of in situ stress from thermoporoelastic borehole breakouts based on artificial neural network","year":2019,"lang":"en","type":"article","venue":"International Journal for Numerical and Analytical Methods in Geomechanics","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":19,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Waterloo","funders":"","keywords":"Borehole; Breakout; Geology; Drilling; Stress (linguistics); Geotechnical engineering; Finite element method; Seismology; Structural engineering; Engineering","score_opus":0.020104997465837902,"score_gpt":0.3326673796894622,"score_spread":0.3125623822236243,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2969373786","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.21706702,0.000089991736,0.78128636,0.00032612422,0.0009038486,0.000078050165,0.000027824542,0.00001602156,0.00020479583],"genre_scores_gemma":[0.98219776,0.00003130538,0.017438706,0.00008447784,0.00020288641,0.00000379673,0.0000113535,0.000015377807,0.000014354675],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9986973,0.000105360625,0.00049274036,0.00018023967,0.00028589694,0.00023847412],"domain_scores_gemma":[0.99845755,0.0011892602,0.00007795587,0.00010380058,0.00006957055,0.00010185544],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004664457,0.0001438466,0.00035918542,0.0002122569,0.000019352177,0.000047589543,0.00024970894,0.00010230465,0.00009869289],"category_scores_gemma":[0.00032476216,0.00011508764,0.00014033509,0.00022309023,0.000018390478,0.00006565166,0.00003819333,0.00043205408,0.0000027240494],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000117148644,0.00008204168,0.0016134947,0.000011881865,0.00007167046,0.00001686232,0.000030983818,0.9598477,0.00068850984,0.00046150092,0.000008677595,0.037049513],"study_design_scores_gemma":[0.00040973464,0.000094613606,0.002082384,0.0001317872,0.000021893871,0.0000025194404,0.000032198728,0.9809883,0.0008257104,0.01513218,0.00015443568,0.00012419335],"about_ca_topic_score_codex":0.00004173334,"about_ca_topic_score_gemma":0.000018926052,"teacher_disagreement_score":0.76513076,"about_ca_system_score_codex":0.00006474946,"about_ca_system_score_gemma":0.000018643872,"threshold_uncertainty_score":0.4693138},"labels":[],"label_agreement":null},{"id":"W2969432821","doi":"10.1016/j.engfracmech.2019.106616","title":"Propagation of a fluid-driven fracture with fracture length dependent apparent toughness","year":2019,"lang":"en","type":"article","venue":"Engineering Fracture Mechanics","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":32,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Dalhousie University","funders":"Ministry of Education and Science of the Russian Federation","keywords":"Fracture toughness; Materials science; Toughness; Mechanics; Plane stress; Fracture (geology); Fracture mechanics; Composite material; Physics; Thermodynamics; Finite element method","score_opus":0.0030533144984901135,"score_gpt":0.17535146137031193,"score_spread":0.17229814687182182,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2969432821","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.100327305,0.0010149449,0.89605385,0.0003119769,0.0006030564,0.000640048,0.000017771901,0.0007259016,0.0003051592],"genre_scores_gemma":[0.99670684,0.00010396422,0.0023188526,0.00016999405,0.00025100197,0.000044671746,0.000099502795,0.00016394326,0.00014124227],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9976961,0.0000300986,0.0004957426,0.0004742677,0.00073734834,0.00056645385],"domain_scores_gemma":[0.99859285,0.00010116099,0.00014939146,0.00081819115,0.00013845015,0.00019995798],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00019243982,0.0005927665,0.0007024332,0.00030459443,0.00005795222,0.000061849976,0.00045759196,0.00047080714,0.00029152428],"category_scores_gemma":[0.000042495565,0.000460857,0.00020323004,0.00045035078,0.000011839443,0.00028246557,0.000051766798,0.0009595666,0.00005506716],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000027363893,0.00005143756,0.000090330665,0.00052282,0.00035611665,0.000019525265,0.0005415516,0.9906563,0.006837315,0.000054598313,0.00044393656,0.00039869873],"study_design_scores_gemma":[0.00074784417,0.00014933002,0.00049301446,0.00032533144,0.00018374887,0.000029968995,0.00013182561,0.84804904,0.10570634,0.000034874578,0.043408785,0.00073987205],"about_ca_topic_score_codex":0.00004164223,"about_ca_topic_score_gemma":0.000021115453,"teacher_disagreement_score":0.89637953,"about_ca_system_score_codex":0.00018298162,"about_ca_system_score_gemma":0.00005120334,"threshold_uncertainty_score":0.9997843},"labels":[],"label_agreement":null},{"id":"W2969627001","doi":"10.1016/j.mex.2019.08.013","title":"A working method for estimating dynamic shear velocity in the montney formation","year":2019,"lang":"en","type":"article","venue":"MethodsX","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"Natural Sciences and Engineering Research Council of Canada; University of Calgary","keywords":"Lithology; Geology; Bivariate analysis; Shear (geology); Well logging; Sonic logging; Dipole; Mineralogy; Soil science; Statistics; Petroleum engineering; Mathematics; Petrology; Chemistry","score_opus":0.019450442491378568,"score_gpt":0.3124168778785689,"score_spread":0.29296643538719036,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2969627001","genre_codex":"methods","genre_gemma":"methods","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"methods","genre_consensus":"methods","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.03243358,0.00013446444,0.96520853,0.0001892966,0.00024815777,0.0002710159,0.0000010802695,0.00009196471,0.0014219211],"genre_scores_gemma":[0.28328133,0.0000045772126,0.71648055,0.000052388277,0.000038231476,0.000048225273,0.0000061562646,0.000015251844,0.00007329855],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99906015,0.00022140972,0.00022950505,0.00012779734,0.00013104994,0.00023005702],"domain_scores_gemma":[0.99894565,0.0007374126,0.000036702033,0.00024227344,0.00001462754,0.000023329556],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0024119518,0.0001101194,0.0002026975,0.000110589004,0.00006197872,0.000046691453,0.00019325716,0.000073574476,0.000009970429],"category_scores_gemma":[0.00017743564,0.000079029,0.00010376442,0.0002744935,0.000007496744,0.000108950844,0.000017369985,0.00021287668,0.000011090803],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000035233304,0.0000050019066,0.000045913537,0.000093132134,0.000019091613,6.616204e-7,0.0018903504,0.837677,0.00042159026,0.000016016274,0.000041099902,0.15978661],"study_design_scores_gemma":[0.00018598989,0.000009341761,0.00052724464,0.000047966667,0.000021745338,0.0000035059174,0.0003546584,0.99507844,0.00050567515,0.0011390764,0.0020216524,0.00010467535],"about_ca_topic_score_codex":0.00006467415,"about_ca_topic_score_gemma":0.00004435776,"teacher_disagreement_score":0.25084776,"about_ca_system_score_codex":0.00007455747,"about_ca_system_score_gemma":0.0000059083845,"threshold_uncertainty_score":0.32227093},"labels":[],"label_agreement":null},{"id":"W2969903430","doi":"10.4172/2325-9647.1000174","title":"A Laboratory Scale Drawdown Testing for the Determination of a Model Sand Pack Aquifer Hydraulic Parameters","year":2019,"lang":"en","type":"article","venue":"Journal of Hydrogeology and Hydrologic Engineering","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Aquifer; Drawdown (hydrology); Aquifer test; Hydraulic conductivity; Petroleum engineering; Geology; Groundwater; Aquifer properties; Groundwater flow; Geotechnical engineering; Subsurface flow; Hydrology (agriculture); Environmental science; Soil science; Groundwater recharge; Soil water","score_opus":0.009028847050920948,"score_gpt":0.20853777398435705,"score_spread":0.1995089269334361,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2969903430","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.936227,0.0018823026,0.06127947,0.00013422873,0.00018755377,0.00013838621,0.0000033435097,0.000038712198,0.00010895327],"genre_scores_gemma":[0.99173117,0.00013044031,0.007971931,0.000059467056,0.00005841026,0.0000099036115,9.796626e-7,0.00002133129,0.000016398346],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9989886,0.000023943483,0.00046631784,0.00012521338,0.00013039404,0.00026548037],"domain_scores_gemma":[0.99881953,0.0006633459,0.0001755786,0.00017247225,0.000097703305,0.000071396054],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005792059,0.00017803471,0.0004330162,0.00020508716,0.000056016182,0.000015296842,0.00019886014,0.00017145531,0.0000069349976],"category_scores_gemma":[0.00018384821,0.00012220876,0.00014241031,0.00018891854,0.00007313203,0.00014071357,0.00003066833,0.00033140517,0.0000014761943],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000021137112,0.000012887793,0.0022367556,0.00013353926,0.0001318297,0.000005076874,0.0003141233,0.98112255,0.015312637,0.00000751747,0.000024246558,0.0006777134],"study_design_scores_gemma":[0.00047952146,0.00020749801,0.0004826522,0.00005138907,0.00014858543,0.00008376198,0.000038547038,0.98843247,0.009566568,0.00023910297,0.00013908335,0.00013079763],"about_ca_topic_score_codex":0.0000032012717,"about_ca_topic_score_gemma":0.0000014502509,"teacher_disagreement_score":0.055504087,"about_ca_system_score_codex":0.000024116925,"about_ca_system_score_gemma":0.000023218852,"threshold_uncertainty_score":0.49835286},"labels":[],"label_agreement":null},{"id":"W2970312012","doi":"10.15530/urtec-2019-109","title":"Rigorous Modeling of Salt Transport During Frac, Shut-in, and Flowback to Constrain Hydraulic Fracture/Reservoir Property Estimates","year":2019,"lang":"en","type":"article","venue":"Proceedings of the 7th Unconventional Resources Technology Conference","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":9,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Hydraulic fracturing; Petroleum engineering; Geology; Property (philosophy); Fracture (geology); Salt (chemistry); Shut down; Geotechnical engineering; Engineering; Chemistry; Process engineering","score_opus":0.006328402066671957,"score_gpt":0.19716599096966816,"score_spread":0.1908375889029962,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2970312012","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9954983,0.00035100733,0.0005063928,0.0012087878,0.000046884838,0.00036682314,0.000009067616,0.00014668574,0.0018660809],"genre_scores_gemma":[0.99880165,0.00006075275,0.0008210691,0.000027259848,0.000014478492,0.000031852927,0.000002057642,0.000027539574,0.00021333841],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99837744,0.000005484332,0.0005537118,0.00036955936,0.00034539556,0.00034838516],"domain_scores_gemma":[0.99932116,0.00003886955,0.00013611378,0.00020965814,0.00021940563,0.00007476199],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002535437,0.00025562348,0.0005105286,0.0004607116,0.00006987429,0.000020480387,0.00067719206,0.00026835428,0.00006774773],"category_scores_gemma":[0.00012256815,0.00017312514,0.000121671874,0.000577476,0.00024048418,0.00014403084,0.00014855257,0.0004779103,0.0000060640537],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00011459997,0.00011170289,0.1966329,0.0018874859,0.00029794316,0.0000046142954,0.0014986788,0.74027455,0.0579025,0.0004892203,0.000035005512,0.00075080286],"study_design_scores_gemma":[0.0016736831,0.00018253613,0.03309967,0.0025594037,0.00013359314,0.000073508585,0.0019738304,0.8005988,0.14701054,0.010765425,0.0011385421,0.000790484],"about_ca_topic_score_codex":0.00015886297,"about_ca_topic_score_gemma":0.000046696732,"teacher_disagreement_score":0.16353323,"about_ca_system_score_codex":0.000048453898,"about_ca_system_score_gemma":0.000035934005,"threshold_uncertainty_score":0.7059838},"labels":[],"label_agreement":null},{"id":"W2970762295","doi":"10.1029/2019gl083406","title":"Quantifying Fracture Networks Inferred From Microseismic Point Clouds by a Gaussian Mixture Model With Physical Constraints","year":2019,"lang":"en","type":"article","venue":"Geophysical Research Letters","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":29,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Calgary","funders":"Canada First Research Excellence Fund","keywords":"Microseism; Hydraulic fracturing; Geology; Induced seismicity; Cluster analysis; Point process; Fracture (geology); Seismology; Slip (aerodynamics); Computer science; Geotechnical engineering; Artificial intelligence; Statistics","score_opus":0.014853387849000702,"score_gpt":0.26898691560459287,"score_spread":0.25413352775559217,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2970762295","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9185545,0.00014374213,0.076252595,0.0039019396,0.00008745257,0.00032835657,0.000060647257,0.00024001111,0.0004307754],"genre_scores_gemma":[0.99754405,0.000026139433,0.00033503518,0.0011304776,0.0004729927,0.00003546066,0.00019333173,0.000100148856,0.0001623804],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99671733,0.00016090977,0.00025383482,0.0006599987,0.0009814431,0.0012264783],"domain_scores_gemma":[0.9983109,0.00043401326,0.000042123833,0.0007396251,0.00007896531,0.00039432454],"candidate_categories":["metaepi_narrow","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.00022252883,0.00041637543,0.0005842665,0.0001451906,0.00018051482,0.0002302605,0.0005579738,0.00021889694,0.00009317216],"category_scores_gemma":[0.000033535118,0.00031604475,0.00024428996,0.0005404945,0.00040307242,0.00023920009,0.0001208248,0.0023535015,0.00033944243],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00007338148,0.00009621216,0.00017861204,0.000052446703,0.00030389166,0.000043875367,0.0005406201,0.8715181,0.101256154,0.000010271162,0.025200464,0.00072599784],"study_design_scores_gemma":[0.00076471426,0.00006751139,0.0009003228,0.0001438858,0.000040264462,0.000002482794,0.00011548125,0.9895159,0.005630062,0.00015965741,0.0021838371,0.0004758888],"about_ca_topic_score_codex":0.00061001873,"about_ca_topic_score_gemma":0.000020828666,"teacher_disagreement_score":0.11799782,"about_ca_system_score_codex":0.00015724367,"about_ca_system_score_gemma":0.00005585397,"threshold_uncertainty_score":0.9999481},"labels":[],"label_agreement":null},{"id":"W2971415612","doi":"10.1177/1687814019873250","title":"A computational fluid dynamics investigation of the flow behavior near a wellbore using three-dimensional Navier–Stokes equations","year":2019,"lang":"en","type":"article","venue":"Advances in Mechanical Engineering","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":9,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Fluid dynamics; Computational fluid dynamics; Mechanics; Streamlines, streaklines, and pathlines; Flow (mathematics); Inflow; Nonlinear system; Fluid mechanics; Geology; Physics","score_opus":0.006635871594477954,"score_gpt":0.22121992976764168,"score_spread":0.21458405817316373,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2971415612","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.66264164,0.0004519372,0.33621326,0.000033143264,0.00039370786,0.00016618139,0.000012904716,0.00007142007,0.000015792739],"genre_scores_gemma":[0.9689189,0.000011058631,0.030958127,0.000012074456,0.000026906331,0.0000164529,0.000024001369,0.000027836322,0.0000046334335],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99897426,0.00001830711,0.000344092,0.00016444353,0.0003006663,0.0001982233],"domain_scores_gemma":[0.99948865,0.00016092112,0.000044945544,0.00021137037,0.00004187727,0.000052233692],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00015292595,0.00015211076,0.00022023724,0.00009113587,0.00004826989,0.000015505551,0.00019061101,0.000090844915,0.000027633774],"category_scores_gemma":[0.000062601655,0.00012886053,0.00010469646,0.00044485196,0.000037845857,0.00022499124,0.000055144636,0.0002725804,0.0000058900428],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000001911501,0.000009733436,0.0008368929,0.00007299463,0.000017013099,0.0000012599428,0.000034633624,0.99509615,0.0025695122,0.0005460575,7.1574175e-7,0.00081311923],"study_design_scores_gemma":[0.0001945459,0.00001043618,0.0008985655,0.00016907945,0.000028636026,0.0000040064206,0.000010428706,0.996642,0.001369085,0.0004943241,0.000034857774,0.0001440388],"about_ca_topic_score_codex":0.000023199618,"about_ca_topic_score_gemma":0.000068789304,"teacher_disagreement_score":0.30627725,"about_ca_system_score_codex":0.00014556263,"about_ca_system_score_gemma":0.000030459703,"threshold_uncertainty_score":0.525478},"labels":[],"label_agreement":null},{"id":"W2971430265","doi":"10.2118/0919-0038-jpt","title":"To “Right Size” Fractures, Producers Adopt Robust Monitoring and Custom Completions","year":2019,"lang":"en","type":"article","venue":"Journal of Petroleum Technology","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Wellhead; Hydraulic fracturing; Tight gas; Petroleum engineering; Quality (philosophy); Maturity (psychological); Petroleum industry; Computer science; Engineering; Political science","score_opus":0.005085421511691967,"score_gpt":0.21671848358958204,"score_spread":0.21163306207789007,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2971430265","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99057174,0.0012414985,0.003068373,0.003538031,0.00058769557,0.000058734375,0.0000021323851,0.00015293098,0.0007788686],"genre_scores_gemma":[0.99516505,0.00018904809,0.004053014,0.000024730643,0.00024571846,0.0000030383974,3.683469e-7,0.000026661115,0.00029239725],"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","domain_scores_codex":[0.99900943,0.000014508473,0.00034721103,0.00014824497,0.00020489207,0.0002757145],"domain_scores_gemma":[0.99934953,0.00006089697,0.00010236653,0.00027873646,0.00008882105,0.000119649245],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00017624244,0.00015756572,0.00037983563,0.00066997844,0.0000614376,0.0000323138,0.0002921161,0.00018613793,0.00009120923],"category_scores_gemma":[0.0000986651,0.00012673961,0.00009116024,0.00034635013,0.000040596573,0.00010506282,0.000056668505,0.0006779402,0.00004236872],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000017643775,0.000034689663,0.017462011,0.00006289709,0.00027365767,0.000063733234,0.00010051279,0.9569888,0.020506216,0.00002813766,0.0020006574,0.0024610127],"study_design_scores_gemma":[0.0036444978,0.0013570357,0.11942523,0.0009970822,0.0006368201,0.0019466764,0.002394579,0.030332893,0.1325521,0.0008986619,0.7040844,0.0017300299],"about_ca_topic_score_codex":0.000008048083,"about_ca_topic_score_gemma":0.000005479544,"teacher_disagreement_score":0.92665595,"about_ca_system_score_codex":0.00010404923,"about_ca_system_score_gemma":0.000020596379,"threshold_uncertainty_score":0.5168292},"labels":[],"label_agreement":null},{"id":"W2971561432","doi":"10.1002/aic.16783","title":"Investigation of the dynamic capillary pressure during displacement process in fractured tight rocks","year":2019,"lang":"en","type":"article","venue":"AIChE Journal","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":31,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"Southwest Petroleum University; China Postdoctoral Science Foundation; National Natural Science Foundation of China","keywords":"Capillary pressure; Saturation (graph theory); Capillary action; Porous medium; Displacement (psychology); Mechanics; Geology; Permeability (electromagnetism); Multiphase flow; Matrix (chemical analysis); Relative permeability; Tight gas; Petroleum engineering; Geotechnical engineering; Mineralogy; Materials science; Porosity; Chemistry; Composite material; Hydraulic fracturing; Mathematics; Physics","score_opus":0.0027577088316633413,"score_gpt":0.19483707384795318,"score_spread":0.19207936501628983,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2971561432","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9976664,0.0012102344,0.0002182002,0.00029400355,0.00020146143,0.00009546193,0.0000013310013,0.000018108414,0.00029476648],"genre_scores_gemma":[0.9993865,0.000103127204,0.000017711014,0.00002074983,0.000045697878,0.000002813765,0.0000016516558,0.00001608836,0.00040565117],"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","domain_scores_codex":[0.99916387,0.00004370522,0.00026814805,0.000085887936,0.00026950132,0.00016887033],"domain_scores_gemma":[0.99961483,0.000018743012,0.00009466125,0.00018289425,0.000034554778,0.000054292505],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00016998978,0.00010666389,0.0001611746,0.00010066245,0.000053726588,0.00002223488,0.00021330986,0.00008336053,0.000095335214],"category_scores_gemma":[0.000018816023,0.000068300185,0.00007799716,0.00020193862,0.000015593883,0.00013355441,0.000025385607,0.0004781214,0.0000063448065],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000074694863,0.0000058648698,0.058354247,0.0002250558,0.0000959428,0.000002553809,0.0013835892,0.9263524,0.013469731,2.5116788e-7,0.000067798006,0.000035092937],"study_design_scores_gemma":[0.0011770066,0.00002908649,0.51225704,0.00061311445,0.00013146002,0.000061300474,0.00039782308,0.31461662,0.1687205,0.00032260283,0.0013589755,0.00031448374],"about_ca_topic_score_codex":0.000017292245,"about_ca_topic_score_gemma":0.000044671593,"teacher_disagreement_score":0.61173576,"about_ca_system_score_codex":0.00006072982,"about_ca_system_score_gemma":0.000030923715,"threshold_uncertainty_score":0.27852008},"labels":[],"label_agreement":null},{"id":"W2973234355","doi":"10.2118/195895-ms","title":"When is There Too Much Fracture Intensity?","year":2019,"lang":"en","type":"article","venue":"SPE Annual Technical Conference and Exhibition","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Fracture (geology); Intensity (physics); Geology; Geotechnical engineering","score_opus":0.009815241345363145,"score_gpt":0.22495297935441416,"score_spread":0.215137738009051,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2973234355","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.95061094,0.0005016183,0.011884151,0.0052929227,0.00014437136,0.00024548508,0.000041399944,0.00064134377,0.030637797],"genre_scores_gemma":[0.99781656,0.00028102795,0.00021391544,0.00076316093,0.00008118137,0.0000059496815,0.00003135604,0.00001634403,0.0007904733],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9991981,0.0000127083,0.00016982974,0.00023502405,0.00016593006,0.0002184232],"domain_scores_gemma":[0.9995166,0.00002302333,0.00002276503,0.0002530684,0.00009260601,0.00009190313],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000091049165,0.00015959099,0.00023647708,0.00006945049,0.000046946378,0.000061794155,0.00011685365,0.00022698817,0.0010216204],"category_scores_gemma":[0.000014131212,0.00012800629,0.000079723766,0.00009251317,0.0000478604,0.00022837856,0.00004884876,0.0003641025,0.00027673895],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00030488166,0.0003885191,0.011920673,0.0013714366,0.00072134053,0.00017713905,0.010594718,0.010482376,0.06837671,0.003498861,0.82267934,0.069484],"study_design_scores_gemma":[0.0026707964,0.0010939699,0.058032464,0.0011911932,0.00038723706,0.00019162566,0.006111368,0.06563112,0.12692954,0.1302055,0.6040864,0.003468779],"about_ca_topic_score_codex":0.00007627343,"about_ca_topic_score_gemma":0.00002340714,"teacher_disagreement_score":0.21859293,"about_ca_system_score_codex":0.000023842784,"about_ca_system_score_gemma":0.000010861505,"threshold_uncertainty_score":0.9998916},"labels":[],"label_agreement":null},{"id":"W2973407988","doi":"10.2118/195952-ms","title":"Simplified Dark Data Analytics of Everyday Completions Data, and its Relation to Observed Induced Seismicity Events: An Unconventional Big Data Solution","year":2019,"lang":"en","type":"article","venue":"SPE Annual Technical Conference and Exhibition","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Hydraulic fracturing; Geology; Workflow; Stress (linguistics); Stress field; Geomechanics; Petroleum engineering; Computer science; Geotechnical engineering; Engineering; Database","score_opus":0.15777483072490553,"score_gpt":0.30786689201532913,"score_spread":0.1500920612904236,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2973407988","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9129314,0.00008330308,0.08169518,0.0007765363,0.000136039,0.00032514142,0.0036270435,0.00014261185,0.00028279203],"genre_scores_gemma":[0.9868188,0.00014209654,0.0006576378,0.000060524635,0.00008629949,0.0000028449865,0.012186377,0.000013839723,0.000031589258],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9984802,0.00006898892,0.00040445363,0.00056790945,0.00028069742,0.00019777061],"domain_scores_gemma":[0.99814886,0.00006818636,0.000080437625,0.0014154429,0.00014495055,0.00014213994],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006027565,0.00016055263,0.00028034532,0.00014093991,0.000090315145,0.00004217815,0.00065108895,0.00017059941,0.000040135375],"category_scores_gemma":[0.0001537483,0.00015657432,0.0000222195,0.00027850733,0.00003630153,0.0010944641,0.0007990062,0.00025397417,0.000018251105],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000958162,0.0024611778,0.03364932,0.0033253958,0.0019796807,0.000031737647,0.0017281501,0.13373181,0.65392655,0.008043257,0.062374435,0.0977903],"study_design_scores_gemma":[0.0006323961,0.0001878437,0.09041531,0.00024850245,0.00019412524,0.0000095691985,0.00023533255,0.90220153,0.0007454206,0.0019735543,0.0027467196,0.00040971526],"about_ca_topic_score_codex":0.00023833179,"about_ca_topic_score_gemma":0.0003712676,"teacher_disagreement_score":0.7684697,"about_ca_system_score_codex":0.000029744284,"about_ca_system_score_gemma":0.000048056758,"threshold_uncertainty_score":0.6384915},"labels":[],"label_agreement":null},{"id":"W2973447544","doi":"10.2118/195994-ms","title":"Determination of ISIP of Non-Ideal Behavior During Diagnostic Fracture Injection Tests","year":2019,"lang":"en","type":"article","venue":"SPE Annual Technical Conference and Exhibition","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Apache (Canada)","funders":"","keywords":"Pressure drop; Mechanics; Fracture (geology); Hydraulic fracturing; Well stimulation; Ideal (ethics); Pressure gradient; Geology; Materials science; Petroleum engineering; Geotechnical engineering; Physics; Reservoir engineering","score_opus":0.006531889167784646,"score_gpt":0.24067948248680834,"score_spread":0.23414759331902368,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2973447544","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9920587,0.000057129826,0.006837843,0.000034075114,0.000046781584,0.00016395,0.000018388893,0.000073736715,0.00070942775],"genre_scores_gemma":[0.9994398,0.00013855874,0.00029193307,0.000006920727,0.000034975434,0.000013968889,0.000025869118,0.000011068266,0.000036902624],"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","domain_scores_codex":[0.9992834,0.0000137734405,0.00026341333,0.00014861238,0.0001620161,0.00012880062],"domain_scores_gemma":[0.9995491,0.00008116775,0.00006676179,0.00015415908,0.00010318854,0.000045651064],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000086138985,0.00011153324,0.00022021403,0.00013636466,0.000025699203,0.000011357128,0.000068064925,0.00016621783,0.00007699336],"category_scores_gemma":[0.000064399224,0.00010128416,0.00006205235,0.00016215042,0.00004611545,0.00019759123,0.000027047601,0.0001826629,0.0000091279835],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00011251054,0.00041858753,0.0666411,0.0021651238,0.00007887896,0.00003411826,0.0014704422,0.042258676,0.84066176,0.00012117275,0.00051561656,0.045522008],"study_design_scores_gemma":[0.0006843752,0.0004713607,0.75748473,0.0005605034,0.00014089246,0.00003687785,0.0003252498,0.012414124,0.22686201,0.0005587933,0.0000954781,0.00036559356],"about_ca_topic_score_codex":0.000094336414,"about_ca_topic_score_gemma":0.000041991007,"teacher_disagreement_score":0.69084364,"about_ca_system_score_codex":0.000023007598,"about_ca_system_score_gemma":0.0000108862205,"threshold_uncertainty_score":0.4130248},"labels":[],"label_agreement":null},{"id":"W2973448792","doi":"10.2118/196169-ms","title":"Sub-Surface Driven Connectivity Descriptions in the Montney and the Duvernay Inform the Applicability of Single-Point Versus Multi-Point Well Architectures","year":2019,"lang":"en","type":"article","venue":"SPE Annual Technical Conference and Exhibition","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Shell (Canada)","funders":"","keywords":"Geology; Point bar; Point (geometry); Microseism; Context (archaeology); Petroleum engineering; Seismology; Paleontology; Geometry; Mathematics; Fluvial","score_opus":0.01640028590727864,"score_gpt":0.23170260263874629,"score_spread":0.21530231673146766,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2973448792","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9873547,0.0001269883,0.007855255,0.001561699,0.00003704613,0.00048201377,0.000020860245,0.00005764936,0.002503802],"genre_scores_gemma":[0.99961954,0.00015139821,0.00010608938,0.00005728784,0.000018693889,0.000024022194,0.000006161172,0.0000068428426,0.000009979335],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9991464,0.00010746338,0.00024403918,0.00016015158,0.0001653791,0.00017655797],"domain_scores_gemma":[0.99905837,0.00046222308,0.000050516108,0.00034102713,0.000051067447,0.000036805963],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00061326014,0.00013951141,0.00022778056,0.00003378146,0.000093153714,0.00005091131,0.000189911,0.00010147619,0.000016962913],"category_scores_gemma":[0.00011220089,0.00006930058,0.00008395893,0.00015722777,0.00038868832,0.000098738616,0.00008019498,0.0004091211,0.000005329318],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.004233644,0.0016669498,0.021815985,0.001465788,0.0007930635,0.000021212589,0.062301293,0.63494784,0.19627051,0.020734908,0.0025411414,0.053207662],"study_design_scores_gemma":[0.018808257,0.0018475741,0.26545602,0.0007961389,0.00065195997,0.000108309614,0.047068685,0.55829334,0.07077987,0.028120548,0.0059541534,0.0021151456],"about_ca_topic_score_codex":0.00047250418,"about_ca_topic_score_gemma":0.001859597,"teacher_disagreement_score":0.24364002,"about_ca_system_score_codex":0.00003138464,"about_ca_system_score_gemma":0.000012284013,"threshold_uncertainty_score":0.28259954},"labels":[],"label_agreement":null},{"id":"W2973824724","doi":"10.2118/196040-ms","title":"Advances in Flowback Data Analysis for Estimating Average Fracture Compressibility: North American Case Studies","year":2019,"lang":"en","type":"article","venue":"SPE Annual Technical Conference and Exhibition","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Geology; Fracture (geology); Compressibility; Petroleum engineering; Flow (mathematics); Volumetric flow rate; Soil science; Geotechnical engineering; Mechanics","score_opus":0.026078371028787795,"score_gpt":0.31322062571547743,"score_spread":0.28714225468668964,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2973824724","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8173729,0.0006457048,0.18089247,0.00016689181,0.000048632784,0.00026871244,0.00022577467,0.00016596777,0.00021291758],"genre_scores_gemma":[0.9916343,0.0007349811,0.0071700998,0.000054825556,0.000056934463,0.000020090087,0.00030696086,0.000011434105,0.0000103675775],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9988637,0.00003169332,0.0003106263,0.0004254531,0.00013146029,0.00023705397],"domain_scores_gemma":[0.999108,0.0001876466,0.00006154901,0.00049265026,0.00008270605,0.00006744052],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00022754652,0.0001739022,0.0004896271,0.00016695492,0.00006855983,0.00004444034,0.00017039948,0.000062564315,0.00002099417],"category_scores_gemma":[0.000106967935,0.00014345943,0.00007362699,0.0005254295,0.00009798016,0.00048939826,0.0001112183,0.00024332355,0.000005083837],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000391404,0.00005852178,0.024005119,0.00043473337,0.00028554437,0.00010433718,0.0006345744,0.9372219,0.0000911923,0.00001646908,0.00034340168,0.03676511],"study_design_scores_gemma":[0.00034658975,0.000107836866,0.0083718635,0.00009336723,0.00025604732,0.000029480787,0.00097031315,0.98773867,0.00011869015,0.00065267587,0.0009655466,0.0003489434],"about_ca_topic_score_codex":0.00015295482,"about_ca_topic_score_gemma":0.0057056383,"teacher_disagreement_score":0.17426138,"about_ca_system_score_codex":0.00003338546,"about_ca_system_score_gemma":0.00001036131,"threshold_uncertainty_score":0.5850106},"labels":[],"label_agreement":null},{"id":"W2973913750","doi":"10.2118/196194-ms","title":"Early Warning Systems - Using PTA Analysis of DFITs to Understand Complex Hydraulic Fractures and Optimize Treatment Designs","year":2019,"lang":"en","type":"article","venue":"SPE Annual Technical Conference and Exhibition","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":8,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Geology; Overburden; Hydraulic fracturing; Fracture (geology); Comminution; Pressure gradient; Flow (mathematics); Geotechnical engineering; Overburden pressure; Geomechanics; Petroleum engineering; Mechanics; Materials science; Physics","score_opus":0.04676045087492803,"score_gpt":0.28259762567117563,"score_spread":0.2358371747962476,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2973913750","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9315508,0.0002495598,0.067012824,0.00007255505,0.000026713446,0.00022011857,0.000045744517,0.000101066,0.0007205938],"genre_scores_gemma":[0.99881893,0.00017540874,0.00086330576,0.0000227214,0.000024964436,0.0000049536357,0.00003654264,0.000015192205,0.000037979644],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9989735,0.000042664884,0.0002939988,0.00028025833,0.00018287676,0.00022670298],"domain_scores_gemma":[0.9994406,0.00007751214,0.000057441528,0.00021381484,0.000068184185,0.00014241568],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00012867198,0.00019577298,0.0005227026,0.00035129435,0.000081965154,0.00010033635,0.000074688054,0.00014323858,0.000070927614],"category_scores_gemma":[0.000014530846,0.00016103855,0.00010005646,0.00042902742,0.000066066415,0.00015517353,0.000037772643,0.00011913282,0.0000048050015],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000048915816,0.000041847656,0.0017690989,0.00010265563,0.00073159905,0.000007195675,0.0016182977,0.96118003,0.03307949,0.00013295507,0.000102770086,0.0011851256],"study_design_scores_gemma":[0.0009179254,0.00078848,0.0526889,0.00033665673,0.0017833104,0.000014597291,0.003367921,0.93346125,0.0052495296,0.00021087409,0.00047616448,0.0007044033],"about_ca_topic_score_codex":0.0008643608,"about_ca_topic_score_gemma":0.00008051585,"teacher_disagreement_score":0.06726811,"about_ca_system_score_codex":0.00007767755,"about_ca_system_score_gemma":0.000017135899,"threshold_uncertainty_score":0.6566962},"labels":[],"label_agreement":null},{"id":"W2973929464","doi":"10.2118/195957-ms","title":"Examining Hydraulic Fracture Characteristics Based on Induced Microseismicity: A Barnett Shale Case Study","year":2019,"lang":"en","type":"article","venue":"SPE Annual Technical Conference and Exhibition","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Microseism; Hydraulic fracturing; Geology; Fracture (geology); Induced seismicity; Geotechnical engineering; Front (military); Mechanics; Petrology; Seismology","score_opus":0.02037592371299916,"score_gpt":0.24469328254752962,"score_spread":0.22431735883453047,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2973929464","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99455416,0.00001731811,0.0025529482,0.00021081844,0.00007639063,0.00034167836,0.000029680852,0.000330236,0.0018867642],"genre_scores_gemma":[0.99900603,0.000016181966,0.000075187665,0.00062751374,0.00009993059,0.00002339062,0.000053533902,0.000032004027,0.00006622822],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9986978,0.00005663141,0.00030968772,0.00039748455,0.00023390325,0.00030444673],"domain_scores_gemma":[0.99926144,0.00009312496,0.000054356016,0.00037759382,0.00007170424,0.00014176793],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002196057,0.00026861636,0.00036861736,0.00017607612,0.00010156802,0.00010815473,0.00012336035,0.00024901534,0.0001687231],"category_scores_gemma":[0.000038983908,0.00023621567,0.00006472225,0.00020075095,0.000036037953,0.0001714106,0.000045956403,0.0006036095,0.000082144805],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0012721438,0.0075705084,0.14027147,0.003055407,0.0014458973,0.026157659,0.024135489,0.22502676,0.34422925,0.00024396818,0.019354291,0.20723715],"study_design_scores_gemma":[0.007880448,0.00835994,0.1644815,0.0016123921,0.00074457517,0.0017272718,0.023486376,0.7404254,0.033426996,0.0005587318,0.012507795,0.0047885277],"about_ca_topic_score_codex":0.00026402064,"about_ca_topic_score_gemma":0.000042495238,"teacher_disagreement_score":0.5153987,"about_ca_system_score_codex":0.000048204703,"about_ca_system_score_gemma":0.000024461902,"threshold_uncertainty_score":0.9632596},"labels":[],"label_agreement":null},{"id":"W2974126779","doi":"10.2118/196037-ms","title":"In-Situ Stresses in Colorado Group, AB, Calculated from Open-Hole Mini-Fracs and FMI Logs","year":2019,"lang":"en","type":"article","venue":"SPE Annual Technical Conference and Exhibition","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Schlumberger (Canada); BitCan (Canada); Imperial Oil (Canada)","funders":"","keywords":"Geology; Stress (linguistics); Hydraulic fracturing; Geotechnical engineering; In situ; Cauchy stress tensor; Cretaceous; Fracture (geology); Mathematics; Physics","score_opus":0.010939974526420019,"score_gpt":0.2453521678873347,"score_spread":0.23441219336091468,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2974126779","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99423134,0.00034566963,0.0002988523,0.00044323984,0.000044836146,0.00020724142,0.000035098805,0.00007867825,0.0043150485],"genre_scores_gemma":[0.9987324,0.00077526417,0.00017843736,0.00009196632,0.000027988513,0.000014463329,0.00008588831,0.000013384498,0.000080221645],"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","domain_scores_codex":[0.99905413,0.000034278415,0.00026249545,0.00030579613,0.000117036376,0.00022625377],"domain_scores_gemma":[0.99960923,0.000067621324,0.000028115433,0.00018330775,0.000029859782,0.00008183429],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00013671414,0.00015667002,0.0003140211,0.00010978836,0.000027365593,0.000098403936,0.00015133258,0.0002237524,0.00013303001],"category_scores_gemma":[0.000024212672,0.00014269863,0.000026952495,0.00022009206,0.00006203839,0.0004248589,0.00012807823,0.0003100606,0.000032002165],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0012827584,0.0020815923,0.091202565,0.0015221976,0.0004734709,0.001697384,0.006634291,0.06871201,0.72858274,0.0075713512,0.023764942,0.06647467],"study_design_scores_gemma":[0.012393063,0.00147938,0.7392586,0.0034444411,0.00022899944,0.0000640699,0.0063151694,0.099555895,0.072437346,0.028336652,0.032739263,0.0037471552],"about_ca_topic_score_codex":0.0013732454,"about_ca_topic_score_gemma":0.0032581813,"teacher_disagreement_score":0.6561454,"about_ca_system_score_codex":0.00003403357,"about_ca_system_score_gemma":0.000012934558,"threshold_uncertainty_score":0.5819081},"labels":[],"label_agreement":null},{"id":"W2974154820","doi":"10.2118/196026-ms","title":"Unconventional Shale Hydraulic Fracturing Under True Triaxial Laboratory Conditions, the Value of Understanding Your Reservoir","year":2019,"lang":"en","type":"article","venue":"SPE Annual Technical Conference and Exhibition","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":16,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Geology; Hydraulic fracturing; Geotechnical engineering; Bedding; Oil shale; Borehole; Outcrop; Rock mechanics; Sedimentary rock; Triaxial shear test; Petrology; Geomorphology; Shear (geology); Geochemistry","score_opus":0.024543990952710048,"score_gpt":0.261748648966096,"score_spread":0.23720465801338597,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2974154820","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9730412,0.0002958991,0.018240029,0.0016002753,0.00019557953,0.0002920455,0.00014789266,0.00022655529,0.00596052],"genre_scores_gemma":[0.9992763,0.0001863577,0.00008507491,0.00010399677,0.00011587789,0.0000142325825,0.00007729871,0.00001995668,0.00012090782],"study_design_codex":"simulation_or_modeling","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.9987595,0.00007418879,0.00035929604,0.00024384425,0.00031592362,0.00024725517],"domain_scores_gemma":[0.9993201,0.00014652144,0.0000774104,0.00028246784,0.00008836719,0.000085146654],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003687313,0.00017743462,0.00027656683,0.00013618973,0.00013838104,0.000057072266,0.0001781013,0.00019267458,0.0003725749],"category_scores_gemma":[0.000041420448,0.00013617477,0.00012385886,0.00026715366,0.00015887577,0.00031315838,0.00006179329,0.0003937354,0.000037072634],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0005103882,0.0005785288,0.0069386135,0.001671153,0.001234002,0.000054987137,0.002701123,0.5650029,0.13427067,0.25974357,0.025983466,0.001310593],"study_design_scores_gemma":[0.010698025,0.0016439917,0.13003881,0.0031268017,0.0010946625,0.0001604165,0.03235893,0.1953797,0.11506815,0.48330817,0.02297964,0.0041427],"about_ca_topic_score_codex":0.0000624996,"about_ca_topic_score_gemma":0.000036600006,"teacher_disagreement_score":0.3696232,"about_ca_system_score_codex":0.00009872088,"about_ca_system_score_gemma":0.00005356973,"threshold_uncertainty_score":0.5553046},"labels":[],"label_agreement":null},{"id":"W2974219751","doi":"10.2118/196164-ms","title":"A Semi-Analytical Approach for Analysis of Wells Exhibiting Multi-Phase Transient Linear Flow: Application to Field Data","year":2019,"lang":"en","type":"article","venue":"SPE Annual Technical Conference and Exhibition","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":13,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Permeability (electromagnetism); Relative permeability; Petroleum engineering; Oil field; Hydraulic fracturing; Reservoir modeling; Reservoir simulation; Mechanics; Geology; Geotechnical engineering; Porosity; Chemistry; Physics","score_opus":0.03676944883003853,"score_gpt":0.3161353099266035,"score_spread":0.27936586109656497,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2974219751","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.09575298,0.000033705703,0.9022914,0.00025195302,0.000015234083,0.00042192463,0.00036290372,0.00010722027,0.0007626606],"genre_scores_gemma":[0.981331,0.000042160424,0.01745687,0.00009252624,0.000047703517,0.000037376896,0.00093147095,0.000014710398,0.00004620122],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9987089,0.000019902449,0.00040672367,0.00044257214,0.00018960093,0.0002323209],"domain_scores_gemma":[0.9990389,0.00010708365,0.000045995374,0.0005612141,0.00011445876,0.00013238745],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00034036065,0.00016027667,0.00044577447,0.00028847487,0.000036036083,0.00002598973,0.00024034896,0.00017383942,0.000054110802],"category_scores_gemma":[0.00007409413,0.00014351623,0.0001508101,0.00061046856,0.000030984374,0.00015563461,0.000074167976,0.00017806259,0.000008979083],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00025709273,0.0007169155,0.0005540867,0.0007764753,0.0011081481,0.000002897742,0.0008339383,0.91265047,0.04397138,0.00041375976,0.0032130517,0.035501767],"study_design_scores_gemma":[0.00045630027,0.00014062514,0.00022858994,0.00003327474,0.00059102604,0.0000010257842,0.00020879434,0.99231035,0.004515085,0.000022183362,0.0013074919,0.00018525888],"about_ca_topic_score_codex":0.000064015345,"about_ca_topic_score_gemma":0.000051245966,"teacher_disagreement_score":0.885578,"about_ca_system_score_codex":0.00002001865,"about_ca_system_score_gemma":0.000014448726,"threshold_uncertainty_score":0.58524215},"labels":[],"label_agreement":null},{"id":"W2974260376","doi":"10.2118/195985-ms","title":"Shifting the Perspective: Modernizing Well Density Metrics for Multi-Layer Horizontal Well Development","year":2019,"lang":"en","type":"article","venue":"SPE Annual Technical Conference and Exhibition","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Geology; Petroleum engineering; Layer (electronics); Well logging; Computer science; Materials science","score_opus":0.030305193141745956,"score_gpt":0.26968120533298295,"score_spread":0.239376012191237,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2974260376","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.69474804,0.0003177069,0.29787847,0.00042589425,0.00012688036,0.00044014194,0.00001264326,0.00032179808,0.0057284203],"genre_scores_gemma":[0.9946916,0.0000946361,0.0048156185,0.000054263295,0.00007354934,0.000020723568,0.000017661217,0.000019445288,0.0002124662],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99903464,0.000020585207,0.00021371545,0.00027501612,0.00018013788,0.00027587567],"domain_scores_gemma":[0.9994833,0.00008254767,0.000036261426,0.00017441392,0.00014995132,0.000073531824],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00030204642,0.00016797463,0.00020880143,0.00009761348,0.00017839087,0.00007668953,0.00013494305,0.00014523772,0.000046991252],"category_scores_gemma":[0.000055917593,0.00012391343,0.00008507706,0.00017645312,0.000043531963,0.00017233864,0.00007069272,0.0002923394,0.00007121122],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0016501931,0.0024172517,0.029633539,0.0044862954,0.0034532086,0.00016109702,0.048649587,0.19381261,0.3958814,0.0550647,0.029301163,0.23548895],"study_design_scores_gemma":[0.002504007,0.0004102633,0.026667323,0.00038430144,0.00026863482,0.000044683304,0.012826741,0.80870897,0.114491835,0.00391151,0.027996322,0.0017854329],"about_ca_topic_score_codex":0.00007344956,"about_ca_topic_score_gemma":0.0001541865,"teacher_disagreement_score":0.61489636,"about_ca_system_score_codex":0.00010583696,"about_ca_system_score_gemma":0.00002703567,"threshold_uncertainty_score":0.50530434},"labels":[],"label_agreement":null},{"id":"W2974260473","doi":"10.2118/195874-ms","title":"Influences of Anisotropy on Shale Brittleness Evaluation","year":2019,"lang":"en","type":"article","venue":"SPE Annual Technical Conference and Exhibition","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Apache (Canada)","funders":"","keywords":"Lamination; Brittleness; Anisotropy; Oil shale; Isotropy; Bed; Geology; Hydraulic fracturing; Geotechnical engineering; Bedding; Ultimate tensile strength; Transverse isotropy; Materials science; Composite material","score_opus":0.015744508585267176,"score_gpt":0.26064604002198316,"score_spread":0.24490153143671597,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2974260473","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9919199,0.00010383211,0.0011218638,0.000087507906,0.00004857909,0.00015892013,0.000016093658,0.00009410162,0.006449216],"genre_scores_gemma":[0.9995753,0.00016276314,0.000116942436,0.000024646524,0.000029824572,0.000015054066,0.000023994093,0.0000069403422,0.000044513068],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9993017,0.00002446491,0.00017082645,0.00015340322,0.00023323826,0.00011639229],"domain_scores_gemma":[0.99963474,0.000033448337,0.000029084813,0.00015381127,0.000108149536,0.000040766263],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00018945694,0.0000905325,0.00016061316,0.0000751494,0.000024264657,0.000018837283,0.00007304499,0.000100766316,0.00024406085],"category_scores_gemma":[0.000029537141,0.00007739326,0.000042850315,0.00011944493,0.000047253794,0.00015178199,0.000018146926,0.00011832619,0.00004835509],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00028017035,0.00045540003,0.014992662,0.0012710664,0.00028472074,0.000015246519,0.0013571985,0.38848853,0.32198414,0.018329967,0.0041119372,0.24842894],"study_design_scores_gemma":[0.003250156,0.0019208044,0.26580858,0.0018199177,0.00038372746,0.000033961947,0.0020100186,0.43278167,0.24043633,0.045211133,0.004611737,0.0017319517],"about_ca_topic_score_codex":0.00004204634,"about_ca_topic_score_gemma":0.000015948164,"teacher_disagreement_score":0.25081593,"about_ca_system_score_codex":0.000020498615,"about_ca_system_score_gemma":0.000015739126,"threshold_uncertainty_score":0.31560057},"labels":[],"label_agreement":null},{"id":"W2974417011","doi":"10.2118/196072-ms","title":"Laboratory and Field Testing of a Steam-Limiting Flow Control Device Developed for Thermal Applications","year":2019,"lang":"en","type":"article","venue":"SPE Annual Technical Conference and Exhibition","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":13,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"ConocoPhillips (Canada); Cenovus Energy (Canada); Devon Energy (Canada); Suncor Energy (Canada)","funders":"","keywords":"Petroleum engineering; Steam injection; Environmental science; Inflow; Reliability (semiconductor); Geothermal gradient; Thermal; Engineering; Process engineering; Nuclear engineering; Geology","score_opus":0.014650651004433902,"score_gpt":0.2418759463032207,"score_spread":0.2272252952987868,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2974417011","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.86145914,0.0003052194,0.13434215,0.00029158342,0.000022921764,0.0005200298,0.000096152435,0.00019116652,0.0027716674],"genre_scores_gemma":[0.99573916,0.000038926406,0.004001348,0.00008375471,0.000043393513,0.000056406596,0.000012345169,0.00000968626,0.000014966827],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99945164,0.000012623797,0.00018766851,0.00014412776,0.00006940478,0.00013452405],"domain_scores_gemma":[0.9994181,0.0002444212,0.000036903173,0.000103120125,0.00015034029,0.000047126898],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00015337772,0.00009030918,0.00017534204,0.000046834088,0.00005017539,0.00001950399,0.0000545587,0.00010022188,0.000014467405],"category_scores_gemma":[0.00008323161,0.000080864564,0.000022408425,0.00011986163,0.000029396984,0.0001115607,0.000019516228,0.000117953365,0.0000031468353],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00011994409,0.000101484584,0.008647029,0.0021470604,0.0002023237,0.0000034617517,0.0006347102,0.024356656,0.7231214,0.0015103256,0.0006330607,0.23852254],"study_design_scores_gemma":[0.0051430026,0.0013900095,0.024184776,0.0016029091,0.00049847976,0.000026945323,0.00281315,0.6699115,0.27474266,0.003778029,0.014017373,0.0018911379],"about_ca_topic_score_codex":0.000013177746,"about_ca_topic_score_gemma":0.00001618225,"teacher_disagreement_score":0.6455549,"about_ca_system_score_codex":0.000008524818,"about_ca_system_score_gemma":0.000021990752,"threshold_uncertainty_score":0.32975614},"labels":[],"label_agreement":null},{"id":"W2974704359","doi":"10.2118/195943-ms","title":"Can You Feel the Strain? DAS Strain Fronts for Fracture Geometry in the BC Montney, Groundbirch","year":2019,"lang":"en","type":"article","venue":"SPE Annual Technical Conference and Exhibition","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":105,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Shell (Canada)","funders":"","keywords":"Geology; Casing; Geophone; Offset (computer science); Geotechnical engineering; Seismology; Geophysics","score_opus":0.013127934872856913,"score_gpt":0.2570238437780095,"score_spread":0.24389590890515261,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2974704359","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.95386654,0.00046835715,0.021688294,0.01456887,0.00016743291,0.0012627535,0.00064037956,0.00027313217,0.0070642666],"genre_scores_gemma":[0.99879056,0.00010860893,0.000104897816,0.0004819418,0.00012354187,0.000052389056,0.0001435505,0.000016231317,0.00017829011],"study_design_codex":"design_other","study_design_gemma":"observational","domain_scores_codex":[0.99892515,0.000046753557,0.00023383662,0.00024583063,0.00023241562,0.00031599065],"domain_scores_gemma":[0.99939877,0.00014147488,0.000034166227,0.00031948803,0.000049935523,0.000056186826],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004460451,0.00017873714,0.00022035101,0.000088509936,0.000102651866,0.00011321024,0.00028389416,0.00021124694,0.000098408826],"category_scores_gemma":[0.000046755522,0.00010554152,0.00009522777,0.00020732766,0.000075625685,0.00015819403,0.000032546814,0.0005059331,0.000014237503],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0009635208,0.0022870484,0.022722485,0.003602921,0.0015971946,0.0002555073,0.05138438,0.28186807,0.07293237,0.040207047,0.17058422,0.35159522],"study_design_scores_gemma":[0.0069043064,0.002003961,0.5717896,0.0011832807,0.0005823935,0.00014753631,0.05301684,0.12087038,0.0043437704,0.10545452,0.1299916,0.003711802],"about_ca_topic_score_codex":0.00044308766,"about_ca_topic_score_gemma":0.0008769835,"teacher_disagreement_score":0.54906714,"about_ca_system_score_codex":0.00003890724,"about_ca_system_score_gemma":0.000023414856,"threshold_uncertainty_score":0.43038583},"labels":[],"label_agreement":null},{"id":"W2974906726","doi":"10.2118/195930-ms","title":"A New Straight-Line Analysis Method for Estimating Fracture/Reservoir Properties Based on Dynamic Fluid-in-Place Calculations","year":2019,"lang":"en","type":"article","venue":"SPE Annual Technical Conference and Exhibition","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Transient (computer programming); Fracture (geology); Volumetric flow rate; Flow (mathematics); Mechanics; Transient analysis; Hydraulic fracturing; Fluid dynamics; Boundary value problem; Computer science; Geology; Petroleum engineering; Geotechnical engineering; Mathematics; Transient response; Engineering; Physics; Mathematical analysis","score_opus":0.015428491016485054,"score_gpt":0.2808585215442455,"score_spread":0.26543003052776043,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2974906726","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"methods","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.053198535,0.00006663599,0.9440508,0.0012525709,0.000039330473,0.0003606733,0.000042974305,0.00021998065,0.00076853],"genre_scores_gemma":[0.93406785,0.0000133075055,0.06528658,0.0001044364,0.0000442572,0.00003615503,0.0001425135,0.000019844438,0.0002850405],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9987958,0.00004260822,0.00033118317,0.00034513438,0.00020668378,0.00027858175],"domain_scores_gemma":[0.99932677,0.00015418815,0.000045072502,0.00028110266,0.0000810933,0.0001118004],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00028569653,0.0002103724,0.00038933623,0.00036150843,0.00007305067,0.000074073796,0.00012317023,0.0001937952,0.00019515923],"category_scores_gemma":[0.00008551619,0.00016995205,0.000169762,0.00049703376,0.000021746599,0.0001850903,0.00002103784,0.00027461047,0.000012749379],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00003906598,0.000027217957,0.00008257398,0.00008881168,0.00006473455,0.0000016794888,0.00008429296,0.9932182,0.003781139,0.00007369825,0.00026256565,0.0022760169],"study_design_scores_gemma":[0.00043657492,0.00012647879,0.0013235143,0.00014139999,0.00016914577,0.0000010750192,0.00007127896,0.99484164,0.0017724412,0.00047963188,0.0004050663,0.00023177009],"about_ca_topic_score_codex":0.00024036635,"about_ca_topic_score_gemma":0.0007185426,"teacher_disagreement_score":0.8808693,"about_ca_system_score_codex":0.00007388419,"about_ca_system_score_gemma":0.00005080661,"threshold_uncertainty_score":0.69304436},"labels":[],"label_agreement":null},{"id":"W2975314151","doi":"10.3390/en12193751","title":"The Effect of Temperature on Flowback Data Analysis in Shale Gas Reservoirs: A Simulation-Based Study","year":2019,"lang":"en","type":"article","venue":"Energies","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":15,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"National Major Science and Technology Projects of China; National Science and Technology Major Project","keywords":"Petroleum engineering; Oil shale; Hydraulic fracturing; Shale gas; Permeability (electromagnetism); Fracture (geology); Geology; Environmental science; Geotechnical engineering; Chemistry","score_opus":0.008227657635110575,"score_gpt":0.2561936922787831,"score_spread":0.2479660346436725,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2975314151","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99893457,0.00028975488,0.000027763112,0.00005666827,0.000076874254,0.00016632388,0.000014003438,0.00006152226,0.00037251247],"genre_scores_gemma":[0.9995931,0.000015081363,0.000018688212,0.0000052718283,0.000035524467,0.000012529955,0.00006911102,0.000017586306,0.00023310017],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99888444,0.00016663854,0.00024407248,0.000241143,0.0002879475,0.00017573983],"domain_scores_gemma":[0.9972191,0.0013495331,0.00003375816,0.0013493097,0.00002094502,0.000027382534],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005586344,0.0001509394,0.00033941722,0.00026678675,0.000055931807,0.00005116406,0.00053661485,0.00006386223,0.00005101219],"category_scores_gemma":[0.00017136933,0.00009062135,0.000111049645,0.0009687574,0.000016705877,0.00007896059,0.00006827325,0.00018907007,0.000017434002],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000042969416,0.000025220255,0.06512218,0.000035457386,0.00046486792,0.0000034354107,0.00013766749,0.9337749,0.00014743443,5.5593154e-7,0.00009677013,0.0001485325],"study_design_scores_gemma":[0.0004903068,0.00013409615,0.021973876,0.000029574261,0.00018930696,2.0287661e-8,0.00018687839,0.97405106,0.0024708386,0.000002036668,0.0003641998,0.00010782822],"about_ca_topic_score_codex":0.00022294097,"about_ca_topic_score_gemma":0.0010967863,"teacher_disagreement_score":0.043148305,"about_ca_system_score_codex":0.000029896724,"about_ca_system_score_gemma":0.000009784446,"threshold_uncertainty_score":0.36954316},"labels":[],"label_agreement":null},{"id":"W2976592397","doi":"10.2118/1019-0069-jpt","title":"Technology Focus: Sand Management","year":2019,"lang":"en","type":"article","venue":"Journal of Petroleum Technology","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Oil sands; Petroleum engineering; Petroleum industry; Environmental science; Geology; Engineering; Environmental engineering; Geography; Archaeology","score_opus":0.002477109591008444,"score_gpt":0.19138406008667244,"score_spread":0.188906950495664,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2976592397","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.94994825,0.004728035,0.017053938,0.0045194766,0.0007567072,0.00008214074,0.0000014927596,0.0005271489,0.02238279],"genre_scores_gemma":[0.9963066,0.00059840805,0.002192312,0.000017466966,0.00006664889,0.000003454465,3.07587e-7,0.00002687943,0.0007879261],"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","domain_scores_codex":[0.9989241,0.000009456728,0.00042892288,0.00012592258,0.0002000378,0.00031159134],"domain_scores_gemma":[0.99935496,0.000015816984,0.00013582152,0.00037986325,0.000061790895,0.000051733186],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00017532225,0.00015597457,0.0004088283,0.0020476982,0.000029214687,0.000015278623,0.00052936573,0.0003026404,0.00015232248],"category_scores_gemma":[0.000016395408,0.000127267,0.0001449114,0.00068028993,0.00006449574,0.00008354799,0.00007999816,0.00061929197,0.0001824158],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00009539568,0.00031093767,0.03631624,0.00056984794,0.004536885,0.0016396532,0.00012026809,0.69584954,0.03881697,0.0046903803,0.014743539,0.20231035],"study_design_scores_gemma":[0.006063722,0.0014960106,0.0026614908,0.0006165079,0.0007301594,0.002671265,0.002384666,0.032243866,0.15365574,0.030443732,0.76570225,0.0013305661],"about_ca_topic_score_codex":0.0000011583214,"about_ca_topic_score_gemma":0.0000020950306,"teacher_disagreement_score":0.75095874,"about_ca_system_score_codex":0.00009791089,"about_ca_system_score_gemma":0.000010837255,"threshold_uncertainty_score":0.5189798},"labels":[],"label_agreement":null},{"id":"W2977112488","doi":"10.2118/196079-ms","title":"A Critical Review into Cap Rock Integrity in Alberta's Oil Sands","year":2019,"lang":"en","type":"review","venue":"SPE Annual Technical Conference and Exhibition","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"ConocoPhillips (Canada)","funders":"","keywords":"Oil sands; Geology; Petroleum engineering; Geotechnical engineering; Mining engineering; Archaeology; Asphalt","score_opus":0.038017885518969154,"score_gpt":0.32506824108547416,"score_spread":0.287050355566505,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2977112488","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0000058128894,0.99166656,0.00068767456,0.000472891,0.00010418319,0.00020271097,0.000036995592,0.00014753289,0.0066756476],"genre_scores_gemma":[0.008205246,0.99078155,0.000101278274,0.00010466973,0.00011441785,0.00010068898,0.00021339541,0.00004191536,0.00033684392],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.99793255,0.00013052266,0.0007838794,0.0005118095,0.0002492216,0.00039203648],"domain_scores_gemma":[0.998928,0.00029368504,0.00006595531,0.00043726212,0.000102332975,0.00017273665],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00035404635,0.00047419613,0.0018410034,0.00023693415,0.00004781204,0.00007086647,0.00027657952,0.00073209195,0.00026107885],"category_scores_gemma":[0.00045206642,0.00037027802,0.0003841719,0.0004274653,0.00007631483,0.0002332146,0.00012342415,0.0015959617,0.00035476705],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000003974601,0.00006586949,0.0000016448048,0.13572727,0.00006511986,0.00003545866,0.00006412311,0.000040075935,0.000002386298,0.0005643551,0.009580951,0.85384876],"study_design_scores_gemma":[0.0001103388,0.000049930288,0.0000032162818,0.09109362,0.00055896875,0.0000535812,0.000021267699,0.0005393516,0.0000031982859,0.0005700796,0.9063806,0.0006158562],"about_ca_topic_score_codex":0.0005413307,"about_ca_topic_score_gemma":0.00075090816,"teacher_disagreement_score":0.8967996,"about_ca_system_score_codex":0.00013248013,"about_ca_system_score_gemma":0.00011173355,"threshold_uncertainty_score":0.9998749},"labels":[],"label_agreement":null},{"id":"W2977745488","doi":"10.1002/cjce.23341","title":"Modelling shale spontaneous water intake using semi‐analytical and numerical approaches","year":2018,"lang":"en","type":"article","venue":"The Canadian Journal of Chemical Engineering","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":17,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"Canada First Research Excellence Fund","keywords":"Imbibition; Oil shale; Petroleum engineering; Hydraulic fracturing; Permeability (electromagnetism); Geology; Aquifer; Water injection (oil production); Capillary action; Soil science; Groundwater; Wetting; Geotechnical engineering; Environmental science; Materials science; Chemistry; Composite material","score_opus":0.021051060601302973,"score_gpt":0.18579061384017828,"score_spread":0.16473955323887532,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2977745488","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9241399,0.00034253937,0.07487872,0.00019135523,0.00014298903,0.000030588435,0.0000016170376,0.000026872514,0.0002453823],"genre_scores_gemma":[0.9979336,0.0000025023116,0.0014268343,0.000021344807,0.00056326226,5.350889e-7,0.0000010458978,0.00003632426,0.000014526151],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9990034,0.000010899004,0.00030475645,0.000100685815,0.0001634533,0.00041679063],"domain_scores_gemma":[0.99923426,0.000049514136,0.000023876779,0.00014664473,0.000050885636,0.0004948204],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002409586,0.00016679164,0.00026827081,0.000153256,0.00008724238,0.00008280954,0.00023223371,0.000111610076,0.000047802212],"category_scores_gemma":[0.00003784995,0.00010757723,0.00010381982,0.00013031771,0.0001062845,0.00008181562,0.000018944827,0.00048705554,0.0000052344894],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000004244799,0.0000020074053,0.0000147157425,0.000023928573,0.0001079766,0.00014008347,0.00043938975,0.9950175,0.0040573287,0.000017792989,0.000028872793,0.00014610849],"study_design_scores_gemma":[0.00009131861,0.000011811518,0.0000021297053,0.000046659483,0.00008723538,0.0018763583,0.00001760352,0.9706661,0.026363784,0.000045968507,0.0006423731,0.00014865347],"about_ca_topic_score_codex":0.0005799478,"about_ca_topic_score_gemma":0.000037034108,"teacher_disagreement_score":0.07379369,"about_ca_system_score_codex":0.0001740941,"about_ca_system_score_gemma":0.000055570723,"threshold_uncertainty_score":0.43868724},"labels":[],"label_agreement":null},{"id":"W2979042937","doi":"10.1115/1.4045084","title":"Simultaneous Interpretation of Relative Permeability and Capillary Pressure for a Naturally Fractured Carbonate Formation From Wireline Formation Testing","year":2019,"lang":"en","type":"article","venue":"Journal of Energy Resources Technology","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":7,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Shell (Canada); University of Regina","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Wireline; Relative permeability; Permeability (electromagnetism); Porosity; Geology; Capillary pressure; Carbonate; Capillary action; Mineralogy; Mechanics; Porous medium; Geotechnical engineering; Materials science; Chemistry; Composite material; Engineering; Physics","score_opus":0.00320740761469707,"score_gpt":0.19137339132169293,"score_spread":0.18816598370699586,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2979042937","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.95526516,0.004065419,0.040074855,0.00019389702,0.00008116248,0.00008332835,0.000009595846,0.000061176455,0.00016539075],"genre_scores_gemma":[0.99657273,0.00010102951,0.003213478,0.000014122895,0.000046145447,0.0000032855633,0.000012555207,0.000014523591,0.000022115375],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99906147,0.000032535263,0.0005392092,0.00009532682,0.0001472245,0.00012421852],"domain_scores_gemma":[0.99861264,0.00048164424,0.00042983508,0.00014038551,0.00030384518,0.00003165613],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00016521946,0.00012415445,0.00034072867,0.00034139637,0.000035515106,0.000013591681,0.00014587493,0.00026118846,0.0000033604606],"category_scores_gemma":[0.0005731716,0.000097754586,0.000084964544,0.00019579721,0.000045554185,0.00030659803,0.000029099334,0.00027541,2.0627249e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000118316,0.000012736208,0.00047636332,0.00014757732,0.00021633013,0.0000030979004,0.0012539475,0.9661756,0.018013302,0.000014058473,0.000014537874,0.013554089],"study_design_scores_gemma":[0.00046458998,0.00021088049,0.0003116038,0.0001681705,0.00012683672,0.00004009092,0.00028590314,0.97492445,0.01887878,0.0014631032,0.0030249122,0.000100700454],"about_ca_topic_score_codex":0.000042683925,"about_ca_topic_score_gemma":0.000037339574,"teacher_disagreement_score":0.04130757,"about_ca_system_score_codex":0.000044659195,"about_ca_system_score_gemma":0.000010094106,"threshold_uncertainty_score":0.39863163},"labels":[],"label_agreement":null},{"id":"W2979320995","doi":"10.18668/ng.2019.10.01","title":"Hydraulic fracturing using liquefied hydrocarbon gases or light hydrocarbons. Technology prospects in the Russian Federation","year":2019,"lang":"en","type":"article","venue":"Nafta-Gaz","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Russian federation; Petroleum engineering; Hydraulic fracturing; Hydrocarbon; Environmental science; Liquid gas; Waste management; Geology; Engineering; Chemistry; Organic chemistry; Physics; Regional science; Thermodynamics","score_opus":0.008634596421795145,"score_gpt":0.22750908581018164,"score_spread":0.2188744893883865,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2979320995","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.977735,0.00080447027,0.0006923096,0.0017666492,0.0002561231,0.0005461496,0.0000012540366,0.0005305807,0.017667495],"genre_scores_gemma":[0.99872774,0.000088942325,0.00029127827,0.0002394772,0.00020758864,0.00006170069,0.000010151812,0.00007152634,0.00030157177],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9980182,0.00007712839,0.00047148095,0.00043845765,0.000389082,0.00060563587],"domain_scores_gemma":[0.99900526,0.00010445073,0.00009137409,0.0007091825,0.000012285592,0.00007745738],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00032117864,0.00036922886,0.00046390566,0.0005972159,0.00017090175,0.00016290578,0.00044870115,0.00038625803,0.00007431819],"category_scores_gemma":[0.000074078416,0.00025001727,0.00013467205,0.001015991,0.00003884341,0.00023958673,0.000061203034,0.0007633015,0.000110680456],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00015745412,0.0003568845,0.013570417,0.0005174382,0.00047689662,0.0005684008,0.0033171708,0.9299535,0.04689614,0.0006539971,0.0003509756,0.0031806934],"study_design_scores_gemma":[0.0017742518,0.0002529049,0.0045758067,0.00053937983,0.00018607508,0.00023066877,0.000624445,0.81552863,0.1543462,0.0017326025,0.018903133,0.001305888],"about_ca_topic_score_codex":0.0002288301,"about_ca_topic_score_gemma":0.0004286839,"teacher_disagreement_score":0.11442489,"about_ca_system_score_codex":0.00021933556,"about_ca_system_score_gemma":0.000056286954,"threshold_uncertainty_score":0.99999523},"labels":[],"label_agreement":null},{"id":"W2979335407","doi":"10.33915/etd.6405","title":"Understanding the Impact of Stimulation Treatment on Gas Production from a Horizontally Drilled Marcellus Shale Well","year":2018,"lang":"en","type":"dissertation","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Oil shale; Hydraulic fracturing; Petroleum engineering; West virginia; Geology; Unconventional oil; Mining engineering; Drill; Completion (oil and gas wells); Borehole; Engineering; Geotechnical engineering; Archaeology; Geography; Paleontology","score_opus":0.027113737516039172,"score_gpt":0.26348761445840474,"score_spread":0.23637387694236556,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2979335407","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9603468,0.0001299767,0.0018123129,0.00002465789,0.00058860343,0.00037783038,0.00001785059,0.00014896585,0.036552973],"genre_scores_gemma":[0.99089766,0.00020599751,0.00005796206,0.0000010156199,0.00041097205,0.000017703835,0.0011735631,0.000056702924,0.00717842],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9989166,0.000037122256,0.0003101126,0.00028017123,0.000265208,0.000190771],"domain_scores_gemma":[0.99929285,0.00007077614,0.00012026337,0.00041526623,0.000049201422,0.000051635514],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00008606362,0.0003230904,0.00036352515,0.00019965305,0.000109700755,0.000040431012,0.00012528982,0.00021071875,0.00077863806],"category_scores_gemma":[0.000017135731,0.0001862478,0.0003605092,0.000186028,0.000021226255,0.0000562101,0.0000051971233,0.00015370702,0.00006346402],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00023054023,0.00008941661,0.00014517904,0.000056412053,0.0014636609,0.0000024768956,0.0023748986,0.98907024,0.0032769884,0.0000052507303,0.0017274369,0.0015575256],"study_design_scores_gemma":[0.0018026885,0.0021115134,0.017009126,0.0007581178,0.0016658999,0.000003203325,0.006178489,0.8784206,0.08868519,0.001682393,0.00044221862,0.0012405626],"about_ca_topic_score_codex":0.0033081518,"about_ca_topic_score_gemma":0.0024427476,"teacher_disagreement_score":0.110649616,"about_ca_system_score_codex":0.00092018454,"about_ca_system_score_gemma":0.000043054155,"threshold_uncertainty_score":0.852554},"labels":[],"label_agreement":null},{"id":"W2979430333","doi":"10.2118/198120-ms","title":"Geomechanical Impacts of the In-Situ Stresses in the Application of Out-of-Sequence Pinpoint Fracturing","year":2019,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":8,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Geology; Fracture (geology); Hydraulic fracturing; Anisotropy; Isotropy; Stress field; Stress (linguistics); Geotechnical engineering; Stage (stratigraphy); Sequence (biology); Engineering; Structural engineering","score_opus":0.010070772299967095,"score_gpt":0.24373102042250225,"score_spread":0.23366024812253516,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2979430333","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9943439,0.000086668064,0.0030554081,0.00012303094,0.00004001303,0.00014676004,0.0000015365023,0.000011249656,0.0021914442],"genre_scores_gemma":[0.99983317,0.000037756854,0.00008193481,0.000012892025,0.000010424336,0.0000056266604,0.0000012065631,0.000006474071,0.000010545294],"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99928164,0.000031861542,0.00029665558,0.000087753375,0.00018428828,0.00011782158],"domain_scores_gemma":[0.999368,0.0001243532,0.000068703506,0.00040526415,0.000019049305,0.000014643931],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002548129,0.00007409901,0.00018776394,0.00007504765,0.000006788977,0.00000427458,0.00031995669,0.000057595596,0.000018264349],"category_scores_gemma":[0.00003567607,0.000039447496,0.00007371323,0.00024353295,0.000023565428,0.00005263559,0.00003855109,0.00015713321,0.0000040752343],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00000872055,0.00007616704,0.012891409,0.00040270033,0.00004260399,7.854934e-7,0.001410049,0.75696486,0.22441457,0.00026167746,0.000014350357,0.0035120898],"study_design_scores_gemma":[0.00029311073,0.000027310167,0.092573486,0.00021598236,0.000020533489,0.0000016704171,0.0006047438,0.06555946,0.83995163,0.0004898721,0.00013734933,0.0001248218],"about_ca_topic_score_codex":0.0007945033,"about_ca_topic_score_gemma":0.0012523955,"teacher_disagreement_score":0.6914054,"about_ca_system_score_codex":0.000024066707,"about_ca_system_score_gemma":0.000013314206,"threshold_uncertainty_score":0.16086222},"labels":[],"label_agreement":null},{"id":"W2979796726","doi":"10.2118/196221-ms","title":"Deployment of Pressure Hit Catalogues to Optimize Multi-Stage Hydraulic Stimulation Treatments and Future Re-Fracturing Designs of Horizontal Wells in Horn River Shale Basin","year":2019,"lang":"en","type":"article","venue":"SPE Annual Technical Conference and Exhibition","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Hydraulic fracturing; Wellhead; Geology; Fracture (geology); Classification of discontinuities; Oil shale; Petroleum engineering; Computer science; Geotechnical engineering","score_opus":0.023305541143549695,"score_gpt":0.25997020803282633,"score_spread":0.23666466688927665,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2979796726","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.993731,0.00029144628,0.004981179,0.00014739788,0.000035049143,0.00037435952,0.00010635388,0.00006360287,0.00026961887],"genre_scores_gemma":[0.99746907,0.00037093466,0.0019178026,0.00001939501,0.000031205625,0.000012895827,0.00007990439,0.000015606125,0.000083185114],"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","domain_scores_codex":[0.99908215,0.000033033837,0.00029352555,0.00025198376,0.00016097154,0.00017835072],"domain_scores_gemma":[0.9995926,0.000038355578,0.000056721776,0.0001810726,0.00004784924,0.000083398874],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00011657161,0.00016839555,0.00033380988,0.00016323593,0.000024093606,0.00001591901,0.00007648623,0.00016754279,0.000044931614],"category_scores_gemma":[0.000011816024,0.00014814395,0.000052522366,0.00013566647,0.0000469282,0.00021988635,0.000052012223,0.00015157323,0.0000059385748],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000899224,0.0011649868,0.063130714,0.0020869868,0.0006864726,0.000067846304,0.013001827,0.7000514,0.183033,0.0002431447,0.00087939936,0.03475498],"study_design_scores_gemma":[0.0059479694,0.0020070646,0.5243773,0.0013101655,0.00050470605,0.0000157091,0.0037339278,0.18589135,0.27097565,0.0003591541,0.0034861742,0.0013908553],"about_ca_topic_score_codex":0.0005732287,"about_ca_topic_score_gemma":0.00013833826,"teacher_disagreement_score":0.51416004,"about_ca_system_score_codex":0.00003511805,"about_ca_system_score_gemma":0.000011120104,"threshold_uncertainty_score":0.6041135},"labels":[],"label_agreement":null},{"id":"W2980032705","doi":"10.2118/198070-ms","title":"The Duvernay Shale Completion Journey","year":2019,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":15,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Chevron (Canada)","funders":"","keywords":"Oil shale; Geology; Hydraulic fracturing; Carbonate; Petroleum engineering; Permeability (electromagnetism); Tectonics; Devonian; Quartz; Total organic carbon; Petrology; Hydrostatic pressure; Tight oil; Geochemistry; Paleontology","score_opus":0.006544576592974087,"score_gpt":0.19752277759659848,"score_spread":0.1909782010036244,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2980032705","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.6794175,0.0004196439,0.00983305,0.0008436469,0.0005862503,0.000083303195,0.0000010055319,0.00034773277,0.30846786],"genre_scores_gemma":[0.98634523,0.00009766126,0.000059510534,0.000036904417,0.000059076017,0.00000156229,0.0000017252482,0.000008633882,0.013389704],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99963295,0.000008897761,0.00007990181,0.000051633233,0.00010568398,0.000120934004],"domain_scores_gemma":[0.9997322,0.000041178937,0.000007794045,0.00017504476,0.00001178515,0.000031998243],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0000975791,0.000049719707,0.00006283286,0.000018365423,0.000065481385,0.000042925363,0.00011392021,0.000024559564,0.0006145587],"category_scores_gemma":[0.0000060318957,0.000028003078,0.000052426196,0.000061176164,0.000008554094,0.000037063764,0.000012613702,0.00009068496,0.0011343479],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000003825441,0.000010861507,0.0050536236,0.00003323912,0.00017629922,0.0000030487092,0.00017960115,0.9359207,0.001996477,0.00041766788,0.051151223,0.005053409],"study_design_scores_gemma":[0.00017499398,0.000010735078,0.012500604,0.0000104769615,0.00001272369,0.000005293098,0.00013293256,0.55155796,0.0025078915,0.0001284801,0.43282247,0.0001354386],"about_ca_topic_score_codex":0.000046677702,"about_ca_topic_score_gemma":0.000044286317,"teacher_disagreement_score":0.38436276,"about_ca_system_score_codex":0.000021026304,"about_ca_system_score_gemma":0.0000024479627,"threshold_uncertainty_score":0.9996434},"labels":[],"label_agreement":null},{"id":"W2980064011","doi":"10.3390/en12203881","title":"Experimental Study on Water Shutoff Technology Using In-Situ Ion Precipitation for Gas Reservoirs","year":2019,"lang":"en","type":"article","venue":"Energies","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Regina","funders":"Chongqing Municipal Education Commission","keywords":"Precipitation; Ion; Volumetric flow rate; Environmental science; Permeability (electromagnetism); Formation water; Water injection (oil production); Petroleum engineering; Chemistry; Materials science; Geology; Meteorology; Mechanics; Membrane","score_opus":0.012999575444137122,"score_gpt":0.2578177384652494,"score_spread":0.24481816302111228,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2980064011","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99797386,0.00015361338,0.00017139604,0.0000736113,0.00028083584,0.00024035951,6.715752e-7,0.000163907,0.00094173837],"genre_scores_gemma":[0.9993707,0.0000044918042,0.00024242235,0.0000062025993,0.00005507922,0.00006468611,0.0000092891605,0.000027457101,0.00021969166],"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99929905,0.000019761803,0.00016204921,0.00018163261,0.00011469073,0.00022280261],"domain_scores_gemma":[0.99969524,0.00002933853,0.000013696093,0.00022719709,0.000015992891,0.000018536997],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001075458,0.000121128454,0.00016910603,0.00034820175,0.00004210878,0.00002434362,0.00011804449,0.000084381434,0.000018250668],"category_scores_gemma":[0.000009654505,0.00009252408,0.000047915197,0.0001355269,0.000013568528,0.000099484634,0.000034732107,0.000097315686,0.000028214463],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000016467193,0.00007269872,0.0007645185,0.000013467941,0.00003263386,0.000002038653,0.0013859307,0.75014347,0.24740073,0.000011807049,0.00003384534,0.00012237467],"study_design_scores_gemma":[0.000586463,0.00023954047,0.0005896571,0.000032429023,0.000011901843,7.894028e-7,0.0043554055,0.04045085,0.9528566,0.00011083247,0.0006094555,0.00015608988],"about_ca_topic_score_codex":0.00003095492,"about_ca_topic_score_gemma":0.000040465926,"teacher_disagreement_score":0.70969266,"about_ca_system_score_codex":0.00009627979,"about_ca_system_score_gemma":0.0000038978883,"threshold_uncertainty_score":0.37730226},"labels":[],"label_agreement":null},{"id":"W2980227931","doi":"10.2118/198023-ms","title":"A Review of Preliminary Out-Of-Sequence Pinpoint Fracturing Field Trials in North America","year":2019,"lang":"en","type":"review","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":10,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Fracture (geology); Stress field; Anisotropy; Stress (linguistics); Interference (communication); Geology; Materials science; Engineering; Geotechnical engineering; Channel (broadcasting); Physics; Structural engineering; Telecommunications; Optics","score_opus":0.09028540466622584,"score_gpt":0.35702540320261045,"score_spread":0.26673999853638464,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2980227931","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0000036677209,0.994776,0.0013311402,0.0000297465,0.00026467573,0.0007978425,0.00002792453,0.00006135069,0.0027076313],"genre_scores_gemma":[0.0001448525,0.9988569,0.0004715996,0.00008844171,0.0000748918,0.000074263815,0.00007444309,0.00005173444,0.00016289407],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9961437,0.000362795,0.0026153794,0.00032772482,0.00026511514,0.0002853053],"domain_scores_gemma":[0.9966123,0.0016383394,0.0007672385,0.00086270866,0.00004647745,0.00007292165],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0010458998,0.0004512179,0.006130562,0.00039871785,0.000010123913,0.000008708515,0.0005479266,0.00026478365,0.00041570925],"category_scores_gemma":[0.0012467076,0.00031144277,0.0015682958,0.0005979827,0.000030178138,0.000071544135,0.00010166472,0.0006029204,0.00007013097],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000023701086,0.00001817481,0.0000016857639,0.3880439,0.00027957725,0.000007752267,0.0000397667,0.0036718666,2.488026e-7,2.9334106e-7,0.0011565206,0.60677785],"study_design_scores_gemma":[0.000064941334,0.000065080545,0.0000015728407,0.20274699,0.0009966856,0.0000026783791,0.000005534316,0.00043108148,0.000020477904,0.0000013888284,0.7953666,0.00029696585],"about_ca_topic_score_codex":0.00018756987,"about_ca_topic_score_gemma":0.00004191319,"teacher_disagreement_score":0.7942101,"about_ca_system_score_codex":0.000081017366,"about_ca_system_score_gemma":0.00012063456,"threshold_uncertainty_score":0.9999338},"labels":[],"label_agreement":null},{"id":"W2980653119","doi":"","title":"Acoustic Emission Monitoring of a Laboratory Hydraulic Fracturing Experiment on Montney Shale","year":2019,"lang":"en","type":"article","venue":"53rd U.S. Rock Mechanics/Geomechanics Symposium","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Hydraulic fracturing; Oil shale; Petroleum engineering; Geology; Acoustic emission; Environmental science; Acoustics; Paleontology","score_opus":0.006918609832452562,"score_gpt":0.2151878005235711,"score_spread":0.20826919069111852,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2980653119","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8652765,0.0026099717,0.12135852,0.00024117269,0.0053509586,0.0012225463,0.00008438769,0.0015022231,0.0023537127],"genre_scores_gemma":[0.9977192,0.0006572368,0.00021018146,0.00006834213,0.00035593842,0.00008858311,0.000026019217,0.00022705646,0.00064744207],"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99626213,0.0000874547,0.0008929251,0.00082127174,0.0009790807,0.0009571244],"domain_scores_gemma":[0.99761903,0.00014396392,0.00026073243,0.0013594755,0.00018503382,0.00043175777],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00042541683,0.00074321404,0.0009232828,0.00057259377,0.00019637891,0.00008145837,0.0007784175,0.0005283869,0.00024621413],"category_scores_gemma":[0.000053766238,0.00072624406,0.00037515274,0.00070254126,0.000004782942,0.00030406372,0.00025910305,0.00080570753,0.0003300691],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00003348349,0.00009655114,0.000019712712,0.00027340886,0.00015484865,0.0000151812255,0.00033778264,0.5466799,0.45198554,0.00008945491,0.00020704651,0.000107105334],"study_design_scores_gemma":[0.000558658,0.00020699602,0.000005387171,0.00039976212,0.000091143265,0.0000054730103,0.00033281944,0.3819414,0.6136923,0.00020085818,0.0020109152,0.00055430515],"about_ca_topic_score_codex":0.00004233752,"about_ca_topic_score_gemma":0.0000024341002,"teacher_disagreement_score":0.16473848,"about_ca_system_score_codex":0.00047072288,"about_ca_system_score_gemma":0.0000838384,"threshold_uncertainty_score":0.9995189},"labels":[],"label_agreement":null},{"id":"W2980848477","doi":"10.1115/1.4045226","title":"Pressure Transient Behaviors of Vertical Fractured Wells With Asymmetric Fracture Patterns","year":2019,"lang":"en","type":"article","venue":"Journal of Energy Resources Technology","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Regina","funders":"China Scholarship Council","keywords":"Laplace transform; Superposition principle; Fracture (geology); Geology; Mechanics; Flow (mathematics); Asymmetry; Transient (computer programming); Complex fracture; Mathematics; Geometry; Geotechnical engineering; Mathematical analysis; Computer science; Physics","score_opus":0.0020061535643591,"score_gpt":0.17946470018665286,"score_spread":0.17745854662229377,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2980848477","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9856022,0.0029917883,0.010066117,0.0005274851,0.00012367105,0.000042244093,0.000004044609,0.000079177305,0.0005632596],"genre_scores_gemma":[0.9992439,0.00021382017,0.00024253158,0.0000552937,0.00007086028,0.0000020258701,0.0000018975187,0.000039014543,0.0001306552],"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","domain_scores_codex":[0.99856716,0.00003221125,0.000528961,0.0001574828,0.00041995637,0.00029425227],"domain_scores_gemma":[0.999151,0.000070881346,0.00017468187,0.0003691772,0.00012881018,0.000105470484],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00011831041,0.00021805985,0.00061007834,0.0010990087,0.000025428595,0.000014863523,0.00047817483,0.00044911215,0.0001481426],"category_scores_gemma":[0.000024213963,0.00014608809,0.00020586699,0.00071333325,0.00007829465,0.00008225418,0.000027663393,0.00068297744,0.0000029844423],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000108686254,0.00014768165,0.035932705,0.00011508546,0.00091121235,0.00010708809,0.00029266125,0.9546568,0.0039038134,0.000017354523,0.0004472691,0.003359669],"study_design_scores_gemma":[0.0030824493,0.0023027903,0.04979926,0.0006153484,0.0015513521,0.0005964395,0.0007975894,0.012596545,0.25398073,0.00010734951,0.67371553,0.0008546198],"about_ca_topic_score_codex":0.000042305364,"about_ca_topic_score_gemma":0.000020929265,"teacher_disagreement_score":0.94206023,"about_ca_system_score_codex":0.000030429384,"about_ca_system_score_gemma":0.00001876749,"threshold_uncertainty_score":0.59572995},"labels":[],"label_agreement":null},{"id":"W2981357548","doi":"10.1016/j.petrol.2019.106600","title":"Understanding the performance of hydraulically fractured wells in the laumontite-rich tight glutenite formation","year":2019,"lang":"en","type":"article","venue":"Journal of Petroleum Science and Engineering","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":21,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Concordia University; Geomechanica (Canada)","funders":"Natural Sciences and Engineering Research Council of Canada; PetroChina Company Limited","keywords":"Geology; Hydraulic fracturing; Permeability (electromagnetism); Petroleum engineering; Geotechnical engineering; Compaction; Petrophysics; Borehole; Geomechanics; Petrology; Porosity","score_opus":0.009532649569212497,"score_gpt":0.19046346772486503,"score_spread":0.18093081815565254,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2981357548","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.98851025,0.00035213464,0.009765619,0.0004136956,0.00017378753,0.000039504223,3.4012115e-7,0.000009144334,0.0007354959],"genre_scores_gemma":[0.99948865,0.00025143602,0.00014046684,0.000046625344,0.00005461819,8.1699926e-7,1.7268268e-7,0.0000062518393,0.0000109447055],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9988746,0.000012490305,0.0003147124,0.00006474742,0.00052670867,0.00020673443],"domain_scores_gemma":[0.9995724,0.00009541181,0.000089405956,0.00014412064,0.000055043663,0.00004363807],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0013749806,0.00009343101,0.0001710163,0.00033325324,0.00006789912,0.00007936876,0.00039283134,0.00003562254,0.0000060332713],"category_scores_gemma":[0.000043439348,0.00004977646,0.000050444167,0.0006094165,0.000054238262,0.0006387613,0.000022296734,0.0003247055,0.0000021251726],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000041906296,0.0000051392462,0.0013814814,0.000061009803,0.00001243663,0.000002428863,0.0009326701,0.98492116,0.012491489,0.000019154906,0.000053887354,0.00011496273],"study_design_scores_gemma":[0.00021972437,0.00006703569,0.022738403,0.00011784271,0.000019119929,0.000054598346,0.00047937167,0.9713655,0.0033012067,0.000011315528,0.001539477,0.000086389526],"about_ca_topic_score_codex":0.000003896384,"about_ca_topic_score_gemma":0.0000026682776,"teacher_disagreement_score":0.021356922,"about_ca_system_score_codex":0.00010208017,"about_ca_system_score_gemma":0.000025051628,"threshold_uncertainty_score":0.20298252},"labels":[],"label_agreement":null},{"id":"W2981527560","doi":"10.1002/ese3.529","title":"In‐situ stress determination and fracture characterization using image logs: The Paleogene Dongying Formation in Nanpu Sag, Bohai Bay Basin, China","year":2019,"lang":"en","type":"article","venue":"Energy Science & Engineering","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":13,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Petro-Canada","funders":"Science Foundation of China University of Petroleum, Beijing; PetroChina Company Limited; China University of Petroleum, Beijing","keywords":"Geology; Borehole; Paleogene; Fracture (geology); Structural basin; Petrology; Well logging; Geotechnical engineering; Geomorphology; Petroleum engineering","score_opus":0.0027229353552918807,"score_gpt":0.1872960492300145,"score_spread":0.1845731138747226,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2981527560","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.90762013,0.0001639261,0.091599055,0.00009889378,0.00022944869,0.00007696812,0.0000016918526,0.000060608098,0.00014926126],"genre_scores_gemma":[0.9992027,0.000111871086,0.0005212971,0.000041926167,0.000062782536,0.000009377299,0.000012899202,0.000019489973,0.000017609676],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9989062,0.000019451623,0.0002526205,0.00022470372,0.00025389966,0.00034311015],"domain_scores_gemma":[0.9996223,0.00003206305,0.00004797075,0.00021509072,0.000026078278,0.000056525634],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00033082336,0.00017052551,0.00016863528,0.0004722665,0.00009659961,0.00015377009,0.00022064302,0.00007787727,0.000015128567],"category_scores_gemma":[0.000041190156,0.00013968782,0.000031511707,0.0008208219,0.0000388223,0.0016006044,0.000048881622,0.0001956,0.0000018091649],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[9.130502e-7,0.0000041747367,0.00069444487,0.000014693829,0.0000021477722,0.0000040109076,0.00052983564,0.6858158,0.3121011,0.00003288492,3.3360442e-7,0.000799669],"study_design_scores_gemma":[0.00012321769,0.000005240283,0.05992451,0.00010066673,0.000004874509,0.000010965695,0.000057377503,0.7820169,0.15680824,0.0000040231057,0.0007854031,0.00015862627],"about_ca_topic_score_codex":0.00008038372,"about_ca_topic_score_gemma":0.00008976061,"teacher_disagreement_score":0.15529284,"about_ca_system_score_codex":0.00016350279,"about_ca_system_score_gemma":0.000014750262,"threshold_uncertainty_score":0.5696304},"labels":[],"label_agreement":null},{"id":"W2981668611","doi":"10.4095/223055","title":"Lessons for the fragility of Canadian hydropower components under seismic loading","year":2007,"lang":"en","type":"report","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":17,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Natural Resources Canada","funders":"","keywords":"Fragility; Hydropower; Geology; Seismology; Environmental science; Forensic engineering; Engineering; Chemistry","score_opus":0.05786997308235264,"score_gpt":0.2976040526023532,"score_spread":0.23973407952000053,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2981668611","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.010989054,0.0073840106,0.35201094,0.0034025637,0.0046242448,0.0012073426,0.00053523865,0.00042827782,0.6194183],"genre_scores_gemma":[0.98950535,0.0012375028,0.00013704912,0.00008663426,0.00024047135,0.0000150796905,0.00013631306,0.00007284472,0.008568783],"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","domain_scores_codex":[0.9982655,0.000015104794,0.00048571583,0.00025169877,0.0004774201,0.00050453475],"domain_scores_gemma":[0.9985997,0.00027609846,0.00008805627,0.00062876137,0.00019235001,0.00021503052],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00084870774,0.00029224213,0.0005238352,0.0007406037,0.0001496712,0.000028267103,0.00038685842,0.00042782098,0.0002983521],"category_scores_gemma":[0.00006449267,0.00020004842,0.00041711505,0.00039587394,0.00007271289,0.00003106781,0.000030066456,0.00049555924,0.000016979766],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000029420426,0.000016034986,0.000114616625,0.00049641455,0.0010821449,0.00000856773,0.00007272285,0.92721653,0.000059849775,0.000018121951,0.06937595,0.0015361225],"study_design_scores_gemma":[0.00013905304,0.000007759618,0.0014136279,0.00013636948,0.00038003628,0.000011696928,0.0001020888,0.18343242,0.0015004639,0.00007134465,0.81243193,0.00037318602],"about_ca_topic_score_codex":0.48431623,"about_ca_topic_score_gemma":0.25961962,"teacher_disagreement_score":0.9785163,"about_ca_system_score_codex":0.00059386925,"about_ca_system_score_gemma":0.00037068347,"threshold_uncertainty_score":0.8157738},"labels":[],"label_agreement":null},{"id":"W2982176761","doi":"10.4095/215719","title":"Shaded magnetic first vertical derivative, Waterford, 21 H/11, New Brunswick","year":2004,"lang":"en","type":"report","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Natural Resources Canada","funders":"","keywords":"Derivative (finance); Chemistry; Economics","score_opus":0.01623991985417259,"score_gpt":0.23109949616988107,"score_spread":0.21485957631570848,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2982176761","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.056231894,0.01830408,0.058724735,0.0042304327,0.0056929043,0.0013438949,0.000026718197,0.005033512,0.85041183],"genre_scores_gemma":[0.8170662,0.006477865,0.0019581644,0.0001257705,0.0020696896,0.000025073921,0.00030575498,0.00038035476,0.17159115],"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","domain_scores_codex":[0.9971142,0.000017402965,0.00069815636,0.0005279482,0.000895779,0.00074655353],"domain_scores_gemma":[0.9985814,0.00007074901,0.000037362868,0.00073696283,0.000116337775,0.00045718194],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001686227,0.00063152506,0.00086784875,0.00030284285,0.00010735843,0.00012209888,0.00045717898,0.00074120954,0.0046834634],"category_scores_gemma":[0.00013087543,0.0004992255,0.0004534449,0.00033664855,0.00006663211,0.00009193053,0.000115102004,0.0007284304,0.00061075494],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000015594936,0.00011892555,0.0016490059,0.0026316072,0.001262019,0.0004243362,0.00042590848,0.7167475,0.00007751394,0.000039398747,0.27168694,0.004921224],"study_design_scores_gemma":[0.0007501319,0.00008828057,0.004408371,0.00061249424,0.00055064965,0.00011146225,0.000027141896,0.012624187,0.0038924457,0.00011527544,0.97552586,0.0012937142],"about_ca_topic_score_codex":0.015392246,"about_ca_topic_score_gemma":0.010964457,"teacher_disagreement_score":0.7608343,"about_ca_system_score_codex":0.00063298584,"about_ca_system_score_gemma":0.0012828762,"threshold_uncertainty_score":0.99974597},"labels":[],"label_agreement":null},{"id":"W2982366589","doi":"10.2118/196530-ms","title":"Simultaneous Interpretation of Relative Permeability and Capillary Pressure for a Naturally Fractured Carbonate Formation from Wireline Formation Testing","year":2019,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Shell (Canada); University of Regina","funders":"","keywords":"Wireline; Relative permeability; Carbonate; Permeability (electromagnetism); Capillary pressure; Capillary action; Petroleum engineering; Formation evaluation; Geology; Chemistry; Materials science; Composite material; Geotechnical engineering; Computer science; Porosity; Membrane; Porous medium; Metallurgy","score_opus":0.004821833873736364,"score_gpt":0.20327342385828495,"score_spread":0.1984515899845486,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2982366589","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.88259655,0.0008136081,0.11492097,0.00006529492,0.00008168283,0.00042315843,0.000035693323,0.0001349149,0.00092813844],"genre_scores_gemma":[0.99480695,0.000020240424,0.0048909024,0.000019727706,0.000025371546,0.000011007261,0.0001446324,0.000013979748,0.000067211826],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99927276,0.000026311423,0.0003244142,0.0001309711,0.00012965902,0.000115875686],"domain_scores_gemma":[0.9988849,0.00066905486,0.00009796309,0.00014554951,0.00016865006,0.000033891905],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00012943913,0.00012452039,0.00021367361,0.00007063957,0.000035452278,0.000020459225,0.00006165285,0.000118791126,0.0000133878575],"category_scores_gemma":[0.00036920453,0.00009963502,0.00005876935,0.000091803646,0.000015142582,0.00053109985,0.000017588165,0.0001363529,0.0000020955238],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00004786855,0.0000073119504,0.00026296102,0.00039100682,0.000097633325,2.88986e-7,0.0029097933,0.9818908,0.009122824,0.00000479548,0.00001980675,0.005244931],"study_design_scores_gemma":[0.00033746057,0.00004660583,0.001110477,0.00007944279,0.00008529179,0.0000015906844,0.00017340652,0.98699105,0.010480136,0.0003887902,0.0001883712,0.00011736238],"about_ca_topic_score_codex":0.00019648488,"about_ca_topic_score_gemma":0.000077866076,"teacher_disagreement_score":0.112210386,"about_ca_system_score_codex":0.00003667333,"about_ca_system_score_gemma":0.000007646146,"threshold_uncertainty_score":0.40629983},"labels":[],"label_agreement":null},{"id":"W2982451494","doi":"10.2118/196310-ms","title":"Preliminary Considerations on the Application of Out-Of-Sequence Multi-Stage Pinpoint Fracturing","year":2019,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":10,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Geology; Hydraulic fracturing; Fracture (geology); Oil shale; Modulus; Sequence (biology); Anisotropy; Stress (linguistics); Stage (stratigraphy); Geotechnical engineering; Petrology; Materials science; Composite material; Physics","score_opus":0.036693157180035185,"score_gpt":0.27691695120205667,"score_spread":0.2402237940220215,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2982451494","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8392318,0.00009381448,0.14711858,0.0005098213,0.00014137632,0.00041497292,0.000011822716,0.0001524975,0.012325311],"genre_scores_gemma":[0.9979096,0.000013182574,0.0014694853,0.000044628374,0.000014579674,0.000017848106,0.000004248726,0.000011952529,0.00051445037],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9994198,0.000019860818,0.00022588517,0.000109966415,0.00012721682,0.000097271695],"domain_scores_gemma":[0.99924135,0.00023778858,0.000053658772,0.00040656468,0.000036019654,0.000024622565],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00012971975,0.00008673239,0.0001435833,0.000057940066,0.00003372344,0.0000086948085,0.00010461523,0.000048852475,0.00023885656],"category_scores_gemma":[0.00003784122,0.00005660699,0.00007339777,0.00006683265,0.000032528314,0.0000506117,0.00002022025,0.00012452122,0.00007944714],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000003839967,0.000032249067,0.00029612493,0.00009072166,0.000059490172,5.8750027e-7,0.00046990495,0.97388726,0.023546323,0.00088922377,0.000102188926,0.0006221066],"study_design_scores_gemma":[0.0001406975,0.000039841747,0.0023313703,0.000044485718,0.000020354257,0.0000011130838,0.00020771351,0.73416954,0.2620621,0.0001224759,0.0007486928,0.00011158859],"about_ca_topic_score_codex":0.00010527117,"about_ca_topic_score_gemma":0.000031486717,"teacher_disagreement_score":0.23971769,"about_ca_system_score_codex":0.000019623008,"about_ca_system_score_gemma":0.0000107048945,"threshold_uncertainty_score":0.2615312},"labels":[],"label_agreement":null},{"id":"W2982520925","doi":"10.2118/196456-ms","title":"Source Mechanism and Stress Inversion for Hydraulic Fracturing Induced Microseismicity in Glutenite Reservoir","year":2019,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Microseism; Geology; Hydraulic fracturing; Inversion (geology); Seismology; Focal mechanism; Fault plane; Stress (linguistics); Petrology; Shale gas; Oil shale; Geotechnical engineering; Fault (geology)","score_opus":0.00796923673813374,"score_gpt":0.20669770318381586,"score_spread":0.19872846644568212,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2982520925","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.98747927,0.000109394336,0.010503207,0.0002556621,0.00013069244,0.00030870052,0.000008482482,0.00019877999,0.0010058178],"genre_scores_gemma":[0.99806845,0.00005506234,0.00066702225,0.00021867084,0.00005304714,0.000016939373,0.000019140864,0.000043475964,0.0008581605],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99888545,0.000025686688,0.00025011497,0.00030948967,0.00014892626,0.00038032766],"domain_scores_gemma":[0.9994162,0.00011670282,0.000033210195,0.000297047,0.000024707017,0.00011216539],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00020055306,0.0002106779,0.0002984879,0.00027576668,0.00006568699,0.000059648242,0.00018996329,0.00019814295,0.000049246322],"category_scores_gemma":[0.000024664027,0.00018873361,0.00008728505,0.0001958985,0.000012909774,0.00020218914,0.00009368421,0.0002890007,0.000031979253],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000070577065,0.00007106822,0.010552135,0.0008785314,0.00018659436,0.000008581826,0.0015861059,0.88182735,0.100317985,0.000066874534,0.0006381591,0.0037960566],"study_design_scores_gemma":[0.001268098,0.000053247775,0.0027332634,0.00012845044,0.000026903392,0.0000032720882,0.0004619754,0.74490386,0.24339293,0.0006523862,0.0059447186,0.0004308738],"about_ca_topic_score_codex":0.00075159426,"about_ca_topic_score_gemma":0.00019768227,"teacher_disagreement_score":0.14307494,"about_ca_system_score_codex":0.0000770568,"about_ca_system_score_gemma":0.000009879464,"threshold_uncertainty_score":0.76963335},"labels":[],"label_agreement":null},{"id":"W2983323080","doi":"10.1115/1.4045470","title":"Simultaneous Interpretation of Three-Phase Relative Permeability and Capillary Pressure for a Tight Carbonate Reservoir From Wireline Formation Testing","year":2019,"lang":"en","type":"article","venue":"Journal of Energy Resources Technology","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":10,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Regina","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Relative permeability; Capillary pressure; Wireline; Petroleum engineering; Permeability (electromagnetism); Carbonate; Geology; Saturation (graph theory); Petroleum reservoir; Capillary action; Mineralogy; Geotechnical engineering; Soil science; Materials science; Chemistry; Composite material; Porous medium; Porosity; Engineering","score_opus":0.006006001155320732,"score_gpt":0.21698612527912847,"score_spread":0.21098012412380773,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2983323080","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.96655166,0.003879309,0.028888471,0.00020795349,0.000070501555,0.00008162583,0.000014797661,0.000061334074,0.0002443387],"genre_scores_gemma":[0.997421,0.00008694022,0.002359525,0.000007296617,0.000056543748,0.0000043344244,0.00000752583,0.000019357736,0.000037421658],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99896365,0.000034801807,0.00056753756,0.0001286366,0.00015587018,0.0001495049],"domain_scores_gemma":[0.9985029,0.00060848537,0.00036040763,0.00020398037,0.00028575075,0.000038467806],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00021921645,0.00013593819,0.00040702106,0.00036705993,0.00003951702,0.000012265163,0.00019380778,0.00024368643,0.0000063283574],"category_scores_gemma":[0.00062816136,0.00010830005,0.00009465643,0.000248651,0.00007902759,0.00017762178,0.00003783536,0.0002701493,2.8757663e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00021274987,0.000037771773,0.001544237,0.00015037392,0.0003717447,0.000009954078,0.00061764725,0.9692198,0.015623644,0.000029734452,0.000019839632,0.012162529],"study_design_scores_gemma":[0.00085022947,0.00043185486,0.00012376237,0.0001906492,0.00016184442,0.00003538584,0.00018264403,0.9770842,0.01442746,0.0027813073,0.0036214958,0.000109140834],"about_ca_topic_score_codex":0.00008490983,"about_ca_topic_score_gemma":0.000103349565,"teacher_disagreement_score":0.030869385,"about_ca_system_score_codex":0.000039108407,"about_ca_system_score_gemma":0.000014486528,"threshold_uncertainty_score":0.4416348},"labels":[],"label_agreement":null},{"id":"W2983909190","doi":"10.2118/197371-ms","title":"Modelling of Permeability and Strain Evolution in Chemical Creep Compaction Experiments with Fractured and Unfractured Chalk Cores Conducted at Reservoir Conditions","year":2019,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"ConocoPhillips (Canada)","funders":"","keywords":"Compaction; Permeability (electromagnetism); Geology; Geotechnical engineering; Geomechanics; Creep; Brine; Fluid dynamics; Mechanics; Materials science; Thermodynamics; Composite material; Chemistry","score_opus":0.016146272820261837,"score_gpt":0.23627506166990342,"score_spread":0.22012878884964157,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2983909190","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99378794,0.000283475,0.004903465,0.00005807646,0.000026264612,0.00022455555,0.000023070317,0.000074678814,0.0006184784],"genre_scores_gemma":[0.99924034,0.000028143117,0.00053526653,0.000008096609,0.000013221738,0.00000993384,0.00008441928,0.000017532018,0.00006302182],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9990816,0.00003725661,0.00025130398,0.00025157476,0.00018516656,0.00019310546],"domain_scores_gemma":[0.9995095,0.00008234003,0.000049017097,0.00021981994,0.000046914916,0.00009240455],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00010942082,0.00016913294,0.00031429497,0.00013526125,0.0000422769,0.000017035098,0.000057896024,0.00014062684,0.0002112035],"category_scores_gemma":[0.000014419716,0.00013355169,0.000033673015,0.00015133139,0.000105006664,0.00018221531,0.000028001883,0.00020495916,0.000001945971],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000080113925,0.000043242962,0.012806563,0.00010734608,0.000072085924,0.0000012656603,0.0007311502,0.8692363,0.11686571,0.000016465243,0.000017120015,0.000022634475],"study_design_scores_gemma":[0.001034671,0.000047071408,0.056887835,0.00006590955,0.000029432173,0.000007601697,0.0005104653,0.88886535,0.052135125,0.00019115573,0.000027829155,0.00019754512],"about_ca_topic_score_codex":0.00072942016,"about_ca_topic_score_gemma":0.00020033756,"teacher_disagreement_score":0.064730585,"about_ca_system_score_codex":0.00014182842,"about_ca_system_score_gemma":0.000013117653,"threshold_uncertainty_score":0.544608},"labels":[],"label_agreement":null},{"id":"W2984156012","doi":"10.2118/198695-ms","title":"SAGD Circulation Strategy Utilizing Flow Control Devices","year":2019,"lang":"en","type":"article","venue":"SPE Thermal Well Integrity and Design Symposium","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":7,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"ConocoPhillips (Canada)","funders":"","keywords":"Process (computing); Petroleum engineering; Computer science; Software deployment; Flow (mathematics); Flow control (data); Oil field; Completion (oil and gas wells); Asphalt; Process engineering; Engineering; Telecommunications; Materials science","score_opus":0.014754749086618512,"score_gpt":0.21833156620730837,"score_spread":0.20357681712068987,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2984156012","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.74429,0.0020580045,0.16604204,0.00062492624,0.0005892824,0.0006620698,0.000013621714,0.00063750544,0.08508252],"genre_scores_gemma":[0.99884814,0.00012030635,0.00034198133,0.000091291084,0.0001354605,0.0000069454923,0.00000791888,0.000028756836,0.00041917324],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9989553,0.00011057225,0.0002354751,0.00023422854,0.00017112948,0.0002933112],"domain_scores_gemma":[0.9994631,0.00012490859,0.00003717808,0.00022964804,0.000039209364,0.00010597688],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00035500654,0.0002145483,0.00028441273,0.00009076378,0.00007974231,0.000111584064,0.00014372705,0.00018860292,0.00044812463],"category_scores_gemma":[0.00000612633,0.00017721627,0.0000968365,0.00011510553,0.000037273516,0.0002286111,0.0000157053,0.00044709205,0.0003173922],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000042428415,0.00001794811,0.0018008428,0.0000993666,0.00013538088,0.0000059260137,0.00020758952,0.9429666,0.053248055,0.000051291685,0.00012348943,0.0013010934],"study_design_scores_gemma":[0.00053362374,0.00006124183,0.0044542304,0.00006196628,0.000079716985,0.00000880108,0.00017830712,0.9829367,0.010048986,0.0001752636,0.0011641782,0.00029702796],"about_ca_topic_score_codex":0.00015580833,"about_ca_topic_score_gemma":0.000023026805,"teacher_disagreement_score":0.25455815,"about_ca_system_score_codex":0.000039761297,"about_ca_system_score_gemma":0.000020415493,"threshold_uncertainty_score":0.722667},"labels":[],"label_agreement":null},{"id":"W2985169901","doi":"10.2118/197227-ms","title":"Lessons Learned from History-Matching the First Out-Of-Sequence Fracturing Field Test in North America","year":2019,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":9,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Geology; Hydraulic fracturing; Sequence (biology); Fracture (geology); Stress field; Stress (linguistics); Geotechnical engineering; Mining engineering; Engineering; Structural engineering","score_opus":0.024836695859533877,"score_gpt":0.24010650368143088,"score_spread":0.215269807821897,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2985169901","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9750398,0.0005367483,0.00512599,0.0029446138,0.00043297154,0.000115237104,0.000008254632,0.00017722994,0.015619179],"genre_scores_gemma":[0.99858093,0.00018415827,0.0002754291,0.00027904697,0.000053478143,0.000006967814,0.000008185689,0.000021048923,0.00059077307],"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","domain_scores_codex":[0.99914706,0.000016455315,0.0002474136,0.0001964007,0.00016818145,0.0002244973],"domain_scores_gemma":[0.9987707,0.000666519,0.000050345036,0.00045725284,0.000013261571,0.000041879786],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000078703524,0.00014471971,0.00025407923,0.00008226906,0.00003704962,0.000017160926,0.00035230658,0.000069919945,0.0007460364],"category_scores_gemma":[0.00008128383,0.00010156175,0.000098750905,0.00014033967,0.000027946786,0.00010501065,0.00005360026,0.00039472771,0.00016387815],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000004440948,0.000026598309,0.023627704,0.000054147145,0.00006486869,0.000009642536,0.0044413633,0.9627283,0.0011349316,0.0000037176476,0.00097469345,0.006929564],"study_design_scores_gemma":[0.000820124,0.00009929423,0.0626936,0.00032710785,0.00010412392,0.000001561568,0.002041386,0.44732264,0.010431541,0.00035475983,0.4746912,0.001112638],"about_ca_topic_score_codex":0.006869323,"about_ca_topic_score_gemma":0.009985745,"teacher_disagreement_score":0.51540565,"about_ca_system_score_codex":0.00012758076,"about_ca_system_score_gemma":0.000018340019,"threshold_uncertainty_score":0.999744},"labels":[],"label_agreement":null},{"id":"W2985380592","doi":"10.26804/capi.2018.01.01","title":"Main controlling factors of fracturing fluid imbibition in shale fracture network","year":2018,"lang":"en","type":"article","venue":"Capillarity","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":36,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Regina","funders":"Fundamental Research Funds for the Central Universities; National Natural Science Foundation of China","keywords":"Imbibition; Dimensionless quantity; Oil shale; Fracture (geology); Petroleum engineering; Geology; Fracturing fluid; Matrix (chemical analysis); Geotechnical engineering; Materials science; Mechanics; Composite material; Physics","score_opus":0.007704013469604879,"score_gpt":0.2113964551541475,"score_spread":0.20369244168454262,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2985380592","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.98502356,0.0010573099,0.011704228,0.000049650997,0.00026232976,0.00010397891,0.000009331078,0.00012643482,0.0016631791],"genre_scores_gemma":[0.9990593,0.00010749384,0.00023144943,0.00006268526,0.00045225176,0.0000037005616,0.000027569893,0.000027334709,0.000028194661],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9988592,0.000046654466,0.0003432248,0.000194579,0.0001869638,0.00036932869],"domain_scores_gemma":[0.9994135,0.000101396654,0.000056334917,0.00029231803,0.000048067646,0.000088393994],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00028976874,0.00018540498,0.00037172,0.00013456198,0.00008118423,0.000024678153,0.00015501815,0.00022763602,0.00019949907],"category_scores_gemma":[0.000071472416,0.00016562137,0.00012748045,0.00029963383,0.00006853589,0.00011454017,0.000028106871,0.00033222628,0.000013555653],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000026976844,0.000041796666,0.040199656,0.00014913341,0.00014033129,0.000018527573,0.0012284532,0.95134974,0.004630479,0.000023267632,0.0018663051,0.00032531578],"study_design_scores_gemma":[0.0022622126,0.00016808606,0.31875554,0.000554938,0.00017368927,0.000011764605,0.00052283367,0.4584726,0.19706164,0.003002611,0.017733892,0.001280162],"about_ca_topic_score_codex":0.00031096002,"about_ca_topic_score_gemma":0.00031142088,"teacher_disagreement_score":0.49287713,"about_ca_system_score_codex":0.00009065999,"about_ca_system_score_gemma":0.0000148527815,"threshold_uncertainty_score":0.6753844},"labels":[],"label_agreement":null},{"id":"W2985414851","doi":"10.1306/01211917156","title":"Mathematical model for calculating the horizontal principal stress of a faulted monoclinal structure in southwest Qaidam Basin, China","year":2019,"lang":"en","type":"article","venue":"AAPG Bulletin","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Polytechnique Montréal","funders":"","keywords":"Geology; Structural basin; China; Principal stress; Seismology; Geomorphology; Paleontology; Archaeology; Geography","score_opus":0.006460084905404951,"score_gpt":0.21732730704615563,"score_spread":0.21086722214075068,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2985414851","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9813369,0.0000629761,0.01713909,0.0002660726,0.000050167702,0.00032529002,0.000074472264,0.000057992194,0.00068707374],"genre_scores_gemma":[0.99665356,0.0000036351914,0.0029172704,0.000015138389,0.000064542604,0.000021518605,0.00002558448,0.000036940983,0.00026182338],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9988783,0.000028998234,0.00038531664,0.00019697698,0.00020748972,0.00030289212],"domain_scores_gemma":[0.9994037,0.00012753454,0.000063502855,0.0003217017,0.000029747438,0.000053808766],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00019684929,0.00018688376,0.00034464072,0.00007334667,0.000046854533,0.000024001092,0.0002463162,0.00013415133,0.00019553662],"category_scores_gemma":[0.000069548754,0.00012810052,0.00015820275,0.00011697489,0.00003565325,0.000024051107,0.000050392002,0.00029851438,0.000020447456],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000023651593,0.00003136063,0.0038708425,0.00025565948,0.000064332344,0.0000022368429,0.0014658154,0.9932746,0.0005037785,0.000113872964,0.00010569627,0.000288131],"study_design_scores_gemma":[0.00052161806,0.00002987478,0.0069198,0.00010536042,0.000037425343,0.0000039346933,0.00027002298,0.99009395,0.0013076472,0.00026458036,0.00028069539,0.00016509235],"about_ca_topic_score_codex":0.00018605732,"about_ca_topic_score_gemma":0.00013949128,"teacher_disagreement_score":0.015316681,"about_ca_system_score_codex":0.000038897597,"about_ca_system_score_gemma":0.000016832604,"threshold_uncertainty_score":0.52237874},"labels":[],"label_agreement":null},{"id":"W2986502429","doi":"10.2118/195359-pa","title":"A Correlation for Estimating the Biot Coefficient","year":2019,"lang":"en","type":"article","venue":"SPE Drilling & Completion","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":21,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Biot number; Correlation coefficient; Porosity; Geology; Permeability (electromagnetism); Poromechanics; Geotechnical engineering; Petroleum engineering; Mathematics; Porous medium; Mechanics; Statistics; Physics","score_opus":0.01220588750422088,"score_gpt":0.2302344092048329,"score_spread":0.21802852170061202,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2986502429","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.18092643,0.00007729075,0.81669533,0.00017726999,0.0007674857,0.00021984041,0.0000039768142,0.00016389764,0.00096846547],"genre_scores_gemma":[0.99172366,0.0000056797217,0.007786876,0.000029900939,0.00021030134,0.00001184531,0.00006421108,0.00001955807,0.00014796172],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99939454,0.000014678389,0.00016711674,0.00012433139,0.00013510814,0.00016420214],"domain_scores_gemma":[0.9995466,0.00016230589,0.00003781486,0.00018899386,0.000039369763,0.000024898665],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002263619,0.00009080175,0.00011886387,0.00005650709,0.00013302332,0.00004704676,0.00009614694,0.000044158478,0.000049740156],"category_scores_gemma":[0.00004366655,0.0000665161,0.00008623709,0.00013736503,0.000014227231,0.000037069243,0.000011189435,0.000103933155,0.00014147122],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000029482198,0.000004931052,0.0002578548,0.000040815194,0.00002073866,1.0559738e-7,0.00017936925,0.99690425,0.0009062275,0.00007020842,0.0002836501,0.001328927],"study_design_scores_gemma":[0.00014800737,0.000017428185,0.00078218686,0.000045750996,0.00002299553,0.0000015245282,0.000037200938,0.990272,0.00044830184,0.00012744812,0.00800421,0.000092977956],"about_ca_topic_score_codex":0.000023160697,"about_ca_topic_score_gemma":0.000006174341,"teacher_disagreement_score":0.8107972,"about_ca_system_score_codex":0.000050631672,"about_ca_system_score_gemma":0.000004860856,"threshold_uncertainty_score":0.27124476},"labels":[],"label_agreement":null},{"id":"W2987248889","doi":"10.2118/197550-ms","title":"Acid-Fracturing Techniques as a Good Alternative to Help Improve Field Development Assets","year":2019,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Haliburton Forest & Wild Life Reserve","funders":"","keywords":"Petroleum engineering; Dolomite; Permeability (electromagnetism); Geology; Carbonate; Wellbore; Oil field; Oil production; Porosity; Environmental science; Materials science; Mineralogy; Geotechnical engineering; Chemistry; Metallurgy","score_opus":0.004425249212101634,"score_gpt":0.2284001271385004,"score_spread":0.22397487792639875,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2987248889","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7898184,0.00008694189,0.062806785,0.00062872516,0.00040844502,0.00044389308,0.0000023199082,0.0010365114,0.14476798],"genre_scores_gemma":[0.98428696,0.000015368272,0.009479603,0.0004414843,0.00010356491,0.00005144185,0.000004777709,0.000032440963,0.005584346],"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9989491,0.000011258879,0.00022792477,0.0002562608,0.00023615331,0.00031930895],"domain_scores_gemma":[0.99943113,0.000054585067,0.000024050481,0.00031018918,0.000036677036,0.00014336812],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00013353766,0.0002012979,0.00023484453,0.0001743585,0.000044108005,0.00006291202,0.0002587298,0.000107379325,0.0006292847],"category_scores_gemma":[0.00003435299,0.00016447016,0.00007927268,0.00014272593,0.0000040920886,0.00012782238,0.000101918326,0.00022524377,0.0010036213],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000076038035,0.00020748016,0.0040516932,0.00064168347,0.0019837755,0.00013271176,0.0060402816,0.13806196,0.38661313,0.0002122471,0.009821512,0.45215747],"study_design_scores_gemma":[0.0000920559,0.000061536375,0.00023543173,0.00005071902,0.000009376479,0.0000030233493,0.000072940864,0.0026353968,0.9359016,0.000045340166,0.06062862,0.00026395931],"about_ca_topic_score_codex":0.00021393345,"about_ca_topic_score_gemma":0.00006565315,"teacher_disagreement_score":0.54928845,"about_ca_system_score_codex":0.00011503482,"about_ca_system_score_gemma":0.000023967697,"threshold_uncertainty_score":0.9997742},"labels":[],"label_agreement":null},{"id":"W2989291952","doi":"10.2118/198700-ms","title":"Evaluation, Implementation, and Operations of an FCD for SAGD Producer Wells","year":2019,"lang":"en","type":"article","venue":"SPE Thermal Well Integrity and Design Symposium","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Athabasca University","funders":"","keywords":"Choke; Nozzle; Inflow; Petroleum engineering; Process (computing); Computer science; Well control; Field (mathematics); Wellbore; Engineering; Mechanical engineering; Geology; Electrical engineering; Operating system","score_opus":0.02034602739056071,"score_gpt":0.2822911684347196,"score_spread":0.2619451410441589,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2989291952","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9593822,0.0005127023,0.034571335,0.00093130645,0.00018699327,0.0012957408,0.000029585704,0.00007375435,0.0030164146],"genre_scores_gemma":[0.99717826,0.00010424504,0.00216768,0.000041978154,0.00008041039,0.000045489985,0.000034383913,0.000018209294,0.0003293633],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9991527,0.00010975848,0.00022602001,0.00019320167,0.00017312654,0.00014515615],"domain_scores_gemma":[0.999481,0.000059298105,0.000025607911,0.00019290266,0.00017750364,0.00006367569],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00097444,0.00012255198,0.00017682703,0.000073662355,0.00007133738,0.000048813014,0.000079354744,0.000074218486,0.00037894672],"category_scores_gemma":[0.000013368103,0.00010110653,0.00003782195,0.00007484608,0.00003678358,0.00021677498,0.000014028839,0.00012181516,0.000013878165],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00005639513,0.00006592504,0.0006349159,0.000189541,0.00024808774,3.224513e-7,0.0021802315,0.7821125,0.20841141,0.00022528363,0.00082297286,0.0050524473],"study_design_scores_gemma":[0.0010422127,0.0003001707,0.0024500377,0.000032590855,0.00028122257,0.00000461828,0.0007652803,0.6795457,0.3130075,0.00073435006,0.001553052,0.00028323024],"about_ca_topic_score_codex":0.00022463939,"about_ca_topic_score_gemma":0.00008668564,"teacher_disagreement_score":0.10459609,"about_ca_system_score_codex":0.000024149702,"about_ca_system_score_gemma":0.00004282214,"threshold_uncertainty_score":0.4149201},"labels":[],"label_agreement":null},{"id":"W2990072523","doi":"10.1115/omae2019-96373","title":"An Experimental Development to Characterise the Flow Phenomena at the Near-Wellbore Region","year":2019,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Wellbore; Pressure drop; Geology; Flow (mathematics); Petroleum engineering; Fluid dynamics; Porous medium; Mechanics; Geotechnical engineering; Porosity; Physics","score_opus":0.007558647243214501,"score_gpt":0.20872545590989047,"score_spread":0.20116680866667597,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2990072523","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.98887235,0.00014704699,0.00084910565,0.0008468811,0.00019466327,0.00020667184,9.3250617e-7,0.00014769442,0.008734667],"genre_scores_gemma":[0.99121374,0.00000970635,0.00027361358,0.00041260448,0.00010270212,0.000034892582,0.000017553746,0.000025117191,0.007910073],"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","domain_scores_codex":[0.99926716,0.000024601699,0.0001272491,0.00016974806,0.0001764493,0.00023480567],"domain_scores_gemma":[0.9993547,0.000019061648,0.000013825905,0.00050549844,0.000011629235,0.000095260126],"candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.000113279384,0.000139439,0.00011549245,0.000024710658,0.00021296895,0.000086768814,0.00030018477,0.00003817036,0.00092493446],"category_scores_gemma":[0.0000019342604,0.00006838136,0.000054791,0.000117282434,0.000020477213,0.00007781712,0.000073948344,0.00010135595,0.0014711666],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000042878706,0.000084247746,0.0010685334,0.000032096355,0.00022378279,0.000011653829,0.022915855,0.91191125,0.024818197,0.000007658879,0.015734592,0.023149228],"study_design_scores_gemma":[0.00030431122,0.00006488445,0.0067090713,0.000023241992,0.00001970847,0.000016333197,0.0019537273,0.23849112,0.12779924,0.000001491106,0.62417656,0.00044027175],"about_ca_topic_score_codex":0.00002515846,"about_ca_topic_score_gemma":0.000036485875,"teacher_disagreement_score":0.67342013,"about_ca_system_score_codex":0.00012603754,"about_ca_system_score_gemma":0.000011233038,"threshold_uncertainty_score":0.9999884},"labels":[],"label_agreement":null},{"id":"W2990083124","doi":"10.2118/189812-pa","title":"A New Simple Analytic Equation for Estimating Asymmetric Growth of Stimulated Reservoir Volume in Anisotropic Shales","year":2018,"lang":"en","type":"article","venue":"SPE Production & Operations","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Microseism; Anisotropy; Ellipsoid; Hydraulic fracturing; Oil shale; Geology; Petroleum reservoir; Volume (thermodynamics); Point source; Mechanics; Petroleum engineering; Physics; Seismology; Optics; Thermodynamics; Geodesy","score_opus":0.02361622264685834,"score_gpt":0.2745912980853197,"score_spread":0.2509750754384613,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2990083124","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"methods","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.15285611,0.000099979065,0.84517026,0.00087967893,0.00030891597,0.0003164484,0.000007115946,0.000121232,0.0002402482],"genre_scores_gemma":[0.8028636,0.000011990048,0.19594389,0.000005438342,0.0004886923,0.000019822293,0.00006494402,0.000019272962,0.0005823499],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99899316,0.000030157098,0.00039510088,0.00023821142,0.00015689172,0.0001864553],"domain_scores_gemma":[0.9993338,0.000030781004,0.00004023056,0.0002551577,0.0002860454,0.00005399933],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00023285237,0.000117550924,0.00020155263,0.0005150423,0.00013815446,0.000046909994,0.00010942478,0.000064112115,0.00011671947],"category_scores_gemma":[0.00071655127,0.00011628511,0.00006259181,0.0013691612,0.000030936822,0.00028216018,0.00001712694,0.00009915639,0.000026124853],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000060696448,0.00002316585,0.0013894553,0.00006815619,0.00004312215,1.7822727e-7,0.00048364644,0.9937347,0.0011099939,0.00003900808,0.00136828,0.001734189],"study_design_scores_gemma":[0.0002530721,0.00007022971,0.0020897444,0.00003338082,0.00004925917,0.0000012858142,0.000083314044,0.9900715,0.0066472655,0.0003915253,0.00019069295,0.000118728676],"about_ca_topic_score_codex":0.0006631602,"about_ca_topic_score_gemma":0.0008666697,"teacher_disagreement_score":0.6500075,"about_ca_system_score_codex":0.000099772304,"about_ca_system_score_gemma":0.000059660542,"threshold_uncertainty_score":0.4741969},"labels":[],"label_agreement":null},{"id":"W2990115362","doi":"","title":"2016-2017 Update of Hydraulic Fracturing Induced Earthquakes near Fox Creek, Alberta","year":2017,"lang":"en","type":"article","venue":"AGU Fall Meeting Abstracts","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Hydraulic fracturing; Geology; Hydrology (agriculture); Geotechnical engineering","score_opus":0.015272590941337533,"score_gpt":0.2383515854956705,"score_spread":0.22307899455433297,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2990115362","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.92895895,0.00039760722,0.00003830256,0.0003431826,0.00042035928,0.00012620828,0.0000057217794,0.00020084741,0.06950884],"genre_scores_gemma":[0.9981513,0.00015330463,0.00062204944,0.000056508885,0.00024008079,0.000010625585,0.000015936077,0.000086116546,0.0006640996],"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","domain_scores_codex":[0.9976798,0.00004336448,0.0007200953,0.0004327351,0.0004362409,0.0006877133],"domain_scores_gemma":[0.9974635,0.00027119534,0.00046989642,0.0014729692,0.000089877154,0.00023252437],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0005578738,0.00038103847,0.0005947179,0.0001228464,0.00068039884,0.0004885607,0.0009746392,0.00030474522,0.00002478837],"category_scores_gemma":[0.0008517605,0.00038218164,0.00027474793,0.000082518585,0.0001309722,0.00049042655,0.0001579212,0.0005971709,0.00034588212],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000028597507,0.00012554321,0.02636604,0.00047187842,0.0007411016,0.00015044819,0.0012432131,0.9438,0.007886331,0.000004241973,0.0033166974,0.015865961],"study_design_scores_gemma":[0.001717832,0.00011912467,0.7833084,0.001723215,0.00040797345,0.000045294302,0.00019493433,0.05934477,0.09097294,0.0002534638,0.060006443,0.0019056472],"about_ca_topic_score_codex":0.08322224,"about_ca_topic_score_gemma":0.023383493,"teacher_disagreement_score":0.8844552,"about_ca_system_score_codex":0.000038904116,"about_ca_system_score_gemma":0.00005206017,"threshold_uncertainty_score":0.999863},"labels":[],"label_agreement":null},{"id":"W2990612419","doi":"10.15530/ap-urtec-2019-198273","title":"Pressure Transient Behavior of Unconventional Reservoirs: Combined Effect of Spatial Variation and Stress-Dependence of Formation Permeability","year":2019,"lang":"en","type":"article","venue":"Proceedings of the SPE/AAPG/SEG Asia Pacific Unconventional Resources Technology Conference","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Permeability (electromagnetism); Transient analysis; Transient (computer programming); Stress (linguistics); Variation (astronomy); Materials science; Geology; Geotechnical engineering; Environmental science; Transient response; Computer science; Chemistry; Engineering; Physics; Electrical engineering","score_opus":0.004809353577542394,"score_gpt":0.19837252905989156,"score_spread":0.19356317548234916,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2990612419","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9968529,0.00022285148,0.00056497514,0.00019122178,0.00011777516,0.00063722173,0.0001352899,0.00006448268,0.0012133084],"genre_scores_gemma":[0.9994304,0.00006484596,0.0002114071,5.2617327e-7,0.000013192772,0.00004438481,0.000019249323,0.000016239728,0.00019972437],"study_design_codex":"observational","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9979059,0.00003927712,0.0008343932,0.00031453703,0.00068521657,0.00022065033],"domain_scores_gemma":[0.9983066,0.00012423334,0.00063326606,0.00029016667,0.00059865054,0.000047092948],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006351868,0.00024246307,0.00060591055,0.00037985118,0.00005952398,0.00001613844,0.0005785886,0.00031716807,0.00016238961],"category_scores_gemma":[0.00018176912,0.00019113446,0.0002543077,0.00045652053,0.00051690673,0.00022814721,0.0001182322,0.00034926765,0.000001583823],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00081799674,0.0007422792,0.57859534,0.010219879,0.0009733669,9.2691204e-7,0.0029980135,0.015748791,0.38143367,0.004984755,0.00005978163,0.0034251777],"study_design_scores_gemma":[0.0022187945,0.0010988462,0.25093555,0.0013645937,0.0007068476,0.00001667283,0.0017619736,0.054107357,0.68449646,0.0026853262,0.00024617938,0.00036139702],"about_ca_topic_score_codex":0.00008970755,"about_ca_topic_score_gemma":0.000020419406,"teacher_disagreement_score":0.32765982,"about_ca_system_score_codex":0.000039288276,"about_ca_system_score_gemma":0.000034243625,"threshold_uncertainty_score":0.7794237},"labels":[],"label_agreement":null},{"id":"W2990751823","doi":"10.1144/jgs2019-142","title":"The nature and age of basement host rocks and fissure fills in the Lancaster field fractured reservoir, West of Shetland","year":2019,"lang":"en","type":"article","venue":"Journal of the Geological Society","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":43,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Golder Associates (Canada)","funders":"Natural Environment Research Council","keywords":"Geology; Shetland; Basement; Fissure; Geochemistry; Petrology; Paleontology; Geomorphology; Archaeology; Geography","score_opus":0.004636665436331444,"score_gpt":0.21008800877062678,"score_spread":0.20545134333429532,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2990751823","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.98873556,0.003225871,0.0000712828,0.0074751307,0.000092493116,0.00007989954,0.000003081132,0.0000024243,0.00031427253],"genre_scores_gemma":[0.9983851,0.0009435812,0.00006848131,0.0004004102,0.00006606278,7.472744e-7,5.31306e-7,0.000003517476,0.0001316017],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9992117,0.00008927079,0.0002680618,0.00006398004,0.00023781952,0.00012913386],"domain_scores_gemma":[0.9990273,0.00058614125,0.00012898531,0.00019428089,0.0000357098,0.00002756879],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006917703,0.0000886961,0.0002491455,0.000011999952,0.00005593345,0.000022259368,0.00031766674,0.00019595803,0.00005157368],"category_scores_gemma":[0.00012497662,0.0000320222,0.00018805519,0.00009686302,0.000069935944,0.00003596487,0.00008652941,0.0007981383,2.7869342e-7],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00025294162,0.00019070819,0.82706124,0.00055717275,0.0011758044,0.000041231026,0.013015032,0.11126986,0.0051129474,0.000027534084,0.040060144,0.0012353593],"study_design_scores_gemma":[0.00078533235,0.00020954823,0.96537894,0.00015864258,0.00009222594,0.00003071968,0.0016065852,0.0054594297,0.0014771869,0.00041110782,0.024279432,0.00011085831],"about_ca_topic_score_codex":0.000039165767,"about_ca_topic_score_gemma":0.00006411436,"teacher_disagreement_score":0.13831766,"about_ca_system_score_codex":0.000009138459,"about_ca_system_score_gemma":0.0000059420227,"threshold_uncertainty_score":0.3467558},"labels":[],"label_agreement":null},{"id":"W2991060902","doi":"10.1115/omae2019-95164","title":"A New Three-Layer Model for Gravel Packing Applications in Horizontal Wells","year":2019,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Annulus (botany); Hydraulics; Mechanics; Flow (mathematics); Atomic packing factor; Slurry; Steady state (chemistry); Layer (electronics); Packed bed; Materials science; Geotechnical engineering; Geology; Engineering; Thermodynamics; Physics; Chemistry; Composite material","score_opus":0.012779211607058829,"score_gpt":0.22941887825520793,"score_spread":0.2166396666481491,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2991060902","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.053054083,0.00008784678,0.93724704,0.00008183525,0.000040537187,0.00029963537,0.0000037077857,0.00012938787,0.00905592],"genre_scores_gemma":[0.98665303,0.0000114617515,0.01000275,0.000021204669,0.000058067348,0.000049582246,0.000012333028,0.000024770472,0.0031668153],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9994269,0.0000020395928,0.00014368721,0.0001459548,0.000080042795,0.00020136168],"domain_scores_gemma":[0.9996605,0.000033949153,0.000011097528,0.0002180012,0.000011105091,0.000065349326],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000058025777,0.00010223279,0.00014826718,0.00009740742,0.000022232733,0.000022749919,0.00012359009,0.00006770922,0.000087347114],"category_scores_gemma":[0.000002605516,0.00008548498,0.00009074453,0.00014080445,0.0000035364676,0.00006535582,0.000015975507,0.00009368055,0.00009029006],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000018995474,0.000008766879,0.0015965482,0.000032852353,0.000030998097,1.4564846e-7,0.00011745286,0.9937753,0.0009796576,0.00046633833,0.00079325686,0.0021968025],"study_design_scores_gemma":[0.00025183387,0.000006476283,0.00057434797,0.000009102048,0.000012805825,3.1338823e-7,0.000040334457,0.99333674,0.0014876962,0.0014968908,0.0026537592,0.00012969083],"about_ca_topic_score_codex":0.00030204942,"about_ca_topic_score_gemma":0.0008570341,"teacher_disagreement_score":0.93359894,"about_ca_system_score_codex":0.000041806758,"about_ca_system_score_gemma":0.000016794871,"threshold_uncertainty_score":0.34859762},"labels":[],"label_agreement":null},{"id":"W2991149154","doi":"10.26804/ager.2019.04.04","title":"A simulation-based method to determine the coefficient of hyperbolic decline curve for tight oil production","year":2019,"lang":"en","type":"article","venue":"ADVANCES IN GEO-ENERGY RESEARCH","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":7,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"Natural Sciences and Engineering Research Council of Canada; Alberta Innovates; Energi Simulation","keywords":"Petroleum engineering; Oil production; Production (economics); Oil field; Tight oil; Reservoir simulation; Permeability (electromagnetism); Reservoir modeling; Tight gas; Geology; Hydraulic fracturing; Environmental science; Econometrics; Mathematics; Economics; Oil shale","score_opus":0.027424377761705542,"score_gpt":0.36288765439001236,"score_spread":0.33546327662830683,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2991149154","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.33392727,0.005515556,0.65430087,0.0020391385,0.00069307693,0.0006488543,0.000019840438,0.00012798772,0.0027273677],"genre_scores_gemma":[0.9929948,0.00015926744,0.005316823,0.000035007128,0.0001564625,0.00015711186,0.000013786606,0.000026941423,0.0011397945],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9983998,0.0001775714,0.00029988267,0.0002810122,0.0004648829,0.00037683503],"domain_scores_gemma":[0.99698144,0.002181228,0.000032482672,0.00046924772,0.00027351102,0.00006208393],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0015619765,0.00011638483,0.0002360583,0.00037820594,0.00007782459,0.000019403938,0.00032746943,0.00006168899,0.000033555767],"category_scores_gemma":[0.0007489954,0.00008138365,0.000077235745,0.001025121,0.000050865918,0.00010062496,0.0000619296,0.00019265019,0.00000987419],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00005431317,0.000040370993,0.00028105074,0.00013246729,0.000015555786,6.078363e-7,0.00008666089,0.923507,0.00135238,0.00003604675,0.000027668295,0.07446591],"study_design_scores_gemma":[0.0002439136,0.00007220118,0.00010735122,0.000061797175,0.0000058302767,2.6315777e-7,0.00004356844,0.87395006,0.024860218,0.00014848365,0.100414604,0.00009171185],"about_ca_topic_score_codex":0.00015493824,"about_ca_topic_score_gemma":0.0004672537,"teacher_disagreement_score":0.6590675,"about_ca_system_score_codex":0.00007589926,"about_ca_system_score_gemma":0.00004087746,"threshold_uncertainty_score":0.3318729},"labels":[],"label_agreement":null},{"id":"W2991334969","doi":"10.1155/2019/2046061","title":"Pressure Analysis for Volume Fracturing Vertical Well considering Low-Velocity Non-Darcy Flow and Stress Sensitivity","year":2019,"lang":"en","type":"article","venue":"Geofluids","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":12,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"Fundamental Research Funds for the Central Universities; Natural Science Foundation of Shandong Province; China University of Petroleum, Beijing; National Natural Science Foundation of China","keywords":"Pressure gradient; Mechanics; Dimensionless quantity; Darcy's law; Flow (mathematics); Sensitivity (control systems); Geology; Stress (linguistics); Geotechnical engineering; Backflow; Materials science; Porous medium; Porosity; Physics; Engineering","score_opus":0.004327519425563288,"score_gpt":0.19770391246211266,"score_spread":0.19337639303654938,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2991334969","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.85301226,0.00039060603,0.14535178,0.00009110556,0.00016864316,0.00021376516,0.00008062943,0.00018682648,0.00050436246],"genre_scores_gemma":[0.9978421,0.00005612352,0.0011909329,0.000046718433,0.0001441978,0.000015754144,0.000055853514,0.000041991083,0.0006063843],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9984391,0.00004298478,0.00029308363,0.00043101134,0.0002400914,0.0005537392],"domain_scores_gemma":[0.99901503,0.00022353107,0.000021102296,0.00046770106,0.00007033833,0.00020231123],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0003414948,0.00028177036,0.0005832266,0.0002183936,0.00013734517,0.0001393896,0.000112007154,0.00020657263,0.00020419425],"category_scores_gemma":[0.00005202827,0.00027004414,0.0002869709,0.00030109604,0.00005648642,0.00024685002,0.00009923526,0.00029548942,0.000054302192],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000017734199,0.000030383619,0.043944582,0.00048590323,0.0017552412,0.000016406953,0.00022368498,0.9499107,0.0025856718,0.0000035528938,0.0003624764,0.0006636414],"study_design_scores_gemma":[0.00039156192,0.000019564835,0.06666939,0.00004477803,0.0007693866,0.000003869184,0.00006410597,0.9121731,0.015964173,0.0000142331355,0.0035516666,0.00033415807],"about_ca_topic_score_codex":0.00019502599,"about_ca_topic_score_gemma":0.00011097921,"teacher_disagreement_score":0.14482976,"about_ca_system_score_codex":0.000040177078,"about_ca_system_score_gemma":0.000018443468,"threshold_uncertainty_score":0.9999752},"labels":[],"label_agreement":null},{"id":"W2991338395","doi":"10.2118/1219-0030-jpt","title":"Questions Over Permeability Prompt Producer-Led Group To Rebuild Key Fracture Diagnostic","year":2019,"lang":"en","type":"article","venue":"Journal of Petroleum Technology","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Oil shale; Engineering; Petroleum engineering; Permeability (electromagnetism); Focus group; Test (biology); Operations management; Geology; Business; Marketing","score_opus":0.0025277890476993413,"score_gpt":0.2114331025411806,"score_spread":0.20890531349348126,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2991338395","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9846915,0.0009771152,0.005945831,0.0069596674,0.0006595595,0.00015866636,0.000003249514,0.000266889,0.00033750516],"genre_scores_gemma":[0.9978658,0.00009596011,0.0013336663,0.000104868464,0.000253904,0.00001509135,0.000001812584,0.000037453443,0.00029143953],"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","domain_scores_codex":[0.9984818,0.000042364318,0.00054647634,0.0002445528,0.00031226606,0.00037252915],"domain_scores_gemma":[0.9988002,0.00015310894,0.0001537097,0.0006099819,0.00014535028,0.00013764335],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00039956643,0.00022411319,0.00053059275,0.0008072535,0.000056358487,0.000033399872,0.0004935754,0.00027811562,0.00022735528],"category_scores_gemma":[0.0009502594,0.0001764123,0.00020804572,0.0005306211,0.000053651274,0.00015826769,0.00007114301,0.0010678069,0.00012355876],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000054618446,0.0003230417,0.06480593,0.00023179913,0.0005620504,0.00012390353,0.00029177338,0.8920723,0.028133951,0.00010375213,0.009520806,0.0037760218],"study_design_scores_gemma":[0.0034268827,0.0023378236,0.32839602,0.0010386888,0.0007269276,0.0009777913,0.000573763,0.04094537,0.026057683,0.0036542204,0.5901506,0.0017142468],"about_ca_topic_score_codex":0.000018829314,"about_ca_topic_score_gemma":0.000046413363,"teacher_disagreement_score":0.85112697,"about_ca_system_score_codex":0.00022842076,"about_ca_system_score_gemma":0.00003983941,"threshold_uncertainty_score":0.7193885},"labels":[],"label_agreement":null},{"id":"W2991400340","doi":"10.2118/191575-pa","title":"Eagle Ford Huff ‘n’ Puff Gas-Injection Pilot: Comparison of Reservoir-Simulation, Material Balance, and Real Performance of the Pilot Well","year":2019,"lang":"en","type":"article","venue":"SPE Reservoir Evaluation & Engineering","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":38,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Nexen (Canada); University of Calgary","funders":"","keywords":"Oil shale; Petroleum engineering; Eagle; Hydraulic fracturing; Shale oil; Reservoir simulation; Natural gas; Volume (thermodynamics); Balance (ability); Dry gas; Material balance; Environmental science; Tight oil; Geology; Chemistry; Engineering; Waste management; Physics; Chromatography; Thermodynamics","score_opus":0.020801484865822076,"score_gpt":0.26781336535186984,"score_spread":0.24701188048604777,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2991400340","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99514425,0.00029563962,0.001064447,0.00005786014,0.0006738476,0.0005615699,0.000013425002,0.00012991752,0.002059051],"genre_scores_gemma":[0.9989374,0.00022119813,0.00038268894,0.0000029074079,0.00015182205,0.000028731136,0.000034866407,0.0000548777,0.00018545576],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99776524,0.00009142291,0.0007217962,0.00027837744,0.0008151051,0.000328035],"domain_scores_gemma":[0.9987048,0.00013636048,0.00019515667,0.0006219815,0.0002653008,0.000076397366],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009500051,0.00026054925,0.0004746837,0.0002544029,0.0000838288,0.00003920892,0.00031699135,0.0001082906,0.00025392018],"category_scores_gemma":[0.00010025958,0.00022097057,0.00009919729,0.00057213125,0.00004268733,0.00031959324,0.000108151165,0.00025461047,0.000020898673],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00008903078,0.00004076043,0.026528986,0.0005319973,0.00009422186,1.0230298e-7,0.00018641377,0.94954675,0.022624018,0.000012890911,0.000108055305,0.00023674102],"study_design_scores_gemma":[0.00069816737,0.00031249085,0.045280363,0.00021517382,0.00009898448,0.0000017256763,0.000052961554,0.920603,0.031767838,0.000023659846,0.0007384525,0.00020721165],"about_ca_topic_score_codex":0.0002131274,"about_ca_topic_score_gemma":0.00004810605,"teacher_disagreement_score":0.028943812,"about_ca_system_score_codex":0.00014624707,"about_ca_system_score_gemma":0.000046340207,"threshold_uncertainty_score":0.9010919},"labels":[],"label_agreement":null},{"id":"W2991513358","doi":"10.1115/omae2019-95163","title":"Plug and Abandonment Environment in British Columbia","year":2019,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Abandonment (legal); Hydraulic fracturing; Petroleum engineering; Geology; Petroleum industry; Drilling; Fossil fuel; Oil production; Well drilling; Stock (firearms); Oil well; Production (economics); Directional drilling; Engineering; Archaeology; Geography; Paleontology","score_opus":0.002044048453891406,"score_gpt":0.14612045550079403,"score_spread":0.1440764070469026,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2991513358","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9933376,0.0003347545,0.00021217052,0.000027877239,0.000033101092,0.00006653735,0.0000010413498,0.00004224161,0.005944717],"genre_scores_gemma":[0.9931418,0.0005790405,0.00012403246,0.00002280351,0.000009913824,0.0000059238823,0.000002034758,0.000008626217,0.00610583],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9996147,0.000005086642,0.000088060435,0.00010030733,0.00007465657,0.00011718891],"domain_scores_gemma":[0.9998505,0.000009926974,0.0000042975,0.00009596786,7.6741594e-7,0.000038552556],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00005021333,0.000037522368,0.00009690108,0.000016126727,0.000010839789,0.00006211229,0.000035675745,0.000032221556,0.0016430896],"category_scores_gemma":[0.0000010524353,0.000055047636,0.000019870955,0.000027645672,0.000008468183,0.00003488782,0.000019403287,0.000062863124,0.00009815249],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000010858641,0.000044550758,0.49052083,0.00009007435,0.000076278244,0.00003654631,0.00020222667,0.48535368,0.0005726243,9.894734e-7,0.003114818,0.019986298],"study_design_scores_gemma":[0.00090953644,0.000024078863,0.8470418,0.000046973397,0.000013438136,0.000013276054,0.000094313764,0.10737274,0.00035064996,0.00006240352,0.043777138,0.0002936507],"about_ca_topic_score_codex":0.008227364,"about_ca_topic_score_gemma":0.017416112,"teacher_disagreement_score":0.37798095,"about_ca_system_score_codex":0.00003437625,"about_ca_system_score_gemma":0.0000011397956,"threshold_uncertainty_score":0.99926955},"labels":[],"label_agreement":null},{"id":"W2993305956","doi":"","title":"Elastic finite-difference modeling of volcanic-hosted massive sulphide deposits, Halfmile Lake, New Brunswick, Canada","year":2012,"lang":"en","type":"article","venue":"EGUGA","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Geology; Volcano; Geochemistry; Archaeology; Geography","score_opus":0.010303168658905628,"score_gpt":0.1925098287171809,"score_spread":0.18220666005827527,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2993305956","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.91772777,0.0029759677,0.07519721,0.00018764508,0.00078873313,0.00012954521,0.000023407465,0.00020576124,0.0027639545],"genre_scores_gemma":[0.99816734,0.000054276807,0.0004070021,0.00003725934,0.00022024947,0.0000024391495,0.000027070126,0.000038398226,0.0010459423],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9987676,0.000024906292,0.00031716033,0.00014915806,0.00028172202,0.00045945015],"domain_scores_gemma":[0.9991547,0.00014367868,0.000050560633,0.0003132602,0.00004970727,0.000288101],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000067584566,0.00020280221,0.00030525817,0.00008916536,0.000058823873,0.000016673159,0.0002240818,0.00009578285,0.00013894045],"category_scores_gemma":[0.00011681161,0.00018535352,0.00008456084,0.00024906086,0.000014790225,0.00009152616,0.000043517528,0.00023507842,0.000018721425],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000042193037,0.000013161966,0.008677582,0.00006784414,0.00011814179,0.000007051334,0.00023630197,0.9887915,0.00033394914,0.000016467464,0.001253469,0.00048028826],"study_design_scores_gemma":[0.00038385054,0.000019344583,0.015842067,0.00014997965,0.00016112956,0.0000064280225,0.00012962938,0.9720947,0.007804054,0.00002482019,0.002943032,0.0004409221],"about_ca_topic_score_codex":0.36127782,"about_ca_topic_score_gemma":0.8881816,"teacher_disagreement_score":0.5269038,"about_ca_system_score_codex":0.00009642365,"about_ca_system_score_gemma":0.00040475893,"threshold_uncertainty_score":0.7558497},"labels":[],"label_agreement":null},{"id":"W2995288910","doi":"","title":"Structural-Diagenetic Controls on Fracture Opening in Tight Gas Sandstone Reservoirs, Alberta Foothills","year":2012,"lang":"en","type":"article","venue":"AGUFM","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Foothills; Diagenesis; Geology; Tight gas; Fracture (geology); Geochemistry; Petroleum engineering; Petrology; Hydraulic fracturing; Paleontology; Geography","score_opus":0.008572986918713745,"score_gpt":0.22630913605134115,"score_spread":0.2177361491326274,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2995288910","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.98370695,0.0025681874,0.00015213757,0.0008233967,0.0003210328,0.00020117787,0.000004846321,0.000111989604,0.012110285],"genre_scores_gemma":[0.99778867,0.00011056728,0.00014728948,0.0003387252,0.00035801946,0.000025762358,0.000030690604,0.00005523449,0.0011450644],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9984899,0.00007003305,0.00031484093,0.00022973007,0.00025996275,0.0006355039],"domain_scores_gemma":[0.99897224,0.00027640112,0.000045452856,0.00047398257,0.000018616773,0.00021330807],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002051238,0.00027465826,0.00038354046,0.00019493754,0.00008853845,0.000054595155,0.00028983154,0.00020037215,0.00055582525],"category_scores_gemma":[0.000118561744,0.0002178591,0.0001208146,0.0002705271,0.000030159643,0.00020397884,0.00004134674,0.00047705398,0.00022051987],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000024107785,0.000024203084,0.008001739,0.00004327235,0.00012153062,0.00001743667,0.0012354165,0.9850198,0.0011138582,0.000020221549,0.003053312,0.0013251059],"study_design_scores_gemma":[0.005773338,0.0002140574,0.23184898,0.0007554093,0.00032016673,0.00006164658,0.00040659442,0.3837811,0.059390046,0.00049658754,0.31419665,0.0027553905],"about_ca_topic_score_codex":0.0013598808,"about_ca_topic_score_gemma":0.0011324177,"teacher_disagreement_score":0.60123867,"about_ca_system_score_codex":0.00009342758,"about_ca_system_score_gemma":0.000009882458,"threshold_uncertainty_score":0.8884036},"labels":[],"label_agreement":null},{"id":"W2995673793","doi":"","title":"Induced Seismicity in Northeast BC, Canada: Correlation With Operation Parameters of Shale Gas Hydraulic Fracturing","year":2013,"lang":"en","type":"article","venue":"AGU Fall Meeting Abstracts","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Hydraulic fracturing; Induced seismicity; Geology; Shale gas; Oil shale; Seismology; Petroleum engineering; Mining engineering; Paleontology","score_opus":0.0079484405313086,"score_gpt":0.18460968528961952,"score_spread":0.1766612447583109,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2995673793","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99582684,0.00005235609,0.00026672267,0.00021716712,0.00010853221,0.00021257377,0.0000019970837,0.0000829128,0.0032309273],"genre_scores_gemma":[0.9992189,0.000010559948,0.0005541064,0.000067758214,0.000040954637,0.00002277034,0.00002561622,0.000034524222,0.000024830751],"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","domain_scores_codex":[0.9985482,0.000039246457,0.00050831237,0.00023334558,0.0003244948,0.00034640657],"domain_scores_gemma":[0.9992843,0.00014518117,0.00013890938,0.00024236234,0.00006807942,0.00012116018],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00020481827,0.00021737865,0.00030007208,0.00015171546,0.000068027985,0.000046473426,0.0001498567,0.00012284618,0.0000066886605],"category_scores_gemma":[0.000091169095,0.00019150597,0.00004397794,0.00021518266,0.000021177144,0.0002715694,0.000018363906,0.00039408752,0.000017930714],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000004126812,0.000020638987,0.08491726,0.000059231206,0.000042926273,0.00001183377,0.00032321425,0.9125773,0.0006870466,1.582417e-7,0.00006180865,0.001294499],"study_design_scores_gemma":[0.00042058993,0.000036826295,0.558008,0.00032990056,0.000036529425,0.000008643384,0.0003204316,0.42486545,0.015540862,0.000011391108,0.000069027345,0.00035231022],"about_ca_topic_score_codex":0.93973833,"about_ca_topic_score_gemma":0.8112723,"teacher_disagreement_score":0.4877118,"about_ca_system_score_codex":0.0001937219,"about_ca_system_score_gemma":0.000098958706,"threshold_uncertainty_score":0.7809387},"labels":[],"label_agreement":null},{"id":"W2996580518","doi":"","title":"Fold-related-fracturing at the Livingstone River anticline (AB; Canada) by coupling field surveying and numerical modelling","year":2016,"lang":"en","type":"article","venue":"EGU General Assembly Conference Abstracts","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Anticline; Geology; Field (mathematics); Geomorphology; Mathematics","score_opus":0.009838268513039842,"score_gpt":0.20127332971767947,"score_spread":0.19143506120463963,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2996580518","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9530055,0.0007921715,0.042919856,0.0021137407,0.00027660854,0.000097621785,0.00001333637,0.00013607724,0.00064512104],"genre_scores_gemma":[0.9974017,0.00054858683,0.00022519924,0.00014459435,0.00014242018,0.000008505889,0.000012221805,0.000045801815,0.0014709575],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9980242,0.000038897113,0.00048949494,0.0004069974,0.00042748445,0.00061289215],"domain_scores_gemma":[0.9986187,0.0005835957,0.00011679132,0.0003586557,0.00007814798,0.00024406596],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00042370605,0.0003315754,0.00035930256,0.00005617075,0.00032432645,0.000112734524,0.0002986792,0.0001783598,0.00012837657],"category_scores_gemma":[0.000099661076,0.00020930142,0.000084384235,0.00012592088,0.00006352307,0.00023405754,0.00011978345,0.00037460602,0.000022151431],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000082775305,0.000013965359,0.001863874,0.000026784786,0.00014633578,0.000031259897,0.00012374447,0.95832163,0.03238044,0.000007639898,0.0036989104,0.0033771384],"study_design_scores_gemma":[0.00049916597,0.0000342239,0.015638143,0.00021279819,0.00008910771,0.000027802793,0.000047942325,0.85627884,0.12232065,0.00006073689,0.0040644337,0.0007261656],"about_ca_topic_score_codex":0.06683895,"about_ca_topic_score_gemma":0.018256327,"teacher_disagreement_score":0.102042794,"about_ca_system_score_codex":0.00016451557,"about_ca_system_score_gemma":0.00009715842,"threshold_uncertainty_score":0.9996579},"labels":[],"label_agreement":null},{"id":"W2997476734","doi":"10.3390/en13010268","title":"Effect of Slot Width and Density on Slotted Liner Performance in SAGD Operations","year":2020,"lang":"en","type":"article","venue":"Energies","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":15,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Steam-assisted gravity drainage; Oil sands; Geotechnical engineering; Geology; Stress (linguistics); Petroleum engineering; Asphalt; Materials science; Composite material","score_opus":0.004591282184560545,"score_gpt":0.19592274124586131,"score_spread":0.19133145906130078,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2997476734","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9987851,0.00016700762,0.00009592328,0.00014969285,0.000029513101,0.000028921662,0.000001071511,0.00006287422,0.00067992724],"genre_scores_gemma":[0.9996077,0.00015982313,0.00008904419,0.000037461825,0.00003920842,0.000004192887,0.0000040394684,0.00000847251,0.00005008374],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9996592,0.000023974068,0.00009627909,0.000078612895,0.000064598855,0.00007736151],"domain_scores_gemma":[0.9998294,0.00004714167,0.000005975745,0.000077998004,0.00000739589,0.00003205536],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000063112486,0.00007342729,0.00014532162,0.000050342318,0.000023397484,0.000009479052,0.000044872595,0.000032521686,0.000009245823],"category_scores_gemma":[0.000038952505,0.000055931472,0.000023365383,0.00013033646,0.000017490987,0.00004684323,0.000015873651,0.00008853293,0.0000053272174],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000012213925,0.0000034383665,0.0032410107,0.00008421679,0.000018736024,0.000001969294,0.00025315062,0.99106026,0.0037367316,0.0000060870548,0.00005666753,0.0015255099],"study_design_scores_gemma":[0.00026644106,0.00013809695,0.016725918,0.000037427253,0.000016281761,5.3779075e-7,0.000014734028,0.7305963,0.2516662,7.455748e-7,0.00045122937,0.000086095286],"about_ca_topic_score_codex":0.000060677565,"about_ca_topic_score_gemma":0.0000567649,"teacher_disagreement_score":0.26046395,"about_ca_system_score_codex":0.000009231098,"about_ca_system_score_gemma":0.0000035364678,"threshold_uncertainty_score":0.22808193},"labels":[],"label_agreement":null},{"id":"W2999056176","doi":"10.15530/ap-urtec-2019-198311","title":"Analytical Model for History Matching Drawdown &amp; Buildup Cycles of Multi-Fractured Horizontal Wells Experiencing Multiple Operational Upsets","year":2019,"lang":"en","type":"article","venue":"Proceedings of the SPE/AAPG/SEG Asia Pacific Unconventional Resources Technology Conference","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Drawdown (hydrology); Matching (statistics); Geology; Petroleum engineering; Geotechnical engineering; Groundwater; Aquifer; Mathematics; Statistics","score_opus":0.016126209871290827,"score_gpt":0.2290389739752046,"score_spread":0.21291276410391377,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2999056176","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.97636414,0.00054015045,0.019107962,0.00050509325,0.0002705415,0.0005337441,0.000055372828,0.00022423678,0.0023987512],"genre_scores_gemma":[0.9851461,0.000042803847,0.011762443,0.0000127897465,0.000052517582,0.0000741241,0.000023183717,0.00004770075,0.0028383557],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9976681,0.000011522717,0.0007491422,0.00052264694,0.00060154096,0.00044703082],"domain_scores_gemma":[0.9986197,0.000115782335,0.00034559573,0.00033658452,0.00048523865,0.00009715259],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00037559634,0.00036899844,0.000621471,0.0005032043,0.00015040663,0.000043947126,0.0009688838,0.00045410442,0.0002021669],"category_scores_gemma":[0.00023257524,0.00030324026,0.0004291333,0.00033552654,0.00047615223,0.00023584155,0.00017570634,0.00057574885,0.000015421754],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00045318686,0.0008780329,0.04556137,0.0017960428,0.001699179,0.0000025134018,0.01606058,0.41828397,0.48874986,0.019260302,0.0044541555,0.0028008125],"study_design_scores_gemma":[0.001242307,0.00008522519,0.0012320302,0.00035887692,0.00014174657,0.00001848487,0.003443023,0.93366313,0.04289027,0.003154097,0.013253119,0.0005176962],"about_ca_topic_score_codex":0.00004546545,"about_ca_topic_score_gemma":0.000032972832,"teacher_disagreement_score":0.51537913,"about_ca_system_score_codex":0.0002754513,"about_ca_system_score_gemma":0.00011076368,"threshold_uncertainty_score":0.99994195},"labels":[],"label_agreement":null},{"id":"W2999368314","doi":"10.1029/2019jb018797","title":"Time‐Dependent Hydraulic Fracture Initiation","year":2020,"lang":"en","type":"article","venue":"Journal of Geophysical Research Solid Earth","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":33,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Schlumberger (Canada)","funders":"","keywords":"Hydraulic fracturing; Poromechanics; Brittleness; Geotechnical engineering; Geology; Fluid dynamics; Fracture (geology); Viscosity; Dissipation; Flow (mathematics); Mechanics; Materials science; Composite material; Porous medium; Porosity; Thermodynamics","score_opus":0.02520861189142049,"score_gpt":0.29810606414572294,"score_spread":0.27289745225430245,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2999368314","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9682304,0.000700859,0.008771256,0.012215878,0.0001953055,0.0002101088,0.000010377009,0.0001487145,0.009517076],"genre_scores_gemma":[0.9973809,0.00020905446,0.00011532939,0.00040310287,0.0016173905,0.0000018929466,0.000004276352,0.000030023877,0.00023800871],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9974612,0.0001866234,0.0004155775,0.00014661763,0.0013380923,0.00045191447],"domain_scores_gemma":[0.99856085,0.0002877976,0.00008162366,0.00017928437,0.00035637675,0.00053405814],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00059994194,0.00015084658,0.0004094887,0.00020625311,0.000107736894,0.00010236749,0.00038217666,0.00011269828,0.00037811737],"category_scores_gemma":[0.0005099648,0.000116598145,0.00025005892,0.0005407374,0.00008393558,0.00031005486,0.00006238364,0.0015559384,0.00090500194],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00011189773,0.00012803063,0.00004321903,0.00012542572,0.00037169247,0.00033634857,0.0013955241,0.9472099,0.018037226,0.000007741108,0.027651433,0.004581583],"study_design_scores_gemma":[0.00160266,0.0013992869,0.0072390274,0.0001979926,0.000115204784,0.00005358476,0.00037946348,0.7946422,0.07299853,0.0011344014,0.119673856,0.0005637681],"about_ca_topic_score_codex":0.000020112682,"about_ca_topic_score_gemma":0.000001548766,"teacher_disagreement_score":0.15256765,"about_ca_system_score_codex":0.000047256235,"about_ca_system_score_gemma":0.000089555055,"threshold_uncertainty_score":0.9998729},"labels":[],"label_agreement":null},{"id":"W2999519711","doi":"10.11575/prism/37422","title":"Production Analysis and Enhancement in The Unconventional Tight Formations","year":2020,"lang":"en","type":"dissertation","venue":"Open MIND","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Tight gas; Geology; Petroleum engineering; Hydraulic fracturing","score_opus":0.015243455586334933,"score_gpt":0.272981730296904,"score_spread":0.25773827471056904,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2999519711","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.88653797,0.0008630139,0.0025487193,0.0018579357,0.00054948847,0.0009649101,0.000030127276,0.00000919444,0.10663861],"genre_scores_gemma":[0.99147606,0.00016945432,0.00060418504,0.000012954093,0.000069593654,0.00007694985,0.0022553576,0.000009587128,0.0053258603],"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","domain_scores_codex":[0.9992785,0.00003051122,0.00024474462,0.00017920215,0.00017379569,0.00009324121],"domain_scores_gemma":[0.99972296,0.000016847796,0.000053733518,0.00015739157,0.000022293108,0.000026751166],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002048152,0.000116524214,0.00020599947,0.00020203812,0.00007277765,0.00014916959,0.00021891153,0.00007246364,0.00086285593],"category_scores_gemma":[0.000017803133,0.00008631955,0.000080964266,0.00062109844,0.000007657944,0.00014252983,0.00001493177,0.00019206786,0.00007349933],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0001315784,0.00046341436,0.0015903133,0.0011590936,0.012673817,0.00005047127,0.09207892,0.57184106,0.0030172009,0.00005524573,0.017760122,0.29917875],"study_design_scores_gemma":[0.0011287344,0.00011314537,0.052233737,0.00046111442,0.009193825,0.000009563478,0.015749477,0.20967026,0.05571769,0.0003988486,0.6534885,0.0018350934],"about_ca_topic_score_codex":0.000055781074,"about_ca_topic_score_gemma":0.0027522512,"teacher_disagreement_score":0.63572836,"about_ca_system_score_codex":0.000031736497,"about_ca_system_score_gemma":0.000021009073,"threshold_uncertainty_score":0.9447667},"labels":[],"label_agreement":null},{"id":"W2999653923","doi":"10.1016/j.jhydrol.2020.124542","title":"Production analysis of multifractured horizontal wells with composite models: Influence of complex heterogeneity","year":2020,"lang":"en","type":"article","venue":"Journal of Hydrology","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":17,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Regina","funders":"Faculty of Graduate Studies and Research, University of Regina","keywords":"Geology; Flow (mathematics); Fluid dynamics; Permeability (electromagnetism); Fracture (geology); Mechanics; Reservoir engineering; Geotechnical engineering; Petroleum engineering; Oil shale; Petroleum","score_opus":0.016170502989240883,"score_gpt":0.2274442833260881,"score_spread":0.2112737803368472,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2999653923","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.98788327,0.00024480507,0.011310685,0.00040600283,0.000037461326,0.000045763776,0.000008142515,0.000016177484,0.00004766999],"genre_scores_gemma":[0.99854696,0.000077227356,0.0012366442,0.00005616304,0.00006269153,5.717684e-7,0.0000059524295,0.000012439425,0.0000013635162],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99881124,0.000069587004,0.0006022903,0.00012380179,0.00024919098,0.00014385859],"domain_scores_gemma":[0.99910295,0.000041483214,0.00039992164,0.00016769499,0.00018243822,0.00010548846],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00015867382,0.00013320878,0.0007467393,0.00033728944,0.000022579958,0.0000049465484,0.00020813511,0.00008201309,0.000016574808],"category_scores_gemma":[0.000026918491,0.0000986847,0.00026186625,0.00058849104,0.00009122736,0.00015288682,0.00002188007,0.00025629805,8.256668e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00017962784,0.000044080127,0.0052444097,0.000054317738,0.0029145295,0.00001574001,0.00045298017,0.8871961,0.10374318,6.420587e-7,0.00003703529,0.00011732141],"study_design_scores_gemma":[0.00043130174,0.0004238882,0.027114425,0.000019139095,0.0016964645,0.000045257853,0.000030594714,0.9065598,0.06339265,0.000013878414,0.00015864782,0.00011393497],"about_ca_topic_score_codex":0.000061766004,"about_ca_topic_score_gemma":0.000050734125,"teacher_disagreement_score":0.040350534,"about_ca_system_score_codex":0.00002488122,"about_ca_system_score_gemma":0.000017018836,"threshold_uncertainty_score":0.40242454},"labels":[],"label_agreement":null},{"id":"W3000317902","doi":"10.2118/200473-pa","title":"Experimental Correlations for the Performance and Aperture Selection of Wire-Wrapped Screens in Steam-Assisted Gravity Drainage Production Wells","year":2020,"lang":"en","type":"article","venue":"SPE Production & Operations","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":10,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Steam-assisted gravity drainage; Sizing; Petroleum engineering; Parametric statistics; Volumetric flow rate; Aperture (computer memory); Flow (mathematics); Range (aeronautics); Engineering; Mechanics; Environmental science; Oil sands; Mechanical engineering; Materials science; Mathematics","score_opus":0.014168515576085547,"score_gpt":0.23189126904559895,"score_spread":0.21772275346951342,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3000317902","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9409507,0.00058724335,0.03887367,0.017041875,0.0005801368,0.0014018107,0.000018615416,0.00020847944,0.0003374679],"genre_scores_gemma":[0.9961178,0.000091510476,0.002788633,0.000042467538,0.00029720378,0.00011569652,0.00004469865,0.000018661516,0.00048336698],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9992005,0.000036723246,0.00025654328,0.00025476472,0.00012045667,0.0001309811],"domain_scores_gemma":[0.99965566,0.000025710904,0.000032642973,0.0001566687,0.000086802895,0.000042528307],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00016019143,0.00012378176,0.00014560198,0.000094197996,0.00032722956,0.0000334329,0.000064380656,0.00006072801,0.000031243264],"category_scores_gemma":[0.00011183627,0.000100487036,0.00004974138,0.0005257629,0.00006278397,0.0002898274,0.000014312854,0.00019211852,0.00000472173],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000018429238,0.000046708003,0.00064381224,0.000055991244,0.00003843646,6.04964e-8,0.0014902315,0.92459494,0.0714626,0.000020204196,0.00092074275,0.00070786517],"study_design_scores_gemma":[0.000279223,0.00008449802,0.009879871,0.000023188226,0.00006420498,0.000009144095,0.0012686739,0.912822,0.06988095,0.0000042612687,0.0055213273,0.00016262794],"about_ca_topic_score_codex":0.000050311715,"about_ca_topic_score_gemma":0.00016871728,"teacher_disagreement_score":0.055167057,"about_ca_system_score_codex":0.00005150407,"about_ca_system_score_gemma":0.000022804932,"threshold_uncertainty_score":0.40977424},"labels":[],"label_agreement":null},{"id":"W3000695398","doi":"10.2523/20099-ms","title":"Augmented AI Framework for Well Performance Prediction and Opportunity Identification in Unconventional Reservoirs","year":2020,"lang":"en","type":"article","venue":"International Petroleum Technology Conference","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":8,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Impact","funders":"","keywords":"Identification (biology); Computer science; Petroleum engineering; Geology","score_opus":0.019020043079916914,"score_gpt":0.2508650165969811,"score_spread":0.2318449735170642,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3000695398","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.75755215,0.00008039451,0.2239281,0.016875751,0.00030663007,0.00012332978,0.000053295847,0.00034461753,0.00073571963],"genre_scores_gemma":[0.9983351,0.00022875304,0.0008546691,0.00013478886,0.000072011244,0.00009291488,0.00010185249,0.000012873312,0.00016698676],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99910253,0.000011593439,0.00031225185,0.00024608112,0.00016905557,0.00015851206],"domain_scores_gemma":[0.9995717,0.00004261121,0.00005859337,0.00013569537,0.00011955367,0.000071877934],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00013510519,0.000118484466,0.00014414501,0.00031346123,0.000052329637,0.00004796137,0.00029507512,0.00019280722,0.00014233807],"category_scores_gemma":[0.00021218008,0.00012705242,0.000038926042,0.00020574275,0.00008359704,0.00021849471,0.000056923574,0.0003792456,0.00001788756],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00032624212,0.00023166183,0.27366263,0.00059885124,0.0007931079,0.000026213731,0.00053112523,0.6488945,0.012598584,0.038302243,0.004018102,0.020016769],"study_design_scores_gemma":[0.00044259764,0.000053115233,0.017650599,0.00007804494,0.000016468144,0.0000048604024,0.00012481377,0.9641943,0.0036735046,0.005973162,0.0076583107,0.00013021844],"about_ca_topic_score_codex":0.000007879276,"about_ca_topic_score_gemma":0.000017729473,"teacher_disagreement_score":0.3152998,"about_ca_system_score_codex":0.000072617375,"about_ca_system_score_gemma":0.000031419066,"threshold_uncertainty_score":0.51810473},"labels":[],"label_agreement":null},{"id":"W3000838533","doi":"10.2118/199687-ms","title":"A Cost-Effective Evaluation of Pods Diversion Effectiveness using Fiber Optics DAS and DTS","year":2020,"lang":"en","type":"article","venue":"SPE Hydraulic Fracturing Technology Conference and Exhibition","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":20,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Shell (Canada)","funders":"","keywords":"Software deployment; Casing; Computer science; Blocking (statistics); Product (mathematics); Environmental science; Engineering; Petroleum engineering; Operating system; Mathematics","score_opus":0.03761185605758412,"score_gpt":0.2888408938059569,"score_spread":0.2512290377483728,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3000838533","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.97559845,0.0006004453,0.021771722,0.000425741,0.000055098906,0.0006860782,0.00000687989,0.00024134488,0.0006142537],"genre_scores_gemma":[0.99874383,0.00024611448,0.00084177876,0.000030341995,0.00004669904,0.000049710452,0.00001792293,0.000021311766,0.0000022980867],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99884784,0.000096237294,0.000225377,0.00034098013,0.00025674928,0.00023279236],"domain_scores_gemma":[0.99938756,0.0000865879,0.00008610105,0.00018818364,0.00015565305,0.00009589386],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00034741627,0.00022477076,0.00036406118,0.00027234352,0.000120141754,0.000033477307,0.00010587567,0.00031112172,0.00005279768],"category_scores_gemma":[0.00013816252,0.00021775177,0.000051896513,0.00031480993,0.00018783563,0.00022526203,0.000116575546,0.0003395263,0.0000088147035],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00012907133,0.000075860335,0.0026038745,0.0011132101,0.0004757948,0.000029645935,0.0018890216,0.58231246,0.07355,0.00017122577,0.000043466225,0.33760637],"study_design_scores_gemma":[0.0011502698,0.00015742534,0.0056955484,0.00038019338,0.00038973437,0.000022572192,0.00036499338,0.7827685,0.20603774,0.0024270343,0.00026785166,0.00033815767],"about_ca_topic_score_codex":0.00004719508,"about_ca_topic_score_gemma":0.0000051742763,"teacher_disagreement_score":0.33726823,"about_ca_system_score_codex":0.000080923375,"about_ca_system_score_gemma":0.00002641425,"threshold_uncertainty_score":0.887966},"labels":[],"label_agreement":null},{"id":"W3001425744","doi":"10.2118/199703-ms","title":"Investigating Near-Wellbore Diversion Methods for Refracturing Horizontal Wells","year":2020,"lang":"en","type":"article","venue":"SPE Hydraulic Fracturing Technology Conference and Exhibition","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":14,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"ConocoPhillips (Canada)","funders":"","keywords":"Wellbore; Petroleum engineering; Hydraulic fracturing; Perforation; Geology; Geotechnical engineering; Electrical conduit; Engineering","score_opus":0.019774701151985905,"score_gpt":0.26474582186824264,"score_spread":0.24497112071625674,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3001425744","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.65847796,0.001100602,0.3247999,0.011239644,0.00033094542,0.0004932188,0.000015852265,0.0018873906,0.0016544969],"genre_scores_gemma":[0.9518562,0.00038317687,0.046898544,0.00047341964,0.00020049006,0.000044263314,0.000060149592,0.000055005985,0.000028750366],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9982752,0.00004538184,0.00040588423,0.00057624857,0.00015925177,0.0005380115],"domain_scores_gemma":[0.99912316,0.00012327112,0.00011466361,0.00031257456,0.000075154545,0.00025118276],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00024408485,0.00037983563,0.00048236176,0.00023603838,0.00046042146,0.00015360872,0.00030897965,0.00049385166,0.00007059789],"category_scores_gemma":[0.00022591498,0.00037032872,0.00013568635,0.00038012164,0.00025449722,0.00035183437,0.00017191039,0.0007010013,0.00003778137],"study_design_candidate":"design_other","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00010048105,0.00009153282,0.0019425573,0.0017757464,0.00071170536,0.00006455419,0.006430618,0.119321056,0.18752186,0.00089966337,0.005746828,0.6753934],"study_design_scores_gemma":[0.0010449495,0.0002927729,0.00044779596,0.00030559325,0.00018092955,0.000030881536,0.0010367888,0.50860083,0.41916513,0.008090989,0.05994105,0.0008622784],"about_ca_topic_score_codex":0.00005138685,"about_ca_topic_score_gemma":0.0000083281675,"teacher_disagreement_score":0.6745311,"about_ca_system_score_codex":0.00007255458,"about_ca_system_score_gemma":0.000033719036,"threshold_uncertainty_score":0.9998749},"labels":[],"label_agreement":null},{"id":"W3002335191","doi":"10.2118/199692-ms","title":"Comprehensive Simulation of Hydraulic Fracturing Through Mechanical Stratigraphy with Explicit Width Calculation and Leakoff: Foundations of Completion Modeling","year":2020,"lang":"en","type":"article","venue":"SPE Hydraulic Fracturing Technology Conference and Exhibition","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Reservoir simulation; Hydraulic fracturing; Computation; Geology; Fluid dynamics; Permeability (electromagnetism); Fracture (geology); Finite element method; Computer science; Geotechnical engineering; Mechanics; Petroleum engineering; Algorithm; Engineering; Structural engineering","score_opus":0.032600852690285856,"score_gpt":0.2501947952947437,"score_spread":0.21759394260445786,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3002335191","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.5670522,0.00023527973,0.431304,0.0007227743,0.000018767938,0.00019121099,0.0000069554308,0.00021316377,0.00025565844],"genre_scores_gemma":[0.99475837,0.00038580396,0.0045901705,0.000087715045,0.000050673305,0.000017842307,0.00007523214,0.000032925404,0.0000012599436],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9983821,0.000039509032,0.00058668153,0.000432783,0.00028286024,0.0002760644],"domain_scores_gemma":[0.99912727,0.00009704607,0.00021354166,0.00027948356,0.00018753044,0.00009511598],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.000079240395,0.00031530118,0.00057179324,0.00032686576,0.00015499258,0.000041382216,0.0001387338,0.0003257217,0.000024859748],"category_scores_gemma":[0.000042197888,0.0002965419,0.000080725404,0.00047347456,0.00019163144,0.000469517,0.000066630186,0.00043638877,0.0000023713694],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00004886905,0.000028735614,0.00036704668,0.00032861336,0.00013431019,0.000003782977,0.000683515,0.97631747,0.017350191,0.0008640327,0.000004959483,0.0038684611],"study_design_scores_gemma":[0.00063977495,0.00020830719,0.0010448776,0.0002611922,0.0001240147,0.000010668436,0.0004647978,0.94253486,0.04758856,0.006644615,0.00017934169,0.00029897917],"about_ca_topic_score_codex":0.00017539371,"about_ca_topic_score_gemma":0.00005341468,"teacher_disagreement_score":0.42770618,"about_ca_system_score_codex":0.000027400465,"about_ca_system_score_gemma":0.000024415633,"threshold_uncertainty_score":0.9999487},"labels":[],"label_agreement":null},{"id":"W3002655988","doi":"10.2118/199704-ms","title":"Enhancement of Production and Economics Through Design Optimization in the STACK","year":2020,"lang":"en","type":"article","venue":"SPE Hydraulic Fracturing Technology Conference and Exhibition","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Offset (computer science); Overburden; Drill; Hydraulic fracturing; Well stimulation; Stack (abstract data type); Perforation; Computer science; Petroleum engineering; Geology; Environmental science; Petroleum; Mining engineering; Engineering; Mechanical engineering; Reservoir engineering","score_opus":0.022279652075138694,"score_gpt":0.21790128640942888,"score_spread":0.1956216343342902,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3002655988","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.62600374,0.00053718546,0.3616914,0.010757158,0.00004967698,0.0002767366,0.0000015356179,0.00013449237,0.0005480811],"genre_scores_gemma":[0.99060404,0.0038070648,0.0053632897,0.00013926406,0.000040188712,0.000023289438,0.00000857703,0.000010607594,0.0000036466859],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9992746,0.00003044825,0.00024221883,0.00023117816,0.00006705518,0.00015450583],"domain_scores_gemma":[0.9996961,0.000027155398,0.000062597515,0.00016576843,0.000024483246,0.00002389756],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001435495,0.00013354397,0.00019718264,0.00011884604,0.000056106386,0.000028173528,0.00010973374,0.00014258675,0.000019532443],"category_scores_gemma":[0.00005812084,0.00011029293,0.000020025756,0.00021319355,0.00011556884,0.00020859228,0.00003318239,0.00022911481,0.000002475206],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000018585428,0.000023238636,0.00016760798,0.000119957025,0.00003509453,0.0000032138144,0.0021173647,0.98787236,0.0022420406,0.00023268475,0.000119022996,0.0070488304],"study_design_scores_gemma":[0.0004808412,0.0002281407,0.0003800214,0.00018978698,0.00006826001,0.000021784193,0.0017754014,0.72060966,0.26749957,0.0072245956,0.0011670638,0.00035489278],"about_ca_topic_score_codex":0.000024711362,"about_ca_topic_score_gemma":0.000018345672,"teacher_disagreement_score":0.36460033,"about_ca_system_score_codex":0.000021581667,"about_ca_system_score_gemma":0.0000121826415,"threshold_uncertainty_score":0.4497615},"labels":[],"label_agreement":null},{"id":"W3002669646","doi":"10.2118/199728-ms","title":"Developing Methodology for DFIT Design and Pressure Interpretation by Coupled Reservoir Geomechanics Flow Simulation","year":2020,"lang":"en","type":"article","venue":"SPE Hydraulic Fracturing Technology Conference and Exhibition","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Apache (Canada)","funders":"","keywords":"Geomechanics; Closure (psychology); Geology; Flow (mathematics); Fracture (geology); Geotechnical engineering; Petroleum engineering; Hydraulic fracturing; Reservoir simulation; Mechanics","score_opus":0.04476095489007445,"score_gpt":0.2727015297450983,"score_spread":0.22794057485502386,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3002669646","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"methods","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.047744136,0.001099501,0.94349355,0.0064704656,0.00007677746,0.00044444992,0.000011575739,0.00063437683,0.000025148624],"genre_scores_gemma":[0.93710107,0.0005874758,0.061737925,0.0002970313,0.00006268348,0.00008185919,0.00008009927,0.000038254042,0.000013588048],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9986369,0.00007291916,0.00035197005,0.00046838776,0.00012432341,0.00034548348],"domain_scores_gemma":[0.9991721,0.00032622155,0.0000980787,0.00019415698,0.000104642415,0.00010478441],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00032552562,0.0002789316,0.0004135465,0.00023678427,0.00018379262,0.00008052205,0.00016657425,0.00048655694,0.000023348253],"category_scores_gemma":[0.00035925853,0.00028037108,0.0000501811,0.0002461951,0.00007957923,0.00027055896,0.00008247281,0.00037360203,0.0000055818896],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000089219575,0.000007452838,0.000015379535,0.00029108435,0.00014908139,0.0000032365144,0.0006322157,0.9662222,0.007422902,0.00027721323,0.00027174066,0.02461823],"study_design_scores_gemma":[0.00048890733,0.0001314414,0.00002295713,0.00009013797,0.00010796872,0.0000067274823,0.00014538421,0.951959,0.027564669,0.015744,0.0034388117,0.00029998593],"about_ca_topic_score_codex":0.00001646391,"about_ca_topic_score_gemma":0.000008872986,"teacher_disagreement_score":0.889357,"about_ca_system_score_codex":0.000040330284,"about_ca_system_score_gemma":0.000027119699,"threshold_uncertainty_score":0.99996483},"labels":[],"label_agreement":null},{"id":"W3002697080","doi":"10.2118/199744-ms","title":"Perforating Trends, Technology and Evaluation in North America","year":2020,"lang":"en","type":"article","venue":"SPE Hydraulic Fracturing Technology Conference and Exhibition","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":7,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Oncolytics Biotech (Canada)","funders":"","keywords":"Casing; Wellbore; Perforation; Petroleum engineering; Completion (oil and gas wells); Geology; Cluster (spacecraft); Pressure drop; Computer science; Engineering; Mechanical engineering; Mechanics; Physics","score_opus":0.014361256512505466,"score_gpt":0.22903782444185322,"score_spread":0.21467656792934775,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3002697080","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.98162097,0.0011824619,0.0037829357,0.010771902,0.000040354887,0.000147429,0.000004085834,0.00067418575,0.001775673],"genre_scores_gemma":[0.9980746,0.0007024338,0.0008684348,0.00016738678,0.000058341135,0.00005243537,0.00004326486,0.000024061503,0.000009034777],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.998692,0.000028698752,0.00031844643,0.00043697597,0.00017531839,0.00034858435],"domain_scores_gemma":[0.999539,0.000023656496,0.000068990776,0.00022050845,0.000054096243,0.00009371126],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00011461784,0.00024820786,0.00034883825,0.001108926,0.00011883825,0.00005332311,0.00015088417,0.00032535673,0.000088413246],"category_scores_gemma":[0.00009803253,0.00024759574,0.000032091488,0.0014483077,0.00020743835,0.00022354706,0.00009564402,0.0006292997,0.00002013213],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000020127483,0.000033701737,0.017131401,0.00016203118,0.000084913874,0.000049232654,0.0015908908,0.098841436,0.00396916,0.00016869072,0.00018437787,0.87776405],"study_design_scores_gemma":[0.001111639,0.00020736222,0.011738584,0.00014397527,0.00010079941,0.00004062969,0.001672514,0.96330804,0.011634872,0.0034332501,0.0059649884,0.00064333],"about_ca_topic_score_codex":0.000035883564,"about_ca_topic_score_gemma":0.00023003876,"teacher_disagreement_score":0.87712073,"about_ca_system_score_codex":0.000053358133,"about_ca_system_score_gemma":0.000022145838,"threshold_uncertainty_score":0.9999976},"labels":[],"label_agreement":null},{"id":"W3004609188","doi":"10.2118/195930-pa","title":"A New Straight-Line Analysis Method for Estimating Fracture/Reservoir Properties Using Dynamic Fluid-in-Place Calculations","year":2020,"lang":"en","type":"article","venue":"SPE Reservoir Evaluation & Engineering","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":27,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Fracture (geology); Transient (computer programming); Volumetric flow rate; Flow (mathematics); Hydraulic fracturing; Mechanics; Transient analysis; Material balance; Geology; Petroleum engineering; Geotechnical engineering; Computer science; Engineering; Transient response; Physics","score_opus":0.04973266115357913,"score_gpt":0.32822164426702394,"score_spread":0.27848898311344483,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3004609188","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"methods","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.08541139,0.0013342147,0.9101249,0.0015697606,0.00017059158,0.0008174874,0.00002204817,0.00046554836,0.0000840634],"genre_scores_gemma":[0.6531714,0.000025450141,0.3460722,0.000041781812,0.00030121367,0.000089597,0.0001274167,0.00009964502,0.00007125344],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9968092,0.00012603837,0.0009163004,0.00062002137,0.00084564195,0.0006828025],"domain_scores_gemma":[0.99846756,0.0002631027,0.00012267317,0.0005229942,0.00025060776,0.00037307665],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0012570514,0.00049617497,0.0007957535,0.0008120889,0.00016021707,0.00017827735,0.00042795838,0.00023912385,0.00030763168],"category_scores_gemma":[0.0010307243,0.00048207678,0.0004572823,0.002436138,0.000014156884,0.00047301032,0.000074947544,0.00047117902,0.000013058365],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000022011869,0.000014613914,0.000056381406,0.000286248,0.0008032582,0.0000037968753,0.000768294,0.98453194,0.012440818,0.000008917333,0.00011597881,0.00094775396],"study_design_scores_gemma":[0.00083686045,0.00003299364,0.0003268453,0.0001305455,0.0012015913,0.0000028090358,0.00009392744,0.99190104,0.0039209775,0.00005046632,0.0009736645,0.00052827003],"about_ca_topic_score_codex":0.00039126474,"about_ca_topic_score_gemma":0.00040622178,"teacher_disagreement_score":0.56776005,"about_ca_system_score_codex":0.00056575536,"about_ca_system_score_gemma":0.00021127814,"threshold_uncertainty_score":0.9997631},"labels":[],"label_agreement":null},{"id":"W3004766957","doi":"","title":"Defining SRV in Naturally Fractured Reservoirs; How Is It Related to Production?","year":2019,"lang":"en","type":"article","venue":"53rd U.S. Rock Mechanics/Geomechanics Symposium","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Waterloo; Petro Geotech (Canada)","funders":"","keywords":"Production (economics); Geology; Petroleum engineering; Economics","score_opus":0.005724191096286228,"score_gpt":0.2134091681783961,"score_spread":0.2076849770821099,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3004766957","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.64227355,0.010695474,0.14850003,0.13079628,0.03608559,0.010024654,0.00035803072,0.0076689986,0.013597373],"genre_scores_gemma":[0.98863465,0.00048106053,0.000551368,0.00086299534,0.00017031305,0.00012253136,0.00010025985,0.0002570933,0.008819755],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99515176,0.00013361647,0.0009384427,0.0013685062,0.0009923561,0.0014153445],"domain_scores_gemma":[0.99725264,0.00011755582,0.00019857891,0.0016915526,0.00027870905,0.00046093084],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000814902,0.0008517495,0.0010128,0.0011575028,0.00023940012,0.00024136143,0.0011253637,0.0008560409,0.00054425886],"category_scores_gemma":[0.00023120901,0.0008551845,0.0003918081,0.0023030785,0.000004315694,0.0006159185,0.0004134669,0.001638899,0.0017569169],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000059604386,0.00007748561,0.000026924587,0.00024548004,0.0002804226,0.00005333556,0.003042753,0.9415261,0.039973747,0.001124778,0.0134713845,0.000117996016],"study_design_scores_gemma":[0.0013860286,0.000302278,0.000017628554,0.00057402096,0.00015922936,0.00006918317,0.0014847632,0.8624004,0.05649999,0.0043976153,0.0708179,0.001890925],"about_ca_topic_score_codex":0.000091011134,"about_ca_topic_score_gemma":0.00024591864,"teacher_disagreement_score":0.34636104,"about_ca_system_score_codex":0.0005718866,"about_ca_system_score_gemma":0.00010400137,"threshold_uncertainty_score":0.9993899},"labels":[],"label_agreement":null},{"id":"W3004838024","doi":"10.2118/199310-ms","title":"A Concise Review of Experimental Works on Proppant Transport and Slurry Flow","year":2020,"lang":"en","type":"review","venue":"SPE International Conference and Exhibition on Formation Damage Control","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":7,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Settling; Mechanics; Drag; Inertia; Hydraulic fracturing; Fracture (geology); Fluidization; Materials science; Particle (ecology); Geotechnical engineering; Newtonian fluid; Reynolds number; Sedimentation; Viscosity; Slurry; Geology; Physics; Classical mechanics; Composite material; Turbulence; Fluidized bed; Thermodynamics","score_opus":0.025907017128645512,"score_gpt":0.28156950515006246,"score_spread":0.25566248802141694,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3004838024","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00003843549,0.98714453,0.0037767743,0.00047500577,0.00016412015,0.00064086274,0.00029085367,0.000080166894,0.0073892493],"genre_scores_gemma":[0.040847853,0.9579282,0.00004197504,0.00031401357,0.00009391226,0.000088267116,0.0006117481,0.000021301854,0.000052775158],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.99861217,0.000057010144,0.00065832405,0.00021778131,0.0003319979,0.00012271386],"domain_scores_gemma":[0.9993795,0.00005657495,0.00020846377,0.0001469304,0.00010261194,0.00010589731],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00014728888,0.00029967795,0.0008616876,0.0001963176,0.00004657142,0.00005420961,0.00014362345,0.00013911283,0.0003800728],"category_scores_gemma":[0.00003305456,0.00023891748,0.00021772215,0.00009486698,0.000050426843,0.00027531435,0.0000150887245,0.00032704216,0.00003551022],"study_design_candidate":"design_other","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00007102577,0.000077305274,7.706636e-7,0.03307093,0.0004931536,0.000037308284,0.00031306717,0.0008231587,0.000021497923,0.0010769427,0.0010520315,0.9629628],"study_design_scores_gemma":[0.001150087,0.00020120502,0.000004334022,0.12669428,0.00044785647,0.000032597596,0.00009574708,0.085015215,0.00011364534,0.000045352375,0.78570306,0.0004966351],"about_ca_topic_score_codex":0.000003051915,"about_ca_topic_score_gemma":0.0000015838821,"teacher_disagreement_score":0.9624662,"about_ca_system_score_codex":0.000068099944,"about_ca_system_score_gemma":0.000039027633,"threshold_uncertainty_score":0.9742772},"labels":[],"label_agreement":null},{"id":"W3005186511","doi":"10.2118/199282-ms","title":"Performance Comparison of Novel Chemical Agents for Mitigating Water-Blocking Problem in Tight Gas Sands","year":2020,"lang":"en","type":"article","venue":"SPE International Conference and Exhibition on Formation Damage Control","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Imbibition; Wetting; Surface tension; Chemical engineering; Pulmonary surfactant; Petroleum engineering; Chemistry; Hydraulic fracturing; Nanofluid; Materials science; Geology; Nanotechnology; Thermodynamics","score_opus":0.032211937923266216,"score_gpt":0.2655058489371772,"score_spread":0.233293911013911,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3005186511","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9413784,0.000009364672,0.052438036,0.0017959835,0.00005667231,0.00020572726,0.000043602653,0.00005014318,0.004022062],"genre_scores_gemma":[0.99895895,0.000027853182,0.0005530112,0.0001289111,0.000069221205,0.000029448907,0.00020945276,0.00000876961,0.000014414071],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9991541,0.000009555404,0.00039807364,0.0001172256,0.00018497977,0.00013606327],"domain_scores_gemma":[0.99967736,0.000033230735,0.00007275593,0.000053986165,0.000107550564,0.00005513487],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00010840499,0.00010996175,0.00019410237,0.00011117799,0.00003893582,0.000047670954,0.00010490871,0.000058122223,0.00007950329],"category_scores_gemma":[0.000027613005,0.00009321795,0.000050153078,0.00005750691,0.00002338793,0.00031485886,0.00001623245,0.00013190138,0.0000064081864],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00034367622,0.000181405,0.0036708447,0.0008296161,0.00016797234,0.0000018606083,0.0071085226,0.675192,0.28797686,0.0013232004,0.00054143014,0.022662591],"study_design_scores_gemma":[0.0016205981,0.000051584622,0.00018865908,0.00015944359,0.000010705632,8.317705e-7,0.00018054446,0.88679785,0.110308595,0.000055942106,0.0005281008,0.00009715837],"about_ca_topic_score_codex":0.0000048248057,"about_ca_topic_score_gemma":0.0000038388666,"teacher_disagreement_score":0.21160583,"about_ca_system_score_codex":0.00003521822,"about_ca_system_score_gemma":0.0000067302954,"threshold_uncertainty_score":0.38013175},"labels":[],"label_agreement":null},{"id":"W3005340033","doi":"10.2118/199247-ms","title":"Challenges and Potentials for Sand Control Design and Management in Oil Reservoirs of Kazakhstan","year":2020,"lang":"en","type":"article","venue":"SPE International Conference and Exhibition on Formation Damage Control","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Geology; Tectonics; Oil reserves; Inflow; Petroleum engineering; Permeability (electromagnetism); Fossil fuel; Porosity; Petroleum; Geotechnical engineering; Geochemistry; Oceanography; Paleontology; Engineering","score_opus":0.0384020056310994,"score_gpt":0.25475806833726716,"score_spread":0.21635606270616775,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3005340033","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.15568018,0.0024588134,0.78689414,0.032403555,0.0001778437,0.0010652359,0.00020510372,0.00015174753,0.020963373],"genre_scores_gemma":[0.99044734,0.008781591,0.00043109313,0.00019998012,0.000034598525,0.000043718122,0.000026510186,0.000007813179,0.000027372054],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9992893,0.000041219468,0.0002758131,0.00014286698,0.00014617946,0.00010464539],"domain_scores_gemma":[0.99963814,0.000090400856,0.000064256215,0.000062117026,0.00007965344,0.00006543373],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00023209269,0.00010933034,0.00019328852,0.00015780142,0.000032585307,0.000053391825,0.000067098896,0.000050975785,0.000024526522],"category_scores_gemma":[0.000039433453,0.00010174704,0.00002979431,0.00003646813,0.000035296467,0.0002848484,0.000014216253,0.000070936774,0.0000018311747],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0027623596,0.00016620458,0.00018314393,0.0031464647,0.0012577795,0.00003880631,0.007129135,0.389308,0.01781994,0.04624694,0.0012031584,0.53073806],"study_design_scores_gemma":[0.004397946,0.0001367503,0.0016604747,0.00018067902,0.000048351907,0.0000025656261,0.0006653673,0.9876183,0.0016016124,0.0022639032,0.0012706293,0.00015337567],"about_ca_topic_score_codex":0.0000042403044,"about_ca_topic_score_gemma":0.000012783525,"teacher_disagreement_score":0.83476716,"about_ca_system_score_codex":0.000015903792,"about_ca_system_score_gemma":0.0000041703806,"threshold_uncertainty_score":0.4149124},"labels":[],"label_agreement":null},{"id":"W3005382690","doi":"10.2118/199239-ms","title":"Full-Scale Physical Modeling of Stand-Alone Screens for Thermal Projects","year":2020,"lang":"en","type":"article","venue":"SPE International Conference and Exhibition on Formation Damage Control","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Flow (mathematics); Differential pressure; Permeability (electromagnetism); Engineering; Full scale; Volumetric flow rate; Scale (ratio); Mechanical engineering; Geotechnical engineering; Structural engineering; Mechanics","score_opus":0.02756555663665635,"score_gpt":0.24775328045228945,"score_spread":0.2201877238156331,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3005382690","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.46371776,0.00002142587,0.52808875,0.00216649,0.00005534322,0.00023152266,0.00016399691,0.00008557443,0.0054691234],"genre_scores_gemma":[0.9991892,0.000038925213,0.0002748364,0.00015310412,0.0001749818,0.000024198058,0.000112240305,0.000010159297,0.000022352118],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99934244,0.0000150211035,0.000222717,0.00011288205,0.00019845807,0.000108495406],"domain_scores_gemma":[0.9995986,0.000032074633,0.000055758243,0.000068027344,0.00018097502,0.00006452401],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00007227372,0.00010674528,0.0001741715,0.00008165447,0.000045776567,0.00005034595,0.000092113114,0.000042866977,0.00005528114],"category_scores_gemma":[0.00002847865,0.00009445218,0.000079973994,0.00005478433,0.000022829267,0.00032819787,0.000011555646,0.000100251564,0.000010852008],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00050765194,0.000055150016,0.000020427231,0.00018805085,0.00014350003,0.0000014349164,0.0022877834,0.940465,0.048383664,0.0018233068,0.00028851008,0.0058355443],"study_design_scores_gemma":[0.0011578846,0.00013903859,0.00003432129,0.000057027766,0.000024377043,7.8926377e-7,0.00037345447,0.9911821,0.006414859,0.00025935145,0.00025700047,0.00009982174],"about_ca_topic_score_codex":0.000005533716,"about_ca_topic_score_gemma":0.000006079481,"teacher_disagreement_score":0.53547144,"about_ca_system_score_codex":0.000019939871,"about_ca_system_score_gemma":0.000013481748,"threshold_uncertainty_score":0.3851648},"labels":[],"label_agreement":null},{"id":"W3005577197","doi":"10.1093/jge/gxz122","title":"Production decline analysis of shale gas based on a probability density distribution function","year":2020,"lang":"en","type":"article","venue":"Journal of Geophysics and Engineering","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":11,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"Natural Science Foundation of Chongqing; Chongqing University of Technology; National Natural Science Foundation of China","keywords":"Weibull distribution; Oil shale; Permeability (electromagnetism); Probability density function; Production (economics); Shale gas; Petroleum engineering; Probability distribution; Environmental science; Distribution (mathematics); Statistics; Soil science; Econometrics; Geology; Mathematics; Economics; Chemistry","score_opus":0.007354279491518583,"score_gpt":0.18029231807136978,"score_spread":0.17293803857985118,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3005577197","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.82341486,0.00005662141,0.17614008,0.00021861651,0.00009730747,0.00003081973,0.0000060122666,0.000025759084,0.000009898231],"genre_scores_gemma":[0.999275,0.00003400634,0.00046348196,0.000014360917,0.0001869047,8.244945e-7,0.000015349638,0.000008873575,0.0000011606446],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9992993,0.000011016239,0.00029556872,0.00009639666,0.00019973383,0.00009799213],"domain_scores_gemma":[0.9995711,0.000032669475,0.00009253557,0.00010046625,0.00011268582,0.00009053133],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00018169238,0.0001039923,0.00031547734,0.00011308235,0.00002439898,0.0000150273645,0.00005210371,0.00004216255,0.0000043070963],"category_scores_gemma":[0.00009612133,0.00008992425,0.00019000939,0.00063119706,0.00001116169,0.00009180753,0.000011598791,0.00018633642,4.580517e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000039189716,0.000030273377,0.0013968827,0.00013913383,0.00043064568,0.0000018330753,0.00005412994,0.9908744,0.005671238,0.000009547632,0.000032077165,0.001320648],"study_design_scores_gemma":[0.00014231684,0.00011497545,0.053769015,0.000034160665,0.0007029567,0.0000010373249,0.0000096057765,0.94126195,0.0036926158,0.000047995865,0.00013799797,0.00008536858],"about_ca_topic_score_codex":0.000007498216,"about_ca_topic_score_gemma":0.0000017404143,"teacher_disagreement_score":0.17586017,"about_ca_system_score_codex":0.00003797965,"about_ca_system_score_gemma":0.00000961137,"threshold_uncertainty_score":0.36670047},"labels":[],"label_agreement":null},{"id":"W3007054062","doi":"10.1016/j.geothermics.2020.101831","title":"An embedded 3D fracture modeling approach for simulating fracture-dominated fluid flow and heat transfer in geothermal reservoirs","year":2020,"lang":"en","type":"article","venue":"Geothermics","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":44,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"Office of Energy Efficiency and Renewable Energy; CMG Reservoir Simulation Foundation; National Renewable Energy Laboratory; Geothermal Technologies Office; U.S. Department of Energy","keywords":"Discretization; Fluid dynamics; Fracture (geology); Geothermal gradient; Grid; Geology; Matrix (chemical analysis); Computer science; Jacobian matrix and determinant; Algorithm; Computational science; Mechanics; Geotechnical engineering; Mathematics; Applied mathematics; Geophysics; Materials science","score_opus":0.013232921224084943,"score_gpt":0.2292834461349607,"score_spread":0.21605052491087576,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3007054062","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.46861884,0.000380289,0.5300258,0.00025102912,0.000027872715,0.00029947812,0.000020772075,0.00021810028,0.00015781124],"genre_scores_gemma":[0.989778,0.00005606351,0.008673332,0.0009081385,0.00027077837,0.00003905848,0.00011568612,0.0001457266,0.000013239366],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9982785,0.00006316118,0.00043160055,0.0004793697,0.00020779636,0.0005395895],"domain_scores_gemma":[0.99928635,0.000085404004,0.000012591253,0.00032894834,0.000046574587,0.00024015376],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00025983094,0.00036805606,0.00050558744,0.00013249936,0.00012538124,0.00009309399,0.00026992062,0.00034376557,0.000054292377],"category_scores_gemma":[0.00004558934,0.00033652797,0.00013296175,0.00026529847,0.00003415597,0.00026188293,0.000018821856,0.0005151631,0.0000024677117],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00010191965,0.000035170466,0.00007188767,0.00023424078,0.00008274376,0.00000657549,0.004504319,0.9894577,0.0042246776,7.822624e-7,0.000031961998,0.0012479735],"study_design_scores_gemma":[0.0011850235,0.000052984342,0.000029368375,0.000031574724,0.0000546389,0.000002575916,0.0005480175,0.99501854,0.0020557248,0.000023449058,0.00058954797,0.0004085811],"about_ca_topic_score_codex":0.0001496378,"about_ca_topic_score_gemma":0.0000364982,"teacher_disagreement_score":0.52135247,"about_ca_system_score_codex":0.00004923664,"about_ca_system_score_gemma":0.000020657653,"threshold_uncertainty_score":0.9999087},"labels":[],"label_agreement":null},{"id":"W3007672582","doi":"","title":"Stress Perturbations and Microseismicity Induced by Hydraulic Fracturing","year":2017,"lang":"en","type":"article","venue":"51st U.S. Rock Mechanics/Geomechanics Symposium","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Hydraulic fracturing; Geology; Microseism; Stress (linguistics); Seismology; Petroleum engineering","score_opus":0.009554610738818945,"score_gpt":0.21557698723398908,"score_spread":0.20602237649517013,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3007672582","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.39591336,0.0026964962,0.583415,0.0056572435,0.003796913,0.0012645002,0.00062660786,0.0021045834,0.0045253555],"genre_scores_gemma":[0.996909,0.0013056566,0.00013008433,0.0002663089,0.00028848991,0.00006730643,0.000108116976,0.00016913372,0.00075586326],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9970837,0.000059714985,0.0006042044,0.0008169451,0.0004873554,0.00094805355],"domain_scores_gemma":[0.99740714,0.0000929078,0.0002731852,0.0016138178,0.0001300479,0.00048288688],"candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.0003348009,0.0006835271,0.0006944518,0.0002807232,0.0016453672,0.00069890555,0.0011400563,0.0005629102,0.00009002272],"category_scores_gemma":[0.000116239426,0.00069386093,0.00024341492,0.00018081658,0.00001384023,0.0006695221,0.00052156573,0.00087739405,0.000099377656],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000034742225,0.00025196254,0.000059417136,0.0005250593,0.00082379964,0.000046683326,0.0011315774,0.25161943,0.73644394,0.0011369047,0.0056894687,0.0022370468],"study_design_scores_gemma":[0.00080734794,0.000091019625,0.000037837468,0.00014570245,0.0002043041,0.0000275212,0.00016480224,0.75613624,0.22410302,0.0022068669,0.015028343,0.0010469927],"about_ca_topic_score_codex":0.00047435254,"about_ca_topic_score_gemma":0.00013624679,"teacher_disagreement_score":0.60099566,"about_ca_system_score_codex":0.00020670555,"about_ca_system_score_gemma":0.00004594148,"threshold_uncertainty_score":0.99965435},"labels":[],"label_agreement":null},{"id":"W3009763538","doi":"10.1016/j.petrol.2020.107133","title":"On the magnitude of capillary pressure (suction potential) in tight rocks","year":2020,"lang":"en","type":"article","venue":"Journal of Petroleum Science and Engineering","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":36,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Capillary pressure; Suction; Capillary action; Imbibition; Geology; Geotechnical engineering; Hydraulic fracturing; Porosity; Porous medium; Materials science; Composite material; Thermodynamics","score_opus":0.004390643499556278,"score_gpt":0.17376564281172593,"score_spread":0.16937499931216965,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3009763538","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9929391,0.0009501743,0.0049570836,0.0007526273,0.00015598358,0.000018539005,5.253922e-7,0.000013798218,0.00021217842],"genre_scores_gemma":[0.9995312,0.00021932092,0.000107833104,0.00003137982,0.00009489899,4.975414e-7,6.028085e-8,0.0000065278314,0.000008291922],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9992033,0.0000073063306,0.00021948213,0.000070209695,0.00035908187,0.00014060087],"domain_scores_gemma":[0.9997051,0.000030026533,0.000048050126,0.00007111822,0.000059267473,0.00008646144],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00037494302,0.00007662429,0.00015281595,0.00020441251,0.00003592609,0.000030487658,0.00020037535,0.000029182882,0.000009307757],"category_scores_gemma":[0.0001298177,0.00005004957,0.000047388952,0.00035527154,0.00003782188,0.00018267987,0.000021266553,0.00026248337,8.7459273e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000004794769,0.0000046912264,0.00012901485,0.000045841334,0.000020581921,0.000011852434,0.00021966302,0.95956296,0.03968334,0.00001037677,0.0001046602,0.00020224563],"study_design_scores_gemma":[0.00016723645,0.00007553793,0.0052722828,0.00008065933,0.000030234489,0.00002465301,0.00011475062,0.9773311,0.015748229,0.0000118836315,0.0010641748,0.000079255915],"about_ca_topic_score_codex":0.000009771812,"about_ca_topic_score_gemma":0.0000012090221,"teacher_disagreement_score":0.023935111,"about_ca_system_score_codex":0.000022615253,"about_ca_system_score_gemma":0.000021526797,"threshold_uncertainty_score":0.20409623},"labels":[],"label_agreement":null},{"id":"W3010775699","doi":"10.2118/199978-ms","title":"Geomechanical Characterization and Modeling in the Montney for Hydraulic Fracturing Optimization","year":2020,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Geomechanics; Geology; Hydraulic fracturing; Geotechnical engineering; Pore water pressure; Petroleum engineering","score_opus":0.02385112259017013,"score_gpt":0.2177911614507181,"score_spread":0.19394003886054798,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3010775699","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.12990749,0.00004664404,0.8673622,0.0022333711,0.000021636342,0.00014865666,0.0000019351462,0.00010180063,0.00017626498],"genre_scores_gemma":[0.99686044,0.00011686204,0.0020386546,0.0007744415,0.00010596896,0.000030350264,0.000045221448,0.000017555443,0.000010496462],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99945515,0.000015410802,0.00016976579,0.00013474014,0.000087009685,0.00013790067],"domain_scores_gemma":[0.999804,0.000037570382,0.000013008014,0.0000846424,0.000012469655,0.000048306276],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00011718439,0.00009149888,0.0001179818,0.000045804998,0.00004996065,0.000056426925,0.00009465135,0.00006186176,0.000014943943],"category_scores_gemma":[0.000039973846,0.0000655757,0.000036228084,0.00013832637,0.0000044746416,0.00013853505,0.000014524505,0.00010938939,0.0000017880088],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000004597908,0.000004288851,0.0000157771,0.00003669697,0.00001074789,7.6392104e-7,0.00049538515,0.9967937,0.00069375045,0.000011100696,0.000013276618,0.0019199153],"study_design_scores_gemma":[0.00017879067,0.00001186973,0.000048402693,0.000007964815,0.000013725179,9.4810673e-7,0.00009466927,0.9982264,0.00060822535,0.000021701562,0.00069951144,0.000087809436],"about_ca_topic_score_codex":0.000018435603,"about_ca_topic_score_gemma":0.0000059709682,"teacher_disagreement_score":0.86695296,"about_ca_system_score_codex":0.000011674009,"about_ca_system_score_gemma":0.0000031904183,"threshold_uncertainty_score":0.26740995},"labels":[],"label_agreement":null},{"id":"W3010906935","doi":"10.2118/200019-ms","title":"Machine Learning Interpretability Application to Optimize Well Completion in Montney","year":2020,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":7,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"SAIT Polytechnic","funders":"","keywords":"Machine learning; Computer science; Interpretability; Artificial intelligence; Artificial neural network; Random forest; Process (computing); Unconventional oil; Fossil fuel; Engineering","score_opus":0.007088346484638784,"score_gpt":0.2073881434498587,"score_spread":0.2002997969652199,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3010906935","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.097867906,0.000085419066,0.88368165,0.0019349309,0.000025060923,0.0001691318,0.0000015998082,0.00042593575,0.015808366],"genre_scores_gemma":[0.9972319,0.000017056796,0.0023812805,0.0002156464,0.000030439316,0.00001965582,0.000019163408,0.000013149429,0.000071692935],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99941677,0.000027921677,0.00017774524,0.000167465,0.00008647679,0.00012361606],"domain_scores_gemma":[0.99972343,0.000026824759,0.00001045496,0.00012084816,0.000012038956,0.00010640006],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00010943919,0.00008690657,0.00015409573,0.00005375927,0.000020332887,0.000016748765,0.00010541484,0.000038802133,0.00025021165],"category_scores_gemma":[0.000044866752,0.00007906474,0.000045366018,0.0002464238,0.0000062757513,0.000046361853,0.000034164994,0.00019683833,0.00022975239],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000009208826,0.000007984299,0.0037493804,0.000027132157,0.000009654082,5.984347e-7,0.00034973127,0.9925441,0.001188692,0.000004992265,0.00013048135,0.0019780241],"study_design_scores_gemma":[0.0001138302,0.000014514371,0.0021984754,0.0000054218935,0.000005137004,2.2635193e-7,0.000036144378,0.986023,0.0013113109,0.000008113217,0.010191927,0.00009186366],"about_ca_topic_score_codex":0.00043271307,"about_ca_topic_score_gemma":0.00014120128,"teacher_disagreement_score":0.899364,"about_ca_system_score_codex":0.000050398725,"about_ca_system_score_gemma":0.0000021822182,"threshold_uncertainty_score":0.32241666},"labels":[],"label_agreement":null},{"id":"W3010924399","doi":"10.2118/200011-ms","title":"Interbedded Carbonate and Calcareous Shales of the Devonian Duvernay Formation of Alberta, Canada: Implications for Completion Due to High Variability of Geomechanical Properties","year":2020,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Geology; Oil shale; Carbonate; Stylolite; Anticline; Petrophysics; Devonian; Lithology; Bedding; Drilling; Carbonate rock; Diagenesis; Bed; Petrology; Sedimentary rock; Mineralogy; Geochemistry; Geotechnical engineering; Structural basin; Anisotropy; Geomorphology; Paleontology; Porosity","score_opus":0.013259878669160315,"score_gpt":0.19164461149372158,"score_spread":0.17838473282456127,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3010924399","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8480411,0.000019858817,0.14708383,0.0043176394,0.000029032271,0.0002794391,0.000051183284,0.000015165682,0.0001627159],"genre_scores_gemma":[0.99939173,0.0000029716316,0.00049835764,0.00005817922,0.000007460027,0.000019797959,0.0000063011407,0.000005631304,0.000009557427],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9994666,0.000020795425,0.0002743419,0.000081923885,0.00008060989,0.00007575558],"domain_scores_gemma":[0.9995526,0.0000870302,0.000048645983,0.00016357724,0.000100997546,0.0000471563],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0000736068,0.00006358,0.00019804927,0.000019710746,0.00002446277,0.0000037181387,0.00013542209,0.000031850108,0.0000048437378],"category_scores_gemma":[0.00016639316,0.00004189783,0.0000465557,0.00010852154,0.000019585823,0.00003645221,0.000048508344,0.00003967635,5.8827766e-8],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000082284365,0.00007400721,0.0026630308,0.0036917236,0.0004235685,2.993549e-7,0.00556183,0.8615934,0.11800548,0.004512029,0.0009371307,0.002455217],"study_design_scores_gemma":[0.0002552837,0.00006609912,0.03360964,0.00006328116,0.00007813861,0.0000025461043,0.00016415349,0.721188,0.24374117,0.00027315159,0.00042523266,0.00013326682],"about_ca_topic_score_codex":0.21174899,"about_ca_topic_score_gemma":0.24603392,"teacher_disagreement_score":0.1513506,"about_ca_system_score_codex":0.00004952117,"about_ca_system_score_gemma":0.000046435467,"threshold_uncertainty_score":0.79350007},"labels":[],"label_agreement":null},{"id":"W3011058668","doi":"10.2118/201093-pa","title":"A Novel Analytical Fracture-Permeability Model Dependent on Both Fracture Width and Proppant-Pack Properties","year":2020,"lang":"en","type":"article","venue":"SPE Journal","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":31,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Permeability (electromagnetism); Darcy's law; Shear (geology); Porosity; Fracture (geology); Materials science; Mechanics; Porous medium; Composite material; Geotechnical engineering; Geology; Chemistry; Physics","score_opus":0.025669690155342584,"score_gpt":0.22779856797803041,"score_spread":0.20212887782268782,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3011058668","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.6528259,0.0012398007,0.3192316,0.023131097,0.00021271397,0.00032439354,0.000020138168,0.0003282832,0.0026861078],"genre_scores_gemma":[0.9962325,0.00018144805,0.0011608857,0.0017187312,0.0005057584,0.0000028966783,0.0000021097487,0.000042495118,0.00015318823],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99840486,0.00003357843,0.0003663265,0.0002915987,0.00051165064,0.0003919603],"domain_scores_gemma":[0.9991278,0.000026678279,0.00006415391,0.00022487451,0.00005755136,0.000498927],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00022270557,0.00028914204,0.00039343152,0.00008732097,0.00016878152,0.00019971014,0.00022187487,0.00017499519,0.00015214185],"category_scores_gemma":[0.00013909687,0.00018754807,0.00017302894,0.00012747961,0.00007035175,0.0001923486,0.00004081619,0.0012537157,0.000029958577],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000071237664,0.0000636255,0.00032170562,0.000087584,0.00019203975,0.00003252549,0.00082368765,0.9937176,0.0019522997,0.0000037092316,0.0019192763,0.00081467454],"study_design_scores_gemma":[0.00049610453,0.00010317962,0.0013623508,0.000060476897,0.00010824045,0.00009704032,0.00009846449,0.9920005,0.0023112735,0.00014996207,0.0029389395,0.00027342996],"about_ca_topic_score_codex":0.000019462015,"about_ca_topic_score_gemma":0.000010512373,"teacher_disagreement_score":0.34340662,"about_ca_system_score_codex":0.00010326521,"about_ca_system_score_gemma":0.00006892385,"threshold_uncertainty_score":0.7647988},"labels":[],"label_agreement":null},{"id":"W3011100564","doi":"10.1016/j.jngse.2020.103265","title":"Field trial of a modified DFIT (pump-in/flowback) designed to accelerate estimates of closure pressure, reservoir pressure and well productivity index","year":2020,"lang":"en","type":"article","venue":"Journal of Natural Gas Science and Engineering","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":24,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"University of Calgary","keywords":"Petroleum engineering; Closure (psychology); Permeability (electromagnetism); Well test (oil and gas); Tight gas; Volumetric flow rate; Reservoir simulation; Environmental science; Geology; Mechanics; Chemistry; Hydraulic fracturing","score_opus":0.012126683992762554,"score_gpt":0.23538593001333408,"score_spread":0.2232592460205715,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3011100564","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9943509,0.0023639633,0.0022107994,0.0006665334,0.00018790299,0.00015827201,0.0000014863599,0.000018641626,0.000041495055],"genre_scores_gemma":[0.99857944,0.00013767781,0.0011219569,0.000013956186,0.0001232586,0.0000019378879,1.435476e-7,0.000010670748,0.000010928027],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99868184,0.000015809253,0.00042601384,0.0001810248,0.00045444208,0.0002408516],"domain_scores_gemma":[0.99928385,0.0001112306,0.00010698791,0.00012913856,0.0001861592,0.00018264422],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00068795413,0.00015294862,0.0004434174,0.00031210374,0.00003561035,0.000050008053,0.0003003995,0.0000770051,0.0000035504527],"category_scores_gemma":[0.0008528129,0.00011895669,0.00006296118,0.00075919356,0.000057081805,0.00046779806,0.00007785145,0.00038984776,1.2449733e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0011177178,0.000017817463,0.0004659448,0.00039193325,0.00008107516,0.000008006309,0.00065075344,0.9162828,0.08023876,0.0000033989493,0.00007912169,0.0006627254],"study_design_scores_gemma":[0.0033415947,0.00069008523,0.004652524,0.0002813841,0.00012374065,0.00001957799,0.00004950464,0.8374919,0.15264465,0.000033541863,0.0004453741,0.00022605948],"about_ca_topic_score_codex":0.000027353932,"about_ca_topic_score_gemma":0.0000044738067,"teacher_disagreement_score":0.07879079,"about_ca_system_score_codex":0.000012459824,"about_ca_system_score_gemma":0.000045586967,"threshold_uncertainty_score":0.4850913},"labels":[],"label_agreement":null},{"id":"W3011144157","doi":"10.2118/199929-ms","title":"Productivity Index for SAGD Producers During Steam-Flashing: Coning Model I and II","year":2020,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Flashing; Petroleum engineering; Wellbore; Environmental science; Steam injection; Completion (oil and gas wells); Work (physics); Engineering; Computer science; Mechanical engineering","score_opus":0.013836496941547307,"score_gpt":0.20793943183167185,"score_spread":0.19410293489012453,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3011144157","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9622265,0.00017797042,0.033846058,0.0017024224,0.000049803955,0.00023866368,0.0000048287575,0.00045689876,0.0012968667],"genre_scores_gemma":[0.99767774,0.000021232334,0.0011565621,0.000056557747,0.00019890445,0.00002904448,0.00000411206,0.00003770006,0.00081817165],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99909955,0.000008754022,0.00016479878,0.0003371395,0.00012208465,0.00026765285],"domain_scores_gemma":[0.99960583,0.000020155241,0.00002191169,0.00017607257,0.000029730823,0.00014630749],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001209493,0.0001602796,0.00022359638,0.000055730907,0.00018506627,0.000042482097,0.0001019081,0.00006336646,0.000011471546],"category_scores_gemma":[0.00011709059,0.00014162622,0.00006372273,0.00011917053,0.000026139043,0.00020522995,0.00007397637,0.00018305563,0.0000030196882],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000015699237,0.0000092440805,0.0003616259,0.00030003334,0.00009432029,0.0000010556862,0.0014133684,0.98458356,0.011944811,0.000009070447,0.00049455697,0.000772652],"study_design_scores_gemma":[0.00034841264,0.000023396538,0.00049973966,0.000015280382,0.000033199194,0.0000019180638,0.00009142438,0.9653735,0.032261934,0.00004337778,0.0010951435,0.0002126666],"about_ca_topic_score_codex":0.000017739905,"about_ca_topic_score_gemma":0.00001759088,"teacher_disagreement_score":0.035451226,"about_ca_system_score_codex":0.000032986085,"about_ca_system_score_gemma":0.000016096854,"threshold_uncertainty_score":0.577535},"labels":[],"label_agreement":null},{"id":"W3011313422","doi":"10.2118/199931-ms","title":"Look Ahead of the Bit While Drilling: Potential Impacts and Challenges in the McMurray Formation","year":2020,"lang":"en","type":"preprint","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Manitoba; University of Calgary","funders":"","keywords":"Bit (key); Drilling; Computer science; Computer security; Engineering; Mechanical engineering","score_opus":0.039628793753485436,"score_gpt":0.2266709405415337,"score_spread":0.18704214678804826,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3011313422","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.80880135,0.051916488,0.027277388,0.05056274,0.001379019,0.0016483527,0.00006079943,0.00050480687,0.057849042],"genre_scores_gemma":[0.98869056,0.011010451,0.00007561188,0.000046456684,0.00011694324,0.000011433044,0.000011320607,0.000015700725,0.000021517888],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9990866,0.00007522255,0.0002843287,0.0001590843,0.00023742097,0.00015734036],"domain_scores_gemma":[0.9994308,0.000044415865,0.00006785593,0.000395134,0.000022246295,0.000039588132],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00027970056,0.00017314321,0.0002586712,0.00008831039,0.00003886481,0.000047406535,0.00034273177,0.0001810492,0.000021744521],"category_scores_gemma":[0.000029806079,0.00009082593,0.00014262921,0.000107502645,0.00003136448,0.00006321716,0.00018064409,0.0005098815,0.000004379258],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000051154493,0.000020500198,0.00006948942,0.0018072929,0.00014270276,0.0000037547163,0.007099295,0.9864686,0.0004077979,0.00003869096,0.0006584402,0.003278283],"study_design_scores_gemma":[0.0004768495,0.000038464197,0.015802562,0.00074832514,0.0002546378,0.00001893518,0.0034490696,0.9602315,0.009682994,0.0015999113,0.0071763736,0.00052041735],"about_ca_topic_score_codex":0.00011686267,"about_ca_topic_score_gemma":0.0002902786,"teacher_disagreement_score":0.1798892,"about_ca_system_score_codex":0.000026719596,"about_ca_system_score_gemma":0.000016838312,"threshold_uncertainty_score":0.37037742},"labels":[],"label_agreement":null},{"id":"W3011320237","doi":"10.5281/zenodo.1239407","title":"Geomechanical Principles Of Hydraulic Fracturing Method In Unconventional Gas Reservoirs","year":2018,"lang":"en","type":"article","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Hydraulic fracturing; Unconventional oil; Petroleum engineering; Tight gas; Geology","score_opus":0.029264702110637177,"score_gpt":0.25575506077582183,"score_spread":0.22649035866518466,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3011320237","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.51012963,0.0003191807,0.22314468,0.001253873,0.00038053677,0.00065133884,0.00012967111,0.0020233076,0.2619678],"genre_scores_gemma":[0.996941,0.000069903275,0.0017256188,0.000026066307,0.00017424749,6.046717e-8,0.00019651293,0.0005764346,0.0002901814],"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","domain_scores_codex":[0.9983708,0.00022319604,0.00039085696,0.00029373425,0.00036931733,0.000352043],"domain_scores_gemma":[0.9991024,0.00004601441,0.00006777869,0.00040957067,0.00024110253,0.00013309078],"candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0010032394,0.00014044315,0.00021728831,0.00041321642,0.0004473109,0.00013410233,0.0007182467,0.00009495732,0.0065900306],"category_scores_gemma":[0.00040457078,0.00014265956,0.000088977846,0.00065502606,0.000115012,0.00017302159,0.00049730786,0.00031763015,0.0011919932],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00032550364,0.0007498237,0.0001265601,0.0011769,0.00082890963,0.000108510336,0.0060028797,0.71152407,0.047439303,0.0065608583,0.048583396,0.17657329],"study_design_scores_gemma":[0.0005878634,0.00015608092,0.0016108871,0.00011205531,0.000023037026,0.000047918013,0.00020618689,0.12918583,0.021356475,0.0006002365,0.8458536,0.0002597806],"about_ca_topic_score_codex":0.000052329593,"about_ca_topic_score_gemma":0.0000049943214,"teacher_disagreement_score":0.79727024,"about_ca_system_score_codex":0.00012571782,"about_ca_system_score_gemma":0.0000031399675,"threshold_uncertainty_score":0.9995857},"labels":[],"label_agreement":null},{"id":"W3011507519","doi":"10.2118/199968-ms","title":"Case Studies of Integrated Flowback Analysis: Examples from the Montney and Duvernay Formations","year":2020,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":10,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Hydraulic fracturing; Geology; Fracture (geology); Well stimulation; Petroleum engineering; Workflow; Geotechnical engineering; Reservoir engineering; Computer science; Petroleum","score_opus":0.031970875904005235,"score_gpt":0.24359021289934277,"score_spread":0.21161933699533753,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3011507519","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.97507095,0.0021820862,0.021299362,0.0006551249,0.000020434296,0.000047470712,0.00006187462,0.000104882805,0.0005578367],"genre_scores_gemma":[0.9987503,0.00042581634,0.0006354482,0.000088823304,0.000026740254,0.00000416664,0.000021269523,0.0000059220542,0.000041484745],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9995272,0.00002476288,0.00020299645,0.00008487816,0.00008040597,0.00007973888],"domain_scores_gemma":[0.99956554,0.00016767098,0.000024060333,0.0001476703,0.000042804197,0.00005223072],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00005688496,0.000088950066,0.00023185677,0.000042335683,0.000067059715,0.000020837233,0.00008149275,0.000027868457,0.00009961324],"category_scores_gemma":[0.00008410274,0.000048973303,0.00009356311,0.00045914383,0.00003925642,0.000073424446,0.00003479147,0.00008489616,0.0000054864977],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000052620803,0.000009553281,0.0035039806,0.000054226686,0.008461,0.00007068915,0.013897048,0.9674036,0.00034994006,0.000018691082,0.0047557945,0.0014702263],"study_design_scores_gemma":[0.00016192185,0.000011488198,0.0013427896,0.000010283238,0.0013675453,0.000008916063,0.015214175,0.97759485,0.0020372968,0.000036857884,0.0020961678,0.000117716416],"about_ca_topic_score_codex":0.0015574505,"about_ca_topic_score_gemma":0.0022006668,"teacher_disagreement_score":0.0236794,"about_ca_system_score_codex":0.000010150865,"about_ca_system_score_gemma":0.000004166359,"threshold_uncertainty_score":0.23544097},"labels":[],"label_agreement":null},{"id":"W3011666714","doi":"10.2118/200000-ms","title":"Unlocking Completion Design Optimization Using an Augmented AI Approach","year":2020,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Impact","funders":"","keywords":"Computer science; Feature engineering; Machine learning; Artificial intelligence; Imputation (statistics); Big data; Domain knowledge; Deep learning; Data mining; Missing data","score_opus":0.06013206947923383,"score_gpt":0.24464807072796377,"score_spread":0.18451600124872994,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3011666714","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"methods","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0050022723,0.000031165906,0.992862,0.000118775955,0.00003031414,0.000083696315,7.048749e-7,0.00049001304,0.0013810975],"genre_scores_gemma":[0.8694602,0.000006797533,0.1301676,0.00020068578,0.00008646842,0.0000024741776,0.000041123327,0.00002317729,0.000011423018],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99938655,0.000045292,0.00014506576,0.00014837644,0.0001302827,0.00014445084],"domain_scores_gemma":[0.99973327,0.000009566009,0.000015700234,0.00010887804,0.000026952493,0.00010561457],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00008359434,0.00010354007,0.0001310112,0.000057775393,0.00007685373,0.000057923513,0.00008915842,0.000053175183,0.00012488467],"category_scores_gemma":[0.0000105499175,0.00009457665,0.000038782113,0.00025845884,0.000009422196,0.00017758744,0.000013803212,0.00010380246,0.000007330512],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000032205346,0.000014450151,0.000032003692,0.000026270398,0.00003807584,0.000001050128,0.00018985757,0.9979594,0.0013707603,0.000004353698,0.00016456407,0.00019604068],"study_design_scores_gemma":[0.00013622409,0.000014966906,0.000020503807,0.000005712932,0.00003128821,0.0000016954839,0.00008367996,0.9971198,0.0023125352,0.0000031430673,0.00014673999,0.00012375342],"about_ca_topic_score_codex":0.000037691934,"about_ca_topic_score_gemma":7.466727e-7,"teacher_disagreement_score":0.86445796,"about_ca_system_score_codex":0.000041587566,"about_ca_system_score_gemma":0.0000067213846,"threshold_uncertainty_score":0.3856724},"labels":[],"label_agreement":null},{"id":"W3011770716","doi":"10.2118/199924-ms","title":"Improved In-Situ Stress Characterization Through Analysis of Diagnostic Fracture Injection Tests DFITs Using the Changing Compliance Method and its Impact on Caprock Integrity Analysis","year":2020,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"ConocoPhillips (Canada)","funders":"","keywords":"Caprock; Geomechanics; Petroleum engineering; Hydraulic fracturing; Geotechnical engineering; Fracture (geology); Geology","score_opus":0.028625192100623812,"score_gpt":0.31238065556996697,"score_spread":0.28375546346934316,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3011770716","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.6766174,0.00013873457,0.3227301,0.00019695351,0.000023390372,0.00014364171,0.000042958047,0.00006413008,0.00004273583],"genre_scores_gemma":[0.9990284,0.00013027815,0.00042717773,0.00016868878,0.00006186098,0.000009992465,0.00014426598,0.000021380567,0.000007989183],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9986089,0.000131908,0.0004049147,0.00034592568,0.00021798791,0.00029035495],"domain_scores_gemma":[0.99888545,0.00052530365,0.00015351581,0.0002533233,0.00009366618,0.00008874063],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002174939,0.0002730326,0.0007034212,0.0006705134,0.000103245286,0.00005688696,0.0001724424,0.00014612587,0.00004629669],"category_scores_gemma":[0.00031615386,0.00018015894,0.00031147414,0.0060982644,0.000019703295,0.00024495684,0.000049123682,0.00043655353,8.834004e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000017550257,0.000027374514,0.010673766,0.00008737872,0.0029792963,0.0000021969563,0.0027583605,0.9609401,0.021386864,0.0000018754833,0.0000013128764,0.0011239287],"study_design_scores_gemma":[0.00011680839,0.000032871973,0.14699017,0.00004400966,0.0024783995,6.436007e-7,0.00026639368,0.8244332,0.025466908,0.0000034353739,0.00000433624,0.00016284749],"about_ca_topic_score_codex":0.0007537085,"about_ca_topic_score_gemma":0.00064929435,"teacher_disagreement_score":0.322411,"about_ca_system_score_codex":0.00009964663,"about_ca_system_score_gemma":0.000014205331,"threshold_uncertainty_score":0.7346668},"labels":[],"label_agreement":null},{"id":"W3011821092","doi":"","title":"Fracturing Fluids Impact on Unconventional Shale Rock Mechanical Properties and Proppant Embedment","year":2019,"lang":"en","type":"article","venue":"53rd U.S. Rock Mechanics/Geomechanics Symposium","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Apache (Canada)","funders":"","keywords":"Hydraulic fracturing; Geology; Embedment; Oil shale; Unconventional oil; Petroleum engineering; Geotechnical engineering; Fracturing fluid","score_opus":0.011010259674428223,"score_gpt":0.21182526089564682,"score_spread":0.2008150012212186,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3011821092","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7177115,0.0024244753,0.26721096,0.0012397171,0.0042513064,0.0029262847,0.00017338527,0.0022690583,0.001793298],"genre_scores_gemma":[0.99668056,0.0006135115,0.00014962933,0.0001876205,0.0003254385,0.0001520527,0.000078020115,0.00023119319,0.0015820035],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99548054,0.00011783998,0.00091090094,0.0011230799,0.0011037054,0.001263909],"domain_scores_gemma":[0.9978743,0.00011958083,0.00017435319,0.0010755918,0.00017373737,0.0005823981],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0005971408,0.0009912082,0.0010230787,0.00052297645,0.0003395179,0.00025715545,0.0006803294,0.0005702769,0.00077016966],"category_scores_gemma":[0.00005461443,0.00079142145,0.00057407294,0.00046237858,0.0000058299524,0.00042940743,0.00042382407,0.0010045286,0.0008658368],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00016065106,0.00022289898,0.000013328948,0.0004819364,0.00065544096,0.000033728917,0.0003093516,0.8079935,0.18674456,0.002518921,0.0006163638,0.00024932323],"study_design_scores_gemma":[0.0010691138,0.00070853706,0.0000078615585,0.00035982777,0.00017841408,0.000082232706,0.00019723318,0.86109114,0.13076776,0.0022085446,0.0023313777,0.0009979551],"about_ca_topic_score_codex":0.00006536357,"about_ca_topic_score_gemma":0.000014392964,"teacher_disagreement_score":0.27896902,"about_ca_system_score_codex":0.0005945274,"about_ca_system_score_gemma":0.00012132688,"threshold_uncertainty_score":0.9999121},"labels":[],"label_agreement":null},{"id":"W3012075961","doi":"10.2118/199984-ms","title":"Identification and Remediation of High Water Cut Stages in Multi-Stage Hydraulically Fractured Wells: A Case Study in the Midale Formation","year":2020,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Stage (stratigraphy); Inflow; Petroleum engineering; Geology; Geotechnical engineering; Fracture (geology); Overburden; Hydrology (agriculture)","score_opus":0.02488119964265009,"score_gpt":0.2598312380950413,"score_spread":0.23495003845239118,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3012075961","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.98559844,0.000044462027,0.012887006,0.0010335603,0.000019602297,0.00033555966,0.0000031199477,0.000040767714,0.00003747076],"genre_scores_gemma":[0.9996851,0.00003257554,0.00010493169,0.00007218348,0.000017061575,0.000025911222,0.000019994235,0.000009128093,0.00003309769],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99910843,0.00009388618,0.0003846625,0.00013147063,0.0001640166,0.000117520874],"domain_scores_gemma":[0.99969786,0.000053462165,0.000037816022,0.00015732476,0.000021122349,0.000032434862],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003611958,0.00009430224,0.00015313276,0.00012385505,0.000027317958,0.000039136306,0.000093502174,0.00005581548,0.000024047818],"category_scores_gemma":[0.00004596408,0.00005738494,0.000025034422,0.000198982,0.000012689333,0.00024089475,0.000019683928,0.00015144174,0.000006239519],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000025158492,0.0002685772,0.012293273,0.000315325,0.000056567784,0.00030767833,0.104392566,0.8669173,0.013840572,0.0000025931056,0.00013666633,0.0014437288],"study_design_scores_gemma":[0.0013672073,0.000067230525,0.043674685,0.000013839854,0.000041342802,0.000013513844,0.01879742,0.8839887,0.051546857,0.00001333965,0.0002929258,0.00018293597],"about_ca_topic_score_codex":0.0013003217,"about_ca_topic_score_gemma":0.004964535,"teacher_disagreement_score":0.085595146,"about_ca_system_score_codex":0.000023568542,"about_ca_system_score_gemma":0.000003000541,"threshold_uncertainty_score":0.27703273},"labels":[],"label_agreement":null},{"id":"W3012110700","doi":"10.2118/199976-ms","title":"Hydraulic Fracturing Modeling, Fracture Network, and Microseismic Monitoring","year":2020,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Microseism; Hydraulic fracturing; Fracture (geology); Geology; Stress (linguistics); Geotechnical engineering; Deformation (meteorology); Seismology","score_opus":0.012230811124219492,"score_gpt":0.20762381129227875,"score_spread":0.19539300016805924,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3012110700","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.70438087,0.007310148,0.2763067,0.0030799292,0.0003139296,0.00016526527,0.0000021328756,0.0015609785,0.00688006],"genre_scores_gemma":[0.99485683,0.0006320483,0.0020780459,0.0012101294,0.0010568198,0.0000066484486,0.000004625112,0.00006095064,0.00009389267],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9988232,0.000016229153,0.0002594413,0.00030096053,0.00016951111,0.0004306327],"domain_scores_gemma":[0.9993284,0.000033887874,0.000022704857,0.00020425103,0.000018868386,0.00039189696],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000075023076,0.00026330637,0.00029732432,0.00004975884,0.0001367266,0.000108239794,0.00018323197,0.00015838258,0.00010472108],"category_scores_gemma":[0.000024086257,0.00023013975,0.00010004537,0.00018923303,0.000019276773,0.00018044215,0.00006831752,0.00047521945,0.00005539875],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000036824695,0.000003226163,0.0010960072,0.00006275407,0.00008906893,0.000011749302,0.0004069357,0.9946159,0.0004949367,0.0000010451662,0.0018652218,0.0013494802],"study_design_scores_gemma":[0.00018827035,0.0000118349435,0.00025888195,0.000032523458,0.000041394007,0.0000053478425,0.00009650779,0.96721286,0.0045363265,0.00006129651,0.027261222,0.00029356548],"about_ca_topic_score_codex":0.00008993653,"about_ca_topic_score_gemma":0.000003576228,"teacher_disagreement_score":0.29047596,"about_ca_system_score_codex":0.000026688773,"about_ca_system_score_gemma":0.000009363088,"threshold_uncertainty_score":0.93848264},"labels":[],"label_agreement":null},{"id":"W3012143846","doi":"10.2118/200021-ms","title":"Learning from Behavioral Frac Maps: A Montney Case Study in Integration of Modern Microseismic and Production Data Analyses","year":2020,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Encana (Canada)","funders":"","keywords":"Microseism; Hydraulic fracturing; Geology; Fracture (geology); Tight gas; Petroleum engineering; Computer science; Geophysics; Seismology; Geotechnical engineering","score_opus":0.1016773225826744,"score_gpt":0.33260275102881115,"score_spread":0.23092542844613675,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3012143846","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.98766726,0.00044937234,0.011532901,0.00009616121,0.00002399461,0.000118361,0.0000105785375,0.00008088088,0.000020499543],"genre_scores_gemma":[0.9990823,0.00004257772,0.0006823357,0.000008428489,0.00004194789,0.0000043963523,0.00010126753,0.000013447665,0.000023248285],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9992622,0.00005001397,0.00023877335,0.00026550883,0.00009662866,0.000086851156],"domain_scores_gemma":[0.99963576,0.000017031365,0.000031572126,0.00025010237,0.000019662277,0.000045869107],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00009854066,0.000102852355,0.00020757239,0.00009749723,0.000029734869,0.000028212506,0.00010129235,0.00004224946,0.000014194785],"category_scores_gemma":[0.000046544596,0.00008719152,0.000021703914,0.00021321709,0.000014027159,0.0002195773,0.00007106828,0.00021329474,0.0000015459168],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000013076468,0.00011166836,0.020045713,0.00002662922,0.00010200383,0.00018117718,0.011528069,0.9119665,0.03756038,2.9473762e-8,0.00012972926,0.018335],"study_design_scores_gemma":[0.00023595578,0.00006524048,0.0023904694,0.00001735653,0.00013645401,0.000011612713,0.0109764375,0.97878927,0.007235454,0.000008153149,0.000023008959,0.00011057922],"about_ca_topic_score_codex":0.015580842,"about_ca_topic_score_gemma":0.0053008776,"teacher_disagreement_score":0.06682275,"about_ca_system_score_codex":0.000016043521,"about_ca_system_score_gemma":0.0000063019193,"threshold_uncertainty_score":0.9909745},"labels":[],"label_agreement":null},{"id":"W3012206938","doi":"10.2118/199987-ms","title":"Analysis of Communicating Multi-Fractured Horizontal Well Production Data Using the Dynamic Drainage Area Concept","year":2020,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Fracture (geology); Sink (geography); Petroleum engineering; Geology; Hydraulic fracturing; Matching (statistics); Complex fracture; Computer science; Geotechnical engineering; Mechanics; Mathematics","score_opus":0.04252743938122404,"score_gpt":0.27873947149902417,"score_spread":0.23621203211780012,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3012206938","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.41305923,0.0020605605,0.57850754,0.0030964834,0.00019446682,0.00037927582,0.00011101839,0.00054213894,0.0020492538],"genre_scores_gemma":[0.9949318,0.00004518004,0.0045681424,0.00005546839,0.000042904365,0.0000019437605,0.00028418744,0.00002258487,0.00004779869],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9989418,0.00008010436,0.00033807888,0.00026663102,0.000192218,0.00018119867],"domain_scores_gemma":[0.9983561,0.00008312549,0.00009597002,0.0013576599,0.00004159015,0.00006555404],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00023008093,0.00015708465,0.00035713075,0.00011101215,0.0001339105,0.000036068854,0.0008948142,0.00006552345,0.00011627342],"category_scores_gemma":[0.00013900806,0.00010771656,0.00015360916,0.0010553012,0.00012187377,0.0001727188,0.00027073792,0.00030330496,0.0000036486247],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000035881424,0.000018627763,0.00020726529,0.00002668914,0.0014894204,0.0000013924729,0.0019074326,0.9888681,0.0064195464,0.0000015467673,0.00012882755,0.00092756154],"study_design_scores_gemma":[0.000110816945,0.000007636806,0.00044988183,0.000010853078,0.0011418087,9.2475375e-7,0.0020278112,0.9925424,0.0028567603,0.0000011040657,0.0007189996,0.00013103566],"about_ca_topic_score_codex":0.0006743943,"about_ca_topic_score_gemma":0.000770257,"teacher_disagreement_score":0.5818725,"about_ca_system_score_codex":0.00004185919,"about_ca_system_score_gemma":0.000011708151,"threshold_uncertainty_score":0.4392554},"labels":[],"label_agreement":null},{"id":"W3012494669","doi":"10.2118/199998-ms","title":"An Integrated Field and Simulation Study to Understand the Role of Shut-in on a Montney Well Performance","year":2020,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Transmissibility (structural dynamics); Petroleum engineering; Shut down; Formation evaluation; Imbibition; Cascade; Oil sands; Environmental science; Mechanics; Geology; Simulation; Engineering; Process engineering; Materials science; Physics; Acoustics","score_opus":0.009886409240691367,"score_gpt":0.22978890339670024,"score_spread":0.21990249415600888,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3012494669","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99311644,0.000022487708,0.0042119054,0.00022809875,0.000007589869,0.00010966495,3.9705427e-7,0.000035898855,0.002267526],"genre_scores_gemma":[0.99981654,0.000007137732,0.000030858646,0.0001065633,0.000011345248,0.000001271419,6.7666554e-7,0.000005437174,0.000020182499],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99967146,0.000016772468,0.00009666868,0.00007915589,0.000072268616,0.000063688625],"domain_scores_gemma":[0.99979395,0.000049687565,0.0000067972314,0.00009890891,0.000008662313,0.00004198928],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00006362719,0.00005599895,0.000085568696,0.000039123617,0.000018334185,0.000012702486,0.0000637946,0.000018531726,0.000036094458],"category_scores_gemma":[0.000014101265,0.000034421308,0.000011631808,0.00016387465,0.000004079743,0.000040522238,0.000008687857,0.00008480544,0.0000039803112],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00002508486,0.000028920176,0.0054033063,0.0000075787116,0.000015452304,4.7463422e-7,0.0042337943,0.9872804,0.00009770644,0.000001531805,0.000019497442,0.0028862027],"study_design_scores_gemma":[0.00012513826,0.00027483903,0.0066285664,0.000007631112,0.000007419668,3.3709764e-8,0.007928856,0.98175675,0.0030120576,0.000004703559,0.00020859101,0.000045439403],"about_ca_topic_score_codex":0.00021606415,"about_ca_topic_score_gemma":0.00034243817,"teacher_disagreement_score":0.006700096,"about_ca_system_score_codex":0.000010539403,"about_ca_system_score_gemma":0.0000025237657,"threshold_uncertainty_score":0.14036602},"labels":[],"label_agreement":null},{"id":"W3012507418","doi":"10.2118/199988-ms","title":"Probabilistic History Matching of Multi-Scale Fractured Reservoirs: Integration of a Novel Localization Scheme Based on Rate Transient Analysis","year":2020,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Computer science; Algorithm; Probabilistic logic; Flow (mathematics); Workflow; Matching (statistics); Posterior probability; Fracture (geology); Probability distribution; Scale (ratio); Geology; Mathematical optimization; Bayesian probability; Data mining; Mechanics; Mathematics; Statistics; Geotechnical engineering; Artificial intelligence","score_opus":0.02518512895230053,"score_gpt":0.23241695871850504,"score_spread":0.20723182976620452,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3012507418","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.08527441,0.00008144348,0.9137048,0.00018982153,0.000037557624,0.00014679141,0.000012170262,0.000120958175,0.0004320562],"genre_scores_gemma":[0.987584,0.000007129738,0.012076778,0.0001439238,0.000018999339,0.000011134037,0.00008809141,0.00002394518,0.000046008077],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9987807,0.000057036745,0.00050571456,0.00023632092,0.0002780505,0.00014212127],"domain_scores_gemma":[0.9993028,0.00008614948,0.000106631305,0.00028432513,0.00012210725,0.00009798892],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002220862,0.00017554946,0.00043175812,0.00031094629,0.000023574472,0.000008249936,0.00015539229,0.00010646426,0.00020586545],"category_scores_gemma":[0.000118294454,0.00014468814,0.0002748786,0.0007792194,0.00004234282,0.00008287549,0.000009670609,0.00017373938,0.0000023736188],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00004173082,0.00013481606,0.00008147038,0.000270333,0.00023840397,6.211328e-7,0.0018647687,0.9539965,0.043169435,0.000006897783,0.00011320729,0.000081832535],"study_design_scores_gemma":[0.00051509927,0.000048560752,0.0007553139,0.000059703812,0.00033123323,4.3668827e-8,0.00013676318,0.9743258,0.02337212,0.0000033584708,0.00031330623,0.00013875005],"about_ca_topic_score_codex":0.00032749787,"about_ca_topic_score_gemma":0.00037424336,"teacher_disagreement_score":0.9023096,"about_ca_system_score_codex":0.00014395399,"about_ca_system_score_gemma":0.000032827786,"threshold_uncertainty_score":0.59002113},"labels":[],"label_agreement":null},{"id":"W3013684804","doi":"10.1016/j.compgeo.2020.103534","title":"Investigating the interaction of hydraulic fracture with pre-existing joints based on lattice spring modeling","year":2020,"lang":"en","type":"article","venue":"Computers and Geotechnics","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":33,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Simon Fraser University","funders":"National Key Research and Development Program of China Stem Cell and Translational Research; National Key Research and Development Program of China; China Scholarship Council; Simon Fraser University","keywords":"Hydraulic fracturing; Joint (building); Geotechnical engineering; Cohesion (chemistry); Slip (aerodynamics); Ultimate tensile strength; Materials science; Shear (geology); Structural engineering; Mechanics; Geology; Engineering; Composite material; Physics","score_opus":0.018471847875385843,"score_gpt":0.2233721239616644,"score_spread":0.20490027608627856,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3013684804","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.25752124,0.00012130105,0.7390714,0.0023935142,0.00008201386,0.000105606465,0.0000011090291,0.0002405033,0.00046327672],"genre_scores_gemma":[0.9925835,0.000028430473,0.006209163,0.0010526569,0.000095917516,0.0000030127708,0.0000027596323,0.000022738663,0.000001818175],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9993023,0.000020138792,0.00019589582,0.00017694767,0.0001598631,0.00014480435],"domain_scores_gemma":[0.9995374,0.00009686677,0.00006176905,0.00019716645,0.000028392957,0.00007838571],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00011877144,0.0001450102,0.0001770453,0.000053519332,0.00010127123,0.000052170006,0.00016709555,0.00006863554,0.0000024312853],"category_scores_gemma":[0.000045381166,0.00009939187,0.000048807626,0.00018947649,0.00003060622,0.00007615961,0.00004762064,0.00041951446,0.0000010123816],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000006295278,0.0000049507294,0.00008189487,0.000106728185,0.000035959805,0.0000024651208,0.00043595198,0.99522763,0.00012091756,0.0000036042636,0.00005183901,0.0039217346],"study_design_scores_gemma":[0.00014953084,0.000047649744,0.00013513253,0.00025240055,0.000034030487,0.0000021185688,0.000084978834,0.99656504,0.0007881741,0.000016714965,0.0018045573,0.0001196488],"about_ca_topic_score_codex":0.00007271445,"about_ca_topic_score_gemma":0.0000032486741,"teacher_disagreement_score":0.73506224,"about_ca_system_score_codex":0.000017136234,"about_ca_system_score_gemma":0.000008039707,"threshold_uncertainty_score":0.4053083},"labels":[],"label_agreement":null},{"id":"W3013986121","doi":"10.2118/0420-0062-jpt","title":"Analysis of Athabasca Oil Sands Investigates SAGD Performance Variability","year":2020,"lang":"en","type":"article","venue":"Journal of Petroleum Technology","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Steam-assisted gravity drainage; Oil sands; Petroleum engineering; Asphalt; Steam injection; Environmental science; Engineering; Archaeology; Geography","score_opus":0.006942963462745195,"score_gpt":0.1983363646945384,"score_spread":0.1913934012317932,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3013986121","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9910623,0.00058733573,0.005493821,0.0018165924,0.00007735882,0.000007991031,0.000005884077,0.00010844222,0.00084030506],"genre_scores_gemma":[0.99832594,0.00046180858,0.0010521052,0.000044124106,0.000072897616,0.0000013138342,0.0000020452999,0.000014372479,0.000025375903],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9986963,0.000033843586,0.0006784827,0.00013153626,0.000245478,0.00021430306],"domain_scores_gemma":[0.9991534,0.000056734254,0.00026011444,0.00027000462,0.00012799309,0.00013178965],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00039161232,0.00015075851,0.0007419834,0.0009710533,0.00003298465,0.0000101713595,0.00045689824,0.00020710623,0.0001058625],"category_scores_gemma":[0.0003029525,0.0001224134,0.00034784072,0.0018471109,0.00014123064,0.000112338304,0.0000566438,0.0005580629,0.0000050078247],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000022963563,0.000037903497,0.12370644,0.00017962692,0.0027809804,0.000017754426,0.00017907532,0.85772574,0.008050124,0.0000138393,0.00020845493,0.0070770765],"study_design_scores_gemma":[0.0006725575,0.00042262443,0.035463665,0.00007503259,0.0027672623,0.00003649719,0.000212143,0.8978084,0.05615162,0.0001123409,0.0059721568,0.0003057185],"about_ca_topic_score_codex":0.000009647286,"about_ca_topic_score_gemma":0.0000067516726,"teacher_disagreement_score":0.08824278,"about_ca_system_score_codex":0.000056756304,"about_ca_system_score_gemma":0.0000388028,"threshold_uncertainty_score":0.49918735},"labels":[],"label_agreement":null},{"id":"W3015085644","doi":"10.1016/j.coal.2020.103469","title":"Post-flowback production data suggest oil drainage from a limited stimulated reservoir volume: An Eagle Ford shale-oil case","year":2020,"lang":"en","type":"article","venue":"International Journal of Coal Geology","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":15,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Petroleum engineering; Oil shale; Geology; Tight oil; Shale oil; Kerogen; Volume (thermodynamics); Bubble point; Oil in place; Geotechnical engineering; Petroleum; Bubble; Geomorphology; Source rock; Mechanics; Structural basin","score_opus":0.027037884005812016,"score_gpt":0.2709829972432602,"score_spread":0.24394511323744816,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3015085644","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9801441,0.00043523367,0.0029513317,0.014191247,0.0014184169,0.00002640898,0.00017163607,0.00010162241,0.00056000345],"genre_scores_gemma":[0.99524724,0.00016482221,0.0009945581,0.00042012872,0.0019071149,0.0000017102798,0.000525605,0.000035877503,0.0007029195],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9981674,0.00013416594,0.0006761311,0.00031947088,0.00044894268,0.0002539166],"domain_scores_gemma":[0.99827236,0.00012434053,0.00023067206,0.00043139266,0.00068486447,0.0002563969],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00030475136,0.0002058948,0.00036717867,0.00024669874,0.00006647352,0.00008284036,0.0011732114,0.00016838101,0.00057084253],"category_scores_gemma":[0.0008106534,0.00018914469,0.0001286141,0.00017817198,0.00008109017,0.00066490547,0.00025608824,0.0006071182,0.000062993575],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0005405535,0.00014716141,0.0021400005,0.000036407302,0.0013118401,0.008054379,0.001039036,0.96633124,0.0033687835,0.000003915069,0.003986377,0.013040316],"study_design_scores_gemma":[0.001610909,0.0003708499,0.0025835584,0.00008021118,0.00022111587,0.0045296904,0.0004521548,0.9432023,0.0010040578,0.00010924383,0.04546873,0.0003671677],"about_ca_topic_score_codex":0.00083957013,"about_ca_topic_score_gemma":0.0007119336,"teacher_disagreement_score":0.04148235,"about_ca_system_score_codex":0.00008108709,"about_ca_system_score_gemma":0.000076030774,"threshold_uncertainty_score":0.7713097},"labels":[],"label_agreement":null},{"id":"W3015242920","doi":"10.1016/j.petrol.2020.107254","title":"Experimental study on the formation damage caused by gas fracturing fluids","year":2020,"lang":"en","type":"article","venue":"Journal of Petroleum Science and Engineering","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":14,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"Shell United States; CMG Reservoir Simulation Foundation","keywords":"Dissolution; Clearance; Hydraulic fracturing; Petroleum engineering; Permeability (electromagnetism); Saturation (graph theory); Fracturing fluid; Relative permeability; Fluid dynamics; Geology; Petrology; Chemistry; Geotechnical engineering; Porosity; Mechanics","score_opus":0.010704645002352645,"score_gpt":0.21849894450129403,"score_spread":0.2077942994989414,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3015242920","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99243575,0.00025527654,0.006290681,0.0006355869,0.00012164965,0.00003909741,7.243097e-7,0.00003910353,0.00018211224],"genre_scores_gemma":[0.999697,0.000023432633,0.000046445555,0.0000847952,0.00013029003,0.0000020695265,1.7740297e-7,0.000011708478,0.0000040493064],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9989232,0.000010904367,0.00024721678,0.00009224841,0.00052432955,0.00020210531],"domain_scores_gemma":[0.9996014,0.000044642584,0.000046963098,0.00010099174,0.00004003302,0.00016592057],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005169644,0.00012064028,0.00015969694,0.00014414366,0.00013382538,0.00014418236,0.0002740223,0.000022250462,0.0000105182335],"category_scores_gemma":[0.00009463553,0.00007864886,0.00004729821,0.00028923608,0.000034811943,0.0005056832,0.000033460426,0.00029231812,0.0000035144137],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000048563775,0.00003183276,0.00008271142,0.000015145689,0.00003384338,0.000016369648,0.0025901005,0.6495463,0.34680983,0.0000029096125,0.0007368007,0.00012925819],"study_design_scores_gemma":[0.00035016672,0.0003670417,0.0013794373,0.000036153877,0.000023922274,0.000012181952,0.0032359175,0.79159844,0.201256,8.712707e-7,0.0015945623,0.00014530032],"about_ca_topic_score_codex":0.000002306637,"about_ca_topic_score_gemma":1.9491632e-7,"teacher_disagreement_score":0.14555383,"about_ca_system_score_codex":0.000081037244,"about_ca_system_score_gemma":0.000013957622,"threshold_uncertainty_score":0.32072073},"labels":[],"label_agreement":null},{"id":"W3015525111","doi":"10.1017/jfm.2020.193","title":"The near-tip region of a hydraulic fracture with pressure-dependent leak-off and leak-in","year":2020,"lang":"en","type":"article","venue":"Journal of Fluid Mechanics","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":29,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Dalhousie University","funders":"","keywords":"Leak; Materials science; Mechanics; Environmental science; Physics","score_opus":0.007326824973435208,"score_gpt":0.1907770947852084,"score_spread":0.1834502698117732,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3015525111","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.54785645,0.070063144,0.35443944,0.025249906,0.0006981526,0.0005951928,0.000008141059,0.00016276755,0.0009268439],"genre_scores_gemma":[0.9964329,0.002969695,0.00019358852,0.00019277744,0.00012638993,0.0000012385353,3.788005e-7,0.000028342873,0.000054684562],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9989122,0.00005191756,0.00038008203,0.000108712564,0.00035369207,0.00019335703],"domain_scores_gemma":[0.9993416,0.00008344042,0.00017135282,0.00017496843,0.00008536319,0.00014325924],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002925632,0.0001516341,0.00035139802,0.00006495066,0.00006462989,0.000052900763,0.00024520763,0.00010775288,0.000008914326],"category_scores_gemma":[0.00008719687,0.00009052122,0.000101819365,0.00020976827,0.000022758872,0.00012686245,0.000032034946,0.00051330484,0.0000014569164],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00014927048,0.000021066995,0.00007260646,0.00012202669,0.00029844316,0.00013905752,0.0009509748,0.99156034,0.002604833,0.000031386335,0.0018054431,0.002244548],"study_design_scores_gemma":[0.0011807448,0.00047004875,0.000198588,0.00022389008,0.00029597123,0.00028830106,0.00047603558,0.90026385,0.015421082,0.0001784805,0.08077835,0.00022465197],"about_ca_topic_score_codex":0.000017790233,"about_ca_topic_score_gemma":0.00006589457,"teacher_disagreement_score":0.44857648,"about_ca_system_score_codex":0.000023246792,"about_ca_system_score_gemma":0.000044682805,"threshold_uncertainty_score":0.36913484},"labels":[],"label_agreement":null},{"id":"W3016773110","doi":"","title":"Quantitative Relationship Between Injection Operations and Induced Seismicity in the Southern Montney Play, British Columbia, Canada","year":2019,"lang":"en","type":"article","venue":"AGUFM","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Induced seismicity; Geology; Seismology","score_opus":0.015585324860312966,"score_gpt":0.21719231124456795,"score_spread":0.20160698638425498,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3016773110","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9985238,0.00007318792,0.00021594545,0.00017490337,0.00005644614,0.00012582316,0.000029397179,0.000029223456,0.0007712947],"genre_scores_gemma":[0.9992264,0.0000037089744,0.00003488654,0.000069662994,0.000028076047,0.000010177111,0.00002532732,0.000009868028,0.0005918858],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9994697,0.00006277525,0.00013322839,0.000105758816,0.00011497797,0.00011353662],"domain_scores_gemma":[0.99964124,0.00018337702,0.000012235271,0.00011664052,0.000017040975,0.000029467885],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001503307,0.000052738622,0.000105706145,0.000028228438,0.0001125935,0.00012405035,0.00007600206,0.000058555353,0.000019931484],"category_scores_gemma":[0.00006389344,0.000061228246,0.000018441277,0.00019090952,0.000010396712,0.000083907515,0.000010335048,0.00023440749,0.000011764205],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[5.9607123e-7,0.00000499886,0.52025837,0.0000149467205,0.000031694373,0.0000043376244,0.001609255,0.47732028,0.000026770773,0.0000061918195,0.000470737,0.00025182037],"study_design_scores_gemma":[0.0001765482,0.000021118474,0.9179989,0.00002756244,0.00002002794,0.0000053603253,0.0021392736,0.07910471,0.000012657946,0.00006485296,0.00030841806,0.00012058985],"about_ca_topic_score_codex":0.98256063,"about_ca_topic_score_gemma":0.9954347,"teacher_disagreement_score":0.39821556,"about_ca_system_score_codex":0.0000643997,"about_ca_system_score_gemma":0.00004371338,"threshold_uncertainty_score":0.24968153},"labels":[],"label_agreement":null},{"id":"W3018438389","doi":"10.2118/201095-pa","title":"Rigorous Estimation of the Initial Conditions of Flowback Using a Coupled Hydraulic-Fracture/Dynamic-Drainage-Area Leakoff Model Constrained by Laboratory Geomechanical Data","year":2020,"lang":"en","type":"article","venue":"SPE Journal","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":16,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Hydraulic fracturing; Petroleum engineering; Geology; Permeability (electromagnetism); Fracture (geology); Well stimulation; Drainage; Geotechnical engineering; Fracturing fluid; Oil shale; Hydraulic conductivity; Reservoir engineering; Soil science; Petroleum","score_opus":0.02596835299104566,"score_gpt":0.276321960224973,"score_spread":0.25035360723392736,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3018438389","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.2293115,0.00023819636,0.76705885,0.0020881651,0.00015785111,0.0001353745,0.00070978137,0.000059818263,0.00024046117],"genre_scores_gemma":[0.9960621,0.000046916073,0.0034335398,0.0002217371,0.00008406277,0.0000010157879,0.00011188678,0.000031703505,0.0000070139604],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9985283,0.00007063244,0.00058390683,0.00017659472,0.00040608583,0.00023450576],"domain_scores_gemma":[0.9989601,0.00007300905,0.00024250151,0.00042806703,0.0001277315,0.00016862384],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00028059148,0.00018874495,0.00038260143,0.000076812445,0.0001460427,0.00004334898,0.00058654585,0.0001406269,0.00014711592],"category_scores_gemma":[0.00023750063,0.00014472143,0.00014148669,0.0003464207,0.00018248799,0.00028350746,0.00011173837,0.0006054526,0.0000035275923],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000015979405,0.00003554749,0.000004272665,0.00006441945,0.00020316317,0.000012846463,0.00023100502,0.97877604,0.019134207,0.000012371403,0.0013736713,0.00013647648],"study_design_scores_gemma":[0.0005872346,0.000027097803,0.000014080249,0.00007362075,0.00021173758,0.000053693846,0.00012746213,0.9939459,0.0042589284,0.00036375556,0.00019185185,0.00014466484],"about_ca_topic_score_codex":0.000031644307,"about_ca_topic_score_gemma":0.000016197897,"teacher_disagreement_score":0.76675063,"about_ca_system_score_codex":0.00007280434,"about_ca_system_score_gemma":0.00020263069,"threshold_uncertainty_score":0.5901569},"labels":[],"label_agreement":null},{"id":"W3018783777","doi":"10.1016/j.undsp.2020.03.005","title":"Field experience and numerical investigations of minifrac tests with flowback in low-permeability formations","year":2020,"lang":"en","type":"article","venue":"Underground Space","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":7,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Concordia University; Geomechanica (Canada)","funders":"","keywords":"Closure (psychology); Fracture (geology); Petroleum engineering; Permeability (electromagnetism); Geology; Oil shale; Geotechnical engineering; Chemistry","score_opus":0.01084983122237196,"score_gpt":0.2231189839764872,"score_spread":0.21226915275411523,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3018783777","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9335175,0.00005986496,0.061783142,0.0031828848,0.000015423724,0.000073857685,0.0000019142803,0.000056977577,0.0013084385],"genre_scores_gemma":[0.99727255,0.000018414145,0.0025200457,0.00012205343,0.000016833,0.000010427819,0.0000031323439,0.0000082015895,0.000028335788],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99944824,0.000017511988,0.00016776324,0.00012598668,0.000112642265,0.00012783585],"domain_scores_gemma":[0.9995674,0.00013474048,0.000022521857,0.00014394995,0.000019650535,0.0001117684],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000036212045,0.00009125272,0.00015466195,0.000044727043,0.000038443006,0.000022163349,0.00007808162,0.000049932245,0.00003354705],"category_scores_gemma":[0.00013619909,0.00007719031,0.000024583544,0.00035110983,0.00006542346,0.00018102028,0.000020781847,0.0001365848,0.0000040982545],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00002990675,0.000114860246,0.12419385,0.0005753258,0.000081143044,0.000011995376,0.019438874,0.85225433,0.001622026,0.00035184104,0.0008942808,0.0004315927],"study_design_scores_gemma":[0.000638847,0.00023572445,0.04153099,0.00015728889,0.00003611818,0.0000067599713,0.0043308777,0.9429686,0.007527531,0.0005434476,0.0016225363,0.00040128944],"about_ca_topic_score_codex":0.0001410224,"about_ca_topic_score_gemma":0.00034163543,"teacher_disagreement_score":0.09071428,"about_ca_system_score_codex":0.000023952198,"about_ca_system_score_gemma":0.000020372148,"threshold_uncertainty_score":0.31477293},"labels":[],"label_agreement":null},{"id":"W3020924825","doi":"10.15530/urtec-2015-2154838","title":"Numerical Investigation of Coupling Multiphase Flow and Geomechanical Effects on Water Loss During Hydraulic Fracturing Flow Back Operation","year":2015,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":9,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Imbibition; Fracture (geology); Geotechnical engineering; Multiphase flow; Hydraulic fracturing; Mechanics; Capillary pressure; Hydraulic conductivity; Flow (mathematics); Fluid dynamics; Geology; Petroleum engineering; Materials science; Permeability (electromagnetism); Porous medium; Porosity; Soil science; Chemistry","score_opus":0.009846545159294827,"score_gpt":0.21128371654633996,"score_spread":0.20143717138704512,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3020924825","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.945625,0.00007321725,0.053490512,0.00017764472,0.0001554123,0.0001527667,0.0000012415429,0.0001605185,0.00016370034],"genre_scores_gemma":[0.9958,0.000022376616,0.0037970734,0.000060087983,0.00017648922,0.000012802855,0.000031697557,0.000039526913,0.00005992114],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9987799,0.00003400604,0.00032931563,0.00027159118,0.0002874032,0.00029776662],"domain_scores_gemma":[0.99932694,0.00008353853,0.000026478792,0.00023875531,0.000046026253,0.00027824653],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00021799884,0.00022620482,0.00031856814,0.00015034134,0.00007368401,0.00005348791,0.000098384975,0.00015251158,0.00005318792],"category_scores_gemma":[0.000060645223,0.00016346433,0.000070943934,0.000106381216,0.000029882747,0.00022348201,0.00004168211,0.00024781763,0.00009709875],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000027546908,0.000016302867,0.0003758272,0.00020963378,0.00006087361,0.000014448859,0.00047632336,0.9693525,0.028819699,8.7065996e-7,0.00004219467,0.00060378184],"study_design_scores_gemma":[0.00057520665,0.000039242852,0.0002610405,0.000051530675,0.000018150191,0.0000050436006,0.000013382757,0.5557565,0.4430982,0.00001823702,0.000036014782,0.00012748502],"about_ca_topic_score_codex":0.000072824376,"about_ca_topic_score_gemma":0.0000074167347,"teacher_disagreement_score":0.41427848,"about_ca_system_score_codex":0.000081628044,"about_ca_system_score_gemma":0.000008284984,"threshold_uncertainty_score":0.6665881},"labels":[],"label_agreement":null},{"id":"W3021389846","doi":"10.2118/153131-ms","title":"Interpreting Uncemented Multistage Hydraulic-Fracturing Completion Effectiveness Using Fiber-Optic DTS Injection Data","year":2012,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":28,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Shell (Canada)","funders":"","keywords":"Petroleum engineering; Geology; Completion (oil and gas wells); Hydraulic fracturing; Fracture (geology); Well stimulation; Wellbore; Permeability (electromagnetism); Geotechnical engineering; Reservoir engineering; Petroleum","score_opus":0.03385907348640145,"score_gpt":0.2851489922437106,"score_spread":0.25128991875730916,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3021389846","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7634927,0.0002503198,0.2311657,0.000012148976,0.00047047113,0.00018444515,0.000011476183,0.0005194648,0.0038932548],"genre_scores_gemma":[0.9953482,0.0000074698164,0.004047343,0.000020213165,0.00024073894,0.000009202941,0.00016509242,0.000055051798,0.000106680745],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9984667,0.00013757618,0.0003286392,0.00030367693,0.00025619022,0.0005072683],"domain_scores_gemma":[0.99889183,0.00019584283,0.000063636515,0.0006656469,0.000035743833,0.00014730924],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007272793,0.00026107783,0.00029845408,0.00020547252,0.00018553744,0.00008194425,0.00031428074,0.000113500384,0.00028066567],"category_scores_gemma":[0.000102030004,0.00024036142,0.000078641235,0.00028426797,0.000030480942,0.00080135703,0.00022574356,0.00029688887,0.00011548334],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000016583837,0.00005340451,0.003138288,0.00025052557,0.00021241687,0.0000041658013,0.00025421323,0.9847116,0.0075894147,0.0000040251693,0.00012986475,0.0036355245],"study_design_scores_gemma":[0.00029900554,0.000016152992,0.0059548914,0.00019413506,0.000101737336,0.00002204857,0.00011145546,0.97982997,0.00920459,0.0000032528767,0.0039394856,0.000323304],"about_ca_topic_score_codex":0.00077097164,"about_ca_topic_score_gemma":0.00003150129,"teacher_disagreement_score":0.2318555,"about_ca_system_score_codex":0.00027961357,"about_ca_system_score_gemma":0.000008057488,"threshold_uncertainty_score":0.9801654},"labels":[],"label_agreement":null},{"id":"W3021392469","doi":"10.5006/c2005-05167","title":"The Role of Coatings in the Generation of High- and Near-Neutral pH Environments That Promote Environmentally Assisted Cracking","year":2005,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Nova Chemicals (Canada)","funders":"","keywords":"Cracking; Environmentally friendly; Materials science; Metallurgy; Corrosion; Stress corrosion cracking; Chemical engineering; Forensic engineering; Composite material; Engineering","score_opus":0.008083983188647833,"score_gpt":0.1902277633409334,"score_spread":0.18214378015228555,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3021392469","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9980228,0.00035275353,0.00066296814,0.00018335589,0.000011673154,0.00009412484,0.000001774273,0.000009066691,0.00066148123],"genre_scores_gemma":[0.99906147,0.00017715208,0.0005969941,0.000019095127,0.000026773974,0.000007322688,0.0000063805687,0.000009225483,0.000095604584],"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99940574,0.000038469374,0.00019303912,0.00008757396,0.00015752958,0.00011767592],"domain_scores_gemma":[0.999725,0.000044504795,0.00004888752,0.00016270104,0.0000016838832,0.00001724344],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002184195,0.00008181889,0.000107548505,0.000021649783,0.00007451805,0.00002750245,0.00011548061,0.000041828727,0.000019633322],"category_scores_gemma":[0.000005829234,0.00004726658,0.000031768253,0.000050723564,0.00006753923,0.0000801976,0.000023476556,0.00009351095,0.0000019323222],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000006226751,0.0000796345,0.005553319,0.000019145173,0.000077122495,9.624682e-7,0.0021869019,0.68731594,0.25852692,0.000035315617,0.000044821365,0.04615368],"study_design_scores_gemma":[0.00033893107,0.00003148855,0.07941844,0.00001728042,0.00004260039,0.0000040103682,0.00051580725,0.36341277,0.5513397,0.000041305473,0.004716717,0.00012097052],"about_ca_topic_score_codex":0.00017366682,"about_ca_topic_score_gemma":0.00025486472,"teacher_disagreement_score":0.32390317,"about_ca_system_score_codex":0.000025084639,"about_ca_system_score_gemma":0.0000025152917,"threshold_uncertainty_score":0.19274752},"labels":[],"label_agreement":null},{"id":"W3022231789","doi":"","title":"Interpretations of Fracture Initiation and Orientations In a Perforated Deviated Well during Staged Fracturing","year":2015,"lang":"en","type":"article","venue":"49th U.S. Rock Mechanics/Geomechanics Symposium","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Petro Geotech (Canada)","funders":"","keywords":"Fracture (geology); Geology; Hydraulic fracturing; Forensic engineering; Geotechnical engineering; Engineering","score_opus":0.00892168613794336,"score_gpt":0.21749809481183877,"score_spread":0.2085764086738954,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3022231789","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.62257046,0.0006247639,0.37407434,0.0003145312,0.000635761,0.0006194056,0.000059192316,0.00049493904,0.00060660497],"genre_scores_gemma":[0.9988441,0.00031060504,0.0003286856,0.00006116283,0.000060726237,0.00006315542,0.00015175474,0.00008901749,0.000090795846],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9977322,0.00011463884,0.0007946016,0.00043845648,0.00042030553,0.00049976143],"domain_scores_gemma":[0.9987047,0.0000970464,0.00021340355,0.000426252,0.00027655833,0.00028204365],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0004260666,0.00039754735,0.0005332725,0.0007908952,0.00016856664,0.00007769915,0.000271681,0.00032766868,0.00009646307],"category_scores_gemma":[0.00014022533,0.00041242025,0.00010848858,0.001038389,0.000007085957,0.0005255458,0.00012315644,0.0006181795,0.000032970576],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00004555993,0.00007337635,0.00014044979,0.00023222198,0.00012839772,0.000016382615,0.0033145691,0.9745826,0.0211737,0.00017394246,0.00008469071,0.000034071163],"study_design_scores_gemma":[0.0014516185,0.0001036984,0.00008600844,0.00021070022,0.00012850908,0.00001873886,0.0017967637,0.9067872,0.08692949,0.0017278956,0.0002731057,0.0004862746],"about_ca_topic_score_codex":0.00015260176,"about_ca_topic_score_gemma":0.00023308143,"teacher_disagreement_score":0.37627363,"about_ca_system_score_codex":0.00029120944,"about_ca_system_score_gemma":0.0000955242,"threshold_uncertainty_score":0.99983275},"labels":[],"label_agreement":null},{"id":"W3022345358","doi":"","title":"Integration of geophysics, geomechanics and hydrodynamics to characterize induced seismicity triggered by hydraulic fracturing in the Duvernay Reservoir near Fox Creek, Alberta","year":2019,"lang":"en","type":"article","venue":"53rd U.S. Rock Mechanics/Geomechanics Symposium","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Geomechanics; Geology; Hydraulic fracturing; Induced seismicity; Seismology; Geotechnical engineering; Geophysics","score_opus":0.007460360695032882,"score_gpt":0.1993138179958096,"score_spread":0.19185345730077671,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3022345358","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.91376,0.00023551323,0.0816457,0.0013118993,0.00090938114,0.0015149241,0.00014655804,0.00022464199,0.00025138017],"genre_scores_gemma":[0.99770826,0.00050234614,0.0001475395,0.0005589583,0.00011472191,0.00012911356,0.00025849964,0.0002058705,0.00037469447],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99511695,0.00026868517,0.0013509331,0.0010941245,0.0009993528,0.0011699673],"domain_scores_gemma":[0.9970033,0.00040679416,0.00042318643,0.0016621305,0.0001947618,0.00030983042],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0011878915,0.0008863828,0.0013138998,0.00048642207,0.0002931856,0.00033371602,0.0014319834,0.00071206706,0.00007592947],"category_scores_gemma":[0.00016982935,0.00082325656,0.000369,0.0014195724,0.0000092115915,0.0006316943,0.00048329594,0.0013875302,0.00011442452],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00014103692,0.00026780998,0.000016968917,0.00044052498,0.00033254948,0.00001580964,0.0032431418,0.4876094,0.5057496,0.00087552733,0.000548698,0.0007589774],"study_design_scores_gemma":[0.0011092372,0.00039831828,0.000045412162,0.00026765038,0.00016536567,0.000022378319,0.0004920742,0.95949405,0.028721128,0.002074876,0.00625329,0.00095624186],"about_ca_topic_score_codex":0.0064733517,"about_ca_topic_score_gemma":0.0017522591,"teacher_disagreement_score":0.47702846,"about_ca_system_score_codex":0.00035967852,"about_ca_system_score_gemma":0.00009728395,"threshold_uncertainty_score":0.99942183},"labels":[],"label_agreement":null},{"id":"W3022881112","doi":"","title":"Experimental and Numerical 3D Analysis of Hydraulic Fracturing in Shaly Unconsolidated Sandstone Reservoir","year":2018,"lang":"en","type":"article","venue":"52nd U.S. Rock Mechanics/Geomechanics Symposium","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Geology; Hydraulic fracturing; Petroleum engineering; Geotechnical engineering","score_opus":0.008664805191183352,"score_gpt":0.23342853697424626,"score_spread":0.22476373178306291,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3022881112","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.62655556,0.0019939991,0.3676363,0.00030018977,0.00076670287,0.0005021568,0.00008427504,0.0005531555,0.0016076661],"genre_scores_gemma":[0.9987725,0.00021620281,0.00036962627,0.00010793124,0.00016070495,0.00005017902,0.000085145024,0.0001154345,0.00012224719],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99638957,0.00013066549,0.001069272,0.0008553326,0.0006365691,0.0009186143],"domain_scores_gemma":[0.9981633,0.0001366366,0.00021897464,0.00095117016,0.00015820951,0.00037172946],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0005621055,0.0006252611,0.0013036662,0.0016725605,0.0002122784,0.000087386994,0.00060596,0.00046492278,0.00043107453],"category_scores_gemma":[0.00006370386,0.0006243142,0.00035100614,0.0029440538,0.000025124165,0.0003265827,0.00037755276,0.00057230063,0.000045550958],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00011348534,0.00025337675,0.0001514919,0.00012587607,0.0019226655,0.00004820044,0.0016348275,0.78505296,0.21001956,0.00030121303,0.00021544074,0.00016089814],"study_design_scores_gemma":[0.00069733587,0.00021171116,0.000062325766,0.000073266085,0.00059457455,0.00001376199,0.000313984,0.79812974,0.19818775,0.00026245796,0.0008987552,0.00055435696],"about_ca_topic_score_codex":0.0005595776,"about_ca_topic_score_gemma":0.00031693562,"teacher_disagreement_score":0.37221697,"about_ca_system_score_codex":0.00026221797,"about_ca_system_score_gemma":0.000052960026,"threshold_uncertainty_score":0.9996208},"labels":[],"label_agreement":null},{"id":"W3022948680","doi":"10.2118/147869-ms","title":"New and Improved Methods for Performing Rate-Transient Analysis of Shale Gas Reservoirs","year":2011,"lang":"en","type":"article","venue":"SPE Asia Pacific Oil and Gas Conference and Exhibition","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":57,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"ConocoPhillips","keywords":"Slippage; Permeability (electromagnetism); Petroleum engineering; Tight gas; Shale gas; Hydraulic fracturing; Geology; Oil shale; Geotechnical engineering; Mechanics; Materials science; Chemistry","score_opus":0.023042376520646477,"score_gpt":0.2585227003630328,"score_spread":0.23548032384238635,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3022948680","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8515629,0.0013436147,0.13284124,0.00041559775,0.00009071057,0.000105277104,0.000028926239,0.00008324857,0.013528477],"genre_scores_gemma":[0.9843395,0.0036187181,0.011539807,0.0000061897263,0.00003003419,0.000012512837,0.000038617833,0.000012677109,0.00040194],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9991632,0.000042489683,0.00025674302,0.00025810217,0.00006310653,0.00021635661],"domain_scores_gemma":[0.99951404,0.000061484614,0.00004968896,0.00016163843,0.00006452877,0.00014861445],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003767235,0.00016540731,0.0003718737,0.00025498186,0.000093897754,0.000045503522,0.000050147562,0.000103256265,0.00007463411],"category_scores_gemma":[0.000020603153,0.00013998216,0.00009890199,0.00025311837,0.00006828864,0.00016158323,0.00001828643,0.00010121345,5.2878113e-7],"study_design_candidate":"design_other","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00018998212,0.000044790508,0.0016965244,0.0007665059,0.0013601183,0.0000040020886,0.010779234,0.0012168211,0.055308904,0.0003374742,0.00019185671,0.9281038],"study_design_scores_gemma":[0.0017085155,0.00043572675,0.01233888,0.0002748729,0.0032209551,0.000015957075,0.010175456,0.86317676,0.09918218,0.0059283427,0.0027016948,0.00084067916],"about_ca_topic_score_codex":0.00032128865,"about_ca_topic_score_gemma":0.00015674315,"teacher_disagreement_score":0.9272631,"about_ca_system_score_codex":0.00000931175,"about_ca_system_score_gemma":0.000016288892,"threshold_uncertainty_score":0.5708307},"labels":[],"label_agreement":null},{"id":"W3023013980","doi":"10.15530/urtec-2014-1929223","title":"Passive Seismic Monitoring and Integrated Geomechanical Analysis of a Tight-Sand Reservoir During Hydraulic-Fracture Treatment, Flowback and Production","year":2014,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":24,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"Microseismic Industry Consortium","keywords":"Hydraulic fracturing; Geology; Petroleum engineering; Tight gas; Fracture (geology); Geomechanics; Geotechnical engineering","score_opus":0.006497343414428869,"score_gpt":0.2172078264515401,"score_spread":0.21071048303711123,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3023013980","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99291575,0.00034718012,0.005547343,0.0004732022,0.00009799287,0.00012407698,0.000005289388,0.000184197,0.00030496245],"genre_scores_gemma":[0.9979377,0.00088313775,0.00038750347,0.00000923609,0.00015361642,0.000017909524,0.000021819826,0.000030163326,0.00055891695],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99872005,0.000063931744,0.0003463008,0.0004088475,0.00018052167,0.00028036314],"domain_scores_gemma":[0.99924195,0.00008004617,0.0000691507,0.0003833996,0.00006649762,0.00015893145],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00013628932,0.0002844118,0.0005952169,0.00051161525,0.000119334596,0.00005365736,0.000094883195,0.00017069736,0.000037175574],"category_scores_gemma":[0.00007427088,0.00020662775,0.00014714542,0.0007858059,0.000050581355,0.00016984314,0.000041706342,0.00019915735,0.0000026930793],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000043945987,0.000057251815,0.006375907,0.00016337419,0.0032561214,0.0000066413677,0.0007881515,0.9631992,0.020664496,0.0000030373353,0.00009481305,0.0053470423],"study_design_scores_gemma":[0.00071033573,0.000111161855,0.03231544,0.00008662561,0.0019284432,0.000013011513,0.00026478415,0.69599855,0.2659984,0.000077325494,0.0020950644,0.00040086938],"about_ca_topic_score_codex":0.00062638306,"about_ca_topic_score_gemma":0.000115678384,"teacher_disagreement_score":0.26720065,"about_ca_system_score_codex":0.000086217115,"about_ca_system_score_gemma":0.000008516745,"threshold_uncertainty_score":0.8426035},"labels":[],"label_agreement":null},{"id":"W3023063310","doi":"","title":"Anomalous Induced Seismicity due to Hydraulic Fracturing. Case of study in the Montney Formation, Northeast British Columbia.","year":2017,"lang":"en","type":"article","venue":"AGUFM","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Hydraulic fracturing; Geology; Induced seismicity; Seismology; Geotechnical engineering","score_opus":0.012620050172712227,"score_gpt":0.23665039973918386,"score_spread":0.22403034956647164,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3023063310","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99733937,0.00004689609,0.00026355483,0.00018287038,0.000085767,0.00039860944,0.000012643944,0.00005747812,0.0016128155],"genre_scores_gemma":[0.9996301,0.000004707582,0.00002883746,0.000120454046,0.00006841138,0.000044621596,0.000003950255,0.000020434763,0.00007845978],"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","domain_scores_codex":[0.9989786,0.000060977844,0.000339641,0.00017244687,0.0001992526,0.0002490836],"domain_scores_gemma":[0.99895245,0.000046496414,0.00008618753,0.0007849939,0.000048622944,0.00008125606],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003627062,0.00011449782,0.00028332134,0.00007152991,0.0003318778,0.0003494734,0.00049391197,0.0000734593,0.000024369436],"category_scores_gemma":[0.00011242586,0.00012636583,0.00007771943,0.0001469851,0.000023780098,0.00025469356,0.000076851065,0.0002439312,0.00001672494],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000024852932,0.0011128203,0.21242109,0.0003364978,0.00045284556,0.017200174,0.029017404,0.6598227,0.0001957544,8.8768905e-7,0.003487287,0.07592771],"study_design_scores_gemma":[0.00081919425,0.00012807464,0.9297685,0.00008191822,0.00007037997,0.0011016673,0.002296101,0.06396451,0.00033860345,0.000042973694,0.0010446518,0.00034345128],"about_ca_topic_score_codex":0.3077529,"about_ca_topic_score_gemma":0.49089354,"teacher_disagreement_score":0.7173474,"about_ca_system_score_codex":0.000042498657,"about_ca_system_score_gemma":0.0000124249655,"threshold_uncertainty_score":0.6968568},"labels":[],"label_agreement":null},{"id":"W3025084681","doi":"10.1063/5.0001607","title":"Gravel packing: How does it work?","year":2020,"lang":"en","type":"article","venue":"Physics of Fluids","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":12,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of British Columbia","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Mechanics; Borehole; Work (physics); Slurry; Physics; Hydraulic conductivity; Flow (mathematics); Fluid mechanics; Geotechnical engineering; Coupling (piping); Petroleum engineering; Geology; Thermodynamics; Materials science; Soil science","score_opus":0.017459159795664907,"score_gpt":0.21534376289723275,"score_spread":0.19788460310156786,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3025084681","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.59056526,0.0010833697,0.36913785,0.020372238,0.0006407885,0.00023538442,0.000043395514,0.0009802938,0.016941397],"genre_scores_gemma":[0.99884933,0.00006783067,0.00047643454,0.00011071651,0.00035094304,0.0000031139236,0.000007689151,0.000025276238,0.000108635126],"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99942267,0.000009501317,0.00011481328,0.00012111106,0.00016980861,0.00016207765],"domain_scores_gemma":[0.9996401,0.000028667868,0.000018035915,0.00018996907,0.00003138977,0.000091829024],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00003514556,0.000119294236,0.00021325797,0.000020243047,0.000024893396,0.000025400757,0.00017711712,0.00004153773,0.000027901126],"category_scores_gemma":[0.000021258958,0.00009016391,0.00013946384,0.00027676273,0.00003015648,0.00007992862,0.000032725893,0.00013231457,0.000027818825],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000031704974,0.00012274557,0.004166029,0.0011331773,0.0013844675,0.00002510751,0.010755895,0.7774833,0.12660737,0.00076928246,0.04552657,0.031994358],"study_design_scores_gemma":[0.0008436008,0.00009320753,0.0018726157,0.00019321428,0.00029743178,7.144018e-7,0.00071249984,0.32901105,0.5989733,0.0027587533,0.06420768,0.0010359656],"about_ca_topic_score_codex":0.000007654312,"about_ca_topic_score_gemma":0.0000011188613,"teacher_disagreement_score":0.4723659,"about_ca_system_score_codex":0.000010369433,"about_ca_system_score_gemma":0.000006331763,"threshold_uncertainty_score":0.36767775},"labels":[],"label_agreement":null},{"id":"W3026112153","doi":"","title":"The kinematic relationship between thrusting, reverse faulting and transpression: An example from the Sudbury Basin, Canada","year":2012,"lang":"en","type":"article","venue":"EGUGA","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Transpression; Geology; Seismology; Kinematics; Structural basin; Fault (geology); Paleontology; Sinistral and dextral","score_opus":0.03388768477547512,"score_gpt":0.23236279983526512,"score_spread":0.19847511505978999,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3026112153","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9946159,0.0017931698,0.0013730238,0.0007065705,0.000268735,0.000096864685,0.0000124922135,0.00008813233,0.0010451119],"genre_scores_gemma":[0.9988193,0.000022385613,0.00026335416,0.00006427605,0.0005901156,0.000007828642,0.000023593235,0.000018932735,0.00019024963],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99915665,0.0000993651,0.00019769964,0.00010268773,0.00018626936,0.0002573155],"domain_scores_gemma":[0.9979895,0.0015014876,0.000036494584,0.00034067107,0.0000127752255,0.00011910753],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004287387,0.00011353856,0.00013035598,0.000013285933,0.0005094834,0.000051725197,0.00017547597,0.000055766577,0.000044343793],"category_scores_gemma":[0.00012917364,0.000063065614,0.000033579858,0.00010411604,0.00003390313,0.00013934403,0.000019067664,0.00027113946,0.0000035475937],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000037978698,0.000009057197,0.93135005,0.000063980166,0.0001597668,0.0000036098847,0.006957189,0.03648236,0.00006082302,0.000036606092,0.020346252,0.0045265136],"study_design_scores_gemma":[0.00023677884,0.000004902933,0.92408615,0.00010520839,0.00017984064,0.0000023895693,0.002084546,0.0077066417,0.00023693222,0.00011248421,0.0650123,0.0002318352],"about_ca_topic_score_codex":0.38992614,"about_ca_topic_score_gemma":0.15447664,"teacher_disagreement_score":0.23544951,"about_ca_system_score_codex":0.0000363115,"about_ca_system_score_gemma":0.000021595066,"threshold_uncertainty_score":0.86095196},"labels":[],"label_agreement":null},{"id":"W3026797569","doi":"10.7939/r32r3pc88","title":"Optimization of Outflow Control Devices Design in Steam-Assisted Gravity Drainage Models with Wellbore Trajectory Excursions","year":2018,"lang":"en","type":"article","venue":"University of Alberta Library","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Wellbore; Outflow; Trajectory; Drainage; Geology; Petroleum engineering; Hydrology (agriculture); Geotechnical engineering; Oceanography","score_opus":0.007309044887515112,"score_gpt":0.16322013511330313,"score_spread":0.15591109022578803,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3026797569","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.4913239,0.00016021835,0.48349148,0.00031600305,0.000047678022,0.00027040855,0.000014124521,0.00012297995,0.024253234],"genre_scores_gemma":[0.9893236,0.000029644034,0.010054743,0.0000126381365,0.000011810821,1.8405422e-7,0.000020745216,0.000015939366,0.0005306865],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9994099,0.00007642612,0.00012314568,0.00013934924,0.000110642475,0.00014050625],"domain_scores_gemma":[0.99951077,0.0001361093,0.000060277285,0.00019968969,0.000027513373,0.00006565413],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000052251467,0.00011218195,0.00024747633,0.00022877226,0.000054970897,0.000006819681,0.00021923197,0.00008956697,0.00016188483],"category_scores_gemma":[0.000005400164,0.000108540364,0.000065610715,0.00032549718,0.0001326423,0.00058770063,0.000024374025,0.0000927213,0.000002274686],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00011700646,0.00005481434,0.0012258941,0.00006288652,0.00011398403,0.0000072562802,0.001987574,0.9959201,0.000063049454,0.000036079724,0.0002904976,0.00012085503],"study_design_scores_gemma":[0.0010186955,0.00010128583,0.005521592,0.00013468707,0.00009858631,0.0000010261822,0.00083053205,0.9909154,0.0009126646,0.000055208555,0.00024788303,0.00016240047],"about_ca_topic_score_codex":0.0008703353,"about_ca_topic_score_gemma":0.0008218841,"teacher_disagreement_score":0.49799973,"about_ca_system_score_codex":0.000018653234,"about_ca_system_score_gemma":0.000041911066,"threshold_uncertainty_score":0.44261476},"labels":[],"label_agreement":null},{"id":"W3028358288","doi":"10.2118/195968-pa","title":"Geomechanical Characterization of Inclined Heterolithic Stratification Lithosome and Its Permeability Evolution under SAGD Stress Paths","year":2020,"lang":"en","type":"article","venue":"SPE Journal","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Compressibility; Geotechnical engineering; Geology; Permeability (electromagnetism); Modulus; Consolidation (business); Shearing (physics); Isotropy; Materials science; Mechanics; Composite material; Chemistry","score_opus":0.014456040037534377,"score_gpt":0.22332790153940343,"score_spread":0.20887186150186907,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3028358288","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9307346,0.0001878187,0.06774687,0.0010811483,0.000096884294,0.000063768966,0.000016001033,0.000045557892,0.000027355822],"genre_scores_gemma":[0.99931204,0.00025173905,0.00010497147,0.00002894978,0.0002578597,0.0000015486103,0.000019774941,0.000012880179,0.000010209026],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9990879,0.000070065165,0.00036868872,0.00012860892,0.00020803446,0.00013665609],"domain_scores_gemma":[0.99951476,0.000021491867,0.00009978141,0.00009808096,0.000111941605,0.00015391968],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00021318805,0.000103248516,0.00018846113,0.0000636598,0.00006962328,0.00004322685,0.00008987219,0.00010146402,0.000058019825],"category_scores_gemma":[0.000086895256,0.000089088935,0.00006255722,0.00017394629,0.000018121256,0.00020938179,0.000020503672,0.00030636517,0.000005717844],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000068525536,0.000106259446,0.006479401,0.0006453882,0.00021554007,0.000007646106,0.0011864225,0.16910039,0.8192217,0.00023846903,0.000014210974,0.0027160926],"study_design_scores_gemma":[0.0004307814,0.00011923176,0.16558424,0.000101472106,0.00008092663,0.00002545328,0.00016722216,0.80246484,0.030019147,0.0007598722,0.000050573257,0.0001962691],"about_ca_topic_score_codex":0.0000043792543,"about_ca_topic_score_gemma":0.0000048709244,"teacher_disagreement_score":0.7892025,"about_ca_system_score_codex":0.00006053006,"about_ca_system_score_gemma":0.00002738793,"threshold_uncertainty_score":0.36329412},"labels":[],"label_agreement":null},{"id":"W3029216918","doi":"10.1007/s00603-020-02152-w","title":"A Three-Dimensional Hydro-mechanical Model for Simulation of Dilatancy Controlled Gas Flow in Anisotropic Claystone","year":2020,"lang":"en","type":"article","venue":"Rock Mechanics and Rock Engineering","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":48,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Ottawa","funders":"","keywords":"Dilatant; Mechanics; Geotechnical engineering; Anisotropy; Permeability (electromagnetism); Constitutive equation; Flow (mathematics); Geology; Materials science; Thermodynamics; Chemistry; Physics","score_opus":0.01098536383725931,"score_gpt":0.20932258827721342,"score_spread":0.1983372244399541,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3029216918","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.02727367,0.00076570176,0.97134286,0.00008212633,0.00008420738,0.00029925417,0.000020239711,0.0001286281,0.0000033140516],"genre_scores_gemma":[0.9959069,0.000042804502,0.00383717,0.000021925298,0.00008336209,0.000034450735,0.00001807198,0.00005027112,0.0000050574727],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.998845,0.000006451262,0.00043258548,0.0002382532,0.00020445406,0.00027329547],"domain_scores_gemma":[0.99949735,0.00009754226,0.000044819557,0.00013422668,0.00005627839,0.00016976464],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00011560399,0.00022336484,0.0005621048,0.00012133995,0.000042175365,0.000012439709,0.00010366451,0.00015623467,0.0000055812598],"category_scores_gemma":[0.00010880786,0.00021024639,0.00013517553,0.00020147879,3.6306162e-7,0.00008234254,0.0000582761,0.00019465432,0.0000015849384],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00008763451,0.000017345608,0.0000025216868,0.00018931174,0.00008375196,0.0000030509716,0.00014998957,0.9938827,0.0052325903,0.0002479068,0.000018719977,0.00008446538],"study_design_scores_gemma":[0.0026237254,0.00007162887,0.0000016471406,0.00006470645,0.00006252094,0.000001504825,0.00000856404,0.9956323,0.0006649993,0.0005913122,0.00006099905,0.000216084],"about_ca_topic_score_codex":0.0000048424545,"about_ca_topic_score_gemma":0.000017222825,"teacher_disagreement_score":0.96863323,"about_ca_system_score_codex":0.000046654797,"about_ca_system_score_gemma":0.000020520542,"threshold_uncertainty_score":0.8573599},"labels":[],"label_agreement":null},{"id":"W3030274337","doi":"10.1007/s00603-020-02153-9","title":"Fracturing Gels as Analogs to Understand Fracture Behavior in Shale Gas Reservoirs","year":2020,"lang":"en","type":"article","venue":"Rock Mechanics and Rock Engineering","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":11,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"Natural Sciences and Engineering Research Council of Canada; Canada First Research Excellence Fund; University of Calgary","keywords":"Hydraulic fracturing; Oil shale; Shale gas; Tight gas; Fracture (geology); Petroleum engineering; Geology; Fracturing fluid; Geotechnical engineering; Gelatin; Natural gas; Engineering; Chemistry","score_opus":0.010213912884942507,"score_gpt":0.20921984935725238,"score_spread":0.19900593647230988,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3030274337","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.266586,0.0013164347,0.72998816,0.00097270886,0.00018782141,0.0003092053,0.000011811025,0.00046357771,0.00016426104],"genre_scores_gemma":[0.9985309,0.00040137809,0.00037490446,0.0003321843,0.00018440316,0.000025440526,0.000011893442,0.00009929163,0.000039564366],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9982983,0.0000139104495,0.00037519584,0.0004402658,0.00029928217,0.0005730421],"domain_scores_gemma":[0.9990918,0.000056608063,0.000030947656,0.00027139956,0.00002866628,0.00052058324],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00010950533,0.00038068797,0.00045082418,0.00030801687,0.00011618894,0.00009022119,0.00027254262,0.00024319513,0.00008141379],"category_scores_gemma":[0.000087419365,0.00037873466,0.00011560435,0.00055717706,4.9873324e-7,0.00017788372,0.00015910648,0.00062976475,0.000043571952],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000010609647,0.000013537928,0.00006561277,0.00015066376,0.000057418863,0.00009557562,0.0012668737,0.99465525,0.0032699094,0.00006663159,0.00024716012,0.00010075467],"study_design_scores_gemma":[0.0003407057,0.00008360002,0.0001937242,0.00010050581,0.00005330526,0.000015990507,0.0005383909,0.9862696,0.0059587196,0.00008326305,0.0058697606,0.0004924588],"about_ca_topic_score_codex":0.00006791232,"about_ca_topic_score_gemma":0.000037513444,"teacher_disagreement_score":0.7319449,"about_ca_system_score_codex":0.0001307714,"about_ca_system_score_gemma":0.000018438825,"threshold_uncertainty_score":0.9998665},"labels":[],"label_agreement":null},{"id":"W3031094730","doi":"10.1007/s13202-020-00909-1","title":"Development of scaling criteria for steam flooding EOR process","year":2020,"lang":"en","type":"article","venue":"Journal of Petroleum Exploration and Production Technology","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":7,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Memorial University of Newfoundland","funders":"Memorial University of Newfoundland; Statoil; Research and Development Corporation of Newfoundland and Labrador","keywords":"Scaling; Porous medium; Pressure drop; Mechanics; Mathematics; Computer science; Petroleum engineering; Geology; Geotechnical engineering; Porosity; Geometry; Physics","score_opus":0.030020416547632572,"score_gpt":0.272659379436347,"score_spread":0.24263896288871442,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3031094730","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7038673,0.0006150563,0.28853363,0.006525727,0.0002893823,0.00006306394,8.392519e-7,0.00008351664,0.000021446818],"genre_scores_gemma":[0.9877299,0.00017999999,0.011808303,0.000012505841,0.00023807013,0.000008778015,0.0000015955576,0.000011081144,0.000009738976],"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9992699,0.000009398637,0.00043543614,0.0000936788,0.00010414773,0.00008741639],"domain_scores_gemma":[0.9995502,0.000007672578,0.00016835959,0.000055374923,0.00017595351,0.000042408898],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00023378653,0.00007715328,0.00021178374,0.00028496137,0.00006247192,0.0000130931,0.0000754468,0.00007513866,0.0000061140445],"category_scores_gemma":[0.00016150925,0.000067093984,0.00003855448,0.00022402026,0.000025342808,0.0002452895,0.000009473791,0.00013925234,7.6564044e-7],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00016778948,0.00007036249,0.00013964486,0.0012708133,0.00030710662,0.0000025375869,0.0075606513,0.63001776,0.23268339,0.000049451002,0.00073216314,0.1269983],"study_design_scores_gemma":[0.0005134217,0.00016433293,0.000021624664,0.00009553438,0.00006639634,0.00002913766,0.005494419,0.063872665,0.91426563,0.00064075907,0.014692372,0.0001437027],"about_ca_topic_score_codex":1.0394563e-7,"about_ca_topic_score_gemma":9.980532e-7,"teacher_disagreement_score":0.6815822,"about_ca_system_score_codex":0.00001928269,"about_ca_system_score_gemma":0.000027482705,"threshold_uncertainty_score":0.27360132},"labels":[],"label_agreement":null},{"id":"W3031318592","doi":"10.1002/ese3.721","title":"Study on induced stress of hydraulic fracturing in fractured‐porous elastic media","year":2020,"lang":"en","type":"article","venue":"Energy Science & Engineering","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"National Science and Technology Major Project; China Scholarship Council; National Natural Science Foundation of China","keywords":"Hydraulic fracturing; Biot number; Stress (linguistics); Geology; Inversion (geology); Mechanics; Tortuosity; Shear stress; Effective stress; Geotechnical engineering; Porosity; Materials science; Seismology; Physics","score_opus":0.012239053658162732,"score_gpt":0.2139626988929483,"score_spread":0.2017236452347856,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3031318592","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99255174,0.00016446161,0.005976271,0.00006607172,0.00032350616,0.00007676702,0.000002694537,0.0002611751,0.0005773325],"genre_scores_gemma":[0.9995695,0.000011679818,0.00013772359,0.000049949143,0.00016521799,0.000016182456,0.0000024511269,0.000044235698,0.0000030986685],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99789524,0.000018711642,0.00043047967,0.00042898094,0.00069681014,0.0005297508],"domain_scores_gemma":[0.99911535,0.00015607059,0.000054589527,0.00036082874,0.000033548473,0.00027963857],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00024591116,0.00029593147,0.00041169566,0.00058968883,0.000057426296,0.000050846455,0.0006473295,0.00009168188,0.000021646905],"category_scores_gemma":[0.00034425518,0.000273792,0.000071703995,0.0015325899,0.000049707192,0.0002840083,0.0000916216,0.0004427815,0.000008451523],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000042800953,0.000053987253,0.0008956981,0.000009239176,0.000025963087,0.00006131273,0.0031335768,0.976098,0.019137753,0.00016142832,0.000003662932,0.0004150964],"study_design_scores_gemma":[0.00089881173,0.0002936805,0.09696716,0.00020248647,0.00004625126,0.0000045116335,0.0012743176,0.45779446,0.44042966,0.000014601457,0.0012112263,0.00086282566],"about_ca_topic_score_codex":0.00017616707,"about_ca_topic_score_gemma":0.000057541558,"teacher_disagreement_score":0.5183035,"about_ca_system_score_codex":0.000110738234,"about_ca_system_score_gemma":0.00004284874,"threshold_uncertainty_score":0.99997145},"labels":[],"label_agreement":null},{"id":"W3031474421","doi":"","title":"Simulation of Hydraulic Fracture Trajectories in Heterogeneous Reservoirs","year":2016,"lang":"en","type":"article","venue":"50th U.S. Rock Mechanics/Geomechanics Symposium","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Waterloo","funders":"","keywords":"Fracture (geology); Hydraulic fracturing; Geology; Petroleum engineering; Computer science; Environmental science; Geotechnical engineering","score_opus":0.00877792879615297,"score_gpt":0.21722311095021957,"score_spread":0.2084451821540666,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3031474421","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.06627668,0.0009817682,0.9287172,0.0010489604,0.0012102395,0.0005989657,0.0000861548,0.00068521156,0.00039482286],"genre_scores_gemma":[0.998417,0.00063259446,0.00010940537,0.0001072287,0.00020307308,0.000054785825,0.00002823882,0.00015219026,0.00029544643],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9967435,0.00011986812,0.0009869493,0.00063412753,0.0006573433,0.00085823116],"domain_scores_gemma":[0.9980161,0.00036076654,0.00021383348,0.0009773151,0.00018157878,0.00025038974],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00044652564,0.0005744108,0.0008074324,0.0006794753,0.000119145516,0.000041556625,0.00067283976,0.00056598283,0.0002499498],"category_scores_gemma":[0.0001698134,0.00045475332,0.0003426285,0.00088572013,0.000009199962,0.0003650911,0.00015120837,0.0004069395,0.000086909495],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000051024464,0.000073539435,0.000022905764,0.00016975703,0.00014239365,0.000025697564,0.0003658974,0.96040326,0.03808694,0.00018890067,0.00014197826,0.00032768754],"study_design_scores_gemma":[0.00089755264,0.00015774654,0.000007827543,0.00023058601,0.00007973816,0.000009717327,0.00006899418,0.8716777,0.115345754,0.004924874,0.0060044155,0.0005951055],"about_ca_topic_score_codex":0.00013019054,"about_ca_topic_score_gemma":0.00021938318,"teacher_disagreement_score":0.93214035,"about_ca_system_score_codex":0.00032451205,"about_ca_system_score_gemma":0.00006202261,"threshold_uncertainty_score":0.99979043},"labels":[],"label_agreement":null},{"id":"W3033024562","doi":"10.3390/en13112822","title":"Coupled Hydraulic Fracture and Proppant Transport Simulation","year":2020,"lang":"en","type":"article","venue":"Energies","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":13,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Fracture (geology); Hydraulic fracturing; Settling; Geology; Drag; Geotechnical engineering; Comminution; Inertia; Petroleum engineering; Flow (mathematics); Mechanics; Materials science; Engineering; Physics","score_opus":0.00943930824956254,"score_gpt":0.20623416260553393,"score_spread":0.19679485435597138,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3033024562","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9758404,0.0012899936,0.019287065,0.001948915,0.000045491182,0.00006501705,0.0000019866816,0.0005274094,0.0009937449],"genre_scores_gemma":[0.9989522,0.00015148641,0.00016088194,0.0004778547,0.00014018925,0.0000050878866,0.000015315072,0.000021230138,0.00007576565],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99949443,0.0000072928374,0.00012419981,0.00012976983,0.00011607899,0.00012824456],"domain_scores_gemma":[0.99976707,0.000027099424,0.000013597109,0.00009158278,0.000012255226,0.000088402],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000029019971,0.00011466946,0.00015465304,0.000033122895,0.000045493616,0.000018966002,0.00006144377,0.00006628974,0.000060116126],"category_scores_gemma":[0.000011860769,0.00009231659,0.000046636607,0.00010992359,0.000021002215,0.00009011329,0.000006554694,0.00011592684,0.000010727649],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000049587493,0.000003096283,0.00024008121,0.00005503963,0.000046840087,0.000008590052,0.00082724344,0.9972135,0.0008850629,0.0000031149993,0.00023941828,0.00047309685],"study_design_scores_gemma":[0.00014917973,0.000014137782,0.003458706,0.000009138148,0.000034783938,7.0367906e-7,0.00006255663,0.938577,0.0034268373,0.000016304952,0.054116994,0.00013364981],"about_ca_topic_score_codex":0.000039979674,"about_ca_topic_score_gemma":0.000008099288,"teacher_disagreement_score":0.05863645,"about_ca_system_score_codex":0.000008392842,"about_ca_system_score_gemma":0.000005565467,"threshold_uncertainty_score":0.37645614},"labels":[],"label_agreement":null},{"id":"W3033937866","doi":"10.2118/200555-ms","title":"Wavelet Modelling Approach for Reservoir Model Classification","year":2020,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Computer science; Boundary (topology); Reservoir modeling; Reservoir computing; Data mining; Wavelet transform; Property (philosophy); Derivative (finance); Time derivative; Process (computing); Artificial intelligence; Wavelet; Algorithm; Geology; Artificial neural network; Petroleum engineering; Mathematics","score_opus":0.07218487339994893,"score_gpt":0.24020398957595637,"score_spread":0.16801911617600745,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3033937866","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"methods","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0046474664,0.00006528936,0.9716852,0.0007922449,0.000015433627,0.00013741877,0.00000697345,0.00042755523,0.022222463],"genre_scores_gemma":[0.8487835,0.0000347472,0.1503238,0.00013401733,0.00011089184,0.0000445,0.000056425582,0.00003071585,0.00048141525],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9992969,0.0000068288437,0.00017976202,0.00019926766,0.00012147325,0.00019577776],"domain_scores_gemma":[0.9996247,0.000021477446,0.000014605753,0.0001839344,0.000035677986,0.00011955143],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00008665712,0.00011308688,0.00015135962,0.000041609634,0.000060321752,0.000032923464,0.00016690063,0.000083180516,0.0000129187],"category_scores_gemma":[0.000015023952,0.00009669833,0.00010592264,0.00014513425,0.000010253446,0.00009413764,0.0000151070035,0.000119700315,0.000013061449],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000006132547,0.000007986254,0.0000022039624,0.000105828025,0.000038307044,1.2054127e-7,0.0002117092,0.9939887,0.0005521191,0.00022675094,0.00456543,0.00029473912],"study_design_scores_gemma":[0.00014346602,0.00000758654,0.0000013627325,0.0000022955676,0.000022524537,1.9091634e-7,0.00008936381,0.9958696,0.0014072102,0.00019843565,0.002124075,0.00013389174],"about_ca_topic_score_codex":0.0000067464703,"about_ca_topic_score_gemma":7.9545424e-7,"teacher_disagreement_score":0.84413606,"about_ca_system_score_codex":0.000024807889,"about_ca_system_score_gemma":0.000009686683,"threshold_uncertainty_score":0.39432433},"labels":[],"label_agreement":null},{"id":"W3034451348","doi":"10.1007/s13202-020-00919-z","title":"Recent comprehensive review for extended finite element method (XFEM) based on hydraulic fracturing models for unconventional hydrocarbon reservoirs","year":2020,"lang":"en","type":"article","venue":"Journal of Petroleum Exploration and Production Technology","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":30,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"Universiti Teknologi Petronas","keywords":"Hydraulic fracturing; Geology; Finite element method; Petroleum engineering; Fracture (geology); Extended finite element method; Offshore geotechnical engineering; Geotechnical engineering; Engineering; Structural engineering","score_opus":0.042864780312097915,"score_gpt":0.28761488341753716,"score_spread":0.24475010310543924,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3034451348","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"methods","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0005604311,0.009640957,0.8336622,0.15524106,0.00033643233,0.00039577702,0.000008101526,0.00011975152,0.000035279212],"genre_scores_gemma":[0.85951096,0.07734585,0.05788101,0.003253301,0.0012471364,0.00042970874,0.0001033905,0.00010328287,0.00012537785],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9985187,0.00007029717,0.0006797689,0.000272779,0.00025997564,0.00019847146],"domain_scores_gemma":[0.9988695,0.00012380957,0.00033683624,0.0001888007,0.00037979084,0.000101288715],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00052376825,0.00019710655,0.00045954456,0.00043164118,0.00011693036,0.000024899173,0.00014400938,0.00013055275,0.00001683803],"category_scores_gemma":[0.00039411857,0.00017275472,0.00018501445,0.0003334337,0.00002309674,0.00028341182,0.00001661969,0.00034202042,0.0000015695414],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00017312609,0.0000417634,0.0000017753877,0.0007828167,0.00011321462,0.0000015307601,0.00005403975,0.9610789,0.0008564784,0.000035778816,0.0037516144,0.033108983],"study_design_scores_gemma":[0.0008634443,0.00058862177,0.0000019354839,0.0003104633,0.00014411719,0.000009797306,0.00013619584,0.7985312,0.017362319,0.0042998902,0.1775969,0.00015511583],"about_ca_topic_score_codex":6.1600844e-7,"about_ca_topic_score_gemma":0.0000018589841,"teacher_disagreement_score":0.8589505,"about_ca_system_score_codex":0.00012405313,"about_ca_system_score_gemma":0.000040244842,"threshold_uncertainty_score":0.70447326},"labels":[],"label_agreement":null},{"id":"W3035745512","doi":"","title":"Stimulation and Flow Tests in Deep Crystalline Rock - The EGS Collab Project","year":2019,"lang":"en","type":"article","venue":"AGU Fall Meeting Abstracts","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Golder Associates (Canada)","funders":"","keywords":"Geology; Flow (mathematics); Mathematics; Geometry","score_opus":0.008506985735774715,"score_gpt":0.22499420231905384,"score_spread":0.21648721658327913,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3035745512","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9926023,0.0004701944,0.00013897089,0.00012697554,0.00009049138,0.00024680782,0.0000017888722,0.0001394717,0.0061829896],"genre_scores_gemma":[0.99902135,0.000069486705,0.0005126092,0.000034408728,0.00008493567,0.000010970361,0.000013387183,0.000028973824,0.0002238845],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9989833,0.00003528838,0.0003007543,0.00020501291,0.00019688597,0.00027872814],"domain_scores_gemma":[0.9993284,0.00030375112,0.000053828524,0.00023064393,0.000034132292,0.0000492441],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00038638464,0.00016285028,0.0001941314,0.00011661595,0.000064327694,0.00007617854,0.00013034714,0.00010434959,0.0000048436273],"category_scores_gemma":[0.00017824079,0.00012047295,0.000041306906,0.00025798715,0.0000115361045,0.00011031539,0.00003259248,0.00026267624,0.00005690814],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000005808577,0.000014733686,0.022689462,0.00008022034,0.000027661723,0.000008836421,0.00055771583,0.97500205,0.00062833435,3.827284e-7,0.000106857246,0.0008779491],"study_design_scores_gemma":[0.00034861144,0.000020666082,0.13062376,0.00012348262,0.000021634416,0.000005671752,0.00016993728,0.8667633,0.00030100814,0.000024304543,0.0014243373,0.00017330478],"about_ca_topic_score_codex":0.0021071478,"about_ca_topic_score_gemma":0.006136303,"teacher_disagreement_score":0.10823875,"about_ca_system_score_codex":0.00005010664,"about_ca_system_score_gemma":0.000018173221,"threshold_uncertainty_score":0.49127445},"labels":[],"label_agreement":null},{"id":"W3037808487","doi":"10.1016/j.jngse.2020.103402","title":"Experimental investigation on water removal and gas flow during drainage process in tight rocks","year":2020,"lang":"en","type":"article","venue":"Journal of Natural Gas Science and Engineering","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":10,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Regina","funders":"China Scholarship Council; National Natural Science Foundation of China; Sichuan Province Youth Science and Technology Innovation Team; University of Regina","keywords":"Drainage; Petroleum engineering; Tight gas; Permeability (electromagnetism); Volumetric flow rate; Water flow; Saturation (graph theory); Displacement (psychology); Wet gas; Environmental engineering; Geotechnical engineering; Environmental science; Chemistry; Mechanics; Geology; Hydraulic fracturing","score_opus":0.0069484070339385804,"score_gpt":0.20240245376583618,"score_spread":0.1954540467318976,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3037808487","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9982754,0.00074171385,0.00011823235,0.0006099855,0.00012856099,0.000032419746,1.7821465e-7,0.000027798726,0.0000657094],"genre_scores_gemma":[0.99939203,0.0000502963,0.00036629554,0.000043162156,0.00013197813,8.0117405e-7,2.887815e-7,0.000009937024,0.0000051925435],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9991107,0.0000054107522,0.00020818696,0.00012696076,0.00032075736,0.00022797238],"domain_scores_gemma":[0.999698,0.000011550456,0.000024666619,0.000045546123,0.000041045267,0.000179192],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00022324017,0.000117934454,0.0001649235,0.00025339125,0.000068518646,0.00008251215,0.00012624291,0.00003650972,0.00000316053],"category_scores_gemma":[0.00007189127,0.00008123874,0.000028269942,0.0003015154,0.000049003756,0.000511777,0.000029068653,0.00033958134,8.438666e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000010386606,0.0000029903608,0.000048690275,0.00006712742,0.000007630988,0.00007426252,0.0026392841,0.65911865,0.3376441,9.4707167e-7,0.0000069502803,0.0003790123],"study_design_scores_gemma":[0.00027783614,0.00004536943,0.00063261745,0.000107044325,0.0000057590087,0.00013657477,0.00020921002,0.557485,0.44090322,0.000011438518,0.00007210683,0.00011385715],"about_ca_topic_score_codex":0.0000015367061,"about_ca_topic_score_gemma":5.2647204e-7,"teacher_disagreement_score":0.103259124,"about_ca_system_score_codex":0.00007224914,"about_ca_system_score_gemma":0.000013006252,"threshold_uncertainty_score":0.33128196},"labels":[],"label_agreement":null},{"id":"W3037880720","doi":"10.1016/j.jmps.2020.104062","title":"A radial hydraulic fracture with pressure-dependent leak-off","year":2020,"lang":"en","type":"article","venue":"Journal of the Mechanics and Physics of Solids","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":27,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Dalhousie University","funders":"Natural Sciences and Engineering Research Council of Canada; Skolkovo Institute of Science and Technology","keywords":"Mechanics; Fracture (geology); Fluid dynamics; Hydraulic fracturing; Brittleness; Geology; Materials science; Geotechnical engineering; Physics; Composite material","score_opus":0.0070525247131513315,"score_gpt":0.19337485537753035,"score_spread":0.18632233066437903,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3037880720","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.23988797,0.011972964,0.7307564,0.014247374,0.0011307921,0.00041224633,0.00004902727,0.00010268205,0.0014405224],"genre_scores_gemma":[0.9985341,0.00038403028,0.00023448392,0.00032611465,0.00047611736,5.383534e-7,4.0332642e-7,0.000023369637,0.000020866575],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99921566,0.000026071133,0.00024185318,0.000076653385,0.000309134,0.00013062776],"domain_scores_gemma":[0.9994571,0.000027369788,0.00017844829,0.000150893,0.000069889524,0.00011626731],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000114888586,0.00013359822,0.00031687677,0.000019103563,0.00004989676,0.000028282842,0.00028097793,0.0000634386,0.000010364769],"category_scores_gemma":[0.000014184853,0.0000767978,0.00016158991,0.0001372261,0.000014942386,0.000098882665,0.000045093497,0.00041211967,8.2324453e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000047720212,0.000025944988,0.000034190285,0.00011266803,0.0005435851,0.0000069286166,0.0008325603,0.99340695,0.0023129575,0.00013322168,0.0008585846,0.0016846812],"study_design_scores_gemma":[0.0015687364,0.00051614264,0.00013392958,0.00024160126,0.0010576915,0.00006635183,0.00023193771,0.88779294,0.06267174,0.0061522224,0.039182533,0.00038416358],"about_ca_topic_score_codex":0.000008257392,"about_ca_topic_score_gemma":0.000002232187,"teacher_disagreement_score":0.75864613,"about_ca_system_score_codex":0.000009431953,"about_ca_system_score_gemma":0.000027291431,"threshold_uncertainty_score":0.31317234},"labels":[],"label_agreement":null},{"id":"W3037979227","doi":"10.1002/aic.16539","title":"Eigenspectra for flocculation quality estimation","year":2020,"lang":"en","type":"article","venue":"AIChE Journal","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Canadian Natural Resources; Coanda Research and Development Corporation (Canada)","funders":"","keywords":"Flocculation; Tailings; Slurry; Process engineering; Process (computing); Computer science; Image (mathematics); Environmental science; Pattern recognition (psychology); Artificial intelligence; Mathematics; Engineering; Chemistry; Environmental engineering","score_opus":0.02912394680574026,"score_gpt":0.27967863632004175,"score_spread":0.2505546895143015,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3037979227","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.16429414,0.00021447186,0.8325191,0.0019434522,0.00013781598,0.000053802585,0.000002609607,0.00012133023,0.0007132812],"genre_scores_gemma":[0.9926719,0.0000323191,0.006675144,0.00014171847,0.00043010432,0.0000023214466,0.000008246024,0.000012585677,0.000025677307],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9994692,0.000019423365,0.00020867371,0.000060644226,0.00012240495,0.000119638666],"domain_scores_gemma":[0.9997183,0.0000391469,0.000037775328,0.000060012575,0.000038345388,0.00010642579],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00020956213,0.000065801265,0.00010927593,0.000031748652,0.00008802789,0.00004901165,0.00006932877,0.000044959328,0.00006397054],"category_scores_gemma":[0.00011854303,0.000056726447,0.00010486269,0.00009406834,0.000005743936,0.00011401845,0.0000043124637,0.00015969755,0.00002513419],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000071358145,0.0000038806543,0.00012037156,0.000036823203,0.00006705546,0.0000013819606,0.00034778728,0.988761,0.0018562621,0.000019631538,0.0030914408,0.0056872508],"study_design_scores_gemma":[0.00024120985,0.000021449236,0.00311197,0.000007288195,0.000038356226,0.0000073216816,0.000042602358,0.98639715,0.00492441,0.0005092431,0.0046059983,0.00009301234],"about_ca_topic_score_codex":0.0000034078716,"about_ca_topic_score_gemma":0.0000022350039,"teacher_disagreement_score":0.8283777,"about_ca_system_score_codex":0.000036584515,"about_ca_system_score_gemma":0.000010804959,"threshold_uncertainty_score":0.23132373},"labels":[],"label_agreement":null},{"id":"W3040013938","doi":"10.1007/s12665-020-09081-5","title":"The Niger Delta basin fracture pressure prediction","year":2020,"lang":"en","type":"article","venue":"Environmental Earth Sciences","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":7,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Overpressure; Geology; Fracture (geology); Structural basin; Leak; Petroleum engineering; Geotechnical engineering; Hydrostatic test; Environmental science; Engineering; Geomorphology","score_opus":0.0056412243302964155,"score_gpt":0.17636414825424596,"score_spread":0.17072292392394955,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3040013938","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9698277,0.006004755,0.009720413,0.0077486006,0.00046079617,0.00025208955,0.00006893604,0.00040040043,0.005516325],"genre_scores_gemma":[0.9985212,0.00030445593,0.00010690214,0.0003767721,0.00014576793,0.0000043513087,0.000005816201,0.000007364646,0.0005273883],"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","domain_scores_codex":[0.99918854,0.000023513847,0.00011143574,0.00017042167,0.0003131114,0.00019297907],"domain_scores_gemma":[0.9997388,0.000036139256,0.0000178331,0.00011009792,9.62005e-7,0.00009615359],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00012459453,0.00009452705,0.000075592405,0.00001544837,0.00039841532,0.00008258392,0.00023603065,0.000042840908,0.00033303854],"category_scores_gemma":[0.00001143088,0.000058184552,0.00005562659,0.00011588595,0.00021361018,0.00015522749,0.000033325912,0.00015417786,0.000116987096],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000023058756,0.0000065666923,0.008108234,0.0000059256,0.000036342964,0.0000018488774,0.00047946564,0.9843371,0.0009397164,0.0000012115697,0.0030375659,0.003043708],"study_design_scores_gemma":[0.00007534643,0.000043672695,0.046986062,0.0000044019275,0.000021583375,0.0000020087573,0.00029524538,0.30429846,0.0057927654,0.000010265561,0.6423654,0.00010475825],"about_ca_topic_score_codex":0.000013571577,"about_ca_topic_score_gemma":0.0000069680927,"teacher_disagreement_score":0.68003863,"about_ca_system_score_codex":0.000004699534,"about_ca_system_score_gemma":0.000004633797,"threshold_uncertainty_score":0.36465386},"labels":[],"label_agreement":null},{"id":"W3040879672","doi":"10.2118/197227-pa","title":"The First Out-of-Sequence-Fracturing Field Test in North America: Key Learnings from Operation, Petrophysical Analysis, Fracture Modeling, and Production History Matching","year":2020,"lang":"en","type":"article","venue":"SPE Production & Operations","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":7,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Geology; Fracture (geology); Hydraulic fracturing; Petrophysics; Sequence (biology); Stress field; Geotechnical engineering; Mining engineering; Engineering; Structural engineering; Finite element method","score_opus":0.013354191304329058,"score_gpt":0.21705957333561263,"score_spread":0.20370538203128358,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3040879672","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.825184,0.0011638543,0.13745002,0.03491885,0.00059532176,0.0003251168,0.000009296919,0.00021257075,0.00014099105],"genre_scores_gemma":[0.9952833,0.00074533524,0.0028301543,0.00017906161,0.00068167277,0.000032409553,0.00008561583,0.000022988483,0.00013945284],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9987168,0.00004419582,0.00041121952,0.0004285599,0.00022169336,0.00017756426],"domain_scores_gemma":[0.99939346,0.000053723867,0.000058256006,0.00031604178,0.00010462121,0.000073900526],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00010348391,0.00018647737,0.00027723666,0.00013567597,0.00034093347,0.00008961123,0.00014968272,0.00006741882,0.00006443088],"category_scores_gemma":[0.0003577051,0.00015135706,0.00009183679,0.000484116,0.00006357923,0.00040270874,0.000034620516,0.00052844133,0.000014308519],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000072832586,0.000025355663,0.0021504862,0.000019738789,0.00014106935,9.975058e-7,0.009244554,0.98527306,0.0017282753,0.0000020178386,0.0006041047,0.0008030554],"study_design_scores_gemma":[0.00008265837,0.000032248943,0.001234859,0.000015134183,0.00018944184,6.997342e-7,0.0009221929,0.9814239,0.0014435251,0.000017058237,0.014432149,0.00020609568],"about_ca_topic_score_codex":0.0010226137,"about_ca_topic_score_gemma":0.0072368914,"teacher_disagreement_score":0.17009933,"about_ca_system_score_codex":0.0001317649,"about_ca_system_score_gemma":0.000040778614,"threshold_uncertainty_score":0.61721617},"labels":[],"label_agreement":null},{"id":"W3041078355","doi":"10.2118/199082-ms","title":"Machine Learning Applied to SRV Modeling, Fracture Characterization, Well Interference and Production Forecasting in Low Permeability Reservoirs","year":2020,"lang":"en","type":"article","venue":"SPE Latin American and Caribbean Petroleum Engineering Conference","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":7,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Hydraulic fracturing; Permeability (electromagnetism); Discretization; Artificial neural network; Autoencoder; Fracture (geology); Reservoir modeling; Reservoir simulation; Machine learning; Artificial intelligence; Geology; Computer science; Petroleum engineering; Geotechnical engineering; Mathematics","score_opus":0.010464553748768568,"score_gpt":0.18918833644939317,"score_spread":0.1787237827006246,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3041078355","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8236524,0.0000596667,0.17429227,0.0011174211,0.000054336135,0.00014441554,0.000009608798,0.00028177747,0.00038812315],"genre_scores_gemma":[0.99843824,0.0001516279,0.0010065936,0.00012684756,0.00012004107,0.000024724417,0.000048268837,0.00004809279,0.000035545738],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99853235,0.000032074033,0.00035597736,0.00052983157,0.00017553766,0.00037423614],"domain_scores_gemma":[0.99938184,0.000038395207,0.000059248352,0.00020163311,0.000048320475,0.00027059152],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00016630186,0.00031809177,0.00045054656,0.00017905656,0.00007212178,0.00010934845,0.00016005221,0.000076272605,0.00003272719],"category_scores_gemma":[0.00019659697,0.00032080998,0.000038709473,0.00043992657,0.00005705503,0.00011876825,0.00009656255,0.0007066393,0.0000047380313],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000022622184,0.000008550229,0.0043512736,0.00021047119,0.000025182428,0.0000047433286,0.002320329,0.9828139,0.006009922,0.000009078315,0.000004983041,0.0042189592],"study_design_scores_gemma":[0.0001696383,0.00006676288,0.0077591697,0.00010971084,0.00001666105,0.0000027191566,0.0004964211,0.989933,0.0005258761,0.000006744876,0.0005718724,0.00034139663],"about_ca_topic_score_codex":0.00023428685,"about_ca_topic_score_gemma":0.00010733003,"teacher_disagreement_score":0.17478587,"about_ca_system_score_codex":0.00005676459,"about_ca_system_score_gemma":0.000018294608,"threshold_uncertainty_score":0.9999244},"labels":[],"label_agreement":null},{"id":"W3041100684","doi":"","title":"Multiphase flow and transport in fractured geologic environments","year":2001,"lang":"en","type":"article","venue":"Library and Archives Canada (Government of Canada)","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Geology; Flow (mathematics); Petroleum engineering; Environmental science; Mechanics","score_opus":0.002066120365589052,"score_gpt":0.12712667965349464,"score_spread":0.12506055928790558,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3041100684","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.95534486,0.0010906261,0.0013821416,0.0010545542,0.0000797133,0.000105721905,0.000052865857,0.000017937686,0.040871568],"genre_scores_gemma":[0.9966286,0.0009300965,0.0006093348,0.00025050633,0.00001884825,0.0000039877937,0.000007729525,0.000012927182,0.0015379864],"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","domain_scores_codex":[0.9989479,0.000017129592,0.00018538198,0.00014920291,0.00048316733,0.00021722229],"domain_scores_gemma":[0.999635,0.00006308898,0.000025942947,0.0001143649,5.4128854e-8,0.00016158736],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000006910095,0.00013855471,0.00019151095,0.00002643238,0.00004788398,0.0000053827266,0.000089934525,0.000029429324,0.0000464174],"category_scores_gemma":[0.0000010068796,0.0001252378,0.000017773575,0.000050704573,0.00003929765,0.00014817399,0.000022398763,0.00012610861,2.020907e-9],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00025668013,0.000060473754,0.29764032,0.00019923467,0.00019075762,0.0009540858,0.00033534854,0.6632899,0.012766,0.00013455175,0.00019025325,0.02398236],"study_design_scores_gemma":[0.0010606304,0.000039789647,0.5558938,0.000079967125,0.00003702727,0.0000149496245,0.00066589884,0.34745497,0.03277527,0.00022531093,0.06129926,0.00045313238],"about_ca_topic_score_codex":0.0022669288,"about_ca_topic_score_gemma":0.030734703,"teacher_disagreement_score":0.31583497,"about_ca_system_score_codex":0.0000051627703,"about_ca_system_score_gemma":0.0000680731,"threshold_uncertainty_score":0.9869519},"labels":[],"label_agreement":null},{"id":"W3041373107","doi":"10.1016/j.petrol.2020.107584","title":"The use of flowback data for estimating dynamic fracture volume and its correlation with completion-design parameters: Eagle Ford cases","year":2020,"lang":"en","type":"article","venue":"Journal of Petroleum Science and Engineering","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":23,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Fracture (geology); Volume (thermodynamics); Hydraulic fracturing; Petroleum engineering; Dimensionless quantity; Geology; Closure (psychology); Mechanics; Geotechnical engineering; Thermodynamics","score_opus":0.04489299861104282,"score_gpt":0.24186019998131636,"score_spread":0.19696720137027354,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3041373107","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.25485316,0.00045771024,0.74418324,0.00036279106,0.00007366891,0.000047305042,0.0000074321974,0.00001371028,9.68596e-7],"genre_scores_gemma":[0.9349439,0.00009679761,0.06487892,0.000018346625,0.000044237775,0.0000012209363,0.0000020471668,0.000010487284,0.000004038504],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99921536,0.000007883451,0.00024654364,0.00011073777,0.00025937485,0.00016009562],"domain_scores_gemma":[0.9991745,0.0003730339,0.000103629114,0.00012262394,0.0001179189,0.000108319924],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004671232,0.0000962931,0.00018632654,0.000088103305,0.00014171195,0.00013804463,0.00022207035,0.00002686356,9.20625e-7],"category_scores_gemma":[0.00071512454,0.000061712584,0.00002453256,0.00020199605,0.00005662311,0.0007097765,0.00003620845,0.00015822347,1.9640152e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00001634512,0.0000023549992,0.00008463661,0.00006977569,0.000035423534,0.0000034428963,0.00012075784,0.9968719,0.0017905507,0.0000010202208,0.000138525,0.0008652986],"study_design_scores_gemma":[0.00017698586,0.00014082092,0.00066859054,0.00009036674,0.000055055207,0.000056823585,0.00007392826,0.99717236,0.00018043566,0.0000019571037,0.001306515,0.00007617811],"about_ca_topic_score_codex":0.00000507607,"about_ca_topic_score_gemma":0.0000022877198,"teacher_disagreement_score":0.6800908,"about_ca_system_score_codex":0.000025083797,"about_ca_system_score_gemma":0.000033005683,"threshold_uncertainty_score":0.2516566},"labels":[],"label_agreement":null},{"id":"W3041928726","doi":"10.2118/199158-ms","title":"Water Flowback RTA Analysis to Estimate Fracture Geometry and Rank the Shale Quality","year":2020,"lang":"en","type":"article","venue":"SPE Latin American and Caribbean Petroleum Engineering Conference","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Apache (Canada)","funders":"","keywords":"Petroleum engineering; Oil shale; Shale gas; Fracture (geology); Geology; Hydraulic fracturing; Volume (thermodynamics); Saturation (graph theory); Water flow; Geotechnical engineering","score_opus":0.009334786448701221,"score_gpt":0.23718390432515643,"score_spread":0.2278491178764552,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3041928726","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8444228,0.00023202035,0.14951614,0.004699328,0.00005501406,0.00009246931,0.000035467052,0.00032598418,0.00062075595],"genre_scores_gemma":[0.99768835,0.000087387045,0.001395333,0.00054594997,0.000112083246,0.000012753445,0.000029796172,0.000037650232,0.000090675356],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9985212,0.000037887625,0.00031919024,0.0004091721,0.00025899024,0.00045354682],"domain_scores_gemma":[0.9990695,0.000100733545,0.000038877875,0.0003629413,0.000038949787,0.00038898786],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001835037,0.00033535383,0.0006096469,0.00017849058,0.00010340822,0.00018685154,0.00026238724,0.000066489025,0.0001255806],"category_scores_gemma":[0.00007307852,0.00022635133,0.00013917097,0.0006917968,0.000102272235,0.00007242463,0.00011778279,0.0004278076,0.000020839925],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000010716537,0.000005951387,0.0055652065,0.000084526335,0.0006874675,0.000008206025,0.0014793912,0.9870779,0.002322978,0.000031730648,0.00015315757,0.0025727567],"study_design_scores_gemma":[0.00022728521,0.00006215908,0.065120324,0.000017331176,0.00037402817,0.000002502577,0.0003917489,0.9227204,0.0017974204,0.0000085337915,0.008764349,0.00051392074],"about_ca_topic_score_codex":0.0005022061,"about_ca_topic_score_gemma":0.000076425546,"teacher_disagreement_score":0.15326555,"about_ca_system_score_codex":0.00002604985,"about_ca_system_score_gemma":0.000009550041,"threshold_uncertainty_score":0.92303395},"labels":[],"label_agreement":null},{"id":"W3041974109","doi":"10.2118/198959-ms","title":"Incorporating Biot Poroelastic Coefficient on Pickett Plots","year":2020,"lang":"en","type":"article","venue":"SPE Latin American and Caribbean Petroleum Engineering Conference","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Biot number; Petrophysics; Porosity; Geology; Poromechanics; Permeability (electromagnetism); Saturation (graph theory); Mineralogy; Geotechnical engineering; Porous medium; Thermodynamics; Mathematics; Chemistry; Physics","score_opus":0.010323210622586905,"score_gpt":0.19376105661109852,"score_spread":0.18343784598851162,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3041974109","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7903684,0.00018113937,0.19912185,0.0015722526,0.00029287094,0.00014308473,0.000049699196,0.0013990521,0.0068717],"genre_scores_gemma":[0.9979762,0.000051518084,0.0014207786,0.00022096222,0.00019449371,0.000009380226,0.00001739771,0.000060157538,0.000049114304],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9986262,0.000021156453,0.000301845,0.00037287583,0.00027575396,0.00040222087],"domain_scores_gemma":[0.99919856,0.000098979406,0.00006977464,0.00023766428,0.00003273171,0.00036228247],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00007252923,0.00034140458,0.0004402216,0.0001385908,0.00007226437,0.0001050804,0.00020894909,0.00005836535,0.000044844674],"category_scores_gemma":[0.00010404954,0.00032540262,0.00008374869,0.00039705142,0.00011260943,0.000052917196,0.000060368133,0.00044925016,0.00004342866],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000007895342,0.000014594652,0.0007783256,0.00009337362,0.00007938176,0.000021143735,0.00037170114,0.9913525,0.002898432,0.00028005143,0.00017990507,0.003922706],"study_design_scores_gemma":[0.00024473196,0.0002325869,0.0042670057,0.00007496524,0.000038844486,0.0000033691167,0.000279246,0.99078864,0.0014885337,0.0000061872574,0.002158293,0.0004176123],"about_ca_topic_score_codex":0.00007623515,"about_ca_topic_score_gemma":0.000011055801,"teacher_disagreement_score":0.20760785,"about_ca_system_score_codex":0.00005616848,"about_ca_system_score_gemma":0.000027533464,"threshold_uncertainty_score":0.99991983},"labels":[],"label_agreement":null},{"id":"W3042115231","doi":"10.1007/s11242-020-01451-8","title":"Fluid Flow Characterization Framework for Naturally Fractured Reservoirs Using Small-Scale Fully Explicit Models","year":2020,"lang":"en","type":"article","venue":"Transport in Porous Media","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":21,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"Energi Simulation","keywords":"Design for manufacturability; Hydrogeology; Workflow; Scale (ratio); Computer science; Flow (mathematics); Fracture (geology); Fluid dynamics; Reservoir simulation; Porous medium; Characterization (materials science); Geology; Porosity; Mechanics; Petroleum engineering; Geotechnical engineering; Materials science; Engineering; Mechanical engineering; Physics","score_opus":0.025947355040695903,"score_gpt":0.2257901662043686,"score_spread":0.1998428111636727,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3042115231","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.53895164,0.00026816246,0.45929036,0.00052054046,0.00027886027,0.00026961713,0.000091510476,0.0002647144,0.000064626656],"genre_scores_gemma":[0.96733606,0.00021722683,0.030516556,0.0004326189,0.0005242451,0.000055468598,0.000787547,0.00011402414,0.000016243635],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9980846,0.0000241345,0.0006088252,0.00042387846,0.0003236075,0.0005349623],"domain_scores_gemma":[0.99915534,0.00011098382,0.00007039199,0.00032707886,0.000068434056,0.00026779453],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00017623945,0.00034628095,0.0005500788,0.00015701295,0.00008634906,0.000032004613,0.00036600578,0.000419195,0.00007587046],"category_scores_gemma":[0.000053327425,0.0003382033,0.00020211544,0.0004848341,0.000025518311,0.0002858379,0.000012116851,0.00055456517,0.0000068153167],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00010802227,0.00003133324,0.0005667497,0.00026998573,0.000072005,0.000046933146,0.010042885,0.97743034,0.010020026,0.000021781638,0.000029915056,0.0013600024],"study_design_scores_gemma":[0.0005976152,0.00003289326,0.003982395,0.00016102706,0.00010995149,0.0000032085775,0.00018217301,0.9871958,0.005620576,0.00082558976,0.0007920593,0.0004967119],"about_ca_topic_score_codex":0.00006970773,"about_ca_topic_score_gemma":0.00020481371,"teacher_disagreement_score":0.4287738,"about_ca_system_score_codex":0.00008173761,"about_ca_system_score_gemma":0.00004588344,"threshold_uncertainty_score":0.999907},"labels":[],"label_agreement":null},{"id":"W3042180803","doi":"10.2118/199062-ms","title":"Sand Control Optimization for Rubiales Field: Trade-Off Between Sand Control, Flow Performance and Mechanical Integrity","year":2020,"lang":"en","type":"article","venue":"SPE Latin American and Caribbean Petroleum Engineering Conference","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Current (fluid); Flow (mathematics); Aperture (computer memory); Geotechnical engineering; Petroleum engineering; Environmental science; Particle-size distribution; Geology; Oil field; Completion (oil and gas wells); Particle size; Engineering; Mechanical engineering; Mechanics","score_opus":0.009857180883048497,"score_gpt":0.20393485083201393,"score_spread":0.19407766994896544,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3042180803","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.16275267,0.00027890026,0.834151,0.001898195,0.00008184717,0.00018310659,0.00012351795,0.00027858207,0.00025217453],"genre_scores_gemma":[0.9916046,0.00042838953,0.007395465,0.0001952882,0.00026838374,0.000025446374,0.000032800624,0.000040614425,0.0000089867],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99878126,0.000028051803,0.0003239215,0.0003400735,0.00016333196,0.00036333085],"domain_scores_gemma":[0.99916345,0.00028740318,0.00006272309,0.00015896179,0.00003299171,0.00029446054],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00013459951,0.00030912494,0.0006247412,0.00008260038,0.00008968494,0.00011244125,0.00015036283,0.000115778384,0.000029966703],"category_scores_gemma":[0.00013126353,0.00029215118,0.00009205826,0.00014978173,0.00008181822,0.00011336173,0.00002559269,0.00043504837,0.0000010985852],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000053060485,0.000007683972,0.0025899808,0.00022323543,0.00021872894,0.000002583009,0.00023019883,0.95344573,0.0008868218,0.000035169527,0.00015561817,0.042151175],"study_design_scores_gemma":[0.0011657913,0.00028188838,0.0043366267,0.000051133615,0.00015396277,0.0000022176268,0.00007374209,0.9913144,0.00087449874,0.000005925418,0.0013971132,0.00034266413],"about_ca_topic_score_codex":0.000039182647,"about_ca_topic_score_gemma":0.0000058009005,"teacher_disagreement_score":0.82885194,"about_ca_system_score_codex":0.000027079626,"about_ca_system_score_gemma":0.000023936389,"threshold_uncertainty_score":0.9999531},"labels":[],"label_agreement":null},{"id":"W3042917922","doi":"10.1002/ese3.769","title":"A semi‐analytical model for capturing dynamic behavior of hydraulic fractures during flowback period in tight oil reservoir","year":2020,"lang":"en","type":"article","venue":"Energy Science & Engineering","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":13,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"China Postdoctoral Science Foundation; National Natural Science Foundation of China","keywords":"Geomechanics; Hydraulic fracturing; Fracture (geology); Mechanics; Geology; Geotechnical engineering; Displacement (psychology); Discontinuity (linguistics); Classification of discontinuities; Petroleum engineering; Materials science; Mathematics","score_opus":0.00855915896456266,"score_gpt":0.22979954835788458,"score_spread":0.2212403893933219,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3042917922","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9294307,0.00060149597,0.06888951,0.00023933186,0.00013561772,0.00006999382,0.000012290635,0.00028064862,0.00034037486],"genre_scores_gemma":[0.9973403,0.00006296379,0.0021670407,0.00003010489,0.0000914298,0.000073743824,0.0000072376424,0.000069094785,0.00015806271],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99754107,0.000010327269,0.00053728535,0.000531935,0.00052792265,0.0008514412],"domain_scores_gemma":[0.99908584,0.00005293653,0.000051203715,0.00039482687,0.000064676606,0.0003505154],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00028720722,0.00034132678,0.00049748743,0.00052280346,0.00012657035,0.000077004064,0.00072335586,0.00012297818,0.000025847792],"category_scores_gemma":[0.00018920055,0.00033419122,0.00020994346,0.0011072457,0.00011764089,0.00041933323,0.00015023926,0.00035071955,0.0000030836377],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000009118631,0.00001779059,0.00006855464,0.00007187349,0.000025023903,0.000017186656,0.0008175712,0.90867317,0.089811094,0.00031381118,0.00000764989,0.00016715695],"study_design_scores_gemma":[0.00034581518,0.000014775498,0.0010701717,0.0000812454,0.00004042512,0.000006588806,0.0000617606,0.9527882,0.044630647,0.000008021612,0.0005971246,0.0003552307],"about_ca_topic_score_codex":0.000078911085,"about_ca_topic_score_gemma":0.00009109765,"teacher_disagreement_score":0.06790959,"about_ca_system_score_codex":0.00022251769,"about_ca_system_score_gemma":0.000083142775,"threshold_uncertainty_score":0.999911},"labels":[],"label_agreement":null},{"id":"W3043230990","doi":"10.11575/prism/30137","title":"The Alberta Oil Sands: Factors of Risk Perception and Outrage","year":2012,"lang":"en","type":"article","venue":"Open MIND","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Outrage; Perception; Oil sands; Risk perception; Political science; Geography; Psychology; Archaeology; Law; Politics; Asphalt","score_opus":0.013387578599203816,"score_gpt":0.24402811527967994,"score_spread":0.23064053668047613,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3043230990","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9789095,0.0002638712,0.00006828495,0.000019946705,0.00006706687,0.000020630614,0.000005415659,0.0000013247738,0.020643981],"genre_scores_gemma":[0.9977888,0.0003147962,0.00014730157,0.0000010222856,0.000037888647,0.0000015182557,0.0000048912307,0.000007374626,0.0016963959],"study_design_codex":"design_other","study_design_gemma":"observational","domain_scores_codex":[0.99963963,0.000021111564,0.00009872598,0.00005640437,0.000060428632,0.00012371714],"domain_scores_gemma":[0.99965656,0.00011649913,0.000022490296,0.00014516064,0.000006557318,0.00005273594],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00017373115,0.00006221118,0.00009363757,0.000018913037,0.00007756546,0.00004649307,0.00012722377,0.000038245616,0.00038536612],"category_scores_gemma":[0.00003924218,0.000036985854,0.000032176224,0.00004520159,0.000025322202,0.000120139804,0.000038142356,0.00007895119,0.00004223952],"study_design_candidate":"design_other","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000021100814,0.000075411066,0.1223254,0.00005022033,0.000443468,7.4749073e-7,0.03688374,0.026728809,0.0030770316,0.0000040905998,0.001004964,0.809385],"study_design_scores_gemma":[0.0008506759,0.00004372396,0.55710375,0.000092802315,0.00043668767,0.0000062878817,0.010471513,0.025994955,0.022745306,0.000022744927,0.38158903,0.00064252364],"about_ca_topic_score_codex":0.00078397006,"about_ca_topic_score_gemma":0.00073365937,"teacher_disagreement_score":0.80874246,"about_ca_system_score_codex":0.000009351254,"about_ca_system_score_gemma":0.0000024738601,"threshold_uncertainty_score":0.42194888},"labels":[],"label_agreement":null},{"id":"W3044579520","doi":"10.2118/199703-pa","title":"Investigating Near-Wellbore Diversion Methods for Refracturing Horizontal Wells","year":2020,"lang":"en","type":"article","venue":"SPE Production & Operations","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"ConocoPhillips (Canada)","funders":"","keywords":"Wellbore; Petroleum engineering; Perforation; Hydraulic fracturing; Geology; Geotechnical engineering; Electrical conduit; Spark plug; Engineering","score_opus":0.025107857647079245,"score_gpt":0.2917292040091588,"score_spread":0.26662134636207957,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3044579520","genre_codex":"methods","genre_gemma":"methods","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"methods","genre_consensus":"methods","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.087923095,0.0003718901,0.8889517,0.019145127,0.001059972,0.0005472106,0.000014366102,0.0006788757,0.0013077452],"genre_scores_gemma":[0.47033265,0.000061786755,0.527954,0.00016735576,0.00093864213,0.00003758202,0.00007612189,0.000036258916,0.00039565537],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9991042,0.000049380677,0.00023435263,0.00030600574,0.000109983994,0.00019605536],"domain_scores_gemma":[0.9995291,0.000024998542,0.000022836257,0.0001980324,0.000081438426,0.0001435752],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00021301485,0.00014724811,0.00016617174,0.000053028172,0.0005562095,0.00013016163,0.00012040257,0.0000711807,0.000116900665],"category_scores_gemma":[0.00025589962,0.0001393569,0.0001002135,0.00029178636,0.000042385265,0.00031982257,0.000036971574,0.00022329668,0.000058675807],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000023379946,0.000008075485,0.000051872423,0.000056042863,0.00005067778,2.710475e-7,0.002070702,0.9590644,0.027198192,0.000010443396,0.0034828284,0.008004145],"study_design_scores_gemma":[0.0001576997,0.00004374241,0.000063786814,0.000020425992,0.000071637136,0.0000030611438,0.0005969324,0.7830829,0.1263028,0.000035630514,0.08940483,0.00021653053],"about_ca_topic_score_codex":0.000037567836,"about_ca_topic_score_gemma":0.000014329948,"teacher_disagreement_score":0.38240954,"about_ca_system_score_codex":0.000060871593,"about_ca_system_score_gemma":0.000027929205,"threshold_uncertainty_score":0.56828094},"labels":[],"label_agreement":null},{"id":"W3044590271","doi":"10.1016/j.petrol.2020.107670","title":"The application of geomechanical SAGD dilation startup in a Xinjiang oil field heavy-oil reservoir","year":2020,"lang":"en","type":"article","venue":"Journal of Petroleum Science and Engineering","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":27,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Geomechanica (Canada); Concordia University","funders":"Concordia University","keywords":"Petroleum engineering; Oil field; Steam injection; Injector; Geology; Dilation (metric space); Oil well; Engineering; Mechanical engineering","score_opus":0.007023635543840602,"score_gpt":0.2127902717523604,"score_spread":0.2057666362085198,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3044590271","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9581304,0.001298127,0.037996817,0.002112301,0.00013053877,0.00001232164,7.513032e-7,0.00002442628,0.0002942927],"genre_scores_gemma":[0.99886507,0.0006138198,0.00036864687,0.000025965714,0.00010713762,0.0000018270522,1.454856e-7,0.000007072583,0.000010288892],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9989875,0.000008403697,0.00034783248,0.00008992616,0.0003754172,0.00019090857],"domain_scores_gemma":[0.9995158,0.00011113487,0.00007001313,0.0001053722,0.00007606739,0.00012164377],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007804812,0.00007883841,0.00017026081,0.00016505286,0.00006282844,0.000047901987,0.0002570345,0.000039806822,0.0000017181956],"category_scores_gemma":[0.00031704592,0.000056700337,0.000050503182,0.0005290238,0.000035882804,0.00026071313,0.000035809306,0.00027033174,7.9077404e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000018077226,0.000005968099,0.00024207815,0.00009283655,0.000013542347,0.000003860794,0.00025466544,0.95467293,0.03437706,0.000046377245,0.00004614653,0.010226469],"study_design_scores_gemma":[0.000169201,0.000060945316,0.001310143,0.00006643148,0.0000102243075,0.000007739025,0.00013698191,0.9866184,0.0077126445,0.000011257946,0.0038254196,0.00007060672],"about_ca_topic_score_codex":0.000018154391,"about_ca_topic_score_gemma":0.000011233252,"teacher_disagreement_score":0.04073467,"about_ca_system_score_codex":0.000056065655,"about_ca_system_score_gemma":0.00004240281,"threshold_uncertainty_score":0.23121727},"labels":[],"label_agreement":null},{"id":"W3045286326","doi":"10.1190/int-2019-0103.1","title":"Replacing conventional brittleness indices determination with new attributes using true hydrofracturing mechanism","year":2020,"lang":"en","type":"article","venue":"Interpretation","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary; Trusted Positioning (Canada)","funders":"","keywords":"Hydraulic fracturing; Brittleness; Geology; Shale gas; Oil shale; Modulus; Poisson distribution; Compaction; Fracture (geology); Petroleum engineering; Geotechnical engineering; Statistics; Mathematics; Materials science","score_opus":0.014673328291314222,"score_gpt":0.230408476794017,"score_spread":0.21573514850270276,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3045286326","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.4534929,0.000065394415,0.545881,0.000108961794,0.000067654306,0.00007366935,0.0000031051911,0.00016210551,0.00014521259],"genre_scores_gemma":[0.99682593,0.0000069376415,0.0027972972,0.000100566394,0.00016096074,0.000008716577,0.00003784186,0.000029739933,0.00003200272],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.999152,0.000024053352,0.0002361625,0.00020467547,0.00022427822,0.00015883446],"domain_scores_gemma":[0.9996123,0.000058311485,0.00008056797,0.0001004446,0.000041151936,0.00010728174],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00008213981,0.00014581475,0.00017015211,0.0001090149,0.00007356711,0.00009056946,0.00010902098,0.00007328737,0.00007596184],"category_scores_gemma":[0.00005028735,0.00013657784,0.00006765778,0.0001758983,0.0000143034395,0.00041601915,0.000018531444,0.00015488143,0.000018126375],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00004875131,0.00000788115,0.0007681165,0.00016580861,0.0001379633,0.000016217587,0.002035735,0.9721072,0.016054377,0.000016367845,0.00003498295,0.0086066425],"study_design_scores_gemma":[0.0002708855,0.000036896567,0.00046498602,0.00018924767,0.00006366739,0.000015825695,0.00011016901,0.89106286,0.10735479,0.0001601418,0.00010094246,0.0001695886],"about_ca_topic_score_codex":0.00009529169,"about_ca_topic_score_gemma":0.00003124498,"teacher_disagreement_score":0.54333305,"about_ca_system_score_codex":0.00007877627,"about_ca_system_score_gemma":0.000027540544,"threshold_uncertainty_score":0.5569483},"labels":[],"label_agreement":null},{"id":"W3046470837","doi":"10.29173/alr2602","title":"Abandoned Wells Create Liability for Future Subsurface Resource Exploitation","year":2020,"lang":"en","type":"article","venue":"Alberta Law Review","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Liability; Business; Resource (disambiguation); Risk analysis (engineering); Risk management; Compliance (psychology); Natural resource economics; Environmental planning; Environmental resource management; Finance; Economics; Environmental science; Computer science","score_opus":0.013666350146061327,"score_gpt":0.23125554601781154,"score_spread":0.2175891958717502,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3046470837","genre_codex":"review","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.07293838,0.6077603,0.015128182,0.14932656,0.00096469425,0.006302498,0.00009462168,0.0016888698,0.14579585],"genre_scores_gemma":[0.9269527,0.057953063,0.0012216565,0.01067904,0.00085855136,0.00027836856,0.00022354093,0.00013974833,0.0016932909],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9989947,0.00006189592,0.00033476125,0.00025752778,0.00012973865,0.00022138239],"domain_scores_gemma":[0.9991657,0.0002582979,0.00004714723,0.00033075982,0.00003911237,0.0001589969],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00020263562,0.00018750566,0.0004499939,0.000010692073,0.00007604454,0.000027459922,0.00018427975,0.00007571656,0.00016918892],"category_scores_gemma":[0.00014832625,0.00015096598,0.00026523066,0.00022144825,0.000022043836,0.00010936677,0.000017974064,0.00013604296,0.00013961835],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00023503992,0.0002677717,0.00081266096,0.13614802,0.0025603941,0.000023711247,0.0080347685,0.34437162,0.0012234122,0.0072567537,0.45342982,0.04563602],"study_design_scores_gemma":[0.00020122514,0.000023522449,0.00003964063,0.00047364132,0.00018991454,8.894043e-7,0.000019577634,0.007020504,0.000737004,0.00002112621,0.9910806,0.00019239297],"about_ca_topic_score_codex":0.00028638903,"about_ca_topic_score_gemma":0.00019014969,"teacher_disagreement_score":0.85401434,"about_ca_system_score_codex":0.000026498577,"about_ca_system_score_gemma":0.000006653355,"threshold_uncertainty_score":0.6156214},"labels":[],"label_agreement":null},{"id":"W3046705983","doi":"10.15530/urtec-2020-2955","title":"Numerical Investigation of Water Flowback Characteristics for Unconventional Gas Reservoirs with Complex Fracture Geometries","year":2020,"lang":"en","type":"article","venue":"Proceedings of the 8th Unconventional Resources Technology Conference","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Petroleum engineering; Fracture (geology); Geology; Tight gas; Shale gas; Hydraulic fracturing; Geotechnical engineering; Oil shale","score_opus":0.017373839283524,"score_gpt":0.2070855942710493,"score_spread":0.1897117549875253,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3046705983","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9835358,0.00006732796,0.004885222,0.010686475,0.000046732694,0.0002831353,0.00004675211,0.0001575442,0.0002909581],"genre_scores_gemma":[0.9980654,0.000019073985,0.0015407647,0.000103433646,0.00006868819,0.000045257217,0.000046871137,0.000026713175,0.00008376694],"study_design_codex":"observational","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99852556,0.0000068863365,0.00049671734,0.00027350674,0.00042499945,0.00027231884],"domain_scores_gemma":[0.9988114,0.00006711378,0.0002450262,0.00013425914,0.00065520674,0.000086943925],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00017990965,0.00022051434,0.0004316175,0.00023445443,0.00012412675,0.000033183565,0.0006742194,0.00021316067,0.0001314219],"category_scores_gemma":[0.0002372603,0.00013979971,0.00017730695,0.0006400933,0.00054168166,0.00012387181,0.00011809262,0.00033973093,0.0000048709862],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0018285288,0.00035154002,0.45417774,0.010918923,0.0040542083,0.000006678987,0.0060764663,0.0862754,0.40781936,0.012054944,0.013622759,0.00281346],"study_design_scores_gemma":[0.0021762417,0.0007572573,0.029889463,0.00084405206,0.000394487,0.000032272674,0.0012311016,0.10186807,0.80206263,0.024526233,0.035394594,0.0008235801],"about_ca_topic_score_codex":0.000008862755,"about_ca_topic_score_gemma":0.0000019379706,"teacher_disagreement_score":0.42428827,"about_ca_system_score_codex":0.000033184897,"about_ca_system_score_gemma":0.00003690471,"threshold_uncertainty_score":0.57008666},"labels":[],"label_agreement":null},{"id":"W3046868659","doi":"10.2118/199252-pa","title":"Leakoff and Flowback Experiments on Tight Carbonate Core Plugs","year":2020,"lang":"en","type":"article","venue":"SPE Drilling & Completion","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":7,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Spark plug; Carbonate; Permeability (electromagnetism); Petroleum engineering; Geology; Materials science; Chemistry; Metallurgy; Engineering; Membrane","score_opus":0.03731072068024601,"score_gpt":0.2391060300230541,"score_spread":0.2017953093428081,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3046868659","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.98360336,0.000533102,0.0053272024,0.0007406952,0.00028391703,0.0001129411,0.000008455678,0.0003904326,0.008999884],"genre_scores_gemma":[0.9988577,0.00014656753,0.00037362587,0.00020191,0.0002673135,0.0000043251325,0.00004562112,0.000030279058,0.0000726863],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99922514,0.000014507675,0.00016537306,0.00021858557,0.00018766156,0.00018876164],"domain_scores_gemma":[0.9996597,0.00003089431,0.000022850476,0.00014150878,0.000018186161,0.00012681888],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000049407692,0.0001547975,0.00020032618,0.000055786437,0.00008333215,0.000038292703,0.00008832213,0.000061741404,0.00009121849],"category_scores_gemma":[0.000018146127,0.00014349,0.00006085415,0.00012554179,0.000025243327,0.000043922657,0.000024233304,0.00017284205,0.0001218558],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000029484048,0.000019043371,0.00074117683,0.000102759346,0.00012207229,0.000019304109,0.0014907188,0.9701795,0.023920221,0.000095594594,0.0018964992,0.0013836382],"study_design_scores_gemma":[0.00037799965,0.000066514105,0.0018960541,0.00006249547,0.000030199095,0.0000022639113,0.00006559804,0.9474078,0.013051424,0.000085649575,0.03669101,0.0002629991],"about_ca_topic_score_codex":0.00003854445,"about_ca_topic_score_gemma":0.000006257374,"teacher_disagreement_score":0.034794513,"about_ca_system_score_codex":0.000039033937,"about_ca_system_score_gemma":0.0000037438208,"threshold_uncertainty_score":0.5851352},"labels":[],"label_agreement":null},{"id":"W3047324036","doi":"10.2118/0820-0051-jpt","title":"Formation-Fluid Microsampling While Drilling Enables Complete Reservoir Characterization","year":2020,"lang":"en","type":"article","venue":"Journal of Petroleum Technology","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Drilling fluid; Formation evaluation; Wireline; Petroleum engineering; Reservoir modeling; Drilling; Geology; Reservoir engineering; Petroleum; Computer science; Engineering","score_opus":0.016878013733188566,"score_gpt":0.2065150209688209,"score_spread":0.18963700723563234,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3047324036","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.69328445,0.0005894115,0.2996112,0.0058778897,0.00018312813,0.000035104564,0.000012039281,0.00023422229,0.00017252719],"genre_scores_gemma":[0.9968221,0.0004483394,0.0022229198,0.00012081532,0.0003152901,0.000002313845,0.000019381789,0.00002917665,0.000019666535],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99878794,0.000020683061,0.00062127627,0.000107646905,0.00020030419,0.0002621298],"domain_scores_gemma":[0.9993232,0.000033894878,0.00023378458,0.00016448754,0.00014239835,0.00010227044],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00017304377,0.00015161486,0.00038090092,0.00048648988,0.0001007662,0.000052982716,0.00037755014,0.00017651799,0.000045483506],"category_scores_gemma":[0.00010463983,0.00013457582,0.00013848367,0.00046233129,0.00004142521,0.00032715214,0.000051984232,0.0004839775,0.000029599632],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00001619997,0.000011536411,0.00030896073,0.00010052977,0.00011420332,0.000027768394,0.00022141781,0.4389844,0.55865633,0.00002558389,0.0005130894,0.0010199937],"study_design_scores_gemma":[0.0008569117,0.0002273211,0.00043723267,0.0001764727,0.00011076772,0.00022576426,0.0005782862,0.62599504,0.15566134,0.00020583563,0.21517159,0.0003534178],"about_ca_topic_score_codex":0.0000018272245,"about_ca_topic_score_gemma":0.0000028046843,"teacher_disagreement_score":0.402995,"about_ca_system_score_codex":0.000074838965,"about_ca_system_score_gemma":0.00001972615,"threshold_uncertainty_score":0.54878426},"labels":[],"label_agreement":null},{"id":"W3047379914","doi":"10.2118/0720-0063-jpt","title":"Integrated Work Flow Optimizes Eagle Ford Field Development","year":2020,"lang":"en","type":"article","venue":"Journal of Petroleum Technology","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Eagle; Computer science; Scale (ratio); Industrial engineering; Work (physics); Operations research; Work flow; Plan (archaeology); Geology; Engineering; Archaeology; Mechanical engineering; Geography","score_opus":0.008127031136830038,"score_gpt":0.19495058875452945,"score_spread":0.18682355761769942,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3047379914","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.52029717,0.0022443486,0.45933533,0.015551347,0.0004897915,0.000045322227,0.0000013002472,0.00050082966,0.0015345709],"genre_scores_gemma":[0.95974696,0.00013360946,0.03969438,0.00016514266,0.00012267086,0.0000026571552,0.000001157451,0.000020066882,0.00011334621],"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","domain_scores_codex":[0.9990558,0.00001213171,0.0004520497,0.000095715164,0.00015808616,0.00022621184],"domain_scores_gemma":[0.9995504,0.0000411783,0.00010103324,0.00012679354,0.00007184352,0.000108759596],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00011067303,0.0001425554,0.00036210666,0.0003493372,0.00004209217,0.000021188309,0.00037226386,0.0002154427,0.00017300922],"category_scores_gemma":[0.00016330273,0.00011048081,0.00012556714,0.0004996326,0.000026611417,0.000067886045,0.0000461565,0.00069582305,0.000042686737],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00006521251,0.00003063799,0.0010388303,0.000041258816,0.00051203993,0.00016634187,0.00025349212,0.91891134,0.0014633501,0.0000048412717,0.015073215,0.062439453],"study_design_scores_gemma":[0.0016681972,0.0006363024,0.00028102312,0.00025667076,0.00017443366,0.00016241152,0.0009361108,0.21669468,0.14457917,0.00015049137,0.63386935,0.00059114513],"about_ca_topic_score_codex":0.0000012870786,"about_ca_topic_score_gemma":0.0000032536154,"teacher_disagreement_score":0.7022166,"about_ca_system_score_codex":0.00006366356,"about_ca_system_score_gemma":0.00004311116,"threshold_uncertainty_score":0.45052767},"labels":[],"label_agreement":null},{"id":"W3047849336","doi":"10.15530/urtec-2020-3038","title":"Evaluation of Cyclic Solvent Injection (‘Huff-n-Puff’) in Artificially-Fractured Shale Core Samples: Experiments &amp; Modeling","year":2020,"lang":"en","type":"article","venue":"Proceedings of the 8th Unconventional Resources Technology Conference","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":7,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Oil shale; Core (optical fiber); Petroleum engineering; Solvent; Materials science; Geology; Chemistry; Composite material; Organic chemistry","score_opus":0.08644453044518959,"score_gpt":0.28609644333139267,"score_spread":0.1996519128862031,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3047849336","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9953141,0.00053211127,0.002320743,0.0005448222,0.00007830155,0.00027287105,0.0000067642673,0.00012438635,0.0008059048],"genre_scores_gemma":[0.9993832,0.00003205228,0.00042553476,0.000019043104,0.00003679065,0.00005592412,0.0000071479294,0.00001837725,0.000021923408],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99815285,0.000015662574,0.00056925556,0.00028559775,0.0007581298,0.0002185261],"domain_scores_gemma":[0.99897766,0.000024956938,0.00024028587,0.00014710835,0.0005612417,0.00004874466],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00058959314,0.00018204194,0.0003262855,0.0003248479,0.00006864215,0.000019942747,0.0005260164,0.00022533888,0.000090622736],"category_scores_gemma":[0.00059385336,0.00015383515,0.00014417639,0.0007232077,0.00014470036,0.00011194061,0.00013920943,0.0003662836,0.000004888348],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00007240914,0.00015364087,0.016125748,0.00033802164,0.00032478824,3.8313286e-7,0.004141383,0.785177,0.18895288,0.0009958259,0.000108042346,0.0036098731],"study_design_scores_gemma":[0.0006304393,0.00006565094,0.0014460336,0.00036816337,0.00017960035,0.000004393069,0.001854468,0.8856994,0.093151234,0.016060598,0.00031433723,0.00022567436],"about_ca_topic_score_codex":0.00007089342,"about_ca_topic_score_gemma":0.000054271655,"teacher_disagreement_score":0.1005224,"about_ca_system_score_codex":0.00011918764,"about_ca_system_score_gemma":0.00006147401,"threshold_uncertainty_score":0.62732154},"labels":[],"label_agreement":null},{"id":"W3049186929","doi":"10.1016/j.petrol.2020.107769","title":"Mineral filling mechanism in complex carbonate reservoir fracture system：Enlightenment from numerical simulation of water-rock interaction","year":2020,"lang":"en","type":"article","venue":"Journal of Petroleum Science and Engineering","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":13,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"China Scholarship Council; Chinese Academy of Sciences","keywords":"Calcite; Geology; Fault (geology); Fracture (geology); Precipitation; Carbonate; Mineralogy; Dissolution; Geotechnical engineering; Materials science; Seismology; Chemistry","score_opus":0.012491443291199101,"score_gpt":0.21992540894302418,"score_spread":0.20743396565182506,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3049186929","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.91198784,0.00014675465,0.08730895,0.00028344948,0.00017290353,0.0000262261,0.0000021536212,0.000028093878,0.000043598706],"genre_scores_gemma":[0.99881643,0.000022125414,0.0009491533,0.000021718864,0.00017338517,8.4031916e-7,0.0000021641952,0.000012787714,0.0000014232306],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99866366,0.000014072267,0.00047857035,0.00013437806,0.0004897564,0.00021956781],"domain_scores_gemma":[0.9995469,0.000052185667,0.0000892079,0.0000848194,0.000091347494,0.00013557712],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003367136,0.00013300678,0.00033140258,0.0003013999,0.000039085775,0.000048091708,0.00019421385,0.000054934673,0.0000113213055],"category_scores_gemma":[0.00006483985,0.00009746023,0.00007063021,0.00028341752,0.00001353842,0.00037123906,0.00003860472,0.00030429405,0.000001237257],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000012908884,0.0000058703977,0.000081893435,0.000071621485,0.00002896839,0.000019489325,0.00070483866,0.84362274,0.1554004,0.0000022968254,0.0000071890427,0.000041802214],"study_design_scores_gemma":[0.0002451656,0.000052636544,0.0009098187,0.00012119854,0.000027691933,0.000009587896,0.00035204206,0.9768378,0.020967774,0.000007517287,0.00036579536,0.00010295394],"about_ca_topic_score_codex":0.000063966196,"about_ca_topic_score_gemma":0.0000019355164,"teacher_disagreement_score":0.13443263,"about_ca_system_score_codex":0.00016633102,"about_ca_system_score_gemma":0.000015846266,"threshold_uncertainty_score":0.39743128},"labels":[],"label_agreement":null},{"id":"W3061998160","doi":"10.2118/199983-pa","title":"Coupled Flow/Geomechanics Modeling of Interfracture Water Injection To Enhance Oil Recovery in Tight Reservoirs","year":2020,"lang":"en","type":"article","venue":"SPE Journal","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":49,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Geomechanics; Petroleum engineering; Geology; Tight oil; Water injection (oil production); Petrophysics; Fracture (geology); Geotechnical engineering; Hydraulic fracturing; Mechanics; Porosity; Oil shale","score_opus":0.008912069389780886,"score_gpt":0.22352182551037172,"score_spread":0.21460975612059083,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3061998160","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.6741031,0.00027310516,0.3227319,0.0018771434,0.0004516103,0.00003414745,0.0000026428336,0.00005312416,0.00047324804],"genre_scores_gemma":[0.9975473,0.00034912644,0.0014257515,0.00015491326,0.00036914024,0.000002073974,0.0000041725534,0.000030031435,0.00011748428],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9988489,0.000033384444,0.00044499314,0.0001494288,0.00024523964,0.00027802435],"domain_scores_gemma":[0.9995568,0.000015500686,0.000039533563,0.00014285005,0.00007229922,0.00017305062],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00030663377,0.00014581573,0.0002853939,0.00022899911,0.000045194323,0.000047132442,0.00021029338,0.00011388228,0.00023068345],"category_scores_gemma":[0.00008108716,0.00010865613,0.00012586903,0.00028856643,0.0000043332466,0.00019116243,0.00005014685,0.0006653795,0.00004915061],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00006722303,0.000010478472,0.000009580844,0.00006562092,0.000060424045,0.000021346696,0.001411374,0.9778924,0.017799996,2.0283782e-7,0.0004200299,0.0022413416],"study_design_scores_gemma":[0.00014919881,0.00007930512,0.0000039697597,0.0001330253,0.000018130226,0.00001749953,0.0001647536,0.97293514,0.025274128,0.00012914893,0.0009589376,0.00013679102],"about_ca_topic_score_codex":0.00005107863,"about_ca_topic_score_gemma":0.000117894495,"teacher_disagreement_score":0.32344425,"about_ca_system_score_codex":0.00011686828,"about_ca_system_score_gemma":0.000019281926,"threshold_uncertainty_score":0.44308683},"labels":[],"label_agreement":null},{"id":"W3080273186","doi":"10.2118/200401-ms","title":"Optimizing Tight Oil Assets on Water Flood Utilizing Polymer Gel Technology; A Cost-Effective Approach with High Rate of Success","year":2020,"lang":"en","type":"article","venue":"SPE Improved Oil Recovery Conference","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Nalco (Canada)","funders":"","keywords":"Petroleum engineering; Tight oil; Oil shale; Hydraulic fracturing; Polymer; Directional drilling; Drilling; Environmental science; Materials science; Computer science; Geology; Engineering; Waste management; Composite material","score_opus":0.011122811372815188,"score_gpt":0.20735371207901118,"score_spread":0.196230900706196,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3080273186","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9536884,0.00043147957,0.023367038,0.001199631,0.00026392072,0.00034251486,0.000060860442,0.0006665118,0.019979686],"genre_scores_gemma":[0.9969773,0.00023053559,0.0017978746,0.0001105986,0.00008262412,0.00018073253,0.000045060573,0.0000736711,0.0005015692],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99813277,0.00007526991,0.0003845334,0.0005938185,0.000218123,0.00059551024],"domain_scores_gemma":[0.9989969,0.00009723837,0.000108409324,0.00047711158,0.00013834,0.00018197937],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00017562862,0.00044020682,0.0006752704,0.00027218965,0.00009727122,0.00010417251,0.00046239007,0.00027869933,0.00008658165],"category_scores_gemma":[0.000060601506,0.00030678595,0.00013682386,0.0004826387,0.00012810134,0.0002763371,0.00011118382,0.0006851251,0.000036783687],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00075044896,0.00021334954,0.0002533566,0.001430282,0.0016458262,0.00007562032,0.0011319965,0.34249568,0.43905288,0.00014464473,0.00007767419,0.21272823],"study_design_scores_gemma":[0.0011737555,0.00036266746,0.000073664036,0.00022422224,0.00015731275,0.0000069380008,0.00020267749,0.1568793,0.83984995,0.000026048589,0.00051056436,0.0005328738],"about_ca_topic_score_codex":0.00018216089,"about_ca_topic_score_gemma":0.000037307065,"teacher_disagreement_score":0.40079707,"about_ca_system_score_codex":0.000083797706,"about_ca_system_score_gemma":0.000066174565,"threshold_uncertainty_score":0.9999384},"labels":[],"label_agreement":null},{"id":"W3080332155","doi":"10.2118/200470-ms","title":"Surfactant in Fracturing Fluid: Enhancing Imbibition Oil Recovery or Blocking Pore Throats?","year":2020,"lang":"en","type":"article","venue":"SPE Improved Oil Recovery Conference","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":7,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Imbibition; Spark plug; Petroleum engineering; Permeability (electromagnetism); Leak; Pulmonary surfactant; Fracturing fluid; Capillary pressure; Relative permeability; Geology; Enhanced oil recovery; Materials science; Porous medium; Chemistry; Geotechnical engineering; Chemical engineering; Environmental science; Porosity; Environmental engineering; Membrane; Engineering","score_opus":0.01707058794344406,"score_gpt":0.22021473422440058,"score_spread":0.2031441462809565,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3080332155","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9597483,0.00070659636,0.022346755,0.0010843483,0.00094049296,0.000118662356,0.00006641548,0.0007604581,0.01422795],"genre_scores_gemma":[0.9943454,0.0028843938,0.0010560853,0.0004024813,0.00035316258,0.000024253166,0.000054097192,0.00009575088,0.0007843231],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.997179,0.000085885586,0.0008371833,0.00070974696,0.00037645135,0.0008117494],"domain_scores_gemma":[0.9987046,0.00025691633,0.00016249684,0.00047558194,0.000097536744,0.00030284518],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00035677015,0.0005173133,0.00071792776,0.0002644344,0.00012813584,0.00027023538,0.0004267858,0.00032274894,0.00067756855],"category_scores_gemma":[0.0004385176,0.00047072847,0.00024585624,0.0006448387,0.000048073493,0.0007242713,0.00010564098,0.00086622447,0.00010217838],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0003998606,0.00007389574,0.0002462439,0.0012204673,0.0003218051,0.0003392095,0.0014160904,0.4696242,0.23606999,0.000005390627,0.00033878087,0.28994405],"study_design_scores_gemma":[0.0022643418,0.00042525708,0.0010455638,0.0015789912,0.00018136439,0.000047523867,0.0010505687,0.6987139,0.28633395,0.00030030258,0.0059890696,0.0020691757],"about_ca_topic_score_codex":0.00053031277,"about_ca_topic_score_gemma":0.0012779859,"teacher_disagreement_score":0.28787488,"about_ca_system_score_codex":0.00029275485,"about_ca_system_score_gemma":0.00022623189,"threshold_uncertainty_score":0.99977446},"labels":[],"label_agreement":null},{"id":"W3080467786","doi":"10.2118/196164-pa","title":"A Semianalytical Approach for Analysis of Wells Exhibiting Multiphase Transient Linear Flow: Application to Field Data","year":2020,"lang":"en","type":"article","venue":"SPE Journal","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":19,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Relative permeability; Permeability (electromagnetism); Multiphase flow; Petroleum engineering; Saturation (graph theory); Reservoir simulation; Reservoir modeling; Geology; Oil field; Hydraulic fracturing; Mechanics; Geotechnical engineering; Porosity; Mathematics; Chemistry","score_opus":0.034935150111127314,"score_gpt":0.28983781638268874,"score_spread":0.25490266627156144,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3080467786","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"methods","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.014776154,0.00007381248,0.98306924,0.0014034853,0.000025850653,0.00012761465,0.00007220811,0.000036648016,0.00041496623],"genre_scores_gemma":[0.9039261,0.000033913282,0.09520913,0.00026437818,0.0004091405,0.0000049714636,0.000118289034,0.000018530482,0.000015586504],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99890316,0.000018831252,0.00042700462,0.00021793257,0.00022680296,0.00020626989],"domain_scores_gemma":[0.9991812,0.00009152772,0.000057937294,0.00032575254,0.00006328813,0.00028028252],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00032825122,0.0001173053,0.00035970288,0.00023857818,0.00004999535,0.0000317961,0.00036771846,0.00007224012,0.00005940925],"category_scores_gemma":[0.0001670961,0.00010050552,0.00025811908,0.00080701144,0.000009588324,0.00008041362,0.00003718728,0.0002552185,0.0000054493426],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000030481395,0.000032044634,0.00007428171,0.00006873654,0.0009800778,0.000002762543,0.00039719278,0.9870663,0.0028021203,7.987573e-7,0.0020486945,0.0064964606],"study_design_scores_gemma":[0.00027200114,0.000040196806,0.000042637424,0.0000103933235,0.0011471887,0.0000030935278,0.00013187603,0.9887738,0.0035719739,0.000001944966,0.005894224,0.00011066456],"about_ca_topic_score_codex":0.000018687491,"about_ca_topic_score_gemma":0.000009639787,"teacher_disagreement_score":0.8891499,"about_ca_system_score_codex":0.000025499294,"about_ca_system_score_gemma":0.000016820597,"threshold_uncertainty_score":0.40984958},"labels":[],"label_agreement":null},{"id":"W3080610605","doi":"10.1021/acsomega.0c02639","title":"Flow Rate Profile Interpretation for a Two-Phase Flow in Multistage Fractured Horizontal Wells by Inversion of DTS Data","year":2020,"lang":"en","type":"article","venue":"ACS Omega","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"Ministry of Science and Technology of the People's Republic of China","keywords":"Inversion (geology); Inflow; Volumetric flow rate; Water cut; Geology; Inverse transform sampling; Mechanics; Multiphase flow; Inversion temperature; Petroleum engineering; Meteorology; Physics; Seismology; Remote sensing","score_opus":0.014634955478427315,"score_gpt":0.2647038013119211,"score_spread":0.2500688458334938,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3080610605","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7959389,0.0006801315,0.19961987,0.00079508085,0.00022528207,0.00066956977,0.001614518,0.00018909453,0.00026756426],"genre_scores_gemma":[0.99475884,0.000027891097,0.0033254554,0.00011012785,0.00006879896,0.000019060762,0.0016083614,0.00002925708,0.000052187428],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9991037,0.00003592082,0.00028283912,0.00026110746,0.00012668606,0.00018969536],"domain_scores_gemma":[0.99944943,0.00009546131,0.00005337751,0.0002827288,0.000026241243,0.00009277117],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00016069788,0.00014690305,0.0002625275,0.000085966116,0.000027515669,0.000024906072,0.00032318354,0.00008408982,0.000028986564],"category_scores_gemma":[0.00017059619,0.00013669542,0.000058933805,0.000225056,0.000018794728,0.00027018704,0.00008007977,0.0001716401,0.000021783704],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00043031975,0.00015376454,0.000082874045,0.00060115923,0.00023288149,0.00002377316,0.003452145,0.67531025,0.2252412,8.467206e-7,0.058696195,0.03577456],"study_design_scores_gemma":[0.0017569488,0.000078664336,0.000021249842,0.00004108817,0.00003507428,2.304399e-7,0.00007429999,0.9172706,0.072689496,0.000005881219,0.007890593,0.00013585085],"about_ca_topic_score_codex":0.00010754681,"about_ca_topic_score_gemma":0.000070398346,"teacher_disagreement_score":0.24196035,"about_ca_system_score_codex":0.000040238556,"about_ca_system_score_gemma":0.0000153129,"threshold_uncertainty_score":0.55742776},"labels":[],"label_agreement":null},{"id":"W3080824560","doi":"10.15530/urtec-2020-2435","title":"Analysis of Fracture Interference - Coupling of Flow and Geomechanical Computations with Discrete Fracture Modeling","year":2020,"lang":"en","type":"article","venue":"Proceedings of the 8th Unconventional Resources Technology Conference","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Computation; Fracture (geology); Coupling (piping); Interference (communication); Computer science; Geology; Flow (mathematics); Mechanics; Computational science; Geotechnical engineering; Materials science; Algorithm; Physics; Composite material; Telecommunications","score_opus":0.010275630866599848,"score_gpt":0.2106138855612379,"score_spread":0.20033825469463803,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3080824560","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8537216,0.00025874324,0.14420909,0.0015206563,0.0000102312015,0.00009105629,0.000021091922,0.00007483669,0.00009266829],"genre_scores_gemma":[0.9983561,0.000050351617,0.0015162239,0.000032253272,0.000011311687,0.0000069224006,0.0000068074874,0.00001280441,0.000007241682],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99888974,0.0000030628303,0.00042195598,0.0002439682,0.00028731464,0.00015397667],"domain_scores_gemma":[0.999137,0.000058109807,0.0002526596,0.000119013006,0.00037362066,0.000059621685],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00011182572,0.0001722499,0.0005131488,0.00034088272,0.000063605294,0.000017840957,0.00048951985,0.0001855966,0.000034676195],"category_scores_gemma":[0.00012273814,0.00011776629,0.00015622676,0.0011572543,0.00028311295,0.00008529843,0.00014929699,0.00040824024,2.7226972e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00003523893,0.00001642842,0.00807751,0.0002492516,0.0010419886,3.161082e-7,0.000528332,0.9867429,0.0027822277,0.0003710696,0.000008538744,0.00014618144],"study_design_scores_gemma":[0.00018874658,0.00007137898,0.0009260185,0.00023314694,0.0007020182,0.00000210012,0.0006903368,0.98505116,0.010831844,0.0011378734,0.000048222228,0.000117133925],"about_ca_topic_score_codex":0.000024799476,"about_ca_topic_score_gemma":0.000010786979,"teacher_disagreement_score":0.14463444,"about_ca_system_score_codex":0.000013488831,"about_ca_system_score_gemma":0.000022455577,"threshold_uncertainty_score":0.480237},"labels":[],"label_agreement":null},{"id":"W3081102193","doi":"10.1016/j.cma.2020.113361","title":"A monolithic coupled hydraulic fracture model with proppant transport","year":2020,"lang":"en","type":"article","venue":"Computer Methods in Applied Mechanics and Engineering","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":17,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Waterloo","funders":"Ontario Ministry of Research and Innovation; Natural Sciences and Engineering Research Council of Canada; Ontario Ministry of Research, Innovation and Science","keywords":"Hydraulic fracturing; Planar; Slurry; Mechanics; Fracture (geology); Coupling (piping); Computer simulation; Fluid dynamics; Flow (mathematics); Materials science; Robustness (evolution); Geology; Complex fracture; Geotechnical engineering; Petroleum engineering; Computer science; Composite material; Physics; Chemistry","score_opus":0.014655505181821881,"score_gpt":0.23207853055825034,"score_spread":0.21742302537642846,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3081102193","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"methods","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.005297716,0.00033100936,0.99336016,0.0001838943,0.000059208713,0.00020924224,0.0000015507369,0.00042369062,0.000133549],"genre_scores_gemma":[0.53263956,0.00007932977,0.46690363,0.00021775016,0.00006995919,0.000032569606,0.000003974309,0.000051300078,0.0000019170375],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99880975,0.000012473709,0.0002948918,0.00036372666,0.00015316615,0.00036596425],"domain_scores_gemma":[0.9994683,0.0000492138,0.000026310041,0.00021666834,0.000012982172,0.00022647479],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00023647821,0.00032085567,0.00047862777,0.00013290453,0.000034392353,0.000033307533,0.00018768576,0.00016607702,0.0000042205506],"category_scores_gemma":[0.0000047011154,0.00027221596,0.000058144546,0.00034276466,0.0000069650446,0.00005070586,0.000037477483,0.00056912017,0.0000014468674],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000012358634,0.000009148122,0.0000023980595,0.0002730984,0.00007730178,0.000016757265,0.00081944646,0.9887808,0.0044323076,0.0005742061,0.000011953482,0.0049902536],"study_design_scores_gemma":[0.00043858247,0.000028837956,0.000023377872,0.000051767463,0.000042957097,0.0000063318826,0.000019404171,0.99495393,0.002423471,0.0003347511,0.0013196154,0.00035700202],"about_ca_topic_score_codex":0.000005970388,"about_ca_topic_score_gemma":0.0000014269349,"teacher_disagreement_score":0.52734184,"about_ca_system_score_codex":0.000034494245,"about_ca_system_score_gemma":0.000015965441,"threshold_uncertainty_score":0.999973},"labels":[],"label_agreement":null},{"id":"W3081228570","doi":"10.2118/202485-pa","title":"An Infill Well Fracturing Model and Its Microseismic Events Barrier Effect: A Case in Fuling Shale Gas Reservoir","year":2020,"lang":"en","type":"article","venue":"SPE Journal","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":35,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Waterloo","funders":"","keywords":"Infill; Geomechanics; Microseism; Geology; Fracture (geology); Caprock; Hydraulic fracturing; Tight gas; Oil shale; Geotechnical engineering; Petroleum engineering; Seismology; Engineering; Structural engineering","score_opus":0.009544527334462488,"score_gpt":0.23594646641404934,"score_spread":0.22640193907958686,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3081228570","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.995463,0.0011070969,0.0023100057,0.0004202769,0.00009306416,0.000094765266,0.0000075576463,0.000076747514,0.00042746624],"genre_scores_gemma":[0.99854636,0.00034768617,0.00049684965,0.00016047155,0.0003421737,0.0000029393832,0.0000029633568,0.00005093394,0.000049597238],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9986615,0.000082542545,0.0003773963,0.00023674316,0.00021905417,0.00042275118],"domain_scores_gemma":[0.99918586,0.000047475154,0.000059981747,0.00016280654,0.000030343643,0.0005135376],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00039607464,0.00023895949,0.00033340085,0.00020485996,0.00016454644,0.000115456336,0.0002045841,0.00013753615,0.00010504981],"category_scores_gemma":[0.000075408585,0.00020952184,0.000110348876,0.00020482512,0.0000132678215,0.0004166791,0.000057119407,0.0009891768,0.000033319477],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00003219801,0.000012343094,0.0015295774,0.000114605995,0.000057148452,0.0018511243,0.0012224688,0.98590744,0.008552222,3.5727982e-7,0.00012914592,0.0005913793],"study_design_scores_gemma":[0.00075150747,0.0000685395,0.0002822325,0.00010155814,0.000042853848,0.0014213602,0.000100966085,0.98797727,0.008465012,0.000102938626,0.00044129218,0.0002445023],"about_ca_topic_score_codex":0.000042130578,"about_ca_topic_score_gemma":0.000055425095,"teacher_disagreement_score":0.0030833653,"about_ca_system_score_codex":0.000085105596,"about_ca_system_score_gemma":0.000026400701,"threshold_uncertainty_score":0.8544052},"labels":[],"label_agreement":null},{"id":"W3081546902","doi":"10.17632/r538bbwx95.1","title":"Data for: Brittleness in the Devonian Horn River Shale, British Columbia, Canada","year":2020,"lang":"en","type":"article","venue":"Data Archiving and Networked Services (DANS)","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Devonian; Geology; French horn; Oil shale; Paleontology; Archaeology; Geography","score_opus":0.016429572194630298,"score_gpt":0.2087037484570072,"score_spread":0.19227417626237692,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3081546902","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.981556,0.0021971143,0.0059814425,0.0006220908,0.00020720801,0.000377028,0.008213585,0.00014408265,0.0007014484],"genre_scores_gemma":[0.99178195,0.00061162096,0.00044009826,0.0007395433,0.0004011961,0.000020533813,0.005924921,0.000036282912,0.00004386799],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.998481,0.00008567666,0.00026680954,0.00052749796,0.00022245335,0.00041656848],"domain_scores_gemma":[0.9983292,0.00026277007,0.00003747683,0.001210111,0.000011596214,0.00014879614],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00036200028,0.000152885,0.0002694672,0.000018380526,0.00024805026,0.0003997745,0.002634007,0.000050059643,0.00001333856],"category_scores_gemma":[0.000020889483,0.00017058059,0.000025232092,0.00027230507,0.0000491566,0.00028715472,0.0006667657,0.00028151544,0.0000013679846],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000053488286,0.00009177237,0.22546256,0.003805398,0.00090366934,0.0005443142,0.009158602,0.43992025,0.00007625854,0.0000029510763,0.1819493,0.13803145],"study_design_scores_gemma":[0.00022042223,0.000008064151,0.06476497,0.00014831123,0.000058109432,0.00001707418,0.00056932645,0.7995316,8.462967e-7,0.000018638406,0.13444635,0.00021628257],"about_ca_topic_score_codex":0.81170225,"about_ca_topic_score_gemma":0.99557054,"teacher_disagreement_score":0.35961136,"about_ca_system_score_codex":0.000020173025,"about_ca_system_score_gemma":0.000054175285,"threshold_uncertainty_score":0.6956075},"labels":[],"label_agreement":null},{"id":"W3082614140","doi":"10.1007/s13369-020-04882-z","title":"Estimating the Fracturing Fluid Recovery in Shale Gas Reservoirs: Experiments and Field Data Analysis","year":2020,"lang":"en","type":"article","venue":"Arabian Journal for Science and Engineering","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"National Natural Science Foundation of China","keywords":"Fracturing fluid; Petroleum engineering; Oil shale; Hydraulic fracturing; Shale gas; Imbibition; Geology; Matrix (chemical analysis); Fracture (geology); Tight gas; Recovery rate; Natural gas field; Natural gas; Geotechnical engineering; Engineering; Chemistry; Chromatography; Waste management","score_opus":0.029546838929074764,"score_gpt":0.27326668033271484,"score_spread":0.2437198414036401,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3082614140","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.89482504,0.0011466334,0.101824924,0.0017625159,0.00021906629,0.00008641308,0.000004371275,0.000048853195,0.00008217992],"genre_scores_gemma":[0.9920529,0.00024545967,0.0073759095,0.00012562089,0.00017532929,0.000005266017,0.0000021636467,0.000013188666,0.000004144617],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99885863,0.00000934114,0.00026539445,0.00026941395,0.00025203897,0.00034517553],"domain_scores_gemma":[0.9993032,0.00014674691,0.000033544442,0.00027269873,0.00003310622,0.0002106554],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009578095,0.00013328418,0.00021163325,0.00028881073,0.00028709095,0.0003424591,0.0005523514,0.000038264418,0.0000072204607],"category_scores_gemma":[0.0006488464,0.00010040402,0.00004973251,0.00093310344,0.000045671823,0.00077969977,0.00015476668,0.00028703854,6.7511166e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000004887584,0.0000024830897,0.00077560253,0.000041336865,0.00009278623,0.000009034184,0.0009992415,0.99131656,0.0021958845,0.0000014931442,0.00013936342,0.004421354],"study_design_scores_gemma":[0.00013734773,0.000031418193,0.0010830289,0.00005254568,0.000063688705,0.000018482291,0.00024969457,0.99540293,0.0021629434,0.000024303894,0.0006412033,0.00013242189],"about_ca_topic_score_codex":0.000028489207,"about_ca_topic_score_gemma":0.00001214966,"teacher_disagreement_score":0.09722788,"about_ca_system_score_codex":0.00003547879,"about_ca_system_score_gemma":0.000022403174,"threshold_uncertainty_score":0.4094357},"labels":[],"label_agreement":null},{"id":"W3083120047","doi":"10.2118/193893-pa","title":"A Sand-Arch Stability Constrained Dynamic Fractal Wormhole Growth Model for Simulating Cold Heavy-Oil Production with Sand","year":2020,"lang":"en","type":"article","venue":"SPE Journal","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":13,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Wormhole; Arch; Fractal; Stability (learning theory); Computer science; Geotechnical engineering; Geology; Petroleum engineering; Engineering; Mathematics; Structural engineering; Physics","score_opus":0.016142089400013653,"score_gpt":0.23529956173725672,"score_spread":0.21915747233724306,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3083120047","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.76220787,0.0001543179,0.23473342,0.00196537,0.00010319725,0.00012971184,0.000018048753,0.00013241114,0.0005556299],"genre_scores_gemma":[0.9924406,0.000044843153,0.006995649,0.00005397668,0.00034437812,0.0000072124967,0.000007402843,0.000037550075,0.000068387664],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99881595,0.000027541739,0.00032902375,0.00021996925,0.00027556907,0.0003319359],"domain_scores_gemma":[0.9993718,0.000060195936,0.00008036378,0.00012594886,0.00013472326,0.00022696564],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00031662092,0.00018106894,0.0002804291,0.00007094704,0.00021838158,0.000097584205,0.00011783301,0.00007222474,0.000036927337],"category_scores_gemma":[0.00016622616,0.00014163862,0.00013183731,0.00020998169,0.000057457193,0.00022607364,0.000016456892,0.0005345514,0.0000028714387],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00015522332,0.000027537426,0.0003670269,0.0001761058,0.00013838588,0.000008175846,0.0009529854,0.987843,0.008600068,0.0000014331271,0.00013150006,0.0015985558],"study_design_scores_gemma":[0.00073599414,0.0000867831,0.000064714994,0.000059990736,0.00007265623,0.000036049696,0.00017255754,0.9896092,0.00880773,0.00008369623,0.00008384613,0.00018678307],"about_ca_topic_score_codex":0.000010335688,"about_ca_topic_score_gemma":0.000025701323,"teacher_disagreement_score":0.23023272,"about_ca_system_score_codex":0.00012334164,"about_ca_system_score_gemma":0.0000894025,"threshold_uncertainty_score":0.5775855},"labels":[],"label_agreement":null},{"id":"W3088030838","doi":"","title":"A Coupled Flow-Stress-Damage Explicit Integration Numerical Model of Wellbore Fracturing Based on Finite-Discrete Element Method in Natural Fractured Shale Gas Reservoir","year":2020,"lang":"en","type":"article","venue":"54th U.S. Rock Mechanics/Geomechanics Symposium","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Waterloo","funders":"","keywords":"Wellbore; Geology; Finite element method; Petroleum engineering; Hydraulic fracturing; Oil shale; Stress (linguistics); Shale gas; Flow (mathematics); Geomechanics; Geotechnical engineering; Mechanics; Engineering; Structural engineering","score_opus":0.012350701310120647,"score_gpt":0.23555287662967206,"score_spread":0.22320217531955142,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3088030838","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"methods","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0059590307,0.0002719377,0.98954535,0.0021339143,0.00038874286,0.00076938333,0.00022067361,0.0004901225,0.00022084845],"genre_scores_gemma":[0.98867774,0.00020290408,0.009184993,0.0007725399,0.00020631688,0.00016627678,0.0005061922,0.00021775819,0.00006528869],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.995049,0.00024350305,0.0013794624,0.0010975263,0.001177534,0.001052948],"domain_scores_gemma":[0.99746495,0.00040919436,0.00035748174,0.0010624733,0.00021812595,0.00048775985],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0006879065,0.0009337734,0.0012751273,0.0006838409,0.00018681372,0.00010293622,0.0010292757,0.0005740034,0.00019627971],"category_scores_gemma":[0.00034837384,0.00087258435,0.0005445265,0.0012569117,0.000005992866,0.0003549794,0.00027573298,0.0017428242,0.000036239217],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00028673068,0.00014296205,0.000004376189,0.0003497891,0.00014461973,0.000036127803,0.0015446007,0.9331789,0.06370952,0.00018393646,0.00021901295,0.00019939606],"study_design_scores_gemma":[0.001303306,0.00026696036,0.0000017193076,0.00030389134,0.00012978476,0.0000012858404,0.0002522208,0.8349015,0.16119823,0.0007581498,0.0001729438,0.00071001536],"about_ca_topic_score_codex":0.00014849732,"about_ca_topic_score_gemma":0.00011209784,"teacher_disagreement_score":0.9827187,"about_ca_system_score_codex":0.0004049612,"about_ca_system_score_gemma":0.00012835013,"threshold_uncertainty_score":0.9993725},"labels":[],"label_agreement":null},{"id":"W3088198731","doi":"10.2118/202056-ms","title":"Field Testing of the Flowback Technology for Multistage-Fractured Horizontal Wells: Test Results and Primary Interpretation of the Results","year":2020,"lang":"en","type":"article","venue":"SPE Russian Petroleum Technology Conference","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Optech (Canada)","funders":"","keywords":"Wellhead; Petroleum engineering; Hydraulic fracturing; Well test (oil and gas); Choke; Geology; Injection well; Fracturing fluid; Volumetric flow rate; Completion (oil and gas wells); Geotechnical engineering; Environmental science; Engineering; Mechanics","score_opus":0.008768587728256724,"score_gpt":0.2059048041041315,"score_spread":0.19713621637587478,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3088198731","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.77484167,0.0019316471,0.05221555,0.14194338,0.0007695264,0.0015536997,0.0011704514,0.0015495495,0.024024524],"genre_scores_gemma":[0.99621123,0.000046867644,0.0035137956,0.000066524226,0.00003166237,0.000019042076,0.0000079525435,0.000020365109,0.00008258456],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9987073,0.000024442985,0.00055331585,0.00032185912,0.00014314523,0.0002499482],"domain_scores_gemma":[0.9986877,0.00034958447,0.0002667256,0.0005831549,0.00007251505,0.00004031164],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00013466399,0.00020488659,0.00039495245,0.00017746828,0.000098781275,0.000015510863,0.0007191235,0.0003886917,0.000003389885],"category_scores_gemma":[0.0023686874,0.00013317188,0.00010247313,0.00067089376,0.00035994296,0.000053757452,0.0002363659,0.000578238,0.0000016551749],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0021474862,0.0003963693,0.049695704,0.0034597784,0.0013602494,0.00003869392,0.0050389282,0.075717814,0.517421,0.004252008,0.004196631,0.3362753],"study_design_scores_gemma":[0.0029273052,0.0009473838,0.01106453,0.0007881233,0.00022044314,0.000025999489,0.000669198,0.49427962,0.48029143,0.0021423271,0.0061513847,0.0004922647],"about_ca_topic_score_codex":0.00003205405,"about_ca_topic_score_gemma":0.00007760022,"teacher_disagreement_score":0.4185618,"about_ca_system_score_codex":0.000033626406,"about_ca_system_score_gemma":0.00006325998,"threshold_uncertainty_score":0.5430592},"labels":[],"label_agreement":null},{"id":"W3088224255","doi":"10.1002/cjce.23888","title":"Variations and model of the rheological parameters of low damage BCG − CO<sub>2</sub> fracturing fluid","year":2020,"lang":"en","type":"article","venue":"The Canadian Journal of Chemical Engineering","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"National Natural Science Foundation of China","keywords":"Rheology; Fracturing fluid; Materials science; Shear rate; Viscosity; Hydraulic fracturing; Permeability (electromagnetism); Composite material; Petroleum engineering; Geology; Chemistry","score_opus":0.008899467604320947,"score_gpt":0.1734171684798382,"score_spread":0.16451770087551726,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3088224255","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.98270094,0.0002542458,0.016200276,0.00067939586,0.000051138522,0.000042716816,0.000011677064,0.000012450144,0.000047143298],"genre_scores_gemma":[0.99924785,0.000017345888,0.00059750257,0.00006103581,0.00005563207,9.540408e-7,8.365976e-7,0.000017881363,9.367452e-7],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99918675,0.000015562006,0.0003598331,0.00006975881,0.00016872444,0.00019935545],"domain_scores_gemma":[0.99928224,0.00012966795,0.00008608011,0.00014978126,0.0000482439,0.00030399486],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00016501726,0.00012392337,0.00027308456,0.000073301446,0.000041444746,0.000019199877,0.0003276053,0.000092267706,0.0000056901213],"category_scores_gemma":[0.0003089575,0.000080324106,0.00015009409,0.00018071377,0.000093785326,0.00006442831,0.000022302,0.00046290853,4.2548962e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000024236747,0.0000018131044,0.000044436692,0.000057189867,0.00007789862,0.0000029620962,0.00032815218,0.74078554,0.25853357,0.000024406718,0.000045577723,0.000096038006],"study_design_scores_gemma":[0.000090152724,0.0000067201117,0.00014462117,0.00005013414,0.000040932042,0.000006539255,0.00000734789,0.5791294,0.42042786,0.000028375889,0.000010037847,0.000057917838],"about_ca_topic_score_codex":0.00008454015,"about_ca_topic_score_gemma":0.000024105428,"teacher_disagreement_score":0.16189429,"about_ca_system_score_codex":0.000054321466,"about_ca_system_score_gemma":0.000087866996,"threshold_uncertainty_score":0.3275522},"labels":[],"label_agreement":null},{"id":"W3088283232","doi":"","title":"Modelling Borehole Expansion in Weak Rocks Using CDM Approach","year":2020,"lang":"en","type":"article","venue":"54th U.S. Rock Mechanics/Geomechanics Symposium","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Geology; Borehole; Geotechnical engineering","score_opus":0.02019460641802042,"score_gpt":0.2097687845788507,"score_spread":0.18957417816083028,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3088283232","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.008770842,0.00090363924,0.98605007,0.00037043213,0.00058145466,0.00047838784,0.000029405783,0.00083101646,0.001984772],"genre_scores_gemma":[0.9947642,0.0006266604,0.003340941,0.0002856201,0.0004278069,0.000056183464,0.000093469185,0.00025555852,0.00014953205],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9959708,0.00010930168,0.0009697181,0.0010257113,0.0007394073,0.0011850592],"domain_scores_gemma":[0.9983305,0.00005201745,0.00015581666,0.0007775749,0.00011193008,0.0005721762],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00042532024,0.00075335294,0.00093259785,0.00050003326,0.00027422304,0.00014362136,0.00082182983,0.00058611535,0.00006937174],"category_scores_gemma":[0.00003461282,0.00078891387,0.00036851107,0.001431434,0.000004408349,0.0004346488,0.00034560214,0.0011068361,0.00009816912],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000031236632,0.00008423656,0.0000029349521,0.00029782383,0.000105878964,0.000027213599,0.0009325737,0.9617652,0.03595989,0.00037760587,0.00033009055,0.00008529742],"study_design_scores_gemma":[0.0007513362,0.000086072774,9.032343e-8,0.00011950991,0.00012175914,0.000021222793,0.000650366,0.9787669,0.01483411,0.0009866329,0.002789528,0.00087244296],"about_ca_topic_score_codex":0.00031489442,"about_ca_topic_score_gemma":0.000022265382,"teacher_disagreement_score":0.9859934,"about_ca_system_score_codex":0.00035499054,"about_ca_system_score_gemma":0.00009443796,"threshold_uncertainty_score":0.99945617},"labels":[],"label_agreement":null},{"id":"W3088786393","doi":"","title":"Mapping Fracture Complexity in Hydraulically Fractured Montney Shale by Serial Section Reconstruction","year":2020,"lang":"en","type":"article","venue":"54th U.S. Rock Mechanics/Geomechanics Symposium","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Geology; Section (typography); Fracture (geology); Oil shale; Geotechnical engineering; Computer science; Paleontology","score_opus":0.013395340728174105,"score_gpt":0.2029539418966257,"score_spread":0.18955860116845158,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3088786393","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.03065132,0.00067200407,0.95668447,0.0050410843,0.0029440024,0.00088076986,0.00013758281,0.001643058,0.0013456981],"genre_scores_gemma":[0.9960154,0.00048693074,0.00056767854,0.0011348682,0.0011354237,0.00008074333,0.00031719203,0.00017758977,0.00008414751],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99605757,0.00016684903,0.0010643576,0.0010362599,0.00065984164,0.0010151165],"domain_scores_gemma":[0.99830693,0.00007425823,0.00025423727,0.0006336599,0.00013718552,0.0005937571],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00038195748,0.0007765392,0.0009712898,0.00039031848,0.00030978315,0.00018693754,0.0006726225,0.0009362881,0.00043121318],"category_scores_gemma":[0.00010468683,0.0008231556,0.00036451593,0.0012570792,0.000010610326,0.00055114896,0.00019333088,0.0016170136,0.00013207023],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00010844693,0.00009229347,0.000016428943,0.0002602829,0.00023134195,0.00003807726,0.0014072639,0.80100065,0.18919738,0.00008252861,0.0068621538,0.0007031669],"study_design_scores_gemma":[0.0012782863,0.00015791952,0.000013524968,0.00010808122,0.0000737395,0.000058666403,0.00037746833,0.9297928,0.04823652,0.0022491831,0.016704878,0.00094890926],"about_ca_topic_score_codex":0.00023563363,"about_ca_topic_score_gemma":0.00025752708,"teacher_disagreement_score":0.9653641,"about_ca_system_score_codex":0.00046539045,"about_ca_system_score_gemma":0.000072046874,"threshold_uncertainty_score":0.99942195},"labels":[],"label_agreement":null},{"id":"W3089214230","doi":"10.1002/ese3.804","title":"Three‐dimensional complex fracture propagation simulation: Implications for rapid decline of production capacity","year":2020,"lang":"en","type":"article","venue":"Energy Science & Engineering","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":11,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"China Scholarship Council; National Natural Science Foundation of China","keywords":"Mechanics; Viscosity; Fracture (geology); Materials science; Geomechanics; Hydraulic fracturing; Stress (linguistics); Geotechnical engineering; Complex fracture; Geology; Physics; Composite material","score_opus":0.029346063552083714,"score_gpt":0.24213852711746478,"score_spread":0.21279246356538106,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3089214230","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.09594465,0.00009749367,0.9017077,0.0017113789,0.0001488249,0.00011441578,0.000008648771,0.00022520169,0.00004167991],"genre_scores_gemma":[0.9885575,0.0000040824266,0.011007057,0.00007998695,0.0002769944,0.000025624684,0.000027006443,0.000018052446,0.0000037010811],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9990566,0.0000037930395,0.0002479653,0.00024937443,0.00023151105,0.00021080811],"domain_scores_gemma":[0.9994022,0.000056591995,0.000048972524,0.00019910448,0.0001734271,0.000119682714],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00018569654,0.00012844935,0.00016426374,0.00013404642,0.00013063187,0.000025092666,0.00020942574,0.000049372622,0.00001690855],"category_scores_gemma":[0.00022649327,0.00011933993,0.000070770635,0.0007086258,0.00007107939,0.00026305363,0.00003058066,0.00008906018,0.0000011799121],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000025922814,0.000007235905,0.00004928278,0.00001342081,0.000013980551,5.979087e-8,0.000060336624,0.8880491,0.10969778,0.0013328537,0.0000852385,0.0006880979],"study_design_scores_gemma":[0.00008726836,0.00002090214,0.005397856,0.000011319582,0.000014682403,0.0000010955281,0.0000032767643,0.9175576,0.061278693,0.000079255835,0.015422659,0.00012539937],"about_ca_topic_score_codex":0.000019198997,"about_ca_topic_score_gemma":0.0000101268415,"teacher_disagreement_score":0.8926128,"about_ca_system_score_codex":0.000053354157,"about_ca_system_score_gemma":0.000032423566,"threshold_uncertainty_score":0.4866541},"labels":[],"label_agreement":null},{"id":"W3090275667","doi":"10.2118/0920-0030-jpt","title":"New Fracture Diagnostic Test Delivers Tight Reservoir Data in 2 Hours or Less, Bolsters Future of Engineered Completions","year":2020,"lang":"en","type":"article","venue":"Journal of Petroleum Technology","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Petroleum engineering; Completion (oil and gas wells); Scale (ratio); Production (economics); Tight gas; Fracture (geology); Computer science; Engineering; Operations management; Hydraulic fracturing; Economics; Geotechnical engineering","score_opus":0.01635935199221916,"score_gpt":0.23338809033036848,"score_spread":0.2170287383381493,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3090275667","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.73347193,0.023982681,0.12829696,0.11145375,0.0012809478,0.00028324375,0.0002490107,0.00060518127,0.0003763311],"genre_scores_gemma":[0.99361026,0.0016692061,0.004119257,0.000107032385,0.00040506525,0.0000013729635,0.000021188356,0.000034670284,0.000031944328],"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","domain_scores_codex":[0.9985405,0.000026743443,0.0006531536,0.00019344762,0.00028919074,0.00029695817],"domain_scores_gemma":[0.9985335,0.00045033413,0.00022067262,0.0005443105,0.000079248806,0.00017197269],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001556703,0.00021396087,0.00063095434,0.0007013817,0.00003183439,0.000018176795,0.0012658227,0.00027458958,0.00011939098],"category_scores_gemma":[0.0011808103,0.00016641023,0.00011719331,0.00088038266,0.000063502375,0.00020176379,0.00014933491,0.001116826,0.000007712893],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000068747584,0.00008624055,0.011067636,0.00016284396,0.0003819411,0.0005700316,0.00025420176,0.9317393,0.0023777038,0.00001185843,0.04908987,0.004189647],"study_design_scores_gemma":[0.009770829,0.0019728784,0.042015612,0.0016266989,0.0012877001,0.00087937707,0.009112581,0.32342836,0.012290673,0.00031373487,0.59553456,0.0017670037],"about_ca_topic_score_codex":0.000046975114,"about_ca_topic_score_gemma":0.00024555513,"teacher_disagreement_score":0.6083109,"about_ca_system_score_codex":0.00008046879,"about_ca_system_score_gemma":0.000112955386,"threshold_uncertainty_score":0.6786012},"labels":[],"label_agreement":null},{"id":"W3091331463","doi":"","title":"In-Situ Stress Perturbation, Wellbore Stability and Hydraulic Fracturing Design Near a Fault Region","year":2020,"lang":"en","type":"article","venue":"54th U.S. Rock Mechanics/Geomechanics Symposium","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Petro Geotech (Canada)","funders":"","keywords":"Wellbore; Hydraulic fracturing; Geology; Perturbation (astronomy); Stress (linguistics); Geotechnical engineering; Petroleum engineering","score_opus":0.014862638450060835,"score_gpt":0.2034710624193685,"score_spread":0.18860842396930766,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3091331463","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.031489782,0.0014130856,0.95788825,0.0059107826,0.0006579321,0.0009797167,0.000029831048,0.00092023343,0.0007104207],"genre_scores_gemma":[0.9967199,0.0012533884,0.00056178577,0.0008114463,0.00028194912,0.00008410469,0.000045787638,0.00015953377,0.00008208174],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99639606,0.00020628194,0.0008449521,0.0010416753,0.00058665057,0.0009243915],"domain_scores_gemma":[0.99814594,0.00019378556,0.00017159822,0.0007519068,0.00014380456,0.00059296325],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0004515835,0.0007059298,0.00081194204,0.00026001252,0.0003342436,0.00024121531,0.0006117022,0.00052162865,0.00009504724],"category_scores_gemma":[0.00016386746,0.00071067305,0.00021528466,0.0008924436,0.0000127132125,0.0006129827,0.0002829751,0.0009685037,0.00007328992],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00008339278,0.000089582194,0.000022771068,0.0005504335,0.00015437504,0.0001112944,0.0035119017,0.96522206,0.02875049,0.00038272273,0.00087679335,0.00024416656],"study_design_scores_gemma":[0.0007746618,0.0001677675,0.0000072279036,0.00011054148,0.000106456566,0.000025231691,0.00041739858,0.88270545,0.10844775,0.0024131755,0.00409009,0.0007342468],"about_ca_topic_score_codex":0.000085615815,"about_ca_topic_score_gemma":0.00008062631,"teacher_disagreement_score":0.96523017,"about_ca_system_score_codex":0.00028848814,"about_ca_system_score_gemma":0.00009006818,"threshold_uncertainty_score":0.9995344},"labels":[],"label_agreement":null},{"id":"W3091392292","doi":"","title":"Sand Production In the Injecting and Fracturing Well: Modelling, Mechanisms, and Predictions","year":2020,"lang":"en","type":"article","venue":"54th U.S. Rock Mechanics/Geomechanics Symposium","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Petro Geotech (Canada)","funders":"","keywords":"Production (economics); Geology; Petroleum engineering; Environmental science; Economics","score_opus":0.010860254750083537,"score_gpt":0.19717813243142152,"score_spread":0.18631787768133798,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3091392292","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.02262506,0.0013005931,0.97022223,0.003440009,0.00064307713,0.0006742226,0.00001652736,0.0005908785,0.00048738453],"genre_scores_gemma":[0.99602735,0.002320281,0.0007284754,0.00033629593,0.00034327593,0.00007775645,0.000020545469,0.00009700381,0.000048989376],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9975661,0.00011536151,0.0005505631,0.00072710984,0.00043988365,0.00060096575],"domain_scores_gemma":[0.99904317,0.00009994263,0.00011236208,0.0004362644,0.000060535738,0.0002477172],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0006569954,0.00045780005,0.0004513211,0.00027648793,0.00045960263,0.0001926932,0.00034932545,0.00028391145,0.000028697857],"category_scores_gemma":[0.000072654926,0.00039308393,0.00010281791,0.0006746347,0.000007291484,0.00036794084,0.00018607371,0.00092684146,0.000019902162],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000016980814,0.00003166339,0.000005501919,0.00023035816,0.00008738905,0.000015192338,0.0025749058,0.98657465,0.009383073,0.0006878046,0.00024068194,0.00015182342],"study_design_scores_gemma":[0.00037062637,0.00012617507,0.000002285754,0.00008759989,0.00014039307,0.00006904153,0.0011937742,0.97883177,0.012559954,0.0045395903,0.0016596396,0.00041916824],"about_ca_topic_score_codex":0.000096206175,"about_ca_topic_score_gemma":0.000046158595,"teacher_disagreement_score":0.9734023,"about_ca_system_score_codex":0.00008117034,"about_ca_system_score_gemma":0.000026828522,"threshold_uncertainty_score":0.9998521},"labels":[],"label_agreement":null},{"id":"W3091819640","doi":"10.3997/2214-4609.202035075","title":"Huff-n-Puff (HNP) Pilot Design in Shale Reservoirs Using Dual-Porosity, Dual-Permeability Compositional Simulations","year":2020,"lang":"en","type":"article","venue":"ECMOR XVII","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Encana (Canada); University of Calgary","funders":"","keywords":"Porosity; Monte Carlo method; Parametric statistics; Oil shale; Probabilistic logic; Petroleum engineering; Permeability (electromagnetism); Markov chain Monte Carlo; Computer science; Kriging; Environmental science; Mathematical optimization; Geology; Mathematics; Geotechnical engineering; Statistics; Chemistry","score_opus":0.056957343041728246,"score_gpt":0.2675729525254224,"score_spread":0.21061560948369415,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3091819640","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9744032,0.00015908702,0.022779495,0.0011819982,0.00013370936,0.00027006035,0.000064518805,0.00033302882,0.00067488034],"genre_scores_gemma":[0.99488634,0.000009822636,0.0044507645,0.00017700826,0.00026823473,0.000011740434,0.00009510643,0.000050196817,0.0000508135],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99815124,0.00016512608,0.00048517503,0.00039608433,0.0003814347,0.00042095367],"domain_scores_gemma":[0.99904066,0.00025099248,0.000049288665,0.00035191845,0.00006649762,0.00024065094],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0002986313,0.00026060065,0.0003794433,0.00016318307,0.00021416614,0.000079751684,0.00019537467,0.00011061834,0.00040439848],"category_scores_gemma":[0.00014120761,0.00027240455,0.00012761824,0.0006347076,0.00007926755,0.0002599635,0.000111703266,0.0004282356,0.00010517641],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000032739255,0.00010575437,0.0041535017,0.00007928155,0.00006534401,0.000055084773,0.000570468,0.96662027,0.027727984,0.000012394041,0.0005506855,0.000026469977],"study_design_scores_gemma":[0.0006378499,0.000086165186,0.020642817,0.00005014082,0.000054243137,0.000011032449,0.000089192574,0.96977687,0.0077505503,0.0002228819,0.00030475578,0.00037350794],"about_ca_topic_score_codex":0.00019987395,"about_ca_topic_score_gemma":0.000096307136,"teacher_disagreement_score":0.020483091,"about_ca_system_score_codex":0.00020114648,"about_ca_system_score_gemma":0.0000520319,"threshold_uncertainty_score":0.9999728},"labels":[],"label_agreement":null},{"id":"W3091933938","doi":"10.29169/1927-5129.2020.16.08","title":"Decline Curve Analysis of Shale Oil Production Using a Constrained Monte Carlo Technique","year":2020,"lang":"en","type":"article","venue":"Journal of Basic & Applied Sciences","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Monte Carlo method; Oil shale; Petroleum engineering; Production (economics); Oil production; Shale oil; Environmental science; Geology; Econometrics; Statistics; Mathematics; Economics; Paleontology","score_opus":0.024708285838217936,"score_gpt":0.25522562971317986,"score_spread":0.23051734387496192,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3091933938","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.971854,0.00030988813,0.025886597,0.00055950484,0.0000973428,0.00004910128,0.00000590189,0.00003566139,0.0012020156],"genre_scores_gemma":[0.9926371,0.00006119314,0.00708401,0.000040077186,0.00015921314,0.0000020137236,5.116406e-7,0.0000073216197,0.000008582429],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9985978,0.000026740088,0.00056021236,0.00016031862,0.00048556185,0.00016935277],"domain_scores_gemma":[0.9993195,0.000049288694,0.00029542056,0.000110035864,0.00011117652,0.000114569644],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009092067,0.00011900157,0.00047793248,0.00048287617,0.00008418586,0.000035459543,0.00030533154,0.000054976408,0.00003526136],"category_scores_gemma":[0.000095808704,0.000090197216,0.00023875345,0.0022767594,0.00020734184,0.00014290138,0.000030659325,0.00021334914,7.052798e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000010792263,0.000017141707,0.00057635497,0.000040246647,0.000402666,0.0000051488937,0.00042521488,0.91113466,0.08469375,0.0000043871787,0.000049350994,0.002640277],"study_design_scores_gemma":[0.00029814403,0.00012053567,0.0009890043,0.00008988498,0.0016539549,0.000037246366,0.0013576484,0.7968076,0.19797274,0.00006459797,0.00032801,0.000280661],"about_ca_topic_score_codex":0.000029358218,"about_ca_topic_score_gemma":0.00002054528,"teacher_disagreement_score":0.1143271,"about_ca_system_score_codex":0.000038033006,"about_ca_system_score_gemma":0.00008309433,"threshold_uncertainty_score":0.3678136},"labels":[],"label_agreement":null},{"id":"W3091935401","doi":"10.1021/acsomega.0c04471","title":"Correction to Flow Rate Profile Interpretation for a Two-Phase Flow in Multistage Fractured Horizontal Wells by Inversion of DTS Data","year":2020,"lang":"en","type":"erratum","venue":"ACS Omega","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Inversion (geology); Geology; Interpretation (philosophy); Volumetric flow rate; Flow (mathematics); Petroleum engineering; Geophysics; Mechanics; Petrology; Computer science; Seismology; Physics; Programming language","score_opus":0.010991703502756415,"score_gpt":0.266751620378351,"score_spread":0.2557599168755946,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3091935401","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.02313053,0.005693036,0.81586474,0.0019114668,0.11756454,0.0072068376,0.01868572,0.0013910283,0.008552095],"genre_scores_gemma":[0.93925,0.00021621473,0.0030842954,0.00017954828,0.001041589,0.00014359815,0.036846362,0.00017128274,0.019067142],"study_design_codex":"not_applicable","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99825215,0.0000728264,0.0005273674,0.00057232525,0.00026412247,0.00031119006],"domain_scores_gemma":[0.9989024,0.00015617916,0.0001468702,0.0005714354,0.000069473426,0.00015364507],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00025442266,0.00037039752,0.00064165774,0.00036104553,0.000050136132,0.000059369628,0.00057609385,0.0003597168,0.000033815417],"category_scores_gemma":[0.0004902768,0.00036867932,0.00013504231,0.00045753,0.0000201001,0.00026653757,0.00016162836,0.0008197837,0.000045918205],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00019240804,0.000060161376,0.0000020767095,0.00044604222,0.00015375706,0.000010779968,0.00072121876,0.11864385,0.0053751133,3.5753096e-8,0.86024344,0.014151131],"study_design_scores_gemma":[0.0009770055,0.00013915001,0.0000069758066,0.00034510583,0.00009637596,6.0348185e-7,0.00005764316,0.75803685,0.006439951,0.000002327881,0.23361734,0.000280688],"about_ca_topic_score_codex":0.0005247199,"about_ca_topic_score_gemma":0.0008131811,"teacher_disagreement_score":0.91611946,"about_ca_system_score_codex":0.00021092684,"about_ca_system_score_gemma":0.00007060695,"threshold_uncertainty_score":0.9998765},"labels":[],"label_agreement":null},{"id":"W3093256379","doi":"","title":"Prediction of Sand Production and Optimization of Sand Control Methods in the Production Test Process of Deep Water Gas Wells","year":2020,"lang":"en","type":"article","venue":"54th U.S. Rock Mechanics/Geomechanics Symposium","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Production (economics); Process (computing); Environmental science; Petroleum engineering; Process engineering; Engineering; Computer science; Economics","score_opus":0.00930228954089385,"score_gpt":0.22102083761915844,"score_spread":0.2117185480782646,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3093256379","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.021167144,0.00052904326,0.97487205,0.0016033369,0.00052586914,0.0010399105,0.000039914525,0.000114680326,0.000108071836],"genre_scores_gemma":[0.9972974,0.00071121124,0.0016402203,0.000029359237,0.00016682621,0.00005867531,0.00003579443,0.00004969686,0.000010800108],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99782556,0.0001880995,0.00084196246,0.00043889077,0.0004052092,0.00030027473],"domain_scores_gemma":[0.99888915,0.00010245938,0.00025978795,0.0003808981,0.000286786,0.00008089482],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0010669391,0.00028364648,0.0005765561,0.0002704498,0.000080874684,0.000020182479,0.00025405447,0.0002128688,0.000025851872],"category_scores_gemma":[0.00041824055,0.00020714641,0.00010839604,0.0006965086,0.0000134390775,0.00026289967,0.000047087644,0.00029679714,0.000001101975],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000048333724,0.00007413587,0.000022459559,0.0007374295,0.00007609821,5.133085e-7,0.0020636334,0.6375328,0.35925445,0.000013827801,0.000026463635,0.00014988895],"study_design_scores_gemma":[0.00027144686,0.00017472763,0.0000024889594,0.000079234705,0.00015875515,0.000007939049,0.0002535972,0.53466356,0.46401462,0.00024889575,0.00002246338,0.00010225193],"about_ca_topic_score_codex":0.000022975573,"about_ca_topic_score_gemma":0.000005750739,"teacher_disagreement_score":0.97613025,"about_ca_system_score_codex":0.00004248577,"about_ca_system_score_gemma":0.000024751613,"threshold_uncertainty_score":0.8447186},"labels":[],"label_agreement":null},{"id":"W3093258400","doi":"10.2118/203844-pa","title":"A Coupled Flow–Geomechanical Modeling of Out-of-Sequence Fracturing Using a Dual-Lattice Implementation of Synthetic-Rock-Mass Approach","year":2020,"lang":"en","type":"article","venue":"SPE Production & Operations","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Geology; Anisotropy; Fracture (geology); Slippage; Hydraulic fracturing; Slip (aerodynamics); Shear (geology); Mechanics; Geotechnical engineering; Petrology; Structural engineering; Engineering; Physics","score_opus":0.0507668549590405,"score_gpt":0.29362867136550164,"score_spread":0.24286181640646115,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3093258400","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.31429115,0.00005950807,0.6849095,0.00030757402,0.00013093532,0.0001896381,0.000013044885,0.000052401774,0.00004624597],"genre_scores_gemma":[0.8750553,0.000038014347,0.124689266,0.000007289245,0.0001427109,0.000012922303,0.000025400754,0.000022386834,0.0000066950743],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99867237,0.000042980784,0.0006000135,0.0002636985,0.00026592505,0.00015502804],"domain_scores_gemma":[0.9993741,0.000015883676,0.00008140997,0.00025680588,0.00021508882,0.00005670872],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00021524799,0.00014004923,0.0003011682,0.00012029015,0.00009101291,0.00001845837,0.00010372752,0.00006462739,0.00008803841],"category_scores_gemma":[0.00010347636,0.00013867114,0.00010357507,0.00035608205,0.000024089259,0.00024498816,0.000028866521,0.00016688573,0.0000030390127],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00000592239,0.000024189638,0.000020419953,0.00017791845,0.000092562084,2.6819228e-7,0.0017919744,0.81127393,0.18641827,0.000018996741,0.000003231062,0.00017231458],"study_design_scores_gemma":[0.000114687384,0.000021892089,0.0000040928066,0.00003702779,0.00012833608,0.0000035799144,0.0011573778,0.8786903,0.11970584,0.000018913259,0.000008293633,0.0001096861],"about_ca_topic_score_codex":0.00015444543,"about_ca_topic_score_gemma":0.000025205183,"teacher_disagreement_score":0.5607642,"about_ca_system_score_codex":0.000046487236,"about_ca_system_score_gemma":0.00005807345,"threshold_uncertainty_score":0.56548446},"labels":[],"label_agreement":null},{"id":"W3093562556","doi":"10.2118/201663-ms","title":"Completion Sand Control Evolution in the Peng Lai Field, Bohai Bay, Offshore China","year":2020,"lang":"en","type":"article","venue":"SPE Annual Technical Conference and Exhibition","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"ConocoPhillips (Canada)","funders":"","keywords":"Completion (oil and gas wells); Submarine pipeline; Range (aeronautics); Bay; Field (mathematics); Petroleum engineering; Civil engineering; Engineering; Marine engineering; Geology; Geotechnical engineering; Mathematics","score_opus":0.011524398914392595,"score_gpt":0.22724418314072276,"score_spread":0.21571978422633015,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3093562556","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.6891044,0.0006435572,0.2653126,0.02709153,0.00009139891,0.0005637917,0.000060663868,0.0005054055,0.016626658],"genre_scores_gemma":[0.99911875,0.00013923901,0.00006550625,0.0004868161,0.0001291673,0.000016321277,0.00003076571,0.0000074697855,0.000005945727],"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","domain_scores_codex":[0.9992212,0.000058074645,0.00020089289,0.00017438817,0.00016742758,0.0001780119],"domain_scores_gemma":[0.999702,0.00005854548,0.000022083188,0.00012044564,0.000031335392,0.00006562485],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00017692694,0.000119876015,0.00018619174,0.000048141246,0.00007843519,0.00005305976,0.00012169215,0.00012469546,0.000075119155],"category_scores_gemma":[0.0000678348,0.00008858627,0.000057153873,0.00018898131,0.000043864617,0.0001598731,0.000021435357,0.00036594548,0.000014647069],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0019315442,0.0014080977,0.07801319,0.0030756437,0.0007161439,0.00066064036,0.03964461,0.31570718,0.15729816,0.0627281,0.22853205,0.11028464],"study_design_scores_gemma":[0.003278702,0.0010966226,0.5628254,0.00040571557,0.00021754068,0.00006636486,0.0032471765,0.39894986,0.002611814,0.012504948,0.013632337,0.001163567],"about_ca_topic_score_codex":0.00010478328,"about_ca_topic_score_gemma":0.00014537756,"teacher_disagreement_score":0.48481217,"about_ca_system_score_codex":0.000026899008,"about_ca_system_score_gemma":0.000009847392,"threshold_uncertainty_score":0.3612443},"labels":[],"label_agreement":null},{"id":"W3093660033","doi":"10.2118/201557-ms","title":"Importance of Multiple-Contact and Swelling Tests for Huff-n-Puff Simulations: A Montney Shale Example","year":2020,"lang":"en","type":"article","venue":"SPE Annual Technical Conference and Exhibition","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":7,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Petroleum engineering; Oil shale; Environmental science; Computer science; Engineering","score_opus":0.038583370691062366,"score_gpt":0.2664245115523649,"score_spread":0.22784114086130253,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3093660033","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9242015,0.00045941203,0.073843114,0.00046344916,0.00001708959,0.0002904196,0.0001479648,0.00020348768,0.00037359592],"genre_scores_gemma":[0.99798805,0.00022711506,0.0015420404,0.00007441178,0.000066473076,0.000016334126,0.000063446605,0.000014221817,0.0000078824305],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99924165,0.000010363293,0.00026815548,0.00022287303,0.000097246,0.00015973319],"domain_scores_gemma":[0.9994792,0.00016749038,0.00004552946,0.00011450172,0.00008201048,0.000111309884],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00008323425,0.00012517147,0.00023744225,0.0000467977,0.00005846861,0.00002725293,0.000063573716,0.000097586555,0.000021202784],"category_scores_gemma":[0.00016665278,0.000115638126,0.000054276003,0.00011535212,0.000041935964,0.00018384906,0.00003569533,0.00013334406,0.000001369477],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0006726466,0.00040583307,0.077745624,0.0044333027,0.0005427239,0.000049339647,0.007823035,0.26914036,0.5716374,0.004523469,0.0067886394,0.05623767],"study_design_scores_gemma":[0.0014135417,0.00051158364,0.023986885,0.00028982383,0.00013689691,0.000007899419,0.00058161875,0.9400627,0.024768397,0.005437452,0.0022124075,0.0005907634],"about_ca_topic_score_codex":0.00007270822,"about_ca_topic_score_gemma":0.00015175667,"teacher_disagreement_score":0.6709224,"about_ca_system_score_codex":0.000010358906,"about_ca_system_score_gemma":0.0000108484255,"threshold_uncertainty_score":0.47155857},"labels":[],"label_agreement":null},{"id":"W3093765184","doi":"10.2118/201453-ms","title":"A New Machine Learning Procedure to Generate Highly Accurate Synthetic Shear Sonic Logs in Unconventional Reservoirs","year":2020,"lang":"en","type":"article","venue":"SPE Annual Technical Conference and Exhibition","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":10,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Computer science; Convolutional neural network; Suite; Artificial neural network; Hydraulic fracturing; Shear (geology); Recurrent neural network; Fracture (geology); Process (computing); Geology; Machine learning; Artificial intelligence; Geotechnical engineering","score_opus":0.018235115045739315,"score_gpt":0.2416083260435303,"score_spread":0.22337321099779098,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3093765184","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.89153117,0.00086192944,0.07790383,0.025371999,0.00009714569,0.00052160484,0.00006182969,0.0009458468,0.0027046334],"genre_scores_gemma":[0.9982453,0.00027102005,0.00080661895,0.00025308473,0.00012363834,0.000018656974,0.00005283871,0.000022281409,0.00020656595],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9988188,0.00004397079,0.00029108068,0.00034529797,0.0002016763,0.00029915347],"domain_scores_gemma":[0.9994904,0.000029490247,0.000028561844,0.000115140334,0.00005252784,0.0002839045],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00015708487,0.00018609763,0.00025914094,0.00012386819,0.00006992352,0.00007602464,0.00014159587,0.00014879045,0.0002005497],"category_scores_gemma":[0.00012799613,0.0001697155,0.00006788804,0.00041215538,0.00003070543,0.00019917561,0.00007953991,0.00050139596,0.00009427597],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00025227692,0.00008506922,0.001226645,0.000517141,0.00009695902,0.00015991679,0.0018372322,0.93460566,0.036144927,0.0016215125,0.012150326,0.011302361],"study_design_scores_gemma":[0.0025513684,0.001374844,0.009722306,0.0012110332,0.00016264005,0.00008683851,0.0010452804,0.9102297,0.02868177,0.0054645278,0.03748106,0.001988672],"about_ca_topic_score_codex":0.00013957592,"about_ca_topic_score_gemma":0.00025601286,"teacher_disagreement_score":0.10671411,"about_ca_system_score_codex":0.000044163742,"about_ca_system_score_gemma":0.00005494165,"threshold_uncertainty_score":0.6920797},"labels":[],"label_agreement":null},{"id":"W3093945403","doi":"10.2118/203848-pa","title":"Characterizing Returning Polymers in Hydraulic-Fracturing Flowback and Produced Water: Implications for Colloid Formation (includes associated erratum)","year":2020,"lang":"en","type":"article","venue":"SPE Journal","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":9,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"MacEwan University; University of Alberta","funders":"","keywords":"Colloid; Hydrolysis; Fourier transform infrared spectroscopy; Polymer; Polyacrylamide; Reducer; Chemistry; Produced water; Chemical engineering; Environmental engineering; Environmental science; Organic chemistry; Polymer chemistry; Engineering","score_opus":0.016296290712138322,"score_gpt":0.23085547433472128,"score_spread":0.21455918362258297,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3093945403","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9816701,0.0003308085,0.0050051594,0.011805553,0.0001741951,0.00022572848,0.000009867106,0.00013509093,0.000643528],"genre_scores_gemma":[0.9986671,0.0002613712,0.00034038044,0.00024950845,0.00033490904,0.000016031006,0.000043252727,0.000036677855,0.000050721665],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.998829,0.000038351947,0.00044414433,0.00016998021,0.00012887224,0.0003896373],"domain_scores_gemma":[0.9995194,0.000039757637,0.000098463315,0.000104339655,0.000051217878,0.00018681279],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003566729,0.00017365767,0.00027759242,0.00017161992,0.0002754503,0.00019546022,0.00014493578,0.00010268129,0.000027412414],"category_scores_gemma":[0.0001473085,0.0001418576,0.000100730416,0.00020644895,0.000014910062,0.0005012018,0.000037728172,0.00045760375,0.000005339993],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000056539113,0.00003637662,0.0021552222,0.0002691198,0.00026489448,0.000009871387,0.011343894,0.10013905,0.87515265,0.0000026911362,0.0010804452,0.009489216],"study_design_scores_gemma":[0.0032308735,0.00020781365,0.041083742,0.0005129273,0.00024731908,0.00019813512,0.0013708344,0.52467674,0.40814945,0.00053944596,0.01862941,0.0011533194],"about_ca_topic_score_codex":0.000009933992,"about_ca_topic_score_gemma":0.000025775165,"teacher_disagreement_score":0.46700323,"about_ca_system_score_codex":0.00015438357,"about_ca_system_score_gemma":0.000019280784,"threshold_uncertainty_score":0.5784785},"labels":[],"label_agreement":null},{"id":"W3094117021","doi":"10.2118/201267-ms","title":"Comprehensive Analysis for Production Prediction of Hydraulic Fractured Shale Reservoirs Using Proxy Model Based on Deep Neural Network","year":2020,"lang":"en","type":"article","venue":"SPE Annual Technical Conference and Exhibition","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":12,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Computer science; Data pre-processing; Overfitting; Artificial neural network; Data mining; Workflow; Outlier; Random forest; Artificial intelligence; Machine learning; Database","score_opus":0.03597076108827488,"score_gpt":0.2573732487742111,"score_spread":0.2214024876859362,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3094117021","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.35757425,0.00011082107,0.6401113,0.0011067776,0.000053635827,0.00045954736,0.00011300177,0.0002769913,0.00019361485],"genre_scores_gemma":[0.99571574,0.000035989637,0.0035706987,0.00018292005,0.0002125297,0.000033969613,0.00022047154,0.000022050646,0.0000056438776],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9987149,0.000040159484,0.00036769122,0.00037753832,0.00024657574,0.00025309325],"domain_scores_gemma":[0.9992952,0.000052536823,0.00008567031,0.00022224872,0.0002177304,0.00012663438],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00011832645,0.00020199304,0.00039965374,0.0001606241,0.00011666988,0.000029603154,0.000104215746,0.0001888419,0.000015857635],"category_scores_gemma":[0.000073055126,0.00018387148,0.00019642599,0.00064258784,0.000091926384,0.00020692011,0.000027287742,0.0002592503,9.4077194e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00012567242,0.000029617215,0.00038872537,0.00015207873,0.000103186765,9.998251e-7,0.00018382705,0.991424,0.006819311,0.000017454075,0.00034080065,0.0004143194],"study_design_scores_gemma":[0.0002689734,0.00021346615,0.0013565042,0.000052109484,0.00035916656,9.0111894e-7,0.00010510009,0.9929211,0.0040044654,0.00043899537,0.000116471274,0.00016274875],"about_ca_topic_score_codex":0.00002287625,"about_ca_topic_score_gemma":0.0000151441,"teacher_disagreement_score":0.63814145,"about_ca_system_score_codex":0.000035500558,"about_ca_system_score_gemma":0.000018799901,"threshold_uncertainty_score":0.74980617},"labels":[],"label_agreement":null},{"id":"W3094171037","doi":"10.2118/201734-ms","title":"One Stage Forward or Two Stages Back, What are We Treating? Identification of Internal Casing Erosion During Hydraulic Fracturing - A Montney Case Study Using Ultrasonic and Fiber-Optic Diagnostics","year":2020,"lang":"en","type":"article","venue":"SPE Annual Technical Conference and Exhibition","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":12,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"ConocoPhillips (Canada)","funders":"","keywords":"Casing; Completion (oil and gas wells); Perforation; Hydraulic fracturing; Spark plug; Geology; Petroleum engineering; Stage (stratigraphy); Optical fiber; Geotechnical engineering; Engineering; Mechanical engineering","score_opus":0.0327750197279916,"score_gpt":0.2837127970265176,"score_spread":0.25093777729852595,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3094171037","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9916798,0.00048783983,0.007097727,0.00017036712,0.000025773083,0.00033036724,0.000044372326,0.00014081367,0.000022932973],"genre_scores_gemma":[0.99744666,0.0018471798,0.00052148884,0.000019446707,0.00008436318,0.00001242483,0.000010908527,0.00003324381,0.00002427314],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9984243,0.000068563066,0.000580124,0.00040117346,0.00025623234,0.00026964254],"domain_scores_gemma":[0.99914986,0.00015879187,0.00019179753,0.00021245767,0.000097973774,0.000189099],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00017590227,0.0002528567,0.00043176717,0.00014029503,0.00016767348,0.00025625332,0.00010100718,0.00012351992,0.000057838835],"category_scores_gemma":[0.00015347468,0.00023235254,0.00007020066,0.00022620999,0.000086326414,0.00079734094,0.000105554114,0.0003603817,0.0000038671474],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0009866746,0.0015776636,0.032386415,0.008384277,0.0012633958,0.0065306113,0.04692977,0.40896922,0.445339,0.00004087419,0.00011849784,0.04747358],"study_design_scores_gemma":[0.006539214,0.002138881,0.03416589,0.008091965,0.0018367049,0.0016498369,0.13051459,0.52482796,0.2874632,0.00020090268,0.00009008772,0.0024807914],"about_ca_topic_score_codex":0.00053803856,"about_ca_topic_score_gemma":0.0003396922,"teacher_disagreement_score":0.15787582,"about_ca_system_score_codex":0.00006952612,"about_ca_system_score_gemma":0.00001818332,"threshold_uncertainty_score":0.9475062},"labels":[],"label_agreement":null},{"id":"W3094176425","doi":"10.2118/201464-ms","title":"Coupled Versus Stratified Flow of Water and Hydrocarbon During Flowback and Post-flowback Processes","year":2020,"lang":"en","type":"article","venue":"SPE Annual Technical Conference and Exhibition","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Petroleum engineering; Imbibition; Volumetric flow rate; Multiphase flow; Flow (mathematics); Permeability (electromagnetism); Environmental science; Oil well; Geology; Geotechnical engineering; Mechanics; Chemistry","score_opus":0.013434745095083904,"score_gpt":0.22224756402996532,"score_spread":0.2088128189348814,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3094176425","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99725103,0.0003167743,0.0008127162,0.00075534196,0.000021879376,0.000112469184,0.00002669095,0.0001484337,0.00055468356],"genre_scores_gemma":[0.99857664,0.0010223974,0.0002263385,0.00003172751,0.000060579277,0.0000049411356,0.000050044935,0.0000141521505,0.000013149415],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99918187,0.000013306484,0.00022875835,0.0002453636,0.00013796947,0.00019275732],"domain_scores_gemma":[0.9996162,0.00003278372,0.000021861862,0.00009914512,0.00008983013,0.00014015706],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000051891413,0.00016242311,0.0002595553,0.00004882983,0.000060865434,0.00004840995,0.000061105595,0.00013345249,0.000040700514],"category_scores_gemma":[0.00005668986,0.00012564934,0.000030003475,0.00010468405,0.00010668327,0.00020456371,0.00006191742,0.00018425133,0.0000037235823],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000864499,0.00007659885,0.00025869912,0.0034764798,0.00021181058,0.00004468086,0.0047612204,0.009901177,0.9755299,0.00009237812,0.00020690325,0.004575646],"study_design_scores_gemma":[0.005826191,0.0018835376,0.009950186,0.0007131469,0.00046438954,0.000055019565,0.003725441,0.34449178,0.62950957,0.0012674781,0.0005167116,0.0015965204],"about_ca_topic_score_codex":0.000032521064,"about_ca_topic_score_gemma":0.000060223374,"teacher_disagreement_score":0.3460203,"about_ca_system_score_codex":0.000008033281,"about_ca_system_score_gemma":0.00001373987,"threshold_uncertainty_score":0.51238316},"labels":[],"label_agreement":null},{"id":"W3094227638","doi":"10.2118/204211-pa","title":"Practical Considerations in Alternate Fracturing with Shift/Fracture/Close Operation: Learnings from Geomechanical Modeling and Downhole Diagnostics","year":2020,"lang":"en","type":"article","venue":"SPE Drilling & Completion","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Fracture (geology); Hydraulic fracturing; Geology; Anisotropy; Isotropy; Stress (linguistics); Stress field; Comminution; Geotechnical engineering; Context (archaeology); Petroleum engineering; Engineering; Materials science; Structural engineering; Finite element method","score_opus":0.02544108634142509,"score_gpt":0.24651693377275613,"score_spread":0.22107584743133105,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3094227638","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.570569,0.00021545088,0.4237848,0.0050187674,0.00005443818,0.0001164399,0.0000072306666,0.00016251166,0.00007136861],"genre_scores_gemma":[0.9887211,0.0003267596,0.009874939,0.0005868909,0.00033136594,0.000011979137,0.00010332082,0.000041582825,0.0000021037044],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99866164,0.000061722254,0.00036166265,0.00038114664,0.0002683309,0.00026547292],"domain_scores_gemma":[0.99916613,0.00038803637,0.000052104522,0.00017324291,0.00004175995,0.00017872859],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00014680527,0.00022489962,0.0003220365,0.00008776122,0.00016896715,0.00022029223,0.000060473583,0.00012286431,0.00014387011],"category_scores_gemma":[0.00029489654,0.00020452675,0.000040364503,0.00012589406,0.000031382733,0.000287498,0.000043869935,0.0006682891,0.000034776353],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000018521332,0.000017699489,0.0010504223,0.000022894958,0.00005368178,0.00008530593,0.0012632409,0.9967178,0.00053354667,0.00008249219,0.00006172304,0.000092679664],"study_design_scores_gemma":[0.0005057768,0.000052027543,0.0012776564,0.00008677787,0.000058817375,0.00001615945,0.000115271505,0.9946349,0.0013944926,0.00090071984,0.00068755395,0.0002698118],"about_ca_topic_score_codex":0.00047912364,"about_ca_topic_score_gemma":0.0002665596,"teacher_disagreement_score":0.41815206,"about_ca_system_score_codex":0.000057376237,"about_ca_system_score_gemma":0.000025485655,"threshold_uncertainty_score":0.8340359},"labels":[],"label_agreement":null},{"id":"W3094320558","doi":"10.2118/199062-pa","title":"Optimization of Slotted Liner in Rubiales Field: Trade-Off between Sand Control, Flow Performance, and Plugging Tendency","year":2020,"lang":"en","type":"article","venue":"SPE Journal","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":9,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Flow (mathematics); Current (fluid); Aperture (computer memory); Petroleum engineering; Geology; Geotechnical engineering; Environmental science; Completion (oil and gas wells); Particle-size distribution; Oil field; Particle size; Engineering; Mechanics; Structural engineering","score_opus":0.0078698885104656,"score_gpt":0.20318377699305967,"score_spread":0.19531388848259407,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3094320558","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8907732,0.0011193556,0.10401119,0.0025257932,0.00011049255,0.00006674396,0.0000054156917,0.000051802115,0.0013360541],"genre_scores_gemma":[0.99652654,0.0011583077,0.0018778535,0.000057500227,0.00035507648,4.8270255e-7,0.0000030253186,0.000011449118,0.000009749941],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99937,0.000021990076,0.00027890535,0.000068966736,0.00012588513,0.0001343021],"domain_scores_gemma":[0.9997543,0.000046216566,0.000046076093,0.000047697726,0.0000140101865,0.00009169587],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00012874742,0.000085439526,0.0002223169,0.00011862926,0.000040231735,0.00002787167,0.00007181306,0.00006694139,0.000077712524],"category_scores_gemma":[0.000043445572,0.00007002358,0.000048845654,0.00015199426,0.00001344137,0.00012649846,0.000008652892,0.0003080192,0.0000010613638],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00001195804,0.0000041024264,0.018149965,0.00005090022,0.000058852427,0.000006906005,0.00035593624,0.9689082,0.00020225927,1.411361e-7,0.0003121544,0.011938655],"study_design_scores_gemma":[0.00073426246,0.00005173957,0.014088444,0.000070325084,0.00004804474,0.000009320255,0.000042400326,0.9835414,0.0008487503,0.0000059628323,0.00047226026,0.00008707644],"about_ca_topic_score_codex":0.000004881492,"about_ca_topic_score_gemma":0.0000025394909,"teacher_disagreement_score":0.10575341,"about_ca_system_score_codex":0.000014626566,"about_ca_system_score_gemma":0.0000131124025,"threshold_uncertainty_score":0.28554788},"labels":[],"label_agreement":null},{"id":"W3094536551","doi":"10.1155/2020/8845990","title":"Numerical Investigation of Hydraulic Fracture Propagation in Naturally Fractured Reservoirs Based on Lattice Spring Model","year":2020,"lang":"en","type":"article","venue":"Geofluids","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":7,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Simon Fraser University","funders":"China Scholarship Council; Simon Fraser University; National Natural Science Foundation of China","keywords":"Hydraulic fracturing; Tortuosity; Geology; Slip (aerodynamics); Shear stress; Permeability (electromagnetism); Materials science; Fracture (geology); Mechanics; Shear (geology); Geotechnical engineering; Geometry; Composite material; Petrology; Porosity","score_opus":0.012286408149494749,"score_gpt":0.21417606230123862,"score_spread":0.20188965415174387,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3094536551","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.84885323,0.00047670872,0.12905505,0.017013732,0.00019511071,0.00043518288,0.000009705963,0.00057232106,0.0033889234],"genre_scores_gemma":[0.99570036,0.000024861005,0.0020619228,0.0019912166,0.00011255614,0.000015119818,0.000036703164,0.000042445132,0.000014826698],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99851847,0.000059405134,0.00040344064,0.00029829322,0.000427556,0.00029282874],"domain_scores_gemma":[0.9993304,0.00007505764,0.00006137692,0.00031291562,0.000056173703,0.00016405368],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00019167947,0.00022552753,0.0003149004,0.00019594732,0.00004358134,0.000030878855,0.00029244556,0.00022916961,0.000038910788],"category_scores_gemma":[0.00019773192,0.00020197782,0.00011269737,0.0005889937,0.000032230488,0.00019675592,0.000025409929,0.0005901841,0.000022619495],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000043375792,0.000015017812,0.0018251138,0.00013891725,0.00002720185,0.00000878131,0.0007146092,0.9902884,0.0060998388,0.0000052777687,0.0005684597,0.00026503042],"study_design_scores_gemma":[0.00039464326,0.000041187,0.008302483,0.000078346515,0.000022451462,2.48363e-7,0.00002118872,0.95211947,0.03761627,0.000069155736,0.0011308361,0.00020373342],"about_ca_topic_score_codex":0.00015194586,"about_ca_topic_score_gemma":0.000009451479,"teacher_disagreement_score":0.14684708,"about_ca_system_score_codex":0.00008111854,"about_ca_system_score_gemma":0.000043583528,"threshold_uncertainty_score":0.82364166},"labels":[],"label_agreement":null},{"id":"W3094652197","doi":"10.1038/s41598-020-75787-y","title":"Fracturing in coals with different fluids: an experimental comparison between water, liquid CO2, and supercritical CO2","year":2020,"lang":"en","type":"article","venue":"Scientific Reports","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":53,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Waterloo","funders":"Young Scientists Fund; Natural Science Foundation for Young Scientists of Shanxi Province; National Natural Science Foundation of China","keywords":"Supercritical fluid; Petroleum engineering; Materials science; Geology; Chemistry; Organic chemistry","score_opus":0.01923853781876366,"score_gpt":0.25618812175267375,"score_spread":0.23694958393391008,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3094652197","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9976702,0.00063830917,0.0005784149,0.000120772485,0.00040492523,0.00015199355,0.0000021771034,0.000153786,0.0002794518],"genre_scores_gemma":[0.9996113,0.000006207284,0.00007838633,0.000027063417,0.00010808645,0.000016399537,0.00009525816,0.000030128538,0.000027138492],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99802613,0.000044169865,0.0004845556,0.0005831356,0.0004105632,0.00045144995],"domain_scores_gemma":[0.99910015,0.000022731809,0.000014555246,0.00037575015,0.000029207698,0.000457632],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00024957332,0.00021950985,0.00042511697,0.00013090068,0.00014583045,0.00026989332,0.00011258991,0.00008785871,0.0001019404],"category_scores_gemma":[0.000020717884,0.00015016184,0.00005054147,0.00015473498,0.00017148061,0.00023655257,0.00008075002,0.00024530728,0.000006901708],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00009898158,0.00050269737,0.16626275,0.00041374052,0.00018355109,0.0012370943,0.014177615,0.09573629,0.718851,0.0000050698295,0.0018815411,0.00064968347],"study_design_scores_gemma":[0.00023863588,0.00016848923,0.0033668438,0.00007414596,0.000037066573,0.00003282924,0.00095400005,0.012021458,0.9780458,0.000015413594,0.004722798,0.00032251998],"about_ca_topic_score_codex":0.0000690262,"about_ca_topic_score_gemma":0.000038805065,"teacher_disagreement_score":0.2591948,"about_ca_system_score_codex":0.00005777845,"about_ca_system_score_gemma":0.000021363508,"threshold_uncertainty_score":0.6123422},"labels":[],"label_agreement":null},{"id":"W3095384653","doi":"10.2118/199239-pa","title":"Experiments with Stand-Alone Sand-Screen Specimens for Thermal Projects","year":2020,"lang":"en","type":"article","venue":"SPE Drilling & Completion","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":7,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Flow (mathematics); Permeability (electromagnetism); Differential pressure; Engineering; Volumetric flow rate; Geotechnical engineering; Simulation; Structural engineering; Mechanics; Physics","score_opus":0.03664800035304058,"score_gpt":0.2418738503664989,"score_spread":0.2052258500134583,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3095384653","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.6000348,0.00039270098,0.39371625,0.00057867833,0.00013031147,0.00049700006,0.00003800004,0.00051223004,0.0041000536],"genre_scores_gemma":[0.9930429,0.000031445335,0.0061602863,0.000075342294,0.00046172616,0.000023482746,0.00009872541,0.00004759598,0.000058527265],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99909216,0.000016275624,0.00018224087,0.00022849393,0.00021305842,0.00026779267],"domain_scores_gemma":[0.9996175,0.000036449397,0.000037034748,0.00015823085,0.000042855456,0.00010792156],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000071820294,0.00017372216,0.00024709888,0.000053508258,0.0001075299,0.000049719853,0.00011518243,0.000052240935,0.00008679691],"category_scores_gemma":[0.000012964815,0.00014163635,0.00008287769,0.00015896096,0.000024016721,0.0000768216,0.00001645601,0.00011818838,0.000033301912],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0002008616,0.000037855432,0.00049622596,0.00017740084,0.00032566,0.000015198029,0.002151508,0.91732097,0.07645268,0.00003067769,0.0017113868,0.0010795924],"study_design_scores_gemma":[0.0018094424,0.00035701,0.0014078887,0.00012858346,0.00011868143,0.000004599496,0.0003058743,0.8109081,0.1446448,0.000027509772,0.03974218,0.0005453494],"about_ca_topic_score_codex":0.00003273946,"about_ca_topic_score_gemma":0.0000068425215,"teacher_disagreement_score":0.39300808,"about_ca_system_score_codex":0.000051603725,"about_ca_system_score_gemma":0.000012664028,"threshold_uncertainty_score":0.5775763},"labels":[],"label_agreement":null},{"id":"W3095580331","doi":"10.1016/j.petrol.2020.108063","title":"Physical simulation of the nonlinear transient flow behavior in closed high-pressure gas reservoirs. Part I: Pressure-depleted flow experiments on matrix cores","year":2020,"lang":"en","type":"article","venue":"Journal of Petroleum Science and Engineering","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":7,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"National Major Science and Technology Projects of China; National Natural Science Foundation of China","keywords":"Flow (mathematics); Mechanics; Nonlinear system; Volumetric flow rate; Exponential function; Mathematics; Thermodynamics; Mathematical analysis; Physics","score_opus":0.01139532292325197,"score_gpt":0.24352962350324198,"score_spread":0.23213430057999002,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3095580331","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99649113,0.0003899007,0.002416051,0.00025654957,0.00031587796,0.00007307521,0.000011384259,0.000027660184,0.000018366392],"genre_scores_gemma":[0.99907017,0.000037225884,0.0006229542,0.000014336371,0.00022575007,0.0000033331878,7.0907214e-7,0.000018501742,0.000007028953],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99842733,0.000022409939,0.00038312082,0.00015914688,0.0007555421,0.0002524294],"domain_scores_gemma":[0.9994289,0.000061628976,0.00008682706,0.00017441144,0.000092708404,0.00015550226],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003048348,0.00015975143,0.00032684414,0.00020554401,0.000061282044,0.000046623456,0.00036477996,0.000054634427,0.000007170403],"category_scores_gemma":[0.00014675781,0.0001122773,0.00011884929,0.0005174755,0.00006863954,0.00025650425,0.000039325456,0.0003731357,7.368692e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000033745484,0.000044671026,0.00023780245,0.00007066004,0.00003842018,0.000009094005,0.0007027535,0.9415244,0.057031766,0.0000010083705,0.000041705058,0.00026398367],"study_design_scores_gemma":[0.00048644122,0.00012547185,0.0051465007,0.000109937566,0.000085313106,0.0000027862031,0.000061322164,0.96955603,0.023112739,0.0000013102297,0.0012022698,0.000109886765],"about_ca_topic_score_codex":0.000008794041,"about_ca_topic_score_gemma":0.0000019755873,"teacher_disagreement_score":0.033919025,"about_ca_system_score_codex":0.000036807636,"about_ca_system_score_gemma":0.00003573988,"threshold_uncertainty_score":0.45785356},"labels":[],"label_agreement":null},{"id":"W3095881961","doi":"10.2118/202960-ms","title":"Interpretation of Mini-Frac and Flowback Pressure Response: Application to Unconventional Reservoirs in the UAE","year":2020,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Haliburton Forest & Wild Life Reserve","funders":"","keywords":"Petroleum engineering; Oil shale; Hydraulic fracturing; Geology; Permeability (electromagnetism); Well stimulation; Transient analysis; Geothermal gradient; Geomechanics; Enhanced oil recovery; Unconventional oil; Oil field; Geotechnical engineering; Petrology; Reservoir engineering; Petroleum; Engineering; Geophysics; Transient response","score_opus":0.007026492833107787,"score_gpt":0.23073250258751785,"score_spread":0.22370600975441005,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3095881961","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8927538,0.00038459513,0.09385807,0.010850843,0.000029507079,0.000282021,0.000009583257,0.00006811502,0.0017635163],"genre_scores_gemma":[0.9990092,0.000011658521,0.00055393786,0.00023034356,0.000027489936,0.000027227661,0.000008310807,0.000007356638,0.00012447168],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9993946,0.00007294971,0.00018609736,0.0001202972,0.00014708313,0.00007895952],"domain_scores_gemma":[0.99963653,0.00013499103,0.000017604374,0.00014172023,0.000024124527,0.000045032626],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00030094662,0.00006617472,0.00010567942,0.00006462467,0.000017550063,0.000015373467,0.00014579759,0.000042425047,0.00004555337],"category_scores_gemma":[0.00010837457,0.000047812046,0.0000347903,0.00028575235,0.000015561433,0.000059112477,0.000025323116,0.00009342809,0.000014688232],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00018676829,0.00001380906,0.0008288731,0.00012460885,0.000048230297,0.0000010049098,0.004176327,0.98566055,0.0036555065,0.000041066098,0.0029958964,0.0022673467],"study_design_scores_gemma":[0.0002025335,0.000049608425,0.023230426,0.000026877635,0.000027661867,9.765423e-7,0.00070126646,0.956266,0.002268302,0.0000800331,0.01705524,0.00009110238],"about_ca_topic_score_codex":0.00004884554,"about_ca_topic_score_gemma":0.00007769209,"teacher_disagreement_score":0.10625545,"about_ca_system_score_codex":0.000007830447,"about_ca_system_score_gemma":0.0000069004677,"threshold_uncertainty_score":0.19497186},"labels":[],"label_agreement":null},{"id":"W3095908209","doi":"10.4043/30459-ms","title":"Sand Dilation Study and its Effect on Porosity and Permeability During Cyclic Steam Stimulation by In-Situ Imaging Technique","year":2020,"lang":"en","type":"article","venue":"Offshore Technology Conference Asia","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Porosity; Permeability (electromagnetism); Oil sands; Asphalt; Materials science; Geotechnical engineering; Overburden; Overburden pressure; Petroleum engineering; Void ratio; Composite material; Geology; Membrane; Chemistry","score_opus":0.00670644265910336,"score_gpt":0.22786985713395974,"score_spread":0.22116341447485638,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3095908209","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9968316,0.0002805281,0.0007882218,0.0006090295,0.000018080102,0.00059726014,0.0000024627084,0.0004957745,0.00037707188],"genre_scores_gemma":[0.9998154,0.000038780734,0.00003121872,0.000008658483,0.00001211912,0.000062656996,0.00000825461,0.00001790206,0.0000050278854],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99896675,0.000061000774,0.0002276308,0.00040469662,0.00012320637,0.00021673214],"domain_scores_gemma":[0.99961364,0.000048255908,0.000039807695,0.00020599639,0.000022102358,0.00007022389],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00018512423,0.00021483346,0.00032498367,0.00022888403,0.00009058733,0.000034774093,0.000126609,0.0001798247,0.000008124288],"category_scores_gemma":[0.0001080145,0.00020106358,0.000023422832,0.00031950622,0.000070909315,0.00013512128,0.000080105376,0.00046120243,0.0000032332628],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000056841443,0.00008869988,0.5591979,0.00017897409,0.00005662614,0.000030713818,0.0006910268,0.0032103565,0.4187651,0.00001360688,0.000017336994,0.017692778],"study_design_scores_gemma":[0.0011518102,0.00039497364,0.5859859,0.00010034208,0.00006952573,0.000012834376,0.0004322291,0.06716429,0.34410197,0.00015471308,0.000027904527,0.00040352577],"about_ca_topic_score_codex":0.000013940105,"about_ca_topic_score_gemma":0.000037250364,"teacher_disagreement_score":0.074663125,"about_ca_system_score_codex":0.000057706377,"about_ca_system_score_gemma":0.0000075821995,"threshold_uncertainty_score":0.8199135},"labels":[],"label_agreement":null},{"id":"W3096227001","doi":"","title":"Estimation of Geomechanical Properties by Use of Combined CT-scan and XRD Analysis (Digital Rock Physics)","year":2020,"lang":"en","type":"article","venue":"54th U.S. Rock Mechanics/Geomechanics Symposium","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Saskatchewan Research Council (Canada)","funders":"","keywords":"Geology; Mineralogy; Geotechnical engineering; Mathematics; Physics; Materials science","score_opus":0.013103110028849708,"score_gpt":0.19266319783029834,"score_spread":0.17956008780144864,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3096227001","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.08017687,0.0005155115,0.9174067,0.0003907021,0.00018900915,0.00047183057,0.00038482182,0.0004010003,0.00006357019],"genre_scores_gemma":[0.99859446,0.0004308527,0.00028326618,0.000089191584,0.000063869724,0.00003405348,0.00027355232,0.0001179312,0.00011280284],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99674994,0.00007236232,0.0011298447,0.00070093194,0.000739152,0.0006077774],"domain_scores_gemma":[0.9981682,0.000114566836,0.00036757093,0.0006914245,0.00022157088,0.00043671636],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00020114725,0.0006135773,0.0013627086,0.00034852477,0.00013790315,0.00015327986,0.0005128888,0.00023655388,0.00005327797],"category_scores_gemma":[0.0001400341,0.0005858616,0.0005174417,0.0016959943,0.000012598631,0.0006970825,0.0003304415,0.00043288255,0.000022283475],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00007781537,0.0001409694,0.000016921113,0.00052143825,0.0016374191,0.000005909362,0.0003493472,0.9127605,0.082669154,0.00063242356,0.00052396144,0.00066412834],"study_design_scores_gemma":[0.00056592876,0.00030264002,0.0000013948625,0.0000683118,0.0010666039,0.00000472406,0.0001116383,0.82353437,0.17298146,0.0005312232,0.00034427427,0.00048740878],"about_ca_topic_score_codex":0.00012907303,"about_ca_topic_score_gemma":0.000013652068,"teacher_disagreement_score":0.91841763,"about_ca_system_score_codex":0.00009721,"about_ca_system_score_gemma":0.00005697669,"threshold_uncertainty_score":0.9996593},"labels":[],"label_agreement":null},{"id":"W3096233991","doi":"10.2118/203164-ms","title":"Fracturing and Production Observations from the First Two Horizontal Wells for Shale Oil Exploration in Ordos Basin","year":2020,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":7,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Oncolytics Biotech (Canada)","funders":"","keywords":"Completion (oil and gas wells); Geology; Oil shale; Drilling; Petroleum engineering; Tight oil; Directional drilling; Geomechanics; Microseism; Structural basin; Deposition (geology); Hydraulic fracturing; Geophone; Petrology; Mining engineering; Geomorphology; Geotechnical engineering; Paleontology; Seismology; Engineering","score_opus":0.03152673944116883,"score_gpt":0.21878852873351542,"score_spread":0.1872617892923466,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3096233991","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9416104,0.00021049696,0.027387442,0.029916199,0.00016832889,0.00016391392,0.000010049382,0.00018207637,0.00035107948],"genre_scores_gemma":[0.9976486,0.00013343463,0.001279592,0.00029136444,0.0004306177,0.000062307714,0.00003982917,0.000018024219,0.00009626287],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99943644,0.0000117223,0.00016666061,0.00018200105,0.00008384666,0.00011932331],"domain_scores_gemma":[0.99970526,0.00009262949,0.000018977156,0.00012478956,0.000018013574,0.000040314255],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000082512815,0.000097870325,0.000115748415,0.000028060096,0.000107837375,0.000057458066,0.00007881401,0.000039121824,0.000028014621],"category_scores_gemma":[0.00008683232,0.00007208541,0.00003895407,0.00016999348,0.000012569648,0.00031982397,0.000018570683,0.00011773419,0.00000820882],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00002369125,0.00002689392,0.012830567,0.000087297405,0.00009225045,0.0000018885974,0.004100628,0.9665994,0.0024313491,0.00002186878,0.0056611276,0.008123035],"study_design_scores_gemma":[0.0007878537,0.00003791376,0.030305274,0.00007126038,0.00007011467,9.1517177e-7,0.0014668361,0.8843925,0.022599053,0.00031362503,0.05962473,0.00032992434],"about_ca_topic_score_codex":0.00068675267,"about_ca_topic_score_gemma":0.0025897266,"teacher_disagreement_score":0.082206905,"about_ca_system_score_codex":0.00002901037,"about_ca_system_score_gemma":0.0000062247022,"threshold_uncertainty_score":0.29395574},"labels":[],"label_agreement":null},{"id":"W3096560946","doi":"10.2118/201726-ms","title":"Impact of Completion Design and Interwell Communication on Well Performance in Full Section Development: A STACK Case Study Using DNA Based Diagnostics","year":2020,"lang":"en","type":"article","venue":"SPE Annual Technical Conference and Exhibition","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":7,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Offset (computer science); Section (typography); Hydraulic fracturing; Geology; Stack (abstract data type); Engineering; Mining engineering; Petroleum engineering; Computer science","score_opus":0.044220047295830976,"score_gpt":0.27823543344262675,"score_spread":0.23401538614679576,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3096560946","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.93552047,0.000027458149,0.064051,0.00003366027,0.000007982264,0.00023040644,0.0000057927637,0.00005807957,0.00006512198],"genre_scores_gemma":[0.9987797,0.00012830696,0.0010185259,0.000017196313,0.000013864413,0.00001241677,0.00001945355,0.000009926919,5.6981696e-7],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9992728,0.00008244335,0.00026544958,0.00015508277,0.000107227606,0.00011699798],"domain_scores_gemma":[0.9996153,0.000091500675,0.00004800055,0.000116534284,0.000061539286,0.00006711753],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00020176292,0.00012570982,0.00019437059,0.00011899604,0.00006496275,0.000027095222,0.000053306427,0.000080135804,0.000018771187],"category_scores_gemma":[0.00003242623,0.00011346743,0.000025832385,0.00019248467,0.00004416687,0.0001462097,0.00003283195,0.0002231576,0.0000018898031],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00062821596,0.00076873146,0.03294994,0.0005185735,0.0001184824,0.00017134682,0.0074988045,0.93470067,0.013439332,0.000016596847,0.000263459,0.008925859],"study_design_scores_gemma":[0.0009472486,0.0015010681,0.044618025,0.00031907976,0.000047328624,0.0000535999,0.001429956,0.9459132,0.0048329397,0.00002280849,0.00004617276,0.0002685788],"about_ca_topic_score_codex":0.00013728155,"about_ca_topic_score_gemma":0.00010236479,"teacher_disagreement_score":0.063259244,"about_ca_system_score_codex":0.0000695525,"about_ca_system_score_gemma":0.000024593946,"threshold_uncertainty_score":0.46270674},"labels":[],"label_agreement":null},{"id":"W3097182661","doi":"10.1130/abs/2020am-356977","title":"AQUIFER COMMINGLING IN ABANDONED OIL AND GAS WELLS IN THE WESTERN CANADIAN SEDIMENTARY BASIN","year":2020,"lang":"en","type":"article","venue":"Abstracts with programs - Geological Society of America","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Geology; Aquifer; Structural basin; Sedimentary rock; Petroleum engineering; Geomorphology; Fossil fuel; Groundwater; Hydrology (agriculture); Geochemistry; Geotechnical engineering","score_opus":0.013072038528157748,"score_gpt":0.21057374506592785,"score_spread":0.1975017065377701,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3097182661","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9729227,0.00034157833,0.00007054452,0.025337452,0.00001179792,0.00010972598,0.0000024571896,0.000057945126,0.0011457957],"genre_scores_gemma":[0.9914283,0.0003806083,0.0018900397,0.0061976407,0.000037210717,0.000020961206,0.000020235011,0.000012662138,0.000012312482],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99883586,0.00004872045,0.00029124218,0.0002138997,0.00019154453,0.0004187324],"domain_scores_gemma":[0.9994903,0.00012697127,0.0000538181,0.0001288879,0.00001511933,0.00018488751],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00021829801,0.00017612972,0.000333425,0.000022822625,0.00005758772,0.000034837776,0.00020564419,0.00011644263,0.000023288767],"category_scores_gemma":[0.000014193839,0.00011070398,0.000085360196,0.00037885655,0.00025765947,0.000070201066,0.000028263908,0.000493857,0.0000048605316],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000080194586,0.0003394746,0.4489439,0.0004427608,0.00037702016,0.00027404766,0.024484104,0.35494363,0.000057910842,7.5522007e-7,0.003009563,0.16704662],"study_design_scores_gemma":[0.00343937,0.0013065927,0.5633698,0.0004269422,0.0001744784,0.000040243936,0.015544307,0.08294544,0.00039158817,0.00004100175,0.33111018,0.001210059],"about_ca_topic_score_codex":0.14372712,"about_ca_topic_score_gemma":0.0051457714,"teacher_disagreement_score":0.32810062,"about_ca_system_score_codex":0.000036490426,"about_ca_system_score_gemma":0.000024024203,"threshold_uncertainty_score":0.8619749},"labels":[],"label_agreement":null},{"id":"W3097220259","doi":"10.3390/en13215685","title":"An Improved Set of Design Criteria for Slotted Liners in Steam Assisted Gravity Drainage Operation","year":2020,"lang":"en","type":"article","venue":"Energies","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"Natural Sciences and Engineering Research Council of Canada; RGL Reservoir Management","keywords":"Steam-assisted gravity drainage; Wellbore; Petroleum engineering; Engineering; Productivity; Drainage; Production (economics); Set (abstract data type); Environmental science; Computer science; Oil sands","score_opus":0.031052784770638713,"score_gpt":0.27956261762171286,"score_spread":0.24850983285107414,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3097220259","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.880021,0.00017414708,0.118878715,0.00027706017,0.000096241405,0.0001805836,0.000028099746,0.00021379323,0.00013038877],"genre_scores_gemma":[0.9935495,0.000021218257,0.006140323,0.00004161525,0.000090132016,0.000031066156,0.000082454986,0.00002141809,0.000022223281],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9993819,0.00006118234,0.0002131107,0.00013901106,0.000068501475,0.00013632051],"domain_scores_gemma":[0.9996947,0.00005094776,0.000025787078,0.00014228282,0.00003115392,0.00005514196],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001612342,0.00010702502,0.00020930787,0.0000771635,0.000027871489,0.000030476187,0.00012284564,0.00006996144,0.000013383413],"category_scores_gemma":[0.000068153866,0.00009768013,0.00005638724,0.00017188392,0.000017557348,0.00013562522,0.000011402341,0.00007067771,8.808207e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000024485373,0.000009433046,0.000014129526,0.0000699447,0.000027939403,0.0000012395867,0.00075428217,0.7291706,0.26873973,0.0000053352696,0.00037580973,0.0008070627],"study_design_scores_gemma":[0.00036733408,0.000089809866,0.0006822399,0.000011555768,0.000020878084,2.2165511e-7,0.0003010837,0.843014,0.15482312,0.000025067655,0.0005470123,0.000117700474],"about_ca_topic_score_codex":0.00012279232,"about_ca_topic_score_gemma":0.000073820505,"teacher_disagreement_score":0.1139166,"about_ca_system_score_codex":0.00002362472,"about_ca_system_score_gemma":0.0000142998115,"threshold_uncertainty_score":0.398328},"labels":[],"label_agreement":null},{"id":"W3097707484","doi":"10.4043/30146-ms","title":"Transient Pressure Analysis in Multi-Stage Fractured Horizontal Wells from Tight Gas Reservoirs with Weak Fluid Supply","year":2020,"lang":"en","type":"article","venue":"Offshore Technology Conference Asia","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Petro-Canada","funders":"","keywords":"Mechanics; Flow (mathematics); Laplace transform; Superposition principle; Geology; Pressure gradient; Fluid dynamics; Mathematics; Mathematical analysis; Physics","score_opus":0.015451604399401627,"score_gpt":0.2272452213410216,"score_spread":0.21179361694161997,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3097707484","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9324093,0.0021950272,0.048938494,0.011592248,0.00008840219,0.00051414134,0.00026150738,0.0015082863,0.0024925799],"genre_scores_gemma":[0.99662125,0.00024459837,0.0024899463,0.00005599221,0.000041624804,0.00005886465,0.00021285114,0.000058150483,0.00021674403],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9976539,0.0000620751,0.0005006837,0.00077780464,0.00036964985,0.00063589826],"domain_scores_gemma":[0.99874336,0.000048066275,0.000082967614,0.00080949423,0.000087211774,0.00022889486],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00010068248,0.0004908566,0.0009328551,0.0007868815,0.000081304206,0.000071959905,0.00089635135,0.000663321,0.0009363313],"category_scores_gemma":[0.000047256704,0.00040752054,0.00021574083,0.0022625083,0.00023049022,0.00017880225,0.00008816663,0.0011016693,0.00006559973],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0003416787,0.00030761134,0.15478536,0.00020109028,0.0076559605,0.0008292663,0.005449814,0.7940713,0.028253587,0.00020620799,0.0033337737,0.004564325],"study_design_scores_gemma":[0.0022875716,0.00032120876,0.048595656,0.0001418444,0.0019099802,0.0000056097792,0.0032823014,0.82204586,0.06375711,0.00008493379,0.05634051,0.0012274319],"about_ca_topic_score_codex":0.0006132635,"about_ca_topic_score_gemma":0.0055631236,"teacher_disagreement_score":0.10618971,"about_ca_system_score_codex":0.00006038268,"about_ca_system_score_gemma":0.00006841243,"threshold_uncertainty_score":0.99997693},"labels":[],"label_agreement":null},{"id":"W3097970836","doi":"10.1130/abs/2020am-357681","title":"GROUNDWATER FLOW ACROSS THE INTERMEDIATE ZONE","year":2020,"lang":"en","type":"article","venue":"Abstracts with programs - Geological Society of America","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Groundwater; Groundwater flow; Geology; Hydrology (agriculture); Flow (mathematics); Computer science; Aquifer; Geotechnical engineering; Mathematics","score_opus":0.013997991767917332,"score_gpt":0.23036002702570987,"score_spread":0.21636203525779255,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3097970836","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9560211,0.00031167504,0.035030052,0.006946553,0.00006201198,0.00030540087,0.0000053416825,0.0005485394,0.00076937577],"genre_scores_gemma":[0.9897338,0.0001706605,0.008570954,0.0012305536,0.00014625794,0.000036594603,0.000027968765,0.000022792508,0.000060427836],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99858457,0.000027773443,0.00032583193,0.00025465924,0.00029296696,0.00051417854],"domain_scores_gemma":[0.99935025,0.00008818832,0.00009730915,0.00022963296,0.000052543375,0.00018205916],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00014187003,0.00022797742,0.0003652076,0.0000050623794,0.00013067998,0.00005919627,0.00037653773,0.00013734384,0.0001251043],"category_scores_gemma":[0.000019995698,0.000115373565,0.0002923041,0.0003153507,0.0007645753,0.00008988963,0.000098330165,0.0005220035,0.00006309028],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00006398841,0.00024252292,0.0035432524,0.00022604645,0.0009431251,0.000030584648,0.009680807,0.7192398,0.00018993826,5.5432326e-7,0.004308429,0.261531],"study_design_scores_gemma":[0.0019061783,0.0032441102,0.09260048,0.00014815868,0.00033047062,0.000035625213,0.011448295,0.525369,0.0028862127,0.000070912705,0.36053252,0.0014280718],"about_ca_topic_score_codex":0.00023837606,"about_ca_topic_score_gemma":0.0000109454995,"teacher_disagreement_score":0.3562241,"about_ca_system_score_codex":0.000017968521,"about_ca_system_score_gemma":0.000008935313,"threshold_uncertainty_score":0.47047976},"labels":[],"label_agreement":null},{"id":"W3101884174","doi":"10.3997/2214-4609.202010911","title":"Integrating Core and Well Logs for Unconventional Shale Evaluation in Western Canada","year":2020,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Oil shale; Core (optical fiber); Geology; Unconventional oil; Petroleum engineering; Mining engineering; Computer science; Paleontology; Telecommunications","score_opus":0.024232350228808094,"score_gpt":0.24511121187833074,"score_spread":0.22087886164952264,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3101884174","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9749965,0.0001975483,0.020303817,0.0011365038,0.000084684056,0.00017263248,0.0000061838446,0.000046911962,0.0030551949],"genre_scores_gemma":[0.99916327,0.0000047010203,0.00038299483,0.00016479012,0.00004664991,0.000015666412,0.000031538246,0.0000070314345,0.00018338283],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9995901,0.000007649792,0.00011657513,0.00008992449,0.0001107565,0.0000850038],"domain_scores_gemma":[0.9998404,0.000041397394,0.00000993928,0.000037014597,0.000023730101,0.00004756611],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00010741349,0.00005625138,0.000084307765,0.000021827984,0.000018590266,0.000012736962,0.000037686452,0.000024634322,0.00012762166],"category_scores_gemma":[0.000040637533,0.00004816171,0.000019350926,0.00006626823,0.000004982842,0.00003698109,0.000008605212,0.00006158757,0.0000020558298],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000008962725,0.000008375986,0.051318534,0.00023404638,0.00007778538,0.0000047020494,0.00058332353,0.934089,0.00039426915,0.000049819886,0.006440295,0.006790885],"study_design_scores_gemma":[0.0002763568,0.000008694885,0.0041837813,0.0000145426575,0.000014335855,6.195195e-7,0.00019162417,0.9918321,0.00035897727,0.000063739724,0.0029877787,0.00006747033],"about_ca_topic_score_codex":0.047524326,"about_ca_topic_score_gemma":0.57988083,"teacher_disagreement_score":0.53235656,"about_ca_system_score_codex":0.000059249272,"about_ca_system_score_gemma":0.00004701943,"threshold_uncertainty_score":0.9588183},"labels":[],"label_agreement":null},{"id":"W3103314326","doi":"10.1088/1755-1315/570/3/032046","title":"Experimental investigation on the SAGD dilation start-up in shallow heavy oil reservoirs","year":2020,"lang":"en","type":"article","venue":"IOP Conference Series Earth and Environmental Science","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Concordia University","funders":"","keywords":"Dilation (metric space); Geology; Time dilation; Petroleum engineering; Mechanics; Mathematics; Geometry; Physics","score_opus":0.023877317736463153,"score_gpt":0.2007475051302937,"score_spread":0.17687018739383056,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3103314326","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99648386,0.000118517506,0.000028138747,0.0017127144,0.000060500643,0.00005824422,0.000007026833,0.00004255178,0.0014884534],"genre_scores_gemma":[0.9992965,0.00018707466,0.00005767848,0.0002653044,0.00002788889,0.000012004947,0.000009961622,0.000007375444,0.00013619821],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99899215,0.000029092842,0.00014854012,0.00025979878,0.0003240255,0.00024639518],"domain_scores_gemma":[0.9996256,0.00002305486,0.000022426691,0.00014800025,0.000003293626,0.00017760228],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00015565119,0.00013279569,0.00010808316,0.000048323498,0.00021560224,0.00011297056,0.00019818488,0.000037518203,0.00019967779],"category_scores_gemma":[0.000026730731,0.000099451994,0.00002225186,0.00022773922,0.000564869,0.00045521717,0.00007088294,0.00016497467,0.00003259792],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00010380014,0.000039465307,0.0089201275,0.000044574434,0.000017517854,0.0000133618405,0.013788176,0.14138079,0.82616997,0.00034748187,0.000101337755,0.009073403],"study_design_scores_gemma":[0.00027517218,0.00018895432,0.06646553,0.000045720597,0.0000051534284,0.0000032123498,0.0062576258,0.10222114,0.82266724,0.00004768274,0.0015354949,0.00028708656],"about_ca_topic_score_codex":0.00007884309,"about_ca_topic_score_gemma":0.00010573813,"teacher_disagreement_score":0.0575454,"about_ca_system_score_codex":0.0000413877,"about_ca_system_score_gemma":0.000018420109,"threshold_uncertainty_score":0.40555346},"labels":[],"label_agreement":null},{"id":"W3103489852","doi":"10.2172/1712712","title":"Workshop on Experimental and Computational Fracture Mechanics 2020","year":2020,"lang":"en","type":"report","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Polytechnique Montréal","funders":"Oak Ridge National Laboratory; Louisiana State University","keywords":"Baton rouge; Computational mechanics; State (computer science); Fracture (geology); Computer science; Engineering; Art history; History; Structural engineering; Geotechnical engineering; Algorithm","score_opus":0.015720658258993863,"score_gpt":0.2634329568169017,"score_spread":0.24771229855790786,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3103489852","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0028052668,0.027449545,0.32665357,0.0061724647,0.0042092097,0.00094868656,0.00018522578,0.0033576416,0.6282184],"genre_scores_gemma":[0.9930349,0.0015456183,0.0008997241,0.00043518702,0.00092696905,0.000016214306,0.00037974777,0.00009951137,0.00266213],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9985639,0.000014601404,0.00026235686,0.00033345754,0.0006391775,0.0001864998],"domain_scores_gemma":[0.99946624,0.000084128886,0.000047348025,0.00017862412,0.000045984398,0.00017764818],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00007859928,0.00033224988,0.00042674007,0.00008647664,0.000059555547,0.0000725553,0.0001314856,0.00037646474,0.0007350938],"category_scores_gemma":[0.000038448932,0.0002770255,0.00015387245,0.000123633,0.000012690876,0.00003634078,0.00005487277,0.0006838521,0.000074765245],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000003865258,0.000016035405,0.0000023199093,0.00010589967,0.00031663297,0.00004203572,0.00010035259,0.7984276,0.000016071308,0.000008106647,0.2002081,0.0007530018],"study_design_scores_gemma":[0.00021547821,0.00003978474,0.000058952344,0.00017476326,0.00011402458,0.00004044729,0.00017527347,0.540234,0.0006642318,0.00012523205,0.45754737,0.0006104232],"about_ca_topic_score_codex":0.000026596195,"about_ca_topic_score_gemma":0.000007190711,"teacher_disagreement_score":0.9902296,"about_ca_system_score_codex":0.00014651511,"about_ca_system_score_gemma":0.00007206792,"threshold_uncertainty_score":0.9999682},"labels":[],"label_agreement":null},{"id":"W3106014443","doi":"10.2118/201294-ms","title":"New Type Curves for Horizontal Well Rate Transient Analysis and Their Field Application","year":2020,"lang":"en","type":"article","venue":"SPE Annual Technical Conference and Exhibition","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Geological Survey of Canada; Husky Energy (Canada); University of Regina","funders":"","keywords":"Flow (mathematics); Field (mathematics); Type (biology); Reservoir modeling; Natural gas field; Geology; Petroleum engineering; Transient (computer programming); Reservoir simulation; Wellbore; Boundary (topology); Matching (statistics); Computer science; Geometry; Mathematics; Engineering; Statistics; Mathematical analysis","score_opus":0.012144311477994099,"score_gpt":0.23273594413202148,"score_spread":0.22059163265402737,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3106014443","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.04286025,0.0007320755,0.9494001,0.005470778,0.000020632024,0.00022814283,0.000038045473,0.00021437788,0.0010355654],"genre_scores_gemma":[0.99750453,0.0014666897,0.00046103122,0.00035129295,0.00007952017,0.000013040501,0.00009007657,0.0000078254225,0.000025965215],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9994667,0.000011601335,0.00014655333,0.0001997528,0.00005417865,0.00012118019],"domain_scores_gemma":[0.9996671,0.00004962591,0.00001871027,0.00009100403,0.000044982313,0.00012857764],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000074911506,0.00011014922,0.00020313439,0.00005128844,0.00004415488,0.000028988274,0.00005766159,0.00009050502,0.00004875988],"category_scores_gemma":[0.000024279081,0.00008897888,0.00007534613,0.00027240222,0.00002011456,0.00009794211,0.000014808988,0.000114915536,0.000004974127],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00091098156,0.00019501492,0.001631047,0.0031571474,0.0025699106,0.00001467642,0.004806331,0.019417146,0.3660121,0.003093268,0.1536989,0.44449347],"study_design_scores_gemma":[0.0024672411,0.0030154053,0.014237312,0.00048511522,0.0029070177,0.0000151458735,0.0018050701,0.590134,0.24876343,0.0077402797,0.12623551,0.002194467],"about_ca_topic_score_codex":0.00006830285,"about_ca_topic_score_gemma":0.00012218648,"teacher_disagreement_score":0.9546443,"about_ca_system_score_codex":0.00000680811,"about_ca_system_score_gemma":0.000010099129,"threshold_uncertainty_score":0.36284533},"labels":[],"label_agreement":null},{"id":"W3106866663","doi":"10.3390/en14020292","title":"Numerical Simulation of Pulsed Gravel Packing Completion in Horizontal Wells","year":2021,"lang":"en","type":"article","venue":"Energies","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"China Scholarship Council; National Natural Science Foundation of China","keywords":"Geotechnical engineering; Geology; Mechanics; Physics","score_opus":0.009648577041363912,"score_gpt":0.22676155502517945,"score_spread":0.21711297798381554,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3106866663","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.97699755,0.0003412776,0.020424515,0.000041906784,0.00011796369,0.000017331466,0.000001858466,0.00006485033,0.0019927167],"genre_scores_gemma":[0.99957764,0.000038939765,0.00024000679,0.000006218204,0.000047581972,0.0000017718711,0.000025798698,0.000010408651,0.000051636132],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99950486,0.000025443294,0.00016341868,0.00008443624,0.000115800976,0.000106018866],"domain_scores_gemma":[0.9997728,0.000060479815,0.000017488852,0.00010570921,0.000023543304,0.000020015574],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000050989434,0.00006628648,0.00015564782,0.0000760953,0.00001723624,0.000011566847,0.00004186622,0.000043701533,0.00006142683],"category_scores_gemma":[0.000028931885,0.00006499312,0.00005736981,0.00022189338,0.000011621235,0.000050318486,0.000011712006,0.00007517911,0.000005439207],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000022247898,0.000012978636,0.001284972,0.000027936048,0.000020332027,0.000009099942,0.00017517491,0.9904204,0.007010651,0.000016620237,0.000024933986,0.0009946955],"study_design_scores_gemma":[0.00015614179,0.000007073059,0.013552237,0.000031643158,0.000008516231,0.0000010460932,0.00012540388,0.9230728,0.061841913,0.00007407095,0.0010435081,0.00008564728],"about_ca_topic_score_codex":0.00015813635,"about_ca_topic_score_gemma":0.000052681415,"teacher_disagreement_score":0.06734758,"about_ca_system_score_codex":0.000032260337,"about_ca_system_score_gemma":0.000007215831,"threshold_uncertainty_score":0.26503423},"labels":[],"label_agreement":null},{"id":"W3107768742","doi":"10.1016/j.petrol.2020.108133","title":"A machine learning model for predicting multi-stage horizontal well production","year":2020,"lang":"en","type":"article","venue":"Journal of Petroleum Science and Engineering","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":42,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Calgary","funders":"Canada First Research Excellence Fund","keywords":"Completion (oil and gas wells); Stage (stratigraphy); Perforation; Production (economics); Petroleum engineering; Production planning; Geology; Computer science; Statistics; Mathematics; Engineering","score_opus":0.01732373067938664,"score_gpt":0.2260921401139579,"score_spread":0.20876840943457126,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3107768742","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.49376857,0.0005987791,0.504895,0.0002938346,0.00024777398,0.00004295641,0.00000214331,0.000092239534,0.00005870285],"genre_scores_gemma":[0.99055547,0.00014653575,0.008896973,0.0000124723165,0.00029589765,0.0000021684598,5.0908534e-7,0.000019338902,0.00007065851],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99903685,0.0000040405444,0.0002645966,0.00013908668,0.00030510832,0.0002503151],"domain_scores_gemma":[0.9995449,0.000020878993,0.00006890857,0.000056800214,0.000101695594,0.00020680878],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000606182,0.000118570155,0.0001968591,0.00020701469,0.0001308775,0.00007378035,0.00016470398,0.000034420056,0.0000020526443],"category_scores_gemma":[0.00038844874,0.00010098443,0.00007511482,0.00027144377,0.00003335741,0.00046888913,0.000027346245,0.00033873078,7.3908876e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000007471197,0.0000049824475,0.00037941267,0.00009897202,0.000022917999,0.0000033304243,0.0005117994,0.9363483,0.062134188,0.000002105516,0.00001931846,0.000467181],"study_design_scores_gemma":[0.00026897833,0.000082635815,0.00013973129,0.00003744436,0.000028086106,0.000021449097,0.00014342293,0.9932372,0.004572649,8.730844e-7,0.0013603154,0.00010724347],"about_ca_topic_score_codex":0.000003354099,"about_ca_topic_score_gemma":0.0000018375824,"teacher_disagreement_score":0.49678686,"about_ca_system_score_codex":0.00006717271,"about_ca_system_score_gemma":0.00003721418,"threshold_uncertainty_score":0.41180253},"labels":[],"label_agreement":null},{"id":"W3108165627","doi":"10.2118/1020-0055-jpt","title":"Technology Focus: Tight Reservoirs (October 2020)","year":2020,"lang":"en","type":"article","venue":"Journal of Petroleum Technology","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Unconventional oil; Productivity; Geomechanics; Tight oil; Production (economics); Petroleum engineering; Natural resource economics; Cabin pressurization; Fossil fuel; Caprock; Environmental science; Geology; Engineering; Economics; Waste management; Geotechnical engineering","score_opus":0.005659613476062219,"score_gpt":0.20611879964988708,"score_spread":0.20045918617382485,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3108165627","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7808535,0.014124842,0.040276516,0.15554477,0.0007690756,0.0001130628,0.000010185982,0.0016369512,0.0066711036],"genre_scores_gemma":[0.9961909,0.00074612786,0.002339486,0.0001226898,0.00037636125,0.0000047606723,8.434275e-7,0.000051273426,0.0001675662],"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","domain_scores_codex":[0.9982833,0.0000259339,0.000716519,0.00020868314,0.0003090201,0.00045653363],"domain_scores_gemma":[0.99901205,0.000038522914,0.00022293428,0.0003803099,0.00015620668,0.00018994845],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00019443381,0.00024950522,0.000650084,0.0010719247,0.00006960395,0.000026712367,0.000933705,0.00055884704,0.00021257883],"category_scores_gemma":[0.00028028383,0.00020603267,0.00024982638,0.0014600563,0.00016586138,0.00015179181,0.00013595891,0.0014285618,0.00013876423],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00020773475,0.00025419032,0.014997787,0.00038173073,0.0031430614,0.0044073,0.0005369066,0.6955331,0.086349465,0.0011777194,0.14662062,0.04639037],"study_design_scores_gemma":[0.002555808,0.0012529525,0.00040871528,0.00018265856,0.0004213118,0.001608712,0.0012745445,0.061861265,0.10271208,0.0071223793,0.8196871,0.00091245444],"about_ca_topic_score_codex":0.0000030660785,"about_ca_topic_score_gemma":0.000011182195,"teacher_disagreement_score":0.6730665,"about_ca_system_score_codex":0.00009824021,"about_ca_system_score_gemma":0.0000460261,"threshold_uncertainty_score":0.8401768},"labels":[],"label_agreement":null},{"id":"W3108295290","doi":"10.3389/fenrg.2020.600560","title":"Effect of Stress-Sensitive Fracture Conductivity on Transient Pressure Behavior for a Multi-Well Pad With Multistage Fractures in a Naturally Fractured Tight Reservoir","year":2020,"lang":"en","type":"article","venue":"Frontiers in Energy Research","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Regina","funders":"National Natural Science Foundation of China-Guangdong Joint Fund","keywords":"Mechanics; Materials science; Fracture (geology); Flow (mathematics); Discretization; Geotechnical engineering; Permeability (electromagnetism); Laplace transform; Geology; Mathematics; Chemistry; Physics","score_opus":0.018401740378443006,"score_gpt":0.30170167022308997,"score_spread":0.28329992984464697,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3108295290","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.96415305,0.0031796235,0.029573519,0.00064280233,0.0002893971,0.0015431705,0.00029788702,0.00011976079,0.00020076091],"genre_scores_gemma":[0.99649614,0.00014858374,0.0023733745,0.00007825183,0.0001296264,0.00036442257,0.00011564113,0.000097710676,0.00019625698],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99631685,0.0007432176,0.00044815158,0.0007407845,0.0009022535,0.00084871973],"domain_scores_gemma":[0.99832445,0.0005874702,0.00008069773,0.0004964319,0.00024052233,0.0002704264],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00079556264,0.00046463063,0.0009496422,0.00069434324,0.00010782216,0.000050696523,0.00051719963,0.0005157875,0.000032021024],"category_scores_gemma":[0.00045257638,0.00033752355,0.00021414181,0.00090955506,0.00023933615,0.00016114731,0.00005529636,0.0017971867,0.0000012569086],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0031217844,0.00029572137,0.0070270207,0.00074901705,0.00035567762,0.0002751973,0.002848484,0.97609144,0.003006005,0.0000019632062,0.0036924067,0.0025352705],"study_design_scores_gemma":[0.0067207473,0.0019355135,0.031981215,0.00053009595,0.00013422492,0.0000022850866,0.00062551355,0.5661279,0.37145033,0.0000100253155,0.019734766,0.00074740994],"about_ca_topic_score_codex":0.0011133039,"about_ca_topic_score_gemma":0.0013327172,"teacher_disagreement_score":0.40996358,"about_ca_system_score_codex":0.00016401269,"about_ca_system_score_gemma":0.000069002075,"threshold_uncertainty_score":0.9999077},"labels":[],"label_agreement":null},{"id":"W3109929572","doi":"10.3390/en13236187","title":"A Novel Equivalent Continuum Approach for Modelling Hydraulic Fractures","year":2020,"lang":"en","type":"article","venue":"Energies","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"Natural Sciences and Engineering Research Council of Canada; Microseismic Industry Consortium","keywords":"Hydraulic fracturing; Anisotropy; Permeability (electromagnetism); Void (composites); Computer science; Representation (politics); Effective stress; Mechanics; Geology; Mathematical optimization; Geotechnical engineering; Mathematics; Materials science; Physics","score_opus":0.028423761460864564,"score_gpt":0.23068426357344313,"score_spread":0.20226050211257857,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3109929572","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.039467648,0.0013726394,0.9535878,0.0005846447,0.0001024895,0.000114113056,0.00001381614,0.00051254116,0.0042443606],"genre_scores_gemma":[0.9700297,0.00008931727,0.028586147,0.00040266645,0.00049100764,0.00005929076,0.00004139071,0.000050502666,0.0002499524],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99909323,0.000007895385,0.00020830125,0.00023377163,0.00015786669,0.0002989064],"domain_scores_gemma":[0.9995839,0.000058464087,0.000028442062,0.00017994849,0.000027265522,0.000121979385],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00006955201,0.00019302162,0.0002741165,0.000057809626,0.00007823517,0.00006180055,0.00021584616,0.00009458446,0.000019688203],"category_scores_gemma":[0.000027330192,0.00016435927,0.00019257898,0.0001329083,0.00002512853,0.000093334056,0.000035610745,0.0001522096,0.00000707958],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000010272671,0.000015652915,0.0000039840615,0.00012947065,0.00013123127,9.666791e-7,0.0006277555,0.98831534,0.004707413,0.00003430738,0.0055738445,0.00044978113],"study_design_scores_gemma":[0.00029210892,0.000018310882,0.000009116026,0.000009448501,0.000048350175,0.0000011061088,0.00014076773,0.9257782,0.024714684,0.00004221932,0.04873759,0.0002081071],"about_ca_topic_score_codex":0.000035625388,"about_ca_topic_score_gemma":0.0000030333822,"teacher_disagreement_score":0.9305621,"about_ca_system_score_codex":0.000020456368,"about_ca_system_score_gemma":0.00000897669,"threshold_uncertainty_score":0.6702376},"labels":[],"label_agreement":null},{"id":"W3111569945","doi":"10.1063/5.0033825","title":"Buoyancy effects on turbulent displacement of viscoplastic fluids from strongly eccentric horizontal annuli","year":2020,"lang":"en","type":"article","venue":"Physics of Fluids","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":9,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of British Columbia","funders":"British Columbia Knowledge Development Fund; Natural Sciences and Engineering Research Council of Canada; Canada Foundation for Innovation; Schlumberger Foundation","keywords":"Buoyancy; Mechanics; Turbulence; Annulus (botany); Physics; Displacement (psychology); Fluid dynamics; Shear stress; Viscosity; Newtonian fluid; Thermodynamics; Materials science; Composite material","score_opus":0.007032956550171225,"score_gpt":0.20730555159391686,"score_spread":0.20027259504374564,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3111569945","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9317143,0.00083406875,0.06612232,0.0001443906,0.00023594753,0.00017474685,0.000074648706,0.00011016256,0.00058943935],"genre_scores_gemma":[0.9990485,0.00009179334,0.00028874757,0.000024357554,0.0004181781,0.0000104796745,0.00006645048,0.000040191066,0.000011306822],"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9987012,0.000032479824,0.00033561612,0.00024884703,0.00041860275,0.00026322724],"domain_scores_gemma":[0.99929494,0.00015216826,0.00005316758,0.00029614067,0.000042830943,0.00016073695],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00003877386,0.0002511155,0.0004705736,0.000053339063,0.00003067659,0.000013991231,0.00024501013,0.000064549604,0.00004486506],"category_scores_gemma":[0.000032085118,0.00022628454,0.00022115154,0.00029336446,0.000034646022,0.00008727876,0.000052884152,0.00019325339,0.000044876222],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000103090315,0.00021729172,0.0008520927,0.00070235773,0.0007234568,0.000017599843,0.000788843,0.89937395,0.09063195,0.00007564917,0.0022388345,0.0042749206],"study_design_scores_gemma":[0.0013346943,0.00081659283,0.0021584942,0.0002869571,0.00034468973,3.1781502e-7,0.000053325963,0.34494832,0.6488627,0.00014472984,0.0006474671,0.00040165163],"about_ca_topic_score_codex":0.00006590788,"about_ca_topic_score_gemma":0.0000011052609,"teacher_disagreement_score":0.5582308,"about_ca_system_score_codex":0.00005660611,"about_ca_system_score_gemma":0.00001931995,"threshold_uncertainty_score":0.92276156},"labels":[],"label_agreement":null},{"id":"W3112164756","doi":"10.1016/j.petrol.2020.108251","title":"Evolution of anisotropic permeability of fractured sandstones subjected to true-triaxial stresses during reservoir depletion","year":2020,"lang":"en","type":"article","venue":"Journal of Petroleum Science and Engineering","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":32,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Toronto","funders":"Natural Sciences and Engineering Research Council of Canada; National Science and Technology Major Project","keywords":"Geology; Permeability (electromagnetism); Anisotropy; Geotechnical engineering; Hydraulic fracturing; Poromechanics; Stress path; Principal stress; Fracture (geology); Petrology; Porosity; Porous medium; Shear (geology)","score_opus":0.006302974754070614,"score_gpt":0.2069005339629412,"score_spread":0.20059755920887057,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3112164756","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9908837,0.00046392917,0.008246815,0.00016609998,0.00013745183,0.00003489886,0.000012010605,0.0000320984,0.000022967817],"genre_scores_gemma":[0.99891394,0.00006585968,0.00083897886,0.000003580924,0.00016211576,9.177458e-7,6.672279e-7,0.000011687884,0.0000022397614],"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","domain_scores_codex":[0.9985984,0.000014655069,0.00048080986,0.00014113428,0.0005456349,0.00021939889],"domain_scores_gemma":[0.99921113,0.000055188928,0.00013062032,0.00013337874,0.0002500246,0.00021964702],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00033367038,0.0001280744,0.00035739318,0.00041135575,0.00006347144,0.000028731887,0.00026592094,0.000055423,0.000030303763],"category_scores_gemma":[0.0007729485,0.000108658285,0.00009492834,0.0007922937,0.00007311316,0.00035307874,0.00004812422,0.00020796318,5.033041e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000035948276,0.000009532338,0.0021025871,0.00020668207,0.000022561619,0.000002929194,0.00037863012,0.6313012,0.36583963,0.0000020796012,0.000022111199,0.00007610498],"study_design_scores_gemma":[0.0009608586,0.00041361616,0.4392625,0.00032083213,0.00008933059,0.000035491106,0.0006030713,0.28501326,0.27228343,0.000013392418,0.0007047657,0.00029943913],"about_ca_topic_score_codex":0.000030500445,"about_ca_topic_score_gemma":0.000006650049,"teacher_disagreement_score":0.43715993,"about_ca_system_score_codex":0.00013299932,"about_ca_system_score_gemma":0.00007124524,"threshold_uncertainty_score":0.44309562},"labels":[],"label_agreement":null},{"id":"W3112195598","doi":"10.1016/j.petrol.2020.108240","title":"Inference of Hydraulically Fractured Reservoir Properties from Production Data Using the Indicator-Based Probability Perturbation Assisted History-Matching Method","year":2020,"lang":"en","type":"article","venue":"Journal of Petroleum Science and Engineering","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":11,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"Petroleum Technology Development Fund; Natural Sciences and Engineering Research Council of Canada","keywords":"Reservoir simulation; Computer science; Reservoir modeling; Fracture (geology); Bayesian inference; Nonlinear system; Inference; Geology; Probability distribution; Algorithm; Mathematical optimization; Bayesian probability; Petroleum engineering; Geotechnical engineering; Mathematics; Statistics; Artificial intelligence","score_opus":0.061265819504387246,"score_gpt":0.2633275112535468,"score_spread":0.20206169174915956,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3112195598","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7687126,0.0012067285,0.22861956,0.001118322,0.00022178152,0.000060443235,0.000003579221,0.000039601222,0.000017421238],"genre_scores_gemma":[0.97886974,0.000029357487,0.020837853,0.000046642373,0.000197607,0.0000014197652,0.000002062237,0.000013626862,0.0000016781102],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99828416,0.00005553202,0.0004977677,0.00024431566,0.0007206401,0.00019758352],"domain_scores_gemma":[0.9989039,0.00012729612,0.00023102763,0.0003854789,0.0002002587,0.00015208918],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0016165031,0.00015160655,0.0003114466,0.00019464402,0.000104319064,0.00006852448,0.00074050884,0.00006197447,0.0000081946055],"category_scores_gemma":[0.0016320676,0.00009787491,0.000059156562,0.00040153635,0.0001418986,0.0007944929,0.00010581115,0.00045917026,2.7712605e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000014401039,0.0000110353,0.00018751611,0.000095994,0.000035694477,0.0000014253329,0.00094227,0.7795881,0.21856636,0.0000012254494,0.000032208427,0.00052379956],"study_design_scores_gemma":[0.00013359556,0.00003732379,0.0038188393,0.0001304409,0.00007759329,0.0000064592036,0.00012803584,0.9777835,0.01672574,0.00001941457,0.0010211503,0.00011793552],"about_ca_topic_score_codex":0.00007522276,"about_ca_topic_score_gemma":0.00000617812,"teacher_disagreement_score":0.21015719,"about_ca_system_score_codex":0.00023973915,"about_ca_system_score_gemma":0.00027255339,"threshold_uncertainty_score":0.3991223},"labels":[],"label_agreement":null},{"id":"W3113053351","doi":"10.1029/2020jb020107","title":"Laboratory Experiments Contrasting Growth of Uniformly and Nonuniformly Spaced Hydraulic Fractures","year":2020,"lang":"en","type":"article","venue":"Journal of Geophysical Research Solid Earth","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":23,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of British Columbia","funders":"National Science Foundation","keywords":"Fracture (geology); Geology; Mechanics; Hydraulic fracturing; Planar; Wellbore; Geotechnical engineering; Materials science; Petroleum engineering; Physics; Computer science","score_opus":0.02236969039829987,"score_gpt":0.30482958027870016,"score_spread":0.28245988988040027,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3113053351","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99644417,0.0007145258,0.0009236754,0.0007498315,0.000052389067,0.0000900936,0.00001035273,0.000028042747,0.0009869223],"genre_scores_gemma":[0.9986641,0.00029788437,0.0004080703,0.00009203588,0.00047769124,0.0000017606218,0.0000015838676,0.000028393342,0.000028522716],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99777734,0.00013531231,0.0005017849,0.00014946677,0.000975219,0.00046088267],"domain_scores_gemma":[0.9982526,0.00036001814,0.00014126336,0.00014730559,0.0005513249,0.00054752873],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00055561383,0.00017838513,0.0005744104,0.00023350106,0.00010290182,0.00006954231,0.0002972896,0.0000991279,0.000038500868],"category_scores_gemma":[0.00073695346,0.00013709892,0.00016048481,0.00058746873,0.0001808375,0.00031271006,0.00008611707,0.0010236487,0.000016902755],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00095273973,0.0005489481,0.0037232002,0.0017132054,0.0024240746,0.0006547087,0.010176203,0.09409022,0.870353,0.00025652625,0.007419124,0.0076880907],"study_design_scores_gemma":[0.0029927788,0.002137526,0.06448606,0.00052099506,0.00012819802,0.000026335567,0.0016516943,0.1700446,0.75205415,0.0006427904,0.004701466,0.00061339524],"about_ca_topic_score_codex":0.00006379646,"about_ca_topic_score_gemma":0.0000033525682,"teacher_disagreement_score":0.118298784,"about_ca_system_score_codex":0.00002740829,"about_ca_system_score_gemma":0.000109436056,"threshold_uncertainty_score":0.5590732},"labels":[],"label_agreement":null},{"id":"W3113121940","doi":"10.3997/2214-4609.202035216","title":"Turbulent Flow Effects in A Slickwater Fracture Propagation in Permeable Rock","year":2020,"lang":"en","type":"article","venue":"ECMOR XVII","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Dalhousie University","funders":"","keywords":"Turbulence; Mechanics; Fracture (geology); Flow (mathematics); Geology; Geotechnical engineering; Materials science; Physics","score_opus":0.0052267408060959145,"score_gpt":0.18773125880669272,"score_spread":0.1825045180005968,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3113121940","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9815177,0.00065321184,0.01203753,0.0041183284,0.00011960794,0.00035523344,0.000001605835,0.00026679784,0.00093003147],"genre_scores_gemma":[0.9988492,0.000025858912,0.00029634865,0.00047215095,0.00014184832,0.000038170718,0.000018077562,0.000027585167,0.00013073965],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.999166,0.00003528105,0.000191895,0.00019775063,0.00014925483,0.00025981758],"domain_scores_gemma":[0.9997211,0.00002460011,0.000015208781,0.00014101213,0.000010003019,0.00008804147],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00007644069,0.00014818077,0.00022045303,0.00011106514,0.000022937822,0.00002988873,0.00011697891,0.000102615755,0.000116818315],"category_scores_gemma":[0.000042669963,0.0001220433,0.0000610406,0.0002972127,0.0000049177856,0.00011005068,0.000020568754,0.00032606607,0.00019876267],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000008555439,0.000019586985,0.00092272414,0.0002039073,0.000017203789,0.00009062392,0.0016856382,0.99332565,0.0017532544,5.681566e-7,0.0013894049,0.000582899],"study_design_scores_gemma":[0.00048558318,0.000027439652,0.008650533,0.00007618242,0.000010729471,0.0000024351311,0.000041404684,0.96529126,0.0169919,0.000019080973,0.008223282,0.00018019715],"about_ca_topic_score_codex":0.000075410426,"about_ca_topic_score_gemma":0.00005963922,"teacher_disagreement_score":0.028034402,"about_ca_system_score_codex":0.000078159814,"about_ca_system_score_gemma":0.000010006363,"threshold_uncertainty_score":0.49767813},"labels":[],"label_agreement":null},{"id":"W3113243801","doi":"10.1155/2020/8870429","title":"Analysis of the Influence of Different Fracture Network Structures on the Production of Shale Gas Reservoirs","year":2020,"lang":"en","type":"article","venue":"Geofluids","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"China Scholarship Council; National Natural Science Foundation of China","keywords":"Oil shale; Slippage; Geology; Petroleum engineering; Permeability (electromagnetism); Tight gas; Fracture (geology); Shale gas; Sichuan basin; Geotechnical engineering; Hydraulic fracturing; Materials science; Geochemistry; Composite material; Chemistry","score_opus":0.008396497388791464,"score_gpt":0.2025418936962895,"score_spread":0.19414539630749802,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3113243801","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99724007,0.00030036236,0.00018958184,0.001867814,0.0000785715,0.00011427362,0.000010152235,0.000028005114,0.00017118403],"genre_scores_gemma":[0.9996095,0.00010115457,0.000015011929,0.000110984256,0.00010966479,0.000005030528,0.0000055202045,0.000012601774,0.000030559037],"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","domain_scores_codex":[0.99886036,0.00008101583,0.00034876209,0.00016489143,0.00037157434,0.0001734252],"domain_scores_gemma":[0.9990446,0.00012031077,0.000112397305,0.0006014398,0.00007937563,0.000041905896],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00014715873,0.0001436747,0.00037686157,0.00007767999,0.00006421947,0.0000071313993,0.00042865038,0.00007961503,0.00008587664],"category_scores_gemma":[0.0002201712,0.00007223044,0.0002971212,0.0012014274,0.00010290734,0.000033726774,0.00007064752,0.0002502234,8.461803e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000017138987,0.000011407976,0.0129855815,0.00008725398,0.00090272335,2.2610362e-7,0.00073885126,0.9768466,0.0064142067,0.000037107282,0.0018732162,0.00008572899],"study_design_scores_gemma":[0.00012420535,0.0000895446,0.73544484,0.00014783698,0.0015587247,4.795333e-7,0.00024480026,0.10337361,0.15715168,0.00041900872,0.001233935,0.00021134462],"about_ca_topic_score_codex":0.00009363471,"about_ca_topic_score_gemma":0.000039771003,"teacher_disagreement_score":0.8734729,"about_ca_system_score_codex":0.000015595688,"about_ca_system_score_gemma":0.000009835414,"threshold_uncertainty_score":0.29454717},"labels":[],"label_agreement":null},{"id":"W3114486157","doi":"10.38208/ete.v1i1.7","title":"A Critical Review on Material Balance Equation","year":2020,"lang":"en","type":"review","venue":"Energy and Thermofluids Engineering","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"Natural Sciences and Engineering Research Council of Canada; Memorial University of Newfoundland","keywords":"Material balance; Scope (computer science); Balance (ability); Petroleum engineering; Computer science; Workflow; Production (economics); Biochemical engineering; Space (punctuation); Operations research; Geology; Process engineering; Engineering; Economics","score_opus":0.01746790308352951,"score_gpt":0.24552471065211529,"score_spread":0.22805680756858576,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3114486157","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[5.4071074e-7,0.9895722,0.008452561,0.000042373857,0.00044349566,0.00008190638,0.000024062994,0.00039139198,0.0009914315],"genre_scores_gemma":[0.00045903013,0.99846953,0.0000933071,0.00006707706,0.0005728416,0.00009028753,0.00008407545,0.00011570167,0.00004817661],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.99877805,0.000047033227,0.00041201094,0.00030862805,0.00017117646,0.0002831109],"domain_scores_gemma":[0.9993706,0.00015978192,0.000028419432,0.0002701002,0.000013480521,0.0001576261],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.000109360786,0.0004681308,0.0012290911,0.000116466625,0.000042067302,0.000054317563,0.00018516005,0.00023777895,0.00011326394],"category_scores_gemma":[0.00010668,0.00037993692,0.0002645678,0.000231879,0.000018357945,0.000063697895,0.000040283743,0.00028681933,0.00002788666],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000019020503,0.000010107921,1.7233756e-8,0.0698146,0.00037155292,0.000074187694,0.000014225168,0.008247305,0.000013309888,0.0015963112,0.001050627,0.91880584],"study_design_scores_gemma":[0.00003613678,0.000020263687,1.1074249e-7,0.02796805,0.0003650316,0.000022037284,3.579603e-7,0.01910539,0.000028482635,0.00001096255,0.9520573,0.0003858477],"about_ca_topic_score_codex":0.000004515675,"about_ca_topic_score_gemma":2.1760168e-7,"teacher_disagreement_score":0.9510067,"about_ca_system_score_codex":0.000060785016,"about_ca_system_score_gemma":0.00001737336,"threshold_uncertainty_score":0.99986523},"labels":[],"label_agreement":null},{"id":"W3115402349","doi":"","title":"Analysis of Fracture System Using Simulation and Field Data of Multi-stage Fracturing in Maxhamish Gas Field, Canada","year":2012,"lang":"en","type":"article","venue":"Journal of the Korean Society of Mineral and Energy Resources Engineers","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Petroleum engineering; Stage (stratigraphy); Field (mathematics); Fracture (geology); Geology; Natural gas field; Mining engineering; Geotechnical engineering; Engineering; Natural gas; Waste management; Mathematics; Paleontology","score_opus":0.018007104784950215,"score_gpt":0.23288244349874243,"score_spread":0.21487533871379222,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3115402349","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.98982984,0.0021541133,0.007785118,0.00008887025,0.00007065009,0.000014695451,0.000017184357,0.000004277695,0.00003527868],"genre_scores_gemma":[0.9987483,0.0001966865,0.0008821831,0.000037624184,0.00008302094,1.395385e-7,0.0000045548977,0.000010110811,0.00003737481],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9990333,0.000031646938,0.00046186542,0.0000775118,0.00024186085,0.00015383176],"domain_scores_gemma":[0.99914837,0.0002501823,0.00025734544,0.0002248177,0.00004328309,0.00007599726],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00028705157,0.00012676913,0.0004496994,0.00013018068,0.000028964987,0.000007410598,0.00022154568,0.00010768195,0.0000053274493],"category_scores_gemma":[0.00005046114,0.00008715768,0.00018932222,0.00030631645,0.00002734412,0.00012240915,0.00006584266,0.00019913148,2.719202e-9],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000010748329,0.00001176817,0.014831741,0.00023170093,0.00086950854,9.654116e-7,0.0013707792,0.9813701,0.0007145361,3.740257e-7,0.00019350767,0.00039428842],"study_design_scores_gemma":[0.00024292506,0.000012313131,0.0074437363,0.00015767798,0.0004712133,0.0000041798285,0.0016711889,0.9858579,0.0025751407,2.433447e-7,0.0014741414,0.00008934586],"about_ca_topic_score_codex":0.060268834,"about_ca_topic_score_gemma":0.008219972,"teacher_disagreement_score":0.052048862,"about_ca_system_score_codex":0.000047105757,"about_ca_system_score_gemma":0.000015781827,"threshold_uncertainty_score":0.9459889},"labels":[],"label_agreement":null},{"id":"W3116383673","doi":"10.3390/min11010007","title":"Common Problems and Pitfalls in Fluid Inclusion Study: A Review and Discussion","year":2020,"lang":"en","type":"review","venue":"Minerals","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":153,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Université du Québec à Chicoutimi; University of Regina","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Inclusion (mineral); Fluid inclusions; Interpretation (philosophy); Presentation (obstetrics); Petrography; Geology; Computer science; Management science; Mineralogy; Engineering; Medicine; Radiology; Paleontology","score_opus":0.023387882108859098,"score_gpt":0.28890864836499686,"score_spread":0.26552076625613774,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3116383673","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0001171693,0.9979446,0.000006366772,0.0003914544,0.000034837827,0.0011203634,0.000010876083,0.000082028135,0.00029233005],"genre_scores_gemma":[0.0012010998,0.99805295,0.000024977942,0.00006132907,0.000060266928,0.00013436029,0.000049960723,0.000055985274,0.0003590884],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9983995,0.0001964899,0.00065639854,0.00036336866,0.00017518969,0.0002090319],"domain_scores_gemma":[0.9994333,0.000055323057,0.00008007116,0.00028999403,0.00000886749,0.00013249445],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00037826088,0.00040149095,0.0022294335,0.00017624162,0.0000763235,0.000039388917,0.00018724559,0.00015649073,0.000025144032],"category_scores_gemma":[0.00004040796,0.00022087392,0.0001374063,0.00040400005,0.000020039863,0.00006496287,0.0006163065,0.00039483092,0.000010741246],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[8.215136e-7,0.00006906737,0.000018954608,0.15596813,0.00022321817,0.00008461736,0.00083017896,0.00032287723,0.000014806075,4.91401e-7,0.0030609735,0.83940583],"study_design_scores_gemma":[0.00014031431,0.000041192347,0.000004584191,0.036466785,0.00085662893,0.0000138460855,0.000008164864,0.00038064775,4.3537958e-7,0.0000093955105,0.9617618,0.00031624365],"about_ca_topic_score_codex":0.00010741296,"about_ca_topic_score_gemma":0.00017465618,"teacher_disagreement_score":0.9587008,"about_ca_system_score_codex":0.00005627634,"about_ca_system_score_gemma":0.00001289252,"threshold_uncertainty_score":0.90069765},"labels":[],"label_agreement":null},{"id":"W3118634330","doi":"10.1021/acs.energyfuels.0c03867","title":"Evaluation of Aqueous Phase Trapping in Shale Gas Reservoirs Based on Analytic Hierarchy Process","year":2021,"lang":"en","type":"article","venue":"Energy & Fuels","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":13,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"China Scholarship Council; China Postdoctoral Science Foundation; National Natural Science Foundation of China","keywords":"Oil shale; Petrophysics; Petroleum engineering; Hydraulic fracturing; Shale gas; Tight gas; Unconventional oil; Geology; Geotechnical engineering; Porosity","score_opus":0.021984904532460724,"score_gpt":0.2848950677618566,"score_spread":0.26291016322939587,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3118634330","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9808103,0.0012417194,0.004570477,0.00021543352,0.00007584468,0.00005548298,0.00000535067,0.00007334061,0.012952061],"genre_scores_gemma":[0.9994876,0.00007747495,0.00008124453,0.000046207977,0.00005991962,0.000036838566,0.00004667197,0.000027279008,0.00013676475],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.998273,0.00017709481,0.00034126756,0.00025161428,0.0007095561,0.00024743285],"domain_scores_gemma":[0.9992169,0.000094902716,0.000046951354,0.00036741223,0.00019647321,0.00007731988],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00072440575,0.00015105498,0.0002888024,0.00037891854,0.00003582026,0.000021269992,0.00013648458,0.000091465525,0.000299918],"category_scores_gemma":[0.00021437056,0.00014897287,0.00012477305,0.0008546852,0.000023985116,0.000081718004,0.000011613506,0.00016318976,0.0000035608298],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000014050126,0.00014496183,0.000046340214,0.000096893964,0.0000748472,0.000055353627,0.0002127978,0.97271967,0.0068719103,0.000006518301,0.000054990564,0.019701673],"study_design_scores_gemma":[0.0010331516,0.000035905035,0.00009346878,0.00014596967,0.000093955605,0.00000220259,0.00009708118,0.79322183,0.204364,0.0004178312,0.00035966985,0.00013491455],"about_ca_topic_score_codex":0.00009153505,"about_ca_topic_score_gemma":0.00034082745,"teacher_disagreement_score":0.1974921,"about_ca_system_score_codex":0.0001406314,"about_ca_system_score_gemma":0.00015471928,"threshold_uncertainty_score":0.60749376},"labels":[],"label_agreement":null},{"id":"W3119684244","doi":"","title":"Multi-scale, multi-continuum and multi-physics model to simulate coupled fluid flow and geomechanics in shale gas reservoirs, A","year":2017,"lang":"en","type":"article","venue":"Digital Collections of Colorado (Colorado State University)","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"CMG Reservoir Simulation Foundation; Colorado School of Mines","keywords":"Geomechanics; Fluid dynamics; Porous medium; Finite element method; Flow (mathematics); Mechanics; Computer science; Porosity; Geology; Geotechnical engineering; Engineering; Physics; Structural engineering","score_opus":0.0173642796925438,"score_gpt":0.21528674108195475,"score_spread":0.19792246138941094,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3119684244","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.77249086,0.00006289632,0.22576533,0.000095764895,0.00009086227,0.000552845,0.0002909123,0.00015502547,0.0004954963],"genre_scores_gemma":[0.98301536,0.00033736633,0.010242907,0.000009587581,0.000011971073,0.0000067806805,0.000018423409,0.000050169667,0.006307464],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9985301,0.000029242428,0.0003284152,0.0004653207,0.00018412499,0.0004628073],"domain_scores_gemma":[0.9987585,0.00008359728,0.00011821956,0.0005403193,0.00019646947,0.00030289736],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00012948754,0.00033261735,0.0005608092,0.0007799001,0.00065596576,0.00034947394,0.00042522323,0.0001691493,0.000004522661],"category_scores_gemma":[0.00011763013,0.00038558256,0.00012632238,0.0009023494,0.00015878121,0.00095170364,0.00036937004,0.00029317857,0.000005109954],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00018317743,0.00026746726,0.0014806963,0.00008749166,0.00015493906,0.00005710476,0.0009258466,0.9951034,0.0010582069,0.000004726489,0.00016252941,0.0005143918],"study_design_scores_gemma":[0.002859072,0.00012894944,0.0013405625,0.0000716149,0.000062793966,0.000003387714,0.00042586247,0.99350184,0.0003978226,0.00006705392,0.00074320316,0.00039780725],"about_ca_topic_score_codex":0.00037089418,"about_ca_topic_score_gemma":0.007386851,"teacher_disagreement_score":0.21552242,"about_ca_system_score_codex":0.00021163242,"about_ca_system_score_gemma":0.00007108799,"threshold_uncertainty_score":0.99985963},"labels":[],"label_agreement":null},{"id":"W3120197585","doi":"10.1016/j.scitotenv.2021.145051","title":"Developing a fuzzy logic-based risk assessment for groundwater contamination from well integrity failure during hydraulic fracturing","year":2021,"lang":"en","type":"article","venue":"The Science of The Total Environment","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":13,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"Engineering and Physical Sciences Research Council; University of British Columbia; University of Exeter","keywords":"Hydraulic fracturing; Petroleum engineering; Risk analysis (engineering); Risk assessment; Fuzzy logic; Groundwater; Environmental science; Fault tree analysis; Injection well; Engineering; Geology; Civil engineering; Geotechnical engineering; Reliability engineering; Computer science","score_opus":0.009489930806641084,"score_gpt":0.22027013466923995,"score_spread":0.21078020386259885,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3120197585","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.95577335,0.0000967746,0.041351285,0.0020124288,0.00018595545,0.00020999326,0.000010505779,0.000036463152,0.00032326905],"genre_scores_gemma":[0.993582,0.00003747971,0.0061018155,0.000027815713,0.000055531906,0.000032995475,0.000006476414,0.000014735758,0.00014116321],"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9985579,0.0000742986,0.00026478586,0.00029083082,0.0005050553,0.00030709058],"domain_scores_gemma":[0.9991413,0.0001204255,0.00011136586,0.00054838584,0.00002560239,0.000052956395],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00059500034,0.00016905373,0.00019216239,0.00005250882,0.00048063774,0.000081104066,0.000509966,0.000059082828,0.000082531624],"category_scores_gemma":[0.00006304985,0.0000986236,0.00016667398,0.00019412598,0.00027016504,0.00016832906,0.0002156666,0.00031648818,0.000011717605],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000004247638,0.000029598858,0.000098461824,0.000028008033,0.0000522555,0.0000011434599,0.0002318144,0.9581099,0.040992998,0.000025778565,0.000008020227,0.00041775848],"study_design_scores_gemma":[0.00042214265,0.000019837371,0.08398622,0.00008139,0.0001085187,0.000003510908,0.0004295052,0.2513463,0.66155046,0.0016027438,0.00022469238,0.00022469347],"about_ca_topic_score_codex":0.00013809816,"about_ca_topic_score_gemma":0.0000144512405,"teacher_disagreement_score":0.7067636,"about_ca_system_score_codex":0.00048369443,"about_ca_system_score_gemma":0.000062146246,"threshold_uncertainty_score":0.40217534},"labels":[],"label_agreement":null},{"id":"W3120466098","doi":"10.5194/se-2021-1","title":"An Analytical Framework for Stress Shadow Analysis DuringHydraulic Fracturing – Applied to the Bakken Formation,Saskatchewan, Canada","year":2021,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":7,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Saskatchewan; University of British Columbia","funders":"University of Saskatchewan","keywords":"Hydraulic fracturing; Geology; Stress field; Geotechnical engineering; Shadow (psychology); Fracture (geology); Shear (geology); Stress (linguistics); Petroleum engineering; Shear stress; Petrology; Mechanics; Engineering; Structural engineering; Finite element method","score_opus":0.007495753446200888,"score_gpt":0.23181572589095137,"score_spread":0.2243199724447505,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3120466098","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.1960503,0.000075188465,0.7989623,0.0021035173,0.00018435036,0.00025663915,0.000080907506,0.00025443226,0.0020323547],"genre_scores_gemma":[0.9916852,0.000008682406,0.0062640095,0.0008864272,0.0003404042,0.000101588514,0.0001852399,0.000044974135,0.0004834905],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9980522,0.000036525464,0.00045951537,0.00041261088,0.000462907,0.0005762394],"domain_scores_gemma":[0.9981876,0.0002767824,0.0000463195,0.0009912773,0.00012820054,0.00036980506],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00021763575,0.00029225924,0.0004762058,0.00019503768,0.00030303156,0.00022738101,0.0004989379,0.00015225237,0.0003681247],"category_scores_gemma":[0.00007905498,0.00019541543,0.00027343916,0.0013346056,0.000017383181,0.00014987602,0.00006460998,0.00033002844,0.000012450644],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000070741285,0.000024423764,0.0003764745,0.00007003082,0.0010813639,0.000009913637,0.00066678436,0.9946995,0.000070775124,0.00018690802,0.0013407716,0.0014659988],"study_design_scores_gemma":[0.00020517744,0.000012483701,0.00567854,0.000026992238,0.0011399598,0.000002883049,0.0060977098,0.93852556,0.034326106,0.00039434625,0.013010663,0.00057960855],"about_ca_topic_score_codex":0.03465937,"about_ca_topic_score_gemma":0.87941676,"teacher_disagreement_score":0.8447574,"about_ca_system_score_codex":0.00022549942,"about_ca_system_score_gemma":0.00015749545,"threshold_uncertainty_score":0.9717689},"labels":[],"label_agreement":null},{"id":"W3120544796","doi":"10.2118/201315-ms","title":"Design for Reliability: Purpose Driven Sand Control Methods for Cased and Perforated Wells","year":2020,"lang":"en","type":"article","venue":"SPE Annual Technical Conference and Exhibition","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Completion (oil and gas wells); Casing; Perforation; Pressure drop; Reliability (semiconductor); Pressure control; Geotechnical engineering; Petroleum engineering; Geology; Engineering; Mechanical engineering; Mechanics; Power (physics)","score_opus":0.030207502990421384,"score_gpt":0.2936583088933271,"score_spread":0.2634508059029057,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3120544796","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"methods","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.014755293,0.00018006196,0.98171985,0.0021541317,0.000025230967,0.00075270364,0.00008839336,0.00021448573,0.00010981903],"genre_scores_gemma":[0.95165604,0.00017154025,0.047671624,0.0002307865,0.000076122196,0.00012413553,0.00003461102,0.000018629005,0.00001653827],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99913645,0.0000637978,0.0002329733,0.0002862597,0.00006499233,0.00021554323],"domain_scores_gemma":[0.99915844,0.00040045448,0.000030570653,0.000113509326,0.00013341517,0.00016360845],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00036980538,0.00015675725,0.00031509507,0.000043183856,0.000101027836,0.000062222134,0.0000668782,0.00017212858,0.000021462689],"category_scores_gemma":[0.00029441147,0.00013337361,0.000070656795,0.000102654114,0.000077649325,0.00013974265,0.00001791602,0.00014980746,0.0000019828572],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0026630138,0.0002270376,0.00034613113,0.002859595,0.00053222687,0.000025100899,0.0030025097,0.23767377,0.5025075,0.00091833295,0.027666502,0.22157824],"study_design_scores_gemma":[0.0016554064,0.00069943315,0.0001536241,0.000053160624,0.00018483057,0.0000062174413,0.00016445295,0.95120305,0.03333901,0.0038359433,0.008386928,0.00031795466],"about_ca_topic_score_codex":0.000010382249,"about_ca_topic_score_gemma":0.0000030244346,"teacher_disagreement_score":0.93690073,"about_ca_system_score_codex":0.000016709413,"about_ca_system_score_gemma":0.000020705687,"threshold_uncertainty_score":0.54388183},"labels":[],"label_agreement":null},{"id":"W3121041980","doi":"10.1016/j.jngse.2020.103791","title":"Determination of fracture surface area from flowback data: A case study for northern Montney play, British Columbia, Canada","year":2021,"lang":"en","type":"article","venue":"Journal of Natural Gas Science and Engineering","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Alberta","funders":"University of Alberta; Energi Simulation","keywords":"Geology; Imbibition; Petroleum engineering; Hydraulic fracturing; Geotechnical engineering; Fracture (geology); Reservoir simulation; Hydrology (agriculture)","score_opus":0.00870650953031639,"score_gpt":0.21439064799402663,"score_spread":0.20568413846371025,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3121041980","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9946735,0.0017960346,0.0029720925,0.000047112757,0.00039601818,0.000062657025,0.000038586153,0.000010172376,0.0000038416433],"genre_scores_gemma":[0.99709433,0.000067805406,0.0026951188,0.0000119949555,0.0000908057,5.877867e-7,0.0000060279526,0.000010829199,0.00002250627],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99891996,0.000007878973,0.00030525008,0.00015863295,0.0004210101,0.00018729236],"domain_scores_gemma":[0.9991089,0.00011143654,0.000080108795,0.00019118142,0.00038934298,0.000119039105],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003451035,0.00008727766,0.00025913096,0.000046453737,0.0000978153,0.00019181678,0.00026499227,0.000037996855,0.0000054601624],"category_scores_gemma":[0.00030451757,0.0000985326,0.00004059682,0.00031583293,0.000023965162,0.0004518049,0.000055707347,0.0002398467,3.3584715e-8],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000003278316,0.000029322458,0.0044792886,0.00006467237,0.00010185511,0.0025534413,0.00045551773,0.9804588,0.0048030904,1.09593685e-8,0.00059152103,0.0064592175],"study_design_scores_gemma":[0.0005062683,0.00004406712,0.009861915,0.00013473006,0.000111933754,0.0019402278,0.0015056632,0.98357487,0.0013121176,0.0000031563904,0.0008155247,0.00018950661],"about_ca_topic_score_codex":0.26194224,"about_ca_topic_score_gemma":0.85385203,"teacher_disagreement_score":0.5919098,"about_ca_system_score_codex":0.00011998025,"about_ca_system_score_gemma":0.00024807206,"threshold_uncertainty_score":0.74297255},"labels":[],"label_agreement":null},{"id":"W3122854810","doi":"10.1306/13401724h53591","title":"Overpressure in Shale Gas","year":2013,"lang":"en","type":"article","venue":"American Association of Petroleum Geologists eBooks","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":15,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Overpressure; Geology; Petroleum engineering; Oil shale; Shale gas; Reservoir engineering; Geochemistry; Petroleum","score_opus":0.003010937323812596,"score_gpt":0.18958247484477048,"score_spread":0.18657153752095787,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3122854810","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9165083,0.00007045542,0.0005746026,0.0003315584,0.00008741102,0.000077666395,0.0000060443876,0.00016771615,0.08217622],"genre_scores_gemma":[0.99324214,0.000026705971,0.00017689673,0.00006967392,0.000041915693,0.00003361028,0.0000062107956,0.000015914993,0.0063869455],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.998941,0.00006672422,0.00030401896,0.00014561045,0.00023524139,0.0003074162],"domain_scores_gemma":[0.99935824,0.00013866638,0.00018915845,0.00020159305,0.0000555703,0.000056788092],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00019260305,0.00012944081,0.00034287473,0.00017097386,0.000022801727,0.000017934519,0.00017021237,0.00008396883,0.00014168068],"category_scores_gemma":[0.000117292584,0.00012312304,0.000102600294,0.00011365936,0.00008495696,0.000054456865,0.000030128389,0.0002071925,0.00007449507],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000007899812,0.000062055835,0.5891078,0.000063069434,0.0003863423,0.000008359464,0.0006019235,0.38382944,0.0027249705,0.000072819406,0.0074168276,0.015718456],"study_design_scores_gemma":[0.0010836414,0.0001735201,0.8064618,0.000055932276,0.00009432726,0.0000024931285,0.00065067905,0.1648405,0.0037026338,0.0008196447,0.021410285,0.000704508],"about_ca_topic_score_codex":0.004189801,"about_ca_topic_score_gemma":0.0005051248,"teacher_disagreement_score":0.21898896,"about_ca_system_score_codex":0.00018320448,"about_ca_system_score_gemma":0.000015037661,"threshold_uncertainty_score":0.63337535},"labels":[],"label_agreement":null},{"id":"W3123179338","doi":"10.1155/2021/6669604","title":"The Effect of Hydraulic-Natural Fracture Networks on the Waterflooding Development in a Multilayer Tight Reservoir: Case Study","year":2021,"lang":"en","type":"article","venue":"Geofluids","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":7,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"Canada First Research Excellence Fund","keywords":"Geology; Hydraulic fracturing; Fracture (geology); Structural basin; Sedimentary rock; Petroleum engineering; Petrology; Tectonics; Geotechnical engineering; Geomorphology; Geochemistry; Seismology","score_opus":0.006985074853515014,"score_gpt":0.2251139037054069,"score_spread":0.2181288288518919,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3123179338","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9963587,0.001991839,0.00028896044,0.00039285043,0.0002791971,0.00029981512,6.1859885e-7,0.000068718124,0.00031932266],"genre_scores_gemma":[0.99930954,0.00006060613,0.000020982554,0.00006488898,0.000103765036,0.00006996645,0.000005436362,0.00003231254,0.00033250076],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9982303,0.00033489746,0.00040172294,0.0002550871,0.0003190557,0.0004589759],"domain_scores_gemma":[0.99840355,0.0008400453,0.000033822005,0.00061761803,0.000044236556,0.00006073798],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0010031408,0.00025962738,0.0003222447,0.000080405865,0.0003238064,0.000080812155,0.00030678726,0.00010980483,0.000038500075],"category_scores_gemma":[0.00013612922,0.00012553949,0.00013030878,0.00042012724,0.000035368008,0.000053330972,0.00012865408,0.0006933893,0.0000150234755],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000043209515,0.000056542132,0.006000615,0.000043379605,0.00036854192,0.0018820972,0.0032898246,0.9829585,0.000264415,8.791641e-7,0.0013331933,0.0037587883],"study_design_scores_gemma":[0.0026136623,0.00032348032,0.018254468,0.00034761475,0.00022570624,0.00038276668,0.0043452666,0.7371105,0.20080015,0.000008716076,0.034731142,0.0008565152],"about_ca_topic_score_codex":0.00024220254,"about_ca_topic_score_gemma":0.0009967224,"teacher_disagreement_score":0.245848,"about_ca_system_score_codex":0.00008234476,"about_ca_system_score_gemma":0.000020105821,"threshold_uncertainty_score":0.5119352},"labels":[],"label_agreement":null},{"id":"W3124726488","doi":"10.1155/2021/8823212","title":"High In Situ Stress Anisotropy Lead to Formation of Complex Fracture Patterns","year":2021,"lang":"en","type":"article","venue":"Geofluids","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"BitCan (Canada)","funders":"China National Offshore Oil Corporation","keywords":"Hydraulic fracturing; Fracture (geology); Petroleum engineering; Well stimulation; Anisotropy; Geology; Lead (geology); Water injection (oil production); Submarine pipeline; Stress (linguistics); Geotechnical engineering; Injection well; Petroleum; Geomorphology","score_opus":0.009942334231013025,"score_gpt":0.22429658596496632,"score_spread":0.21435425173395328,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3124726488","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8978813,0.00017125596,0.10074202,0.0004153633,0.0000812007,0.000049190883,0.000031688378,0.000062832936,0.00056513643],"genre_scores_gemma":[0.9987685,0.00007730214,0.00070817134,0.00013060466,0.000062659594,0.0000053923923,0.00014170028,0.000013954961,0.00009168507],"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9992791,0.000022531314,0.0002314089,0.00011106479,0.00015595104,0.00019993959],"domain_scores_gemma":[0.99962956,0.000020654223,0.000016218157,0.00023680029,0.00004445114,0.00005230363],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0000531019,0.000102481325,0.00020752192,0.00011056148,0.000021903905,0.000018690747,0.00010759035,0.000073020674,0.00018719272],"category_scores_gemma":[0.000016113085,0.00009780633,0.00006110182,0.00023669394,0.00000653272,0.00009134211,0.000036080164,0.00012072252,0.000033793316],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000005366285,0.000042799464,0.0026884063,0.0002335482,0.000041312924,0.000037336158,0.0009264287,0.91598743,0.07481241,0.00001697766,0.0026354198,0.0025725863],"study_design_scores_gemma":[0.0005273859,0.000037371938,0.09943514,0.0001749998,0.00003288884,0.000006158356,0.00060060015,0.0380245,0.8516041,0.0000826859,0.009172396,0.0003017716],"about_ca_topic_score_codex":0.00030220608,"about_ca_topic_score_gemma":0.0007512242,"teacher_disagreement_score":0.8779629,"about_ca_system_score_codex":0.000047236015,"about_ca_system_score_gemma":0.00000817745,"threshold_uncertainty_score":0.39884266},"labels":[],"label_agreement":null},{"id":"W3124894785","doi":"","title":"Analysis of the Fracture Morphologies from a Laboratory Hydraulic Fracture Experiment on Montney Shale","year":2020,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Geology; Fracture (geology); Hydraulic fracturing; Oil shale; Petroleum engineering; Tight gas; Geotechnical engineering; Paleontology","score_opus":0.009765995055536898,"score_gpt":0.21523038716478338,"score_spread":0.20546439210924647,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3124894785","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9771711,0.0019681586,0.007096195,0.008086955,0.00014075833,0.00018296152,0.00013535439,0.00050416164,0.0047143255],"genre_scores_gemma":[0.9935632,0.00006681938,0.0001563886,0.005944149,0.00010980514,0.000014521023,0.00003792873,0.000028817649,0.00007842421],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.998702,0.00006048601,0.0003127477,0.00031398403,0.00038377725,0.00022704003],"domain_scores_gemma":[0.9989684,0.00011558777,0.00007704301,0.0006638842,0.00004174071,0.00013333661],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000056686917,0.00026280858,0.0005180542,0.0001293537,0.00006782508,0.00003339921,0.0004946314,0.00019739587,0.0013448559],"category_scores_gemma":[0.000069367656,0.00015732925,0.00042939192,0.0011378875,0.000052570893,0.000071086004,0.000069944006,0.0003970235,0.00003940225],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000011848183,0.000033009495,0.0021126533,0.000012407171,0.0019763599,0.00000804901,0.0015366424,0.9748997,0.0037756197,0.0000015823049,0.015529656,0.000102474776],"study_design_scores_gemma":[0.00047926037,0.000073445306,0.06552629,0.000035921898,0.0019169417,2.2457066e-7,0.0015005491,0.43498108,0.41483647,0.000026945498,0.080028355,0.00059452176],"about_ca_topic_score_codex":0.0005552337,"about_ca_topic_score_gemma":0.000044140063,"teacher_disagreement_score":0.5399186,"about_ca_system_score_codex":0.00004852871,"about_ca_system_score_gemma":0.000017683338,"threshold_uncertainty_score":0.99956805},"labels":[],"label_agreement":null},{"id":"W3124984548","doi":"10.1016/j.petrol.2021.108456","title":"Microfracture characterization of shale constrained by mineralogy and bedding","year":2021,"lang":"en","type":"article","venue":"Journal of Petroleum Science and Engineering","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":14,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"China Scholarship Council; National Natural Science Foundation of China","keywords":"Bedding; Geology; Bed; Oil shale; Feldspar; Mineralogy; Quartz; Pyrite; Brittleness; Scanning electron microscope; Texture (cosmology); Shearing (physics); Mineral; Geotechnical engineering; Materials science; Composite material; Anisotropy; Metallurgy","score_opus":0.002699014914871181,"score_gpt":0.18140232975334739,"score_spread":0.1787033148384762,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3124984548","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.98705786,0.001053554,0.011485393,0.00015449048,0.0001488665,0.000008616833,0.0000046559535,0.000011142493,0.00007543557],"genre_scores_gemma":[0.998646,0.00050563994,0.0007252587,0.000017256047,0.00006378842,2.7361324e-7,0.0000019120923,0.000007505293,0.000032315464],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.999319,0.00000540801,0.00024107445,0.0000841907,0.00019622261,0.00015408681],"domain_scores_gemma":[0.9996147,0.000027163373,0.0000641249,0.00006290841,0.00012681112,0.00010425086],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00028936815,0.00008470164,0.00020939842,0.0001997972,0.00003919216,0.00004778251,0.000082436694,0.000042213895,0.000008595168],"category_scores_gemma":[0.00006983442,0.00007351398,0.00003349118,0.00025437772,0.00007377145,0.0002761673,0.000021323725,0.00014832278,1.4231068e-7],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000013248615,0.0000052865917,0.00040112302,0.000060932576,0.00003058489,0.000013044298,0.00015416245,0.027222743,0.9712071,0.0000044848352,0.000029782595,0.00086945604],"study_design_scores_gemma":[0.000666464,0.000082277875,0.018458402,0.000259394,0.00010933385,0.0008016299,0.00033761968,0.4057032,0.5678411,0.000009204151,0.0054249717,0.00030638315],"about_ca_topic_score_codex":0.0000030560484,"about_ca_topic_score_gemma":5.3377676e-7,"teacher_disagreement_score":0.40336594,"about_ca_system_score_codex":0.000025900908,"about_ca_system_score_gemma":0.000038699327,"threshold_uncertainty_score":0.2997813},"labels":[],"label_agreement":null},{"id":"W3125222809","doi":"10.1190/geo2020-0410.1","title":"Monitoring hydraulic fracture volume using borehole to surface electromagnetic and conductive proppant","year":2020,"lang":"en","type":"article","venue":"Geophysics","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":13,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Geoscience BC","funders":"","keywords":"Casing; Geology; Anisotropy; Electrical conductor; Finite volume method; Borehole; Electrical resistivity and conductivity; Acoustics; Materials science; Mechanics; Geotechnical engineering; Engineering; Electrical engineering; Petroleum engineering; Physics; Composite material; Optics","score_opus":0.013351528766674147,"score_gpt":0.21649492596212647,"score_spread":0.20314339719545232,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3125222809","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9913792,0.00068986596,0.0064540785,0.00076112937,0.00009778952,0.00015315277,0.000005047437,0.00022514294,0.00023457974],"genre_scores_gemma":[0.9962116,0.000042937958,0.0029807908,0.00026115793,0.00037051528,0.0000045555603,0.0000034872055,0.000048629878,0.00007632429],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9989978,0.000020762518,0.0001552019,0.00027994192,0.00018845813,0.00035780104],"domain_scores_gemma":[0.999475,0.00001811557,0.000025981799,0.0001884009,0.00004068684,0.00025182686],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000036639784,0.00021602353,0.00027202044,0.000031598087,0.00009830516,0.00006825462,0.00013416786,0.00007792261,0.00001369626],"category_scores_gemma":[0.00001932244,0.000206132,0.00006353762,0.00036398912,0.000026753349,0.00013886695,0.000055110184,0.00030780616,0.00005768233],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000007348831,0.0000112518155,0.00056028675,0.0000817823,0.00009811031,0.000015516576,0.001537261,0.88746256,0.10876486,0.0000011662214,0.00046610573,0.0009937355],"study_design_scores_gemma":[0.00052328734,0.00033489542,0.014980202,0.00011435904,0.00026082774,0.000011968361,0.0006003126,0.7983254,0.16659781,0.00018544053,0.016998015,0.001067449],"about_ca_topic_score_codex":0.00018071513,"about_ca_topic_score_gemma":0.0000012522883,"teacher_disagreement_score":0.08913715,"about_ca_system_score_codex":0.000049067432,"about_ca_system_score_gemma":0.000019635367,"threshold_uncertainty_score":0.8405819},"labels":[],"label_agreement":null},{"id":"W3125393163","doi":"10.20944/preprints202011.0726.v1","title":"Numerical simulation of pulsed gravel packing completion in horizontal wells","year":2020,"lang":"en","type":"preprint","venue":"Preprints.org","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"China Scholarship Council; National Natural Science Foundation of China","keywords":"Geotechnical engineering; Geology; Eccentricity (behavior); Volume (thermodynamics); Displacement (psychology); Viscosity; Flow (mathematics); Mechanics; Materials science","score_opus":0.08779949872003574,"score_gpt":0.31991821688120703,"score_spread":0.2321187181611713,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3125393163","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.94961077,0.00010016967,0.045305893,0.00017406953,0.00038950035,0.00035349786,0.000017890523,0.0002883797,0.0037598496],"genre_scores_gemma":[0.9993783,0.000066096654,0.00013853757,0.00001673648,0.00016310945,0.000028255849,0.00012773243,0.000057721474,0.000023501405],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9979269,0.00011035792,0.000724733,0.00055854744,0.00038750508,0.00029193598],"domain_scores_gemma":[0.99891734,0.00010512113,0.00017015619,0.0006238824,0.00006244985,0.00012102995],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00031367163,0.0003280575,0.00070778094,0.00026013772,0.000031669086,0.000015674657,0.00039244533,0.00034626777,0.00030802563],"category_scores_gemma":[0.00016387226,0.00035777557,0.00029361428,0.00029497468,0.00003875002,0.00006323274,0.00039165336,0.0010352357,0.00024373748],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000020795524,0.00004550323,0.096804015,0.00042485155,0.00013420013,0.000011613233,0.0006083131,0.89684445,0.004808887,0.0000037804002,0.0000065251315,0.00028704383],"study_design_scores_gemma":[0.00024855725,0.000008706322,0.21350238,0.0002021445,0.000049937258,7.754864e-7,0.000034253495,0.7679306,0.017001731,0.0003576147,0.00036844902,0.0002948219],"about_ca_topic_score_codex":0.00070477976,"about_ca_topic_score_gemma":0.000025198635,"teacher_disagreement_score":0.12891383,"about_ca_system_score_codex":0.00021227183,"about_ca_system_score_gemma":0.00003478162,"threshold_uncertainty_score":0.9998874},"labels":[],"label_agreement":null},{"id":"W3125617486","doi":"10.2118/204481-pa","title":"Average Fracture Compressibility from Flowback Data","year":2021,"lang":"en","type":"article","venue":"SPE Production & Operations","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Compressibility; Fracture (geology); Hydraulic fracturing; Volumetric flow rate; Geology; Flow (mathematics); Geotechnical engineering; Soil science; Mechanics; Petroleum engineering; Mineralogy; Physics","score_opus":0.023370167504675844,"score_gpt":0.2589030193951812,"score_spread":0.23553285189050532,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3125617486","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.17701352,0.0032809789,0.782312,0.023386957,0.0037436252,0.00037445728,0.0005288033,0.0010816492,0.008278007],"genre_scores_gemma":[0.96206164,0.00029530106,0.031221662,0.00012926242,0.0011420608,0.000009318864,0.0024884103,0.000023593895,0.0026287197],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9989663,0.000055710138,0.00022449456,0.00044973995,0.00016386971,0.00013991538],"domain_scores_gemma":[0.99834406,0.000014417089,0.0000116740985,0.001453482,0.00010903145,0.00006730611],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00011029684,0.00012383402,0.00015342364,0.00003626937,0.00020621937,0.00013584195,0.00022469081,0.000073609175,0.002290826],"category_scores_gemma":[0.00011645758,0.00011484997,0.000046727928,0.00023959616,0.000025903402,0.0004013868,0.00009093419,0.00027360147,0.00022353049],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000010733094,0.000041461783,0.00017091632,0.000011988886,0.00008292065,0.0000040162936,0.00026320425,0.9778746,0.0041709286,0.0000018669358,0.01645062,0.000926433],"study_design_scores_gemma":[0.0001511448,0.0000034251616,0.00199665,0.000021203537,0.00007058785,0.000008297775,0.00016555801,0.77189744,0.0404014,0.00012880575,0.18490101,0.00025449702],"about_ca_topic_score_codex":0.00016506581,"about_ca_topic_score_gemma":0.0010070719,"teacher_disagreement_score":0.7850481,"about_ca_system_score_codex":0.00003894438,"about_ca_system_score_gemma":0.000045222372,"threshold_uncertainty_score":0.9986212},"labels":[],"label_agreement":null},{"id":"W3126026152","doi":"10.2118/205010-pa","title":"Simulated Annealing Algorithm-Based Inversion Model To Interpret Flow Rate Profiles and Fracture Parameters for Horizontal Wells in Unconventional Gas Reservoirs","year":2021,"lang":"en","type":"article","venue":"SPE Journal","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":35,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Inversion (geology); Algorithm; Geology; Inverse transform sampling; Synthetic data; Simulated annealing; Volumetric flow rate; Mechanics; Computer science; Seismology","score_opus":0.011280279322291784,"score_gpt":0.24029177799961837,"score_spread":0.2290114986773266,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3126026152","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.60147184,0.0003895713,0.3957833,0.0018091004,0.00026294752,0.00015110684,0.00004375977,0.000044503682,0.00004386086],"genre_scores_gemma":[0.943972,0.00012865268,0.055233505,0.00033667756,0.00013784003,0.0000054169705,0.00007178133,0.000037039255,0.000077122786],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9988583,0.0000668732,0.0003361288,0.00021756616,0.00020181618,0.00031933092],"domain_scores_gemma":[0.99936724,0.00013099043,0.00003931566,0.0001333513,0.00010730622,0.00022181825],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00038598,0.00018336094,0.00026881715,0.00025924973,0.00011176067,0.00013220956,0.0001215785,0.00013401374,0.000054716296],"category_scores_gemma":[0.00012907828,0.00016517594,0.00016511227,0.00023928181,0.000020049269,0.00016408182,0.0000332499,0.00045761146,0.000004824057],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00007729991,0.00002096808,0.0001458762,0.000051802253,0.00008885806,0.00007773153,0.00025850345,0.9932087,0.0011850627,4.0100798e-7,0.0024638767,0.0024209053],"study_design_scores_gemma":[0.00087641407,0.000058227073,0.0000797043,0.00024470082,0.000038027018,0.000017184722,0.00016888109,0.9807532,0.016072245,0.0005988923,0.0008996434,0.00019287405],"about_ca_topic_score_codex":0.000023091956,"about_ca_topic_score_gemma":0.000035490833,"teacher_disagreement_score":0.34250012,"about_ca_system_score_codex":0.00014176326,"about_ca_system_score_gemma":0.00008240192,"threshold_uncertainty_score":0.6735679},"labels":[],"label_agreement":null},{"id":"W3128758487","doi":"10.2118/0221-0032-jpt","title":"China’s Unconventional Challenge Spurs New Thinking on Shale and Tight Reservoirs","year":2021,"lang":"en","type":"article","venue":"Journal of Petroleum Technology","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Tight oil; Oil shale; China; Hydraulic fracturing; Unconventional oil; Shale gas; Petroleum; Shale oil; Fossil fuel; Petroleum engineering; Directional drilling; Petroleum industry; Government (linguistics); Drilling; Business; Geology; Engineering; Waste management; Political science; Environmental engineering; Mechanical engineering","score_opus":0.007056538845942453,"score_gpt":0.21551952676168257,"score_spread":0.2084629879157401,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3128758487","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.94073296,0.011214579,0.0061591943,0.0326968,0.00071956066,0.00002936376,0.0000031634104,0.00020741853,0.008236949],"genre_scores_gemma":[0.9954325,0.0015709581,0.0014456376,0.00003876232,0.00028766875,9.4371046e-7,0.0000019437382,0.000024033114,0.0011975734],"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","domain_scores_codex":[0.9989214,0.000025701493,0.0003639241,0.00014793099,0.00030169656,0.00023933753],"domain_scores_gemma":[0.9994333,0.000035183733,0.00011752649,0.00023241676,0.00006713712,0.000114486604],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00021617695,0.00015011423,0.00034254155,0.0005481129,0.00007859026,0.000035547073,0.0002664295,0.00023147563,0.00017441175],"category_scores_gemma":[0.00011800567,0.00012754285,0.00015369878,0.00026452309,0.000052512853,0.00010450484,0.00006890994,0.0007844948,0.000014513704],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00017061962,0.00065084914,0.0062913685,0.0005418814,0.0036712172,0.0061785127,0.0014182309,0.8459494,0.010486959,0.015829463,0.029897453,0.07891403],"study_design_scores_gemma":[0.011826813,0.0032501856,0.05378045,0.0029677858,0.0011466877,0.009668246,0.0038568825,0.0837628,0.06906322,0.20246549,0.5555425,0.002668907],"about_ca_topic_score_codex":0.00000990343,"about_ca_topic_score_gemma":0.000042829528,"teacher_disagreement_score":0.7621866,"about_ca_system_score_codex":0.00008188202,"about_ca_system_score_gemma":0.00006769905,"threshold_uncertainty_score":0.52010465},"labels":[],"label_agreement":null},{"id":"W3130608277","doi":"10.2118/201302-ms","title":"Case History of Conformance Solutions for West Sak Wormhole/Void Space Conduit with a New Reassembling Pre-formed Particle Gel RPPG","year":2020,"lang":"en","type":"article","venue":"SPE Annual Technical Conference and Exhibition","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":39,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"ConocoPhillips (Canada)","funders":"","keywords":"Porosity; Computer science; Petroleum engineering; Particle size; Void (composites); Materials science; Geology; Composite material; Engineering; Chemical engineering","score_opus":0.04126902668137387,"score_gpt":0.2474559030075522,"score_spread":0.20618687632617835,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3130608277","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.70586246,0.0008649874,0.286816,0.0025825417,0.000073540345,0.00054109044,0.000086974986,0.0005167241,0.0026556815],"genre_scores_gemma":[0.9984498,0.00012099634,0.000982862,0.00009486365,0.00008210556,0.000027183989,0.000026572034,0.000016435812,0.00019917858],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9991018,0.000009974606,0.00026603244,0.00020098955,0.00013166877,0.00028950215],"domain_scores_gemma":[0.999399,0.000057132183,0.0000630149,0.0001555905,0.000106688734,0.00021857511],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00012235739,0.00014732078,0.000252536,0.000047025645,0.00007098883,0.000023381339,0.00007981305,0.000112209746,0.00004799389],"category_scores_gemma":[0.000058791564,0.00012641079,0.000064532396,0.00014874998,0.000112726266,0.0003123559,0.000034893277,0.00019117385,0.00000603986],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.003421821,0.0007947813,0.0021448007,0.005890847,0.0012379213,0.0008869307,0.038722437,0.25679263,0.3984359,0.03916785,0.18872786,0.06377621],"study_design_scores_gemma":[0.008613463,0.0039085927,0.0037650736,0.0014573504,0.0011127982,0.0012417921,0.008289326,0.7902034,0.09451304,0.0033100212,0.08079812,0.0027870059],"about_ca_topic_score_codex":0.00039326347,"about_ca_topic_score_gemma":0.0006569854,"teacher_disagreement_score":0.5334108,"about_ca_system_score_codex":0.00007061311,"about_ca_system_score_gemma":0.00011356891,"threshold_uncertainty_score":0.51548827},"labels":[],"label_agreement":null},{"id":"W3130863145","doi":"10.4095/327948","title":"Overpressure detection from geophysical, drilling and well testing data for petroleum exploration wells in the Beaufort-Mackenzie Basin, Yukon and Northwest Territories","year":2021,"lang":"en","type":"report","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Natural Resources Canada","funders":"","keywords":"Geology; Overpressure; Drilling; Beaufort sea; Structural basin; Petroleum exploration; Petroleum; Petroleum engineering; Geomorphology; Oceanography; Seismology; Paleontology; Arctic; Engineering","score_opus":0.03578009033746503,"score_gpt":0.25604263115191056,"score_spread":0.22026254081444552,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3130863145","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7179023,0.037318215,0.20986508,0.0014277737,0.0077277767,0.0031205965,0.0076127043,0.0015113485,0.013514205],"genre_scores_gemma":[0.9867134,0.0034229315,0.0010536794,0.00003010972,0.0021413527,0.00006788269,0.006305295,0.00007780531,0.00018752138],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.998146,0.000055788707,0.0004647451,0.0006153262,0.00044413135,0.0002740348],"domain_scores_gemma":[0.9981633,0.0007405618,0.00012513345,0.00078196597,0.00012537064,0.00006367277],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00048683045,0.0003580507,0.0005487308,0.00013324969,0.00019564974,0.00037559532,0.00027307722,0.00030150035,0.0000088958295],"category_scores_gemma":[0.00033744104,0.0002721241,0.00007754523,0.00020449172,0.000043745436,0.00046902642,0.00014713132,0.00050842937,8.697738e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00006961726,0.00023922014,0.02572006,0.005422537,0.0023368744,0.00018215792,0.0026660343,0.892841,0.0011212756,0.0000038787666,0.014835853,0.054561526],"study_design_scores_gemma":[0.00035453713,0.00005258883,0.007479208,0.0005706957,0.0007132479,0.000018499859,0.0010294407,0.7241137,0.0010222553,0.00012488973,0.263884,0.0006369296],"about_ca_topic_score_codex":0.052129604,"about_ca_topic_score_gemma":0.049107037,"teacher_disagreement_score":0.2688111,"about_ca_system_score_codex":0.00006808451,"about_ca_system_score_gemma":0.00007578575,"threshold_uncertainty_score":0.9999731},"labels":[],"label_agreement":null},{"id":"W3131094668","doi":"10.1190/geo2020-0146.1","title":"Stress-sensitive permeability of matrix cores and artificially fractured cores with nonproppant-filled fractures under high-pressure conditions","year":2021,"lang":"en","type":"article","venue":"Geophysics","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":7,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"National Natural Science Foundation of China","keywords":"Overburden pressure; Permeability (electromagnetism); Matrix (chemical analysis); Effective stress; Stress (linguistics); Tight gas; Hydrostatic test; Geology; Exponential function; Geotechnical engineering; Materials science; Mechanics; Petroleum engineering; Mineralogy; Hydraulic fracturing; Composite material; Chemistry; Mathematics","score_opus":0.0050515804478341,"score_gpt":0.22458952793108194,"score_spread":0.21953794748324784,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3131094668","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99419516,0.0007794014,0.0036730673,0.00019631244,0.00010724244,0.0001348713,0.00046067755,0.00013630651,0.00031697884],"genre_scores_gemma":[0.9988295,0.00010439583,0.00040127203,0.00005209638,0.00013194383,0.000008192965,0.00028059923,0.000040317125,0.00015169615],"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","domain_scores_codex":[0.99876,0.00006483655,0.00026955092,0.00032429816,0.00030775162,0.00027357083],"domain_scores_gemma":[0.99887705,0.00020158991,0.0000911106,0.0004625115,0.0002591912,0.000108548484],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00005556657,0.00026114727,0.00048660874,0.00006263235,0.00014682904,0.00006145031,0.000108809516,0.00014996919,0.00014381172],"category_scores_gemma":[0.000040514013,0.00020787778,0.00011222373,0.00021395354,0.00021540446,0.00012286997,0.00005540406,0.00031674368,0.000009385749],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000065691514,0.00015376325,0.0014489208,0.00032750182,0.0010497448,0.00006698627,0.00092220376,0.9725565,0.022196075,0.0003754885,0.00033079626,0.0005063779],"study_design_scores_gemma":[0.0012782554,0.00014977973,0.62214947,0.00024838038,0.0012453147,0.000019594116,0.0018792718,0.038330305,0.32690725,0.0060202624,0.00081258296,0.00095953036],"about_ca_topic_score_codex":0.00035996528,"about_ca_topic_score_gemma":0.00040681136,"teacher_disagreement_score":0.93422616,"about_ca_system_score_codex":0.000019914693,"about_ca_system_score_gemma":0.000064680076,"threshold_uncertainty_score":0.84770095},"labels":[],"label_agreement":null},{"id":"W3131337070","doi":"10.2118/spe-169799-ms","title":"Post-frac Flowback Water Chemistry Matching in a Shale Development","year":2014,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Nalco (Canada)","funders":"","keywords":"Oil shale; Hydraulic fracturing; Petroleum engineering; Dissolution; Geology; Permeability (electromagnetism); Fracturing fluid; Produced water; Fluid dynamics; Chemistry; Chemical engineering; Engineering","score_opus":0.0030849084436311513,"score_gpt":0.17730170677066848,"score_spread":0.17421679832703732,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3131337070","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9625618,0.000024818888,0.008046836,0.00016454166,0.000042911015,0.000025900214,2.7616682e-7,0.00017499406,0.02895795],"genre_scores_gemma":[0.99410874,0.000003948914,0.0018630325,0.000071211245,0.000052729938,0.000008011977,0.000015761572,0.000019026507,0.003857559],"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9993205,0.000007863733,0.0001813762,0.00012784723,0.000106969455,0.00025546402],"domain_scores_gemma":[0.9997362,0.00001466215,0.0000052788473,0.00016968539,0.000012259124,0.00006194077],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001567521,0.00011248759,0.00013684345,0.000045164983,0.00003222343,0.000027374103,0.00012829155,0.00006867323,0.00083536224],"category_scores_gemma":[0.000008204319,0.00007774844,0.000040229974,0.000052138545,0.0000062397235,0.000053479525,0.000041447813,0.00014262943,0.00035603807],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00000521575,0.00004668909,0.00094856706,0.00036960244,0.00010398223,0.00001746997,0.0035514901,0.85418475,0.12931749,0.0000029807954,0.0004535034,0.010998285],"study_design_scores_gemma":[0.00042811641,0.0000050985263,0.0029213126,0.00007088669,0.00001158281,0.000008500602,0.00022973663,0.1534667,0.8061259,0.000108696,0.036123168,0.000500338],"about_ca_topic_score_codex":0.000088458895,"about_ca_topic_score_gemma":0.00009364383,"teacher_disagreement_score":0.70071805,"about_ca_system_score_codex":0.000048799455,"about_ca_system_score_gemma":0.000005646852,"threshold_uncertainty_score":0.9146631},"labels":[],"label_agreement":null},{"id":"W3131524746","doi":"10.4095/327586","title":"Characterization of shallow aquifers and assessment of potential impacts of oil and gas development activities on these aquifers in the Fox Creek area (AB)","year":2021,"lang":"en","type":"report","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Natural Resources Canada","funders":"","keywords":"Aquifer; Petroleum engineering; Fossil fuel; Environmental science; Hydrology (agriculture); Geology; Groundwater; Waste management; Geotechnical engineering; Engineering","score_opus":0.017682792570302513,"score_gpt":0.25486129920371425,"score_spread":0.23717850663341175,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3131524746","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9891188,0.00043873253,0.00043762446,0.000067187764,0.00010458156,0.00008164635,0.000031487314,0.000016412254,0.009703536],"genre_scores_gemma":[0.98650706,0.012632449,0.00020757182,0.000007897361,0.000027659462,0.000015336665,0.00017071236,0.000028870914,0.00040244978],"study_design_codex":"design_other","study_design_gemma":"observational","domain_scores_codex":[0.998178,0.000079664795,0.00059957843,0.00022507379,0.0007195194,0.00019814108],"domain_scores_gemma":[0.9992123,0.00011328077,0.0002534653,0.00027574392,0.00009848475,0.00004671288],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006223587,0.00025851442,0.00070905645,0.00031174681,0.000026306327,0.00003883142,0.0001323089,0.00019889153,0.000057441866],"category_scores_gemma":[0.00005216984,0.00018808906,0.00011349334,0.00020300475,0.00007177907,0.000084365056,0.00006228893,0.00028868258,6.0733285e-8],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00028788493,0.0019203292,0.054333683,0.039915025,0.012076968,0.00041698848,0.028334439,0.13883938,0.34184352,0.000033526958,0.000549358,0.3814489],"study_design_scores_gemma":[0.0019578836,0.00044374395,0.8381104,0.006787071,0.0011255495,0.00011868828,0.008543333,0.029090554,0.10570268,0.000018654153,0.0064730905,0.0016283504],"about_ca_topic_score_codex":0.0007901411,"about_ca_topic_score_gemma":0.00079836836,"teacher_disagreement_score":0.7837767,"about_ca_system_score_codex":0.00010977478,"about_ca_system_score_gemma":0.00036426418,"threshold_uncertainty_score":0.7670049},"labels":[],"label_agreement":null},{"id":"W3132544452","doi":"10.22541/au.159708636.68180115","title":"Assessment of extended DLVO-based water film on multiphase transport behavior in shale microfractures","year":2020,"lang":"en","type":"preprint","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"DLVO theory; Disjoining pressure; Relative permeability; Percolation theory; Petroleum engineering; Capillary pressure; Porosimetry; Oil shale; Water transport; Permeability (electromagnetism); Geology; Materials science; Mechanics; Chemistry; Soil science; Geotechnical engineering; Water flow; Porous medium; Conductivity; Wetting; Composite material; Porosity; Physics","score_opus":0.014973774278470445,"score_gpt":0.27683246134149664,"score_spread":0.2618586870630262,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3132544452","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.97326654,0.00010154397,0.019849382,0.00032648552,0.0003237069,0.0005988596,0.00016394559,0.00034369726,0.005025809],"genre_scores_gemma":[0.9955,0.000035305937,0.0031766256,0.000122035846,0.000061969404,0.00015533183,0.0006729345,0.000073530835,0.00020222292],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9980544,0.00004521924,0.0006590799,0.00051436917,0.00037110088,0.00035582474],"domain_scores_gemma":[0.9990845,0.00004725233,0.0000598247,0.00062590715,0.000037590537,0.00014493373],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001594992,0.00045456353,0.00077223335,0.00038140797,0.00002310459,0.000022376682,0.00039136954,0.000418222,0.0009752525],"category_scores_gemma":[0.0000074699956,0.0003286524,0.00045622964,0.000102522295,0.000036076206,0.000030212314,0.000061146835,0.0011032148,0.000015125148],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000024662208,0.00036595442,0.003540623,0.00065071916,0.00014630168,0.00020985956,0.00016206552,0.9801974,0.014126264,0.0000014672434,0.00017767522,0.00039696702],"study_design_scores_gemma":[0.0012690282,0.00009448226,0.09701421,0.00028211554,0.0003159464,0.0000011805762,0.000071066555,0.52853453,0.3708265,0.000024844445,0.00082525535,0.0007408157],"about_ca_topic_score_codex":0.000827021,"about_ca_topic_score_gemma":0.00024540708,"teacher_disagreement_score":0.4516629,"about_ca_system_score_codex":0.00018303112,"about_ca_system_score_gemma":0.00006461497,"threshold_uncertainty_score":0.999938},"labels":[],"label_agreement":null},{"id":"W3132689683","doi":"10.2118/205023-pa","title":"Optimization of Fracturing Parameters by Modified Variable-Length Particle-Swarm Optimization in Shale-Gas Reservoir","year":2021,"lang":"en","type":"article","venue":"SPE Journal","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":44,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Particle swarm optimization; Hydraulic fracturing; Fracture (geology); Tight gas; Petroleum engineering; Shale gas; Mathematical optimization; Oil shale; Geology; Mathematics; Mechanics; Geotechnical engineering; Physics","score_opus":0.011162027712996904,"score_gpt":0.21842952801006882,"score_spread":0.20726750029707192,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3132689683","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.3778242,0.00090455293,0.6191481,0.0003520138,0.00024032417,0.000063659114,0.000008911581,0.00006160747,0.0013966567],"genre_scores_gemma":[0.9466394,0.0014532715,0.05158365,0.000033847013,0.000087743094,0.000003966723,0.000038546463,0.000039401006,0.00012013333],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99845195,0.00010925796,0.0005847003,0.00018144592,0.0003313963,0.00034123348],"domain_scores_gemma":[0.999265,0.00009005626,0.00012450873,0.00025113663,0.00012126597,0.0001479894],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00041824856,0.00016955269,0.00031400463,0.00016216593,0.00008041115,0.0001019967,0.00018191637,0.0001392584,0.00026071313],"category_scores_gemma":[0.00020502268,0.000163226,0.00010716804,0.0005684217,0.000024914309,0.00032966532,0.00003621495,0.0004802644,0.0000027308488],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00001827794,0.00006314595,0.00036695527,0.000048656868,0.000110986104,0.000039044608,0.00020554385,0.9976038,0.000833,0.0000057227203,0.0003423124,0.00036259304],"study_design_scores_gemma":[0.00061426597,0.000019179295,0.00006338125,0.00011257726,0.000049452516,0.000039050858,0.000120277306,0.97376555,0.024796762,0.00010532885,0.00014666631,0.00016747869],"about_ca_topic_score_codex":0.000052013103,"about_ca_topic_score_gemma":0.000011273293,"teacher_disagreement_score":0.56881523,"about_ca_system_score_codex":0.00014157643,"about_ca_system_score_gemma":0.00005609379,"threshold_uncertainty_score":0.6656163},"labels":[],"label_agreement":null},{"id":"W3133197160","doi":"10.2118/203854-ms","title":"Challenges from Well Shut-in Amid the Oil Downturn: Long Term Impacts on Near Wellbore Skin Buildup and Sand Control","year":2021,"lang":"en","type":"article","venue":"SPE Thermal Well Integrity and Design Symposium","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Shut down; Petroleum engineering; Wellbore; Environmental science; Oil well; Oil production; Geology; Engineering; Nuclear engineering","score_opus":0.013613137346622037,"score_gpt":0.22076708438252213,"score_spread":0.2071539470359001,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3133197160","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9300698,0.02487169,0.0018401651,0.007198681,0.0003450791,0.0002384939,0.000030897947,0.00018159777,0.0352236],"genre_scores_gemma":[0.9862316,0.01262714,0.00009338167,0.00028351755,0.00026992732,0.000013356923,0.000013082524,0.00004237281,0.0004255947],"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9982353,0.00032392997,0.00031288195,0.00043984278,0.00023844013,0.00044960447],"domain_scores_gemma":[0.9987816,0.0004878986,0.000051077554,0.0004568279,0.00003092867,0.00019166677],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00047553828,0.000369525,0.0004698177,0.000077322715,0.00016776437,0.00023598902,0.00023002754,0.00028803947,0.00019447046],"category_scores_gemma":[0.000027718856,0.00024877454,0.00012400722,0.0001332826,0.00016654933,0.00014065896,0.00005633558,0.0009904997,0.000067871166],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0024093306,0.001052276,0.008988743,0.0013131079,0.0031195092,0.0022914377,0.022421584,0.62063843,0.21780644,0.00030708153,0.0031428332,0.116509214],"study_design_scores_gemma":[0.009790962,0.00076982146,0.26146036,0.0019613432,0.00095523096,0.00020853551,0.0024617328,0.28737983,0.41483727,0.0011855039,0.015940962,0.0030484372],"about_ca_topic_score_codex":0.0005602884,"about_ca_topic_score_gemma":0.0005753238,"teacher_disagreement_score":0.33325863,"about_ca_system_score_codex":0.00005487146,"about_ca_system_score_gemma":0.000037890473,"threshold_uncertainty_score":0.9999964},"labels":[],"label_agreement":null},{"id":"W3133477122","doi":"10.1007/s13202-021-01085-6","title":"A review of plug-and-perforate, ball-and-seat, and single-entry pinpoint fracturing performance in the unconventional montney reservoir","year":2021,"lang":"en","type":"review","venue":"Journal of Petroleum Exploration and Production Technology","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Geology; Petroleum engineering; Fracturing fluid; Formation evaluation; Hydraulic fracturing; Geotechnical engineering; Petrology","score_opus":0.030243818661750306,"score_gpt":0.2722035941961043,"score_spread":0.241959775534354,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3133477122","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0026191557,0.9934848,0.00028391564,0.003206312,0.0001839753,0.00014862223,0.0000021435576,0.000022763015,0.00004829014],"genre_scores_gemma":[0.017194575,0.9823481,0.0001517519,0.000028913646,0.00016485644,0.000027165255,0.000011727489,0.000019467616,0.00005344406],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.998285,0.0001601911,0.0009515326,0.00023592831,0.00021775701,0.00014961204],"domain_scores_gemma":[0.9990178,0.00005916599,0.00050320016,0.00022738706,0.00014494018,0.000047547317],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0010225553,0.00024335644,0.0010481747,0.0006963406,0.00008511477,0.000044876706,0.0001376453,0.0002419608,0.0000096048425],"category_scores_gemma":[0.00024888874,0.00016576092,0.00012147188,0.0004899915,0.0001230831,0.00036546943,0.0000621443,0.0008465693,5.266608e-7],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000021839911,0.00011666674,0.00014715522,0.1035876,0.0005031242,0.000030036817,0.00030558504,0.0054656216,0.000019528285,0.000073656825,0.0012906028,0.8884386],"study_design_scores_gemma":[0.00040002147,0.00026953148,0.00004667203,0.06794439,0.00073877804,0.0018587477,0.0005121477,0.0014145547,0.00016387168,0.00023826769,0.9260825,0.00033052397],"about_ca_topic_score_codex":0.0000023332736,"about_ca_topic_score_gemma":0.000008515038,"teacher_disagreement_score":0.9247919,"about_ca_system_score_codex":0.00005951358,"about_ca_system_score_gemma":0.000060684655,"threshold_uncertainty_score":0.67595345},"labels":[],"label_agreement":null},{"id":"W3133840634","doi":"10.1063/5.0041267","title":"A novel fluid–solid coupling model for the oil–water flow in the natural fractured reservoirs","year":2021,"lang":"en","type":"article","venue":"Physics of Fluids","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":34,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"National Science and Technology Major Project; National Natural Science Foundation of China","keywords":"Mechanics; Finite element method; Complex fracture; Permeability (electromagnetism); Fluid dynamics; Petroleum engineering; Finite volume method; Coupling (piping); Computer simulation; Water injection (oil production); Fracture (geology); Physics; Geotechnical engineering; Geology; Engineering; Mechanical engineering; Thermodynamics","score_opus":0.016966593607840978,"score_gpt":0.24915013091225519,"score_spread":0.2321835373044142,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3133840634","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.28945664,0.0041153617,0.7019743,0.0030726863,0.00046502284,0.00022043512,0.00006466699,0.00011462776,0.0005162746],"genre_scores_gemma":[0.9970045,0.00014833792,0.002081854,0.00015091758,0.00027612908,0.000053512365,0.000053384574,0.00003630843,0.00019506285],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99888945,0.000013239805,0.0002786278,0.00018763775,0.00029460248,0.000336459],"domain_scores_gemma":[0.99899954,0.0002679041,0.000020255136,0.00056412653,0.00011827207,0.00002992089],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003021744,0.00018223638,0.00027128906,0.000037074486,0.00012085485,0.000057469046,0.00045002505,0.00007491068,0.0000073254373],"category_scores_gemma":[0.00005591692,0.000097282544,0.00025688668,0.00023907139,0.000046578785,0.00012254808,0.00006230936,0.00033706427,0.0000037032576],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000011035781,0.000042908814,0.0000050324093,0.000088543726,0.00013002931,0.0000018388059,0.0026056445,0.90105695,0.0949218,0.00004731492,0.00046232995,0.00062658096],"study_design_scores_gemma":[0.00032540713,0.0000053406457,0.00003071575,0.00003405306,0.00006736069,0.0000014808116,0.00016956573,0.9125251,0.08542061,0.00054614025,0.0007420918,0.00013209914],"about_ca_topic_score_codex":0.000044974615,"about_ca_topic_score_gemma":0.000064814405,"teacher_disagreement_score":0.70754784,"about_ca_system_score_codex":0.000034242425,"about_ca_system_score_gemma":0.000030588835,"threshold_uncertainty_score":0.3967067},"labels":[],"label_agreement":null},{"id":"W3135186376","doi":"10.1016/j.jngse.2021.103887","title":"Modeling hydraulic fracture propagation in a saturated porous rock media based on EPHF method","year":2021,"lang":"en","type":"article","venue":"Journal of Natural Gas Science and Engineering","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":15,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"McMaster University","funders":"National University's Basic Research Foundation of China; China Scholarship Council; Natural Sciences and Engineering Research Council of Canada; National Natural Science Foundation of China","keywords":"Poromechanics; Porous medium; Permeability (electromagnetism); Geotechnical engineering; Brittleness; Mechanics; Relative permeability; Fracture mechanics; Materials science; Geology; Fluid dynamics; Fracture (geology); Porosity; Composite material","score_opus":0.006750569935199631,"score_gpt":0.22600792072978457,"score_spread":0.21925735079458494,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3135186376","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.81858695,0.0027244715,0.17646308,0.001257646,0.0007024927,0.00006739573,8.3759954e-7,0.000077817705,0.00011927924],"genre_scores_gemma":[0.9927259,0.00011961677,0.006853292,0.00014478943,0.00013391084,0.0000010213155,0.0000016168144,0.000014906026,0.000004963676],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99858814,0.000021336635,0.00034279778,0.00016751369,0.0005867594,0.00029347482],"domain_scores_gemma":[0.9993429,0.00009196318,0.000049315775,0.00012399384,0.00024918857,0.0001426051],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007393748,0.00016036765,0.0002714884,0.000573187,0.00006181423,0.000103571205,0.00017838618,0.00008456315,0.0000056155295],"category_scores_gemma":[0.0005751245,0.00012233466,0.00006636381,0.0011583362,0.000013598549,0.00042771685,0.000018868705,0.0007235591,9.6839e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000007755549,0.000009493779,0.000015485028,0.00003475167,0.000011450332,0.0001038835,0.00019369203,0.973686,0.023525897,0.0000017001702,0.000020676338,0.002389244],"study_design_scores_gemma":[0.00027877314,0.000020036427,0.00066482293,0.00019834923,0.000017399187,0.00011355432,0.00007130999,0.9809148,0.017403278,0.000015320178,0.00015864731,0.00014371802],"about_ca_topic_score_codex":0.000010510154,"about_ca_topic_score_gemma":0.000007715198,"teacher_disagreement_score":0.1741389,"about_ca_system_score_codex":0.00017902542,"about_ca_system_score_gemma":0.00011324336,"threshold_uncertainty_score":0.4988663},"labels":[],"label_agreement":null},{"id":"W3135313536","doi":"10.1002/cjce.24103","title":"An efficient numerical model for nonisothermal fluid flow through porous media","year":2021,"lang":"en","type":"article","venue":"The Canadian Journal of Chemical Engineering","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Transient (computer programming); Computer science; Dependency (UML); Flow (mathematics); Porous medium; Numerical analysis; Resolution (logic); Applied mathematics; Mathematical optimization; Algorithm; Mechanics; Porosity; Mathematics; Materials science","score_opus":0.008383599671737105,"score_gpt":0.19878645508170872,"score_spread":0.19040285540997162,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3135313536","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.33596444,0.0020647314,0.6604899,0.000633138,0.0005122997,0.00006679642,0.00003238135,0.00006579193,0.00017047621],"genre_scores_gemma":[0.98646355,0.000006603456,0.012943559,0.00007914797,0.0004332122,0.000003696472,0.000008586186,0.00005052526,0.000011140845],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99897325,0.000010215514,0.0003164682,0.000103938015,0.00019203003,0.00040412726],"domain_scores_gemma":[0.9990636,0.00009688582,0.000033161727,0.00023082775,0.00011577132,0.00045974],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00017781879,0.00016207049,0.00027561354,0.000065525644,0.00006466822,0.000060145703,0.0003228788,0.00010877629,0.000045663528],"category_scores_gemma":[0.00014605325,0.00012609776,0.00018812943,0.00017377509,0.000031630043,0.00007602371,0.000007882001,0.00035457153,0.000002531418],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000037632701,0.0000074493487,0.0000018698546,0.000025527264,0.00008430051,0.000050086353,0.0007943076,0.9822001,0.016048107,0.000031669908,0.00029067384,0.00046216717],"study_design_scores_gemma":[0.000211963,0.0000075291273,0.000006566111,0.00003284063,0.000057142344,0.00013234525,0.000017101005,0.9421909,0.056697287,0.000054232216,0.0004425551,0.00014953701],"about_ca_topic_score_codex":0.00013205154,"about_ca_topic_score_gemma":0.000112703565,"teacher_disagreement_score":0.6504991,"about_ca_system_score_codex":0.00016255789,"about_ca_system_score_gemma":0.0002799206,"threshold_uncertainty_score":0.5142117},"labels":[],"label_agreement":null},{"id":"W3136466420","doi":"10.1080/10916466.2021.1895836","title":"Pressure transient analysis of vertically fractured wells with multi-wing complex fractures","year":2021,"lang":"en","type":"article","venue":"Petroleum Science and Technology","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Regina","funders":"Department of Education of Liaoning Province","keywords":"Laplace transform; Transient (computer programming); Transient flow; Geology; Inversion (geology); Complex fracture; Flow (mathematics); Transient analysis; Fracture (geology); Mechanics; Stage (stratigraphy); Computer science; Geotechnical engineering; Transient response; Mathematics; Engineering; Physics; Mathematical analysis","score_opus":0.006741120855817063,"score_gpt":0.229844749312967,"score_spread":0.22310362845714993,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3136466420","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.95988065,0.0017095091,0.035833724,0.0014976538,0.000044096054,0.000045556728,0.0000123471655,0.00022963008,0.00074680377],"genre_scores_gemma":[0.99731785,0.0000983114,0.0024429245,0.0000658057,0.00000787003,0.00000524745,0.000005504336,0.000009746682,0.000046754776],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99869674,0.000012867539,0.00021471793,0.00035002414,0.0003831278,0.00034251815],"domain_scores_gemma":[0.99921566,0.000041062543,0.00003778702,0.00040396987,0.00020900447,0.00009251036],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00018115457,0.00014918896,0.0004170857,0.00094513106,0.00013723897,0.000042195825,0.00029887594,0.00012994221,0.000083562656],"category_scores_gemma":[0.000086591164,0.000110710724,0.00006882488,0.003166312,0.0006227884,0.0001098309,0.000055188215,0.00024504703,0.0000016174889],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000009503649,0.000085542975,0.009048006,0.000062894425,0.0014123931,0.000046706817,0.0003707936,0.82462156,0.16118601,0.00008981094,0.000057572797,0.0030092187],"study_design_scores_gemma":[0.0003984927,0.000057847512,0.08680282,0.000025299034,0.0012505711,0.000014685854,0.00034097687,0.8154353,0.08545846,0.00003064995,0.009947006,0.00023789569],"about_ca_topic_score_codex":0.00003336595,"about_ca_topic_score_gemma":0.00015762069,"teacher_disagreement_score":0.07775481,"about_ca_system_score_codex":0.000021947468,"about_ca_system_score_gemma":0.000065462445,"threshold_uncertainty_score":0.45146525},"labels":[],"label_agreement":null},{"id":"W3137264511","doi":"10.1144/qjegh2020-154","title":"A method to determine the relative importance of geological parameters that control the hydraulic erodibility of rock","year":2021,"lang":"en","type":"article","venue":"Quarterly Journal of Engineering Geology and Hydrogeology","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Hydro-Québec; Université du Québec à Chicoutimi","funders":"Natural Sciences and Engineering Research Council of Canada; Mitacs; Hydro-Québec","keywords":"Geology; Geotechnical engineering; Mining engineering; Hydrology (agriculture)","score_opus":0.010533605278910705,"score_gpt":0.22842145409843395,"score_spread":0.21788784881952325,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3137264511","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.774539,0.0023204938,0.22118685,0.0016655624,0.00013919806,0.0000879639,0.000003107973,0.000015843973,0.0000420112],"genre_scores_gemma":[0.9941892,0.000066860026,0.0054965424,0.00015535882,0.00005012381,0.000007959397,0.0000011628297,0.000013285281,0.000019523151],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9982526,0.0003141994,0.0007571,0.00019045176,0.00015957332,0.0003260772],"domain_scores_gemma":[0.99743557,0.001660426,0.00026902853,0.00036643023,0.0001592432,0.00010932896],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00108002,0.00021503115,0.00079265377,0.00014440643,0.000056688394,0.0000069645635,0.00033155878,0.00021210109,0.000047931764],"category_scores_gemma":[0.0002463985,0.00012776165,0.0002662462,0.00025289104,0.00017327938,0.00008173689,0.000036712892,0.00059845083,0.0000017336932],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00007552075,0.00003887287,0.02029135,0.00006474566,0.0008812185,0.0001004488,0.0013179687,0.9726171,0.0028740033,0.00025811177,0.00004728321,0.0014334009],"study_design_scores_gemma":[0.0035137308,0.003452323,0.1678756,0.0001833329,0.0014691491,0.005565291,0.0012002214,0.77969813,0.025375372,0.007868708,0.0030042564,0.0007938857],"about_ca_topic_score_codex":0.000026968035,"about_ca_topic_score_gemma":0.000042134438,"teacher_disagreement_score":0.21965021,"about_ca_system_score_codex":0.000018798897,"about_ca_system_score_gemma":0.000032845797,"threshold_uncertainty_score":0.5209969},"labels":[],"label_agreement":null},{"id":"W3137507614","doi":"10.2523/iptc-21350-ms","title":"An Artificial Intelligence Neural Networks Driven Approach to Forecast Production in Unconventional Reservoirs – Comparative Analysis with Decline Curve","year":2021,"lang":"en","type":"article","venue":"International Petroleum Technology Conference","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":10,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Artificial neural network; Unconventional oil; Production (economics); Computer science; Nonlinear system; Artificial intelligence; Well test (oil and gas); Machine learning; Reservoir computing; Time series; Oil production; Flow (mathematics); Petroleum engineering; Engineering; Fossil fuel; Recurrent neural network; Mathematics","score_opus":0.029521631253526467,"score_gpt":0.27903669135534964,"score_spread":0.24951506010182317,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3137507614","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.593848,0.00003836139,0.40305138,0.0016418591,0.0001781696,0.00007409439,0.000010722392,0.00016826818,0.0009891868],"genre_scores_gemma":[0.9944187,0.000018227904,0.0049405796,0.000027384094,0.00011544871,0.000090465335,0.00028053176,0.000013823706,0.00009486966],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9982873,0.00006312204,0.00043258292,0.00056229654,0.0003495192,0.00030515567],"domain_scores_gemma":[0.99897444,0.000037207654,0.00007512008,0.00040626162,0.00041628262,0.000090686546],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00018756712,0.00022102604,0.0003811785,0.0011268415,0.00006726077,0.00010010844,0.00058672007,0.00017003159,0.00009085876],"category_scores_gemma":[0.00006411379,0.00020830733,0.00009660731,0.001959295,0.0001411582,0.0002268013,0.00011465993,0.0005315679,0.000010700361],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000047857364,0.00017414698,0.017552685,0.0000058096275,0.00051688997,0.000026604408,0.00015051488,0.9779501,0.0002902679,0.0016849692,0.000018542507,0.0015815943],"study_design_scores_gemma":[0.00008767897,0.000057831156,0.005553755,0.00002450969,0.000081292805,0.000025214595,0.0008825676,0.98888624,0.0031623212,0.0009172318,0.00009580695,0.0002255574],"about_ca_topic_score_codex":0.00006889191,"about_ca_topic_score_gemma":0.005185384,"teacher_disagreement_score":0.4005707,"about_ca_system_score_codex":0.00014616697,"about_ca_system_score_gemma":0.00004645964,"threshold_uncertainty_score":0.8494527},"labels":[],"label_agreement":null},{"id":"W3138407888","doi":"10.2118/199987-pa","title":"Analysis of Production Data from Communicating Multifractured Horizontal Wells Using the Dynamic Drainage Area Concept","year":2021,"lang":"en","type":"article","venue":"SPE Reservoir Evaluation & Engineering","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":17,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Fracture (geology); Matching (statistics); Geology; Petroleum engineering; Production (economics); Hydraulic fracturing; Geotechnical engineering; Mathematics; Statistics","score_opus":0.05188166190634688,"score_gpt":0.3126722357549198,"score_spread":0.26079057384857296,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3138407888","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8820247,0.007140986,0.10877547,0.0004953605,0.0004923213,0.00035890855,0.00019655073,0.00023742432,0.00027827008],"genre_scores_gemma":[0.99159336,0.00023068282,0.0059598396,0.000007893052,0.00012201822,0.000014781493,0.001985747,0.00005310047,0.000032600365],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9975583,0.00023015974,0.00062892254,0.00046740661,0.0007943369,0.00032086158],"domain_scores_gemma":[0.9965655,0.0003620077,0.00016268088,0.0025217035,0.00030797513,0.000080124344],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0012656306,0.0002749374,0.0005286904,0.00032057706,0.00015962904,0.00009167512,0.00086546293,0.00013544556,0.0003152907],"category_scores_gemma":[0.0010282524,0.00023910135,0.00022631227,0.0018166243,0.00007213451,0.0003665843,0.00033518486,0.000456486,0.000005042436],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000037934694,0.00002466578,0.00015090567,0.000032082848,0.001957845,0.0000034202908,0.0007675952,0.9640845,0.031790122,0.0000028010531,0.000053708656,0.0011285644],"study_design_scores_gemma":[0.0002257492,0.0000050658546,0.0022861417,0.00009911661,0.0022481212,0.000002783868,0.00092001545,0.98074305,0.012632122,0.000020530515,0.0005736361,0.00024365722],"about_ca_topic_score_codex":0.00066385424,"about_ca_topic_score_gemma":0.0008826456,"teacher_disagreement_score":0.109568626,"about_ca_system_score_codex":0.0002847462,"about_ca_system_score_gemma":0.00008451032,"threshold_uncertainty_score":0.975027},"labels":[],"label_agreement":null},{"id":"W3139053975","doi":"10.1016/j.petrol.2021.108687","title":"Large-scale triaxial experimental investigation of geomechanical dilation start-up for SAGD dual horizontal wells in shallow heavy oil reservoirs","year":2021,"lang":"en","type":"article","venue":"Journal of Petroleum Science and Engineering","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":11,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Geomechanica (Canada)","funders":"National Natural Science Foundation of China","keywords":"Dilation (metric space); Geology; Petroleum engineering; Time dilation; Geotechnical engineering; Mechanics; Mathematics; Geometry; Physics","score_opus":0.011033723047309487,"score_gpt":0.22929397092691692,"score_spread":0.21826024787960743,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3139053975","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9897089,0.00064019224,0.008910346,0.00014155905,0.00051272893,0.000023440285,0.0000061620763,0.000015728938,0.00004092996],"genre_scores_gemma":[0.99777794,0.00010484104,0.0018712406,0.000008998206,0.0001910644,0.0000035940168,0.0000031615987,0.000013735954,0.000025417836],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99856114,0.000015427071,0.00048996,0.00015242085,0.00048707964,0.00029398646],"domain_scores_gemma":[0.99944043,0.00006737601,0.00008417659,0.000107521395,0.00013873028,0.0001617887],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0011227031,0.00012212785,0.0003018619,0.0003798752,0.00006409487,0.00005792051,0.000133583,0.000071852715,0.000009566131],"category_scores_gemma":[0.00016684418,0.000113972754,0.00010387897,0.00046321173,0.00004777042,0.00050869194,0.00004112128,0.00021859245,3.8217516e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00004720087,0.000030671486,0.00047824273,0.00009727708,0.000027062724,0.00001510472,0.0010344784,0.5355352,0.46242586,0.000026848513,0.000044814835,0.00023722103],"study_design_scores_gemma":[0.0014593181,0.00020217102,0.0032802084,0.00017389757,0.000027548085,0.000049294835,0.0015576108,0.69803804,0.29442018,0.00002589784,0.0005904717,0.0001753662],"about_ca_topic_score_codex":0.000010170934,"about_ca_topic_score_gemma":0.000027899645,"teacher_disagreement_score":0.16800569,"about_ca_system_score_codex":0.00016274459,"about_ca_system_score_gemma":0.00011059623,"threshold_uncertainty_score":0.46476743},"labels":[],"label_agreement":null},{"id":"W3141341566","doi":"","title":"Thermal Cracking Near a Hydraulic Fracture in HDR and Naturally Fractured Formations","year":2020,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Waterloo; Petro Geotech (Canada)","funders":"","keywords":"Cracking; Geology; Fracture (geology); Hydraulic fracturing; Geotechnical engineering; Materials science; Composite material","score_opus":0.006655537975152049,"score_gpt":0.20436277443277343,"score_spread":0.19770723645762137,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3141341566","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9580163,0.0016377193,0.013083449,0.011753804,0.000076009,0.00019095045,0.0000036887118,0.00060641667,0.014631685],"genre_scores_gemma":[0.9956744,0.000056031717,0.0008733793,0.003218145,0.00009611746,0.000007066908,0.000013997845,0.000025202704,0.000035702502],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9991902,0.00002027335,0.000227133,0.00016235244,0.0001507342,0.00024929686],"domain_scores_gemma":[0.9996321,0.00005302434,0.000016974262,0.00013897843,0.000016473967,0.00014244382],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00006271375,0.00017199774,0.0002151187,0.000073703064,0.000086048785,0.00011708747,0.00013765627,0.00014226274,0.00023951208],"category_scores_gemma":[0.000046314137,0.00013392685,0.00006820415,0.0002751734,0.000024740913,0.00031555016,0.000036014684,0.00047906025,0.00004407413],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000059737795,0.0000074472537,0.00072037894,0.000058555648,0.0000556088,0.000012715644,0.0038553965,0.9905476,0.0007348276,0.0000048088546,0.0016975995,0.0022990792],"study_design_scores_gemma":[0.00036683297,0.000014965816,0.016704198,0.000023445475,0.000022382466,0.0000030429428,0.000179303,0.92625594,0.001956062,0.00003169877,0.054190435,0.00025169126],"about_ca_topic_score_codex":0.00012377038,"about_ca_topic_score_gemma":0.0000739905,"teacher_disagreement_score":0.06429166,"about_ca_system_score_codex":0.000023765657,"about_ca_system_score_gemma":0.000012110052,"threshold_uncertainty_score":0.54613787},"labels":[],"label_agreement":null},{"id":"W3141508245","doi":"10.2118/201315-pa","title":"Design for Reliability: Experimental and Numerical Simulation of Cased and Perforated Completions with Standalone Screen","year":2021,"lang":"en","type":"article","venue":"SPE Drilling & Completion","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":10,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Completion (oil and gas wells); Casing; Pressure drop; Perforation; Reliability (semiconductor); Computer simulation; Engineering; Petroleum engineering; Geology; Geotechnical engineering; Mechanical engineering; Simulation; Mechanics; Power (physics)","score_opus":0.025850298141383916,"score_gpt":0.25778660880992305,"score_spread":0.23193631066853912,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3141508245","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.40757686,0.00018891621,0.59197813,0.00004972874,0.000015069751,0.00011117816,0.000016476055,0.00004177443,0.000021872633],"genre_scores_gemma":[0.97746605,0.000017725602,0.02233365,0.000007424294,0.000029617626,0.000008714155,0.000110275294,0.000017704568,0.000008855432],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99935055,0.000042680498,0.00018457424,0.00017735794,0.0001240247,0.000120811164],"domain_scores_gemma":[0.99941105,0.0002506554,0.00003445055,0.00012396419,0.0001254987,0.00005439085],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001347026,0.00010515797,0.00022208845,0.00005399927,0.00011785642,0.000028571088,0.000024239216,0.00004416351,0.00002485687],"category_scores_gemma":[0.000043420252,0.00009525172,0.00002937305,0.00014931892,0.000052548297,0.000058460933,0.000011413843,0.00006650421,4.9873034e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000058957386,0.000026206697,0.0005297579,0.000057490248,0.00004393193,0.0000019984454,0.0002243021,0.98174447,0.017109077,0.000010814998,0.000012417243,0.0001805626],"study_design_scores_gemma":[0.00056870497,0.0001189066,0.0017029685,0.000044927863,0.00004962388,0.0000074947725,0.00014734239,0.9729519,0.023915356,0.00006248354,0.00031424267,0.00011603249],"about_ca_topic_score_codex":0.00004769798,"about_ca_topic_score_gemma":0.0000071754953,"teacher_disagreement_score":0.5698892,"about_ca_system_score_codex":0.000037878453,"about_ca_system_score_gemma":0.000013338197,"threshold_uncertainty_score":0.38842526},"labels":[],"label_agreement":null},{"id":"W3150020901","doi":"10.1007/s13202-021-01143-z","title":"Evaluation of anionic and non-ionic surfactant performance for Montney shale gas hydraulic fracturing fluids","year":2021,"lang":"en","type":"article","venue":"Journal of Petroleum Exploration and Production Technology","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":15,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"Universiti Teknologi Petronas","keywords":"Pulmonary surfactant; Surface tension; Oil shale; Hydraulic fracturing; Adsorption; Petroleum engineering; Capillary action; Geology; Chemical engineering; Chemistry; Materials science; Composite material; Thermodynamics; Engineering; Organic chemistry","score_opus":0.017556031622769315,"score_gpt":0.2437216401512042,"score_spread":0.2261656085284349,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3150020901","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.97261465,0.0047649588,0.018962786,0.003136753,0.0003425065,0.00008565373,0.0000012259554,0.00003747022,0.00005399347],"genre_scores_gemma":[0.9923594,0.006510153,0.00089581846,0.0000071316686,0.00014937569,0.000013863014,0.00000446706,0.000014179774,0.000045603134],"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99895835,0.00004207893,0.00043579304,0.00015052363,0.00028655137,0.00012668456],"domain_scores_gemma":[0.9989537,0.000020625219,0.0001913575,0.00016099495,0.0006319745,0.00004135915],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0010005925,0.00011002785,0.0002607484,0.00039456144,0.000093232644,0.000022892955,0.00005978084,0.00012498187,0.000013276297],"category_scores_gemma":[0.00024358225,0.00009911464,0.00005657172,0.00025942514,0.00004831529,0.00044635736,0.000017580276,0.00021426378,7.675306e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000040408653,0.000060594102,0.0009694425,0.0002581526,0.00022036221,0.0000022311037,0.0004267138,0.8120747,0.08506663,0.000012802272,0.00023173676,0.10063621],"study_design_scores_gemma":[0.0009095737,0.0002621001,0.0015328566,0.00011685654,0.00029304234,0.00019643713,0.0008378939,0.48717535,0.50531125,0.0016209551,0.0015928138,0.00015086183],"about_ca_topic_score_codex":0.0000015019712,"about_ca_topic_score_gemma":0.000010253164,"teacher_disagreement_score":0.42024463,"about_ca_system_score_codex":0.000072995186,"about_ca_system_score_gemma":0.00007570633,"threshold_uncertainty_score":0.40417778},"labels":[],"label_agreement":null},{"id":"W3151942653","doi":"10.1306/61eed79c-173e-11d7-8645000102c1865d","title":"ABSTRACT: Midale reservoir fracture characterization using integrated well and seismic data, Weyburn field, Saskatchewan","year":2001,"lang":"en","type":"article","venue":"AAPG Bulletin","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":9,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Geology; Reservoir modeling; Fracture (geology); Field (mathematics); Seismology; Mining engineering; Geochemistry; Petrology; Geotechnical engineering","score_opus":0.011771420814111032,"score_gpt":0.22095313116092755,"score_spread":0.2091817103468165,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3151942653","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9685691,0.00046237264,0.023977412,0.0047319983,0.00019740392,0.00013410984,0.000038227703,0.000291449,0.001597921],"genre_scores_gemma":[0.99582535,0.0004396208,0.00049516535,0.0008060538,0.00026463374,0.0000039476286,0.0005334354,0.00005177342,0.00158004],"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","domain_scores_codex":[0.99876547,0.00003266137,0.00031394212,0.00035945396,0.00018847869,0.0003400245],"domain_scores_gemma":[0.9990224,0.000082527076,0.000065658736,0.0006500217,0.000044190354,0.00013516606],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001828752,0.00024946633,0.0002706902,0.00013039513,0.0001326528,0.0001181567,0.00034605284,0.00023868504,0.0016806471],"category_scores_gemma":[0.00004954656,0.00022496466,0.00005189282,0.00021640354,0.00003419847,0.00015156245,0.00009906452,0.00046466783,0.00016346078],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00017802307,0.00024133503,0.008492547,0.0006870038,0.00075136253,0.00053927425,0.0027065964,0.74789715,0.07446611,0.0000014613526,0.13219148,0.031847667],"study_design_scores_gemma":[0.00027540166,0.000014695539,0.0037760367,0.000107230844,0.000056906883,0.000032287873,0.00030639296,0.20249344,0.0036108799,0.000010786578,0.7889998,0.0003161703],"about_ca_topic_score_codex":0.0014614721,"about_ca_topic_score_gemma":0.0001725514,"teacher_disagreement_score":0.6568083,"about_ca_system_score_codex":0.000043275475,"about_ca_system_score_gemma":0.000025030953,"threshold_uncertainty_score":0.99923193},"labels":[],"label_agreement":null},{"id":"W3153296986","doi":"10.1155/2021/8860977","title":"Temporal Scale Analysis of Gas Flow in Tight Gas Reservoirs considering the Nonequilibrium Effect","year":2021,"lang":"en","type":"article","venue":"Geofluids","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"China Scholarship Council","keywords":"Non-equilibrium thermodynamics; Fractal; Darcy's law; Mechanics; Flow (mathematics); Geology; Tight gas; Matrix (chemical analysis); Wellbore; Discontinuity (linguistics); Porous medium; Geotechnical engineering; Petroleum engineering; Porosity; Materials science; Thermodynamics; Mathematics; Hydraulic fracturing; Physics","score_opus":0.006193111378031392,"score_gpt":0.21401938507051177,"score_spread":0.20782627369248038,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3153296986","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9924764,0.002205752,0.0012574834,0.0005132737,0.00015848424,0.00008682386,0.000014714674,0.00010442843,0.0031826627],"genre_scores_gemma":[0.9989582,0.00020720597,0.0003530686,0.000025505653,0.000068901085,0.000016857419,0.000057188645,0.00002974045,0.000283375],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9983298,0.00017648753,0.00045819042,0.00028288495,0.00032632326,0.0004263137],"domain_scores_gemma":[0.9987709,0.00028123628,0.0000359553,0.00075576245,0.000063375366,0.00009276509],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006310879,0.00021346199,0.0006267383,0.00039192155,0.000068723886,0.000049415972,0.00026572426,0.00012357418,0.0003254107],"category_scores_gemma":[0.00012152983,0.00015857842,0.000408435,0.0021492287,0.00008456281,0.00009875769,0.00012376712,0.00030369704,0.00002338481],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000011818853,0.000024013874,0.04130048,0.00011823454,0.0010368794,0.00009140718,0.00047451066,0.946298,0.008765049,0.0000020806538,0.0012474416,0.0006300887],"study_design_scores_gemma":[0.00043129528,0.000030240486,0.015888307,0.00008297178,0.00083212164,0.000009568769,0.00016125951,0.8930815,0.08511197,0.000033254568,0.004064525,0.0002729777],"about_ca_topic_score_codex":0.000518445,"about_ca_topic_score_gemma":0.0016511673,"teacher_disagreement_score":0.07634692,"about_ca_system_score_codex":0.000060763716,"about_ca_system_score_gemma":0.000037703132,"threshold_uncertainty_score":0.646664},"labels":[],"label_agreement":null},{"id":"W3153374810","doi":"10.2118/200830-ms","title":"Hybrid Sand Control Screen Using the Combined Surface and Depth Filtration","year":2021,"lang":"en","type":"article","venue":"SPE Western Regional Meeting","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Filtration (mathematics); Porous medium; Porosity; Volumetric flow rate; Petroleum engineering; Bridging (networking); Materials science; Environmental science; Geotechnical engineering; Geology; Computer science; Mechanics; Mathematics","score_opus":0.018505087745972273,"score_gpt":0.23536229034639558,"score_spread":0.2168572026004233,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3153374810","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.98033273,0.0013608444,0.0158158,0.0011813877,0.000087521425,0.00007447578,0.0000049147106,0.00008396001,0.0010583827],"genre_scores_gemma":[0.99859244,0.00010134883,0.0007714438,0.00017816488,0.00016323084,0.0000013571238,0.000016930457,0.000022632728,0.00015244522],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99918526,0.00007310369,0.00018317373,0.00016776119,0.00019628035,0.00019441228],"domain_scores_gemma":[0.9994978,0.00017336753,0.000041403466,0.0001750325,0.00004998401,0.0000624166],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00019529506,0.00012780633,0.00017280973,0.000024657338,0.00016236903,0.000103182545,0.00008570441,0.0000399111,0.000011369578],"category_scores_gemma":[0.00003701366,0.000098400255,0.000064364,0.00008764568,0.000044815417,0.00008610572,0.000026599544,0.00015421641,0.000005220878],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000134016245,0.000010573109,0.017774092,0.000047878973,0.00017204067,0.00004692153,0.00015791798,0.9684503,0.012356644,0.000011702964,0.00026202764,0.00069651636],"study_design_scores_gemma":[0.0014112492,0.000027523409,0.02156887,0.00033453625,0.00021788421,0.00025931434,0.0003286021,0.9438365,0.02746303,0.00025168314,0.003838749,0.0004620389],"about_ca_topic_score_codex":0.00013824918,"about_ca_topic_score_gemma":0.0001479354,"teacher_disagreement_score":0.024613764,"about_ca_system_score_codex":0.000025628588,"about_ca_system_score_gemma":0.00002118496,"threshold_uncertainty_score":0.4012646},"labels":[],"label_agreement":null},{"id":"W3153951048","doi":"10.2118/107695-pa","title":"Computation of Sand Production in Water Injectors","year":2008,"lang":"en","type":"article","venue":"SPE Production & Operations","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":28,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"BP Global","keywords":"Injector; Petroleum engineering; Hammer; Environmental science; Geotechnical engineering; Production rate; Water injection (oil production); Production (economics); Oil sands; Geology; Engineering; Mechanical engineering; Materials science; Process engineering","score_opus":0.012853463577223447,"score_gpt":0.22514728739466205,"score_spread":0.2122938238174386,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3153951048","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.98727405,0.00009024147,0.0098563,0.001036165,0.0006753257,0.00017430245,8.244668e-7,0.00011228866,0.00078047207],"genre_scores_gemma":[0.99560523,0.00011222524,0.0033604128,0.000004199383,0.0002380712,0.000018027744,0.000035916655,0.000013506858,0.0006124046],"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99930376,0.000029889277,0.00025333598,0.00017204843,0.00012324122,0.00011770396],"domain_scores_gemma":[0.99972546,0.0000024174838,0.000011608805,0.00015053342,0.00008594752,0.000024012403],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00012348262,0.00008496642,0.00012324454,0.00024154193,0.000107161395,0.000009907169,0.000040351817,0.00004142067,0.00005469534],"category_scores_gemma":[0.000033067197,0.00006892805,0.000035453264,0.00031620532,0.00004397404,0.00023581642,0.000008071897,0.00011434449,0.000032235333],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000026547657,0.00003760294,0.0011102865,0.000025044295,0.0000179317,6.660735e-7,0.0021163614,0.9613976,0.034262292,0.000001046424,0.0005689278,0.00045962524],"study_design_scores_gemma":[0.00021642983,0.000031507527,0.006426738,0.0000370977,0.000026451515,0.000044521577,0.00023882482,0.13160942,0.86006093,0.000043363605,0.0010329742,0.00023174325],"about_ca_topic_score_codex":0.000104099454,"about_ca_topic_score_gemma":0.00014253537,"teacher_disagreement_score":0.82978815,"about_ca_system_score_codex":0.000050102277,"about_ca_system_score_gemma":0.000014734199,"threshold_uncertainty_score":0.28108042},"labels":[],"label_agreement":null},{"id":"W3154045217","doi":"","title":"Fracture Abundance Measures","year":2020,"lang":"en","type":"article","venue":"54th U.S. Rock Mechanics/Geomechanics Symposium","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Golder Associates (Canada)","funders":"","keywords":"Abundance (ecology); Fracture (geology); Environmental science; Geology; Ecology; Biology; Paleontology","score_opus":0.010502811313241028,"score_gpt":0.20067313996622196,"score_spread":0.19017032865298095,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3154045217","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0008437909,0.0022357595,0.9839115,0.006436927,0.0013337343,0.00045358817,0.000065804954,0.0022700473,0.00244886],"genre_scores_gemma":[0.99380344,0.0014477039,0.0003614851,0.002747568,0.00087304023,0.00006711885,0.000072540846,0.00024631206,0.0003807917],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99628484,0.00008880022,0.0007407675,0.0008852845,0.0009099291,0.0010903679],"domain_scores_gemma":[0.99788177,0.000078641366,0.00015404719,0.0008977091,0.00019152492,0.0007962905],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00032095963,0.000779811,0.0008519171,0.0002309816,0.00035218548,0.00018917982,0.0011067315,0.0005651956,0.00043947896],"category_scores_gemma":[0.00011000489,0.00075478497,0.00047061258,0.00096905377,0.000006102654,0.00035396905,0.00023206984,0.0011124436,0.00088209024],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000031897936,0.000045176166,0.0000027681815,0.000237224,0.00032898952,0.00005206675,0.0007117749,0.9405857,0.043370456,0.0007764457,0.013519501,0.00033803718],"study_design_scores_gemma":[0.0005391792,0.00013775835,0.0000010113948,0.00006306033,0.00017110258,0.000020381884,0.0001468291,0.76357675,0.056327906,0.0017626012,0.1763979,0.0008555387],"about_ca_topic_score_codex":0.000039307626,"about_ca_topic_score_gemma":0.000030451238,"teacher_disagreement_score":0.9929596,"about_ca_system_score_codex":0.00019500959,"about_ca_system_score_gemma":0.00008083804,"threshold_uncertainty_score":0.9998958},"labels":[],"label_agreement":null},{"id":"W3155709942","doi":"10.2118/121761-pa","title":"Incremental-Oil Success From Waterflood Sweep Improvement in Alaska","year":2010,"lang":"en","type":"article","venue":"SPE Production & Operations","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":34,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Nalco (Canada)","funders":"","keywords":"Injector; Petroleum engineering; Permeability (electromagnetism); TRACER; Geology; Water injection (oil production); Injection well; Environmental science; Oil in place; Petroleum; Engineering; Chemistry","score_opus":0.005676670549063194,"score_gpt":0.21521236577165423,"score_spread":0.20953569522259102,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3155709942","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9923446,0.000047485162,0.0019374747,0.0024602176,0.0014284909,0.00010397378,0.000011558331,0.0001680742,0.0014981326],"genre_scores_gemma":[0.9914057,0.00007479917,0.0062177875,0.000030989115,0.0006363351,0.000066988374,0.00009847101,0.000022182132,0.0014467353],"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99911857,0.00001616884,0.0002604423,0.00026535091,0.00015189372,0.00018756614],"domain_scores_gemma":[0.9995223,0.0000048649235,0.00001257131,0.0003562175,0.000044471308,0.000059545746],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00014104253,0.00013036173,0.00012780954,0.00014023542,0.00012629517,0.000094994684,0.00012855459,0.00006875951,0.0007824288],"category_scores_gemma":[0.000023935196,0.00011766399,0.000042802643,0.00022027016,0.000026539195,0.0002904038,0.00003094293,0.00032075855,0.00014553397],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000001761275,0.00005830432,0.0012522123,0.0000106786665,0.000041882795,0.000001106682,0.00049601373,0.79228693,0.1999753,0.000005407549,0.00037935944,0.005491059],"study_design_scores_gemma":[0.0006598699,0.000034751887,0.006963664,0.000031576947,0.000077501056,0.0000050669364,0.00049934327,0.13686101,0.8401327,0.000099175755,0.01410079,0.0005345682],"about_ca_topic_score_codex":0.0017029697,"about_ca_topic_score_gemma":0.012240781,"teacher_disagreement_score":0.6554259,"about_ca_system_score_codex":0.000055908255,"about_ca_system_score_gemma":0.000017545388,"threshold_uncertainty_score":0.85670465},"labels":[],"label_agreement":null},{"id":"W3156934513","doi":"10.2118/174461-ms","title":"Application of Novel Hyper-branched Polymer Fracturing Fluid System in Low-permeability Heavy Oil Reservoir","year":2015,"lang":"en","type":"article","venue":"SPE Canada Heavy Oil Technical Conference","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"Natural Sciences and Engineering Research Council of Canada; China Scholarship Council","keywords":"Shearing (physics); Fracturing fluid; Polymer; Materials science; Petroleum engineering; Rheology; Hydraulic fracturing; Shear rate; Fluid dynamics; Permeability (electromagnetism); Composite material; Chemical engineering; Geology; Chemistry; Membrane; Mechanics","score_opus":0.018288959860273766,"score_gpt":0.23125591861488332,"score_spread":0.21296695875460955,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3156934513","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.96770227,0.0012136439,0.015596887,0.0011709116,0.00030648228,0.0001539912,0.00007656173,0.0005009031,0.013278375],"genre_scores_gemma":[0.9990018,0.000042610474,0.0005283936,0.000055487584,0.000083721054,0.00007174694,0.000025803032,0.000041860112,0.00014858987],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99737173,0.00006417837,0.00081437465,0.0004961766,0.0007095142,0.0005440408],"domain_scores_gemma":[0.998144,0.00013762928,0.00010138785,0.0009970847,0.00021138058,0.00040857546],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0005481955,0.00032321535,0.000668207,0.00015808827,0.000057144174,0.00003138886,0.0006268612,0.00028297826,0.00002171725],"category_scores_gemma":[0.00022958855,0.00030644992,0.00010551098,0.0005790843,0.00012335635,0.00012864466,0.00010553166,0.00059015513,0.0000062310055],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0004327205,0.000587651,0.0045791627,0.005968716,0.00020971993,0.00008225756,0.0004662784,0.8433323,0.0986349,0.0010510293,0.002173763,0.042481486],"study_design_scores_gemma":[0.0025946805,0.0001057057,0.006818785,0.0015080947,0.0001045492,0.000052369935,0.0008085322,0.72462785,0.2500606,0.00009032468,0.011631391,0.0015971377],"about_ca_topic_score_codex":0.33316872,"about_ca_topic_score_gemma":0.40634227,"teacher_disagreement_score":0.15142569,"about_ca_system_score_codex":0.0010449684,"about_ca_system_score_gemma":0.00080598955,"threshold_uncertainty_score":0.9999388},"labels":[],"label_agreement":null},{"id":"W3157106000","doi":"10.2118/204144-ms","title":"Silica Gel Fracturing Fluids an Alternative to Guar Systems that Allows the use of West Texas Produced Water","year":2021,"lang":"en","type":"article","venue":"SPE Hydraulic Fracturing Technology Conference and Exhibition","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"PQ Corporation (Canada)","funders":"","keywords":"Fumed silica; Guar; Guar gum; Rheology; Silica gel; Materials science; Fracturing fluid; Hydraulic fracturing; Produced water; Chemical engineering; Precipitated silica; Petroleum engineering; Environmental science; Composite material; Geology; Chemistry; Engineering","score_opus":0.030369674639935913,"score_gpt":0.23289283147577391,"score_spread":0.202523156835838,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3157106000","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9815183,0.0004517701,0.012779752,0.0036920337,0.0002964487,0.0003724172,0.000014594735,0.00050161633,0.0003730402],"genre_scores_gemma":[0.99811673,0.00045213584,0.00069349434,0.0001985787,0.00017889916,0.00006177342,0.00007023361,0.000054414388,0.00017372867],"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9978527,0.00009624769,0.00048000974,0.0006496797,0.0003407116,0.00058064546],"domain_scores_gemma":[0.9984624,0.00008654448,0.00009059423,0.0010078476,0.00020161047,0.00015102261],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00024813367,0.0003990716,0.00054194854,0.0004337889,0.0002226429,0.00022496606,0.00040737473,0.00038075246,0.00010294911],"category_scores_gemma":[0.000108732005,0.00027827732,0.00010576789,0.00033595547,0.00019727365,0.0005252585,0.00023329836,0.00065433024,0.00006045576],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00005205834,0.00017101894,0.002148539,0.0003983922,0.00056712306,0.00019342056,0.0030030645,0.69603604,0.28108862,0.0002915958,0.00059036363,0.015459784],"study_design_scores_gemma":[0.00031572496,0.0001025811,0.0016446791,0.00030692096,0.00010443014,0.00009425639,0.00060314895,0.04444088,0.9354893,0.0006499787,0.015782058,0.00046606452],"about_ca_topic_score_codex":0.00048790776,"about_ca_topic_score_gemma":0.00020211535,"teacher_disagreement_score":0.65440065,"about_ca_system_score_codex":0.000080368896,"about_ca_system_score_gemma":0.00003607699,"threshold_uncertainty_score":0.9999669},"labels":[],"label_agreement":null},{"id":"W3158900861","doi":"10.1038/s41598-021-88247-y","title":"Experimental and computational evaluation of cyclic solvent injection in fractured tight hydrocarbon reservoirs","year":2021,"lang":"en","type":"article","venue":"Scientific Reports","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":23,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"Natural Sciences and Engineering Research Council of Canada; University of Calgary","keywords":"Hydrocarbon; Petroleum engineering; Matrix (chemical analysis); Permeability (electromagnetism); Tight oil; Solvent; Enhanced oil recovery; Environmental science; Fracture (geology); Geology; Materials science; Chemistry; Composite material; Geotechnical engineering; Organic chemistry","score_opus":0.013921026489789731,"score_gpt":0.26336125592899473,"score_spread":0.249440229439205,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3158900861","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9948275,0.0019187832,0.0006839937,0.000043500688,0.0011544912,0.000096198644,5.807727e-7,0.00003375836,0.0012411725],"genre_scores_gemma":[0.9995656,0.0000033857443,0.00021468206,0.0000034126906,0.000024447156,0.000013208197,0.00007262207,0.000009131468,0.000093521194],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9984753,0.00006510601,0.00036960057,0.0003082145,0.0006530462,0.00012874446],"domain_scores_gemma":[0.99946976,0.000021243466,0.00007706866,0.00026205854,0.00011960426,0.000050239836],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001042978,0.000085609434,0.00014719584,0.00021348111,0.00006806458,0.00006115611,0.000035044635,0.000058839287,0.000089238005],"category_scores_gemma":[0.00007977705,0.00008352819,0.00005235827,0.0004290341,0.000059177528,0.000115376555,0.000029094577,0.000093540504,0.000001505596],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000017020155,0.000046984565,0.0018005082,0.000021474174,0.000025375462,0.00004110838,0.00075615617,0.9442875,0.052268572,0.0000014316262,0.00036870732,0.00038050616],"study_design_scores_gemma":[0.00024151966,0.000010856461,0.0120786885,0.000057321977,0.000034621862,0.00007940237,0.00025906172,0.66943336,0.31462052,0.0023977319,0.00066059036,0.00012634018],"about_ca_topic_score_codex":0.00005169233,"about_ca_topic_score_gemma":0.000072816045,"teacher_disagreement_score":0.27485412,"about_ca_system_score_codex":0.000108022105,"about_ca_system_score_gemma":0.00007236672,"threshold_uncertainty_score":0.34061807},"labels":[],"label_agreement":null},{"id":"W3159070929","doi":"10.1016/j.upstre.2021.100042","title":"Two deterministic methodologies for estimation of OGIP by production dynamics diagnostic of gas-condensate reservoir","year":2021,"lang":"en","type":"article","venue":"Upstream Oil and Gas Technology","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Husky Energy (Canada); Geological Survey of Canada; University of Regina","funders":"","keywords":"Flow (mathematics); Material balance; Petroleum engineering; Mechanics; Gas oil ratio; Oil field; Well test (oil and gas); Reservoir engineering; Boundary value problem; Production (economics); Applied mathematics; Reservoir simulation; Fluid dynamics; Current (fluid); Mathematics; Geology; Thermodynamics; Physics; Mathematical analysis; Engineering; Petroleum; Process engineering","score_opus":0.012564861387493518,"score_gpt":0.2692672360766955,"score_spread":0.256702374689202,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3159070929","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.97589386,0.0013093695,0.020468486,0.0017334375,0.00012011195,0.00004701756,0.000043320117,0.00019330787,0.0001910722],"genre_scores_gemma":[0.9810854,0.0011304118,0.017432053,0.000003503725,0.000015302898,0.000039015267,0.000054610344,0.000016311507,0.0002233514],"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9992404,0.000030765746,0.00028244447,0.00020389831,0.00007034678,0.00017213522],"domain_scores_gemma":[0.9990384,0.00046816294,0.00008335821,0.00028935968,0.000097856595,0.000022848106],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00016903487,0.0001242596,0.00032929034,0.00018147125,0.000043634856,0.0000067762294,0.000104739716,0.00016227338,0.0000039039364],"category_scores_gemma":[0.0021881037,0.00011260151,0.00005784821,0.00026502446,0.00016897672,0.000040475727,0.000045525783,0.00011852414,6.4e-7],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000026175692,0.00007483257,0.0012087491,0.0012465168,0.00026257584,0.000013220293,0.00014769784,0.41031873,0.019706648,0.00037954145,0.00034543202,0.5662699],"study_design_scores_gemma":[0.00048291916,0.00016650333,0.00012381494,0.00016755312,0.00026180473,0.00006473883,0.0006142435,0.27703887,0.69258416,0.027994193,0.00027788314,0.00022329287],"about_ca_topic_score_codex":0.00003782176,"about_ca_topic_score_gemma":0.000110646884,"teacher_disagreement_score":0.67287755,"about_ca_system_score_codex":0.000025581596,"about_ca_system_score_gemma":0.000015488531,"threshold_uncertainty_score":0.45917565},"labels":[],"label_agreement":null},{"id":"W3159597831","doi":"","title":"Stochastic simulation of hydraulic fracturing induced seismicity: case studies in Alberta, Canada","year":2018,"lang":"en","type":"article","venue":"AGU Fall Meeting Abstracts","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Hydraulic fracturing; Induced seismicity; Geology; Seismology; Geotechnical engineering","score_opus":0.02101724312743022,"score_gpt":0.2625091346886488,"score_spread":0.24149189156121856,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3159597831","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9970608,0.00016183146,0.00022355442,0.000083182975,0.00034473528,0.00011500435,0.0000024572325,0.00007154497,0.001936931],"genre_scores_gemma":[0.9995347,0.000007160312,0.00008120733,0.00008092124,0.00020334675,0.0000068572876,0.0000040978584,0.0000388192,0.000042842767],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.998394,0.000041855084,0.0006178435,0.00025689314,0.0002815771,0.00040779955],"domain_scores_gemma":[0.99847317,0.0008622997,0.00014964209,0.00028607072,0.00011750875,0.00011132433],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003140466,0.00024604326,0.00041001226,0.00020588688,0.00010576879,0.000018192,0.00014456804,0.00012127371,0.000002741754],"category_scores_gemma":[0.00081380474,0.00023853508,0.000060020047,0.00029252027,0.00005639308,0.00012422037,0.000045090135,0.0003169131,0.000010629455],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000062412028,0.000016142218,0.0009613083,0.0001277327,0.00013544981,0.0003367937,0.001710569,0.9958733,0.00019334993,2.1296135e-7,0.000061971325,0.00057697686],"study_design_scores_gemma":[0.00048113463,0.00004847014,0.008672955,0.00058276457,0.00010228157,0.0001253753,0.0010304226,0.97683054,0.011294614,0.00004686363,0.00028786034,0.00049672433],"about_ca_topic_score_codex":0.93019456,"about_ca_topic_score_gemma":0.964739,"teacher_disagreement_score":0.034544505,"about_ca_system_score_codex":0.00022827428,"about_ca_system_score_gemma":0.00008263633,"threshold_uncertainty_score":0.9727178},"labels":[],"label_agreement":null},{"id":"W3159799738","doi":"10.1029/2020wr027775","title":"Dual‐Porosity Flow Diagnostics for Spontaneous Imbibition in Naturally Fractured Reservoirs","year":2021,"lang":"en","type":"article","venue":"Water Resources Research","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":18,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"Engineering and Physical Sciences Research Council; Energi Simulation","keywords":"Porosity; Displacement (psychology); Flow (mathematics); Fluid dynamics; Matrix (chemical analysis); Fracture (geology); Mechanics; Imbibition; Dual (grammatical number); Porous medium; Materials science; Petroleum engineering; Computer science; Geology; Physics; Geotechnical engineering","score_opus":0.019659084038988035,"score_gpt":0.2769587060302536,"score_spread":0.25729962199126555,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3159799738","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.993758,0.0021829733,0.00048093987,0.0014564282,0.00016410707,0.0003233718,0.00004273496,0.00015789366,0.0014335174],"genre_scores_gemma":[0.995529,0.0005327583,0.00075756956,0.000051282506,0.00033955608,0.00009180472,0.00027591686,0.00006381362,0.002358279],"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","domain_scores_codex":[0.99717337,0.0002645661,0.0003667532,0.000442585,0.0007663088,0.000986391],"domain_scores_gemma":[0.9983352,0.0006028437,0.00001494073,0.0005501269,0.0003055427,0.00019135466],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0011236713,0.00021361052,0.00033554743,0.0004562881,0.00026195237,0.00023265083,0.0003191139,0.00027590492,0.00022981457],"category_scores_gemma":[0.00060709094,0.00016498381,0.00016209713,0.000537662,0.00008921932,0.000119093005,0.00019584608,0.000980248,0.000086119566],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00025644855,0.00022433882,0.0008851138,0.0007542183,0.00022124512,0.007658438,0.010619821,0.9326505,0.027849596,0.000006198611,0.013865666,0.0050083995],"study_design_scores_gemma":[0.0016915918,0.00016393389,0.0043153516,0.0003241606,0.00004439491,0.0002841421,0.00090439967,0.2044548,0.33702227,0.0015782034,0.44842175,0.0007950123],"about_ca_topic_score_codex":0.00026573642,"about_ca_topic_score_gemma":0.0019496293,"teacher_disagreement_score":0.7281957,"about_ca_system_score_codex":0.00022821812,"about_ca_system_score_gemma":0.00002708084,"threshold_uncertainty_score":0.67278445},"labels":[],"label_agreement":null},{"id":"W3160008218","doi":"10.2118/204154-ms","title":"Practical Applications of Water Hammer Analysis from Hydraulic Fracturing Treatments","year":2021,"lang":"en","type":"article","venue":"SPE Hydraulic Fracturing Technology Conference and Exhibition","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":22,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Water hammer; Hammer; Hydraulic fracturing; Petroleum engineering; Geotechnical engineering; Fracture (geology); Environmental science; Mechanics; Engineering; Materials science; Mechanical engineering","score_opus":0.012860504658222631,"score_gpt":0.24662337343447216,"score_spread":0.23376286877624952,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3160008218","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7691187,0.0009859877,0.22110112,0.0039323545,0.000099767174,0.00024836307,0.000041358435,0.000669984,0.0038023225],"genre_scores_gemma":[0.9920483,0.0011150078,0.005882099,0.00012040637,0.00010922914,0.000106480904,0.00043705176,0.000043112657,0.00013827845],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.997797,0.00005737056,0.0006082112,0.00068430835,0.00031139093,0.00054172997],"domain_scores_gemma":[0.99858683,0.00011143303,0.00012672132,0.00085613725,0.00015813521,0.0001607695],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00013304925,0.0004042194,0.0007552896,0.00084174663,0.0002007989,0.00009075626,0.00021904235,0.0005600857,0.00068917015],"category_scores_gemma":[0.000048621663,0.000345663,0.00025681648,0.00091659103,0.00022503485,0.00032458804,0.00016441256,0.00061773096,0.000098331686],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00024901616,0.0028562306,0.04649084,0.0013700275,0.03924292,0.0016673749,0.0063144723,0.31147492,0.3251444,0.0026510071,0.0027310203,0.25980777],"study_design_scores_gemma":[0.00087191135,0.000057999445,0.0061922506,0.00012409175,0.0025018484,0.000055343327,0.000624914,0.030299695,0.9349318,0.0137478905,0.009852477,0.00073975435],"about_ca_topic_score_codex":0.0003452082,"about_ca_topic_score_gemma":0.00020428062,"teacher_disagreement_score":0.6097874,"about_ca_system_score_codex":0.00008989797,"about_ca_system_score_gemma":0.000045771547,"threshold_uncertainty_score":0.99989957},"labels":[],"label_agreement":null},{"id":"W3161363459","doi":"10.1002/cjce.24190","title":"Is water saturation a fracability indicator for organic‐rich, yet low‐clay content, tight carbonate source rock reservoirs?","year":2021,"lang":"en","type":"article","venue":"The Canadian Journal of Chemical Engineering","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Carbonate; Geology; Saturation (graph theory); Carbonate rock; Hydraulic fracturing; Water saturation; Matrix (chemical analysis); Clay minerals; Mineralogy; Petroleum engineering; Porosity; Geotechnical engineering; Sedimentary rock; Geochemistry; Materials science","score_opus":0.009004851557223975,"score_gpt":0.18599861438150378,"score_spread":0.1769937628242798,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3161363459","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9879198,0.0008738363,0.008075363,0.0025523705,0.0003489945,0.000094518226,0.00001678452,0.00004227456,0.00007603904],"genre_scores_gemma":[0.99904895,0.000008722315,0.0002436612,0.00014751483,0.0003239512,0.000006034319,0.0000152280945,0.000049254177,0.00015669568],"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9987151,0.000020677968,0.00044440274,0.00014417393,0.00022302069,0.0004526104],"domain_scores_gemma":[0.9988694,0.00012488915,0.000058157646,0.0002863783,0.00019543877,0.00046572697],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00032014307,0.00019246545,0.00032272743,0.00013205926,0.00009611528,0.00010086673,0.00033749948,0.00017272042,0.00017435818],"category_scores_gemma":[0.00033774672,0.00013081743,0.00021982769,0.00019701089,0.000026280051,0.000117264506,0.000022162203,0.0005922647,0.000009180273],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000013191678,0.000010161912,0.00019182044,0.00019864779,0.00042728073,0.00004440079,0.0016358132,0.5404857,0.45470557,0.000006321995,0.002154126,0.00012698915],"study_design_scores_gemma":[0.00034735867,0.000011106418,0.00009797857,0.000086181724,0.00009776185,0.00007382732,0.00003918554,0.1211876,0.8678624,0.00005514691,0.009931759,0.00020968146],"about_ca_topic_score_codex":0.00024743198,"about_ca_topic_score_gemma":0.00026829925,"teacher_disagreement_score":0.4192981,"about_ca_system_score_codex":0.00033404445,"about_ca_system_score_gemma":0.00018877693,"threshold_uncertainty_score":0.533458},"labels":[],"label_agreement":null},{"id":"W3161895675","doi":"","title":"Estimating Groundwater and 1,4-dioxane Contaminant Mass Flux in a Karst Aquifer using the Discrete Fracture Network - Matrix Field Approach","year":2021,"lang":"en","type":"dissertation","venue":"The Atrium (University of Guelph)","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Karst; Aquifer; Groundwater; Flux (metallurgy); Fracture (geology); Matrix (chemical analysis); Field (mathematics); Geology; Rock mass classification; Groundwater contamination; Environmental science; Geotechnical engineering; Soil science; Hydrology (agriculture); Petroleum engineering; Materials science; Mathematics; Metallurgy; Composite material","score_opus":0.007991980946301068,"score_gpt":0.2149387637644165,"score_spread":0.20694678281811543,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3161895675","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9357373,0.0037534737,0.05795254,0.00040279143,0.00038747967,0.00030676342,0.000008254247,0.00006336151,0.0013880455],"genre_scores_gemma":[0.99335253,0.00015547215,0.003164421,0.000022779259,0.00018965115,6.672989e-7,0.0002165881,0.000032435775,0.0028654342],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9988999,0.00010917739,0.00020284634,0.00025041107,0.000231464,0.0003062134],"domain_scores_gemma":[0.99919593,0.00017138636,0.00013524562,0.00040302155,0.000045813016,0.000048586913],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00032058655,0.00025841242,0.00047549256,0.000104512386,0.0003088984,0.000057070083,0.00041386252,0.0003047457,0.00008522512],"category_scores_gemma":[0.000020113632,0.00018652003,0.00019544804,0.00032142457,0.000058303758,0.00012226426,0.000078577825,0.00070884184,0.000002084638],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00006545713,0.000013332242,0.00035033547,0.00060178945,0.00035529342,0.00005919917,0.0072624655,0.98729455,0.0029899403,0.000006342977,0.00071039045,0.00029089538],"study_design_scores_gemma":[0.00058272213,0.000038105467,0.01948612,0.0006108785,0.0009834461,0.000026010392,0.027788807,0.94823605,0.0002674899,0.00012236496,0.0013060595,0.0005519481],"about_ca_topic_score_codex":0.002838766,"about_ca_topic_score_gemma":0.0012004182,"teacher_disagreement_score":0.057615265,"about_ca_system_score_codex":0.0000636166,"about_ca_system_score_gemma":0.00003112121,"threshold_uncertainty_score":0.7606066},"labels":[],"label_agreement":null},{"id":"W3161944616","doi":"10.2118/204200-ms","title":"Application of DFIT-FBA Tests Performed at Multiple Points in a Horizontal Well for Advanced Treatment Stage Design and Reservoir Characterization","year":2021,"lang":"en","type":"article","venue":"SPE Hydraulic Fracturing Technology Conference and Exhibition","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":12,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Chevron (Canada); University of Calgary","funders":"","keywords":"Wellhead; Hydraulic fracturing; Petroleum engineering; Choke; Well stimulation; Perforation; Reservoir engineering; Tortuosity; Completion (oil and gas wells); Geology; Geotechnical engineering; Engineering; Petroleum; Mechanical engineering","score_opus":0.012046135926903371,"score_gpt":0.22882333466591295,"score_spread":0.21677719873900958,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3161944616","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8890007,0.00023889638,0.10955115,0.00045894843,0.000034803812,0.00046555017,0.000027718053,0.00015855819,0.00006367268],"genre_scores_gemma":[0.9929738,0.0017743272,0.0046431227,0.000013282561,0.000023732313,0.00021371155,0.00026438138,0.000026822603,0.00006679662],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9988519,0.0000359729,0.00033941714,0.00039541218,0.000098990444,0.0002782898],"domain_scores_gemma":[0.9993178,0.00012333844,0.00012433635,0.00029964038,0.00007549436,0.000059380156],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00014218176,0.00022490924,0.00035684617,0.0003193543,0.00011902977,0.000024015348,0.00008142259,0.00027659742,0.000015527336],"category_scores_gemma":[0.0001007967,0.00021878508,0.000048473063,0.0002582687,0.000090628106,0.00019673105,0.000057147874,0.00017418696,0.000004090379],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0003296073,0.00024755544,0.04496767,0.0005977263,0.00018007659,0.000030303883,0.001020862,0.08002605,0.7390136,0.00012096223,0.000014224101,0.13345136],"study_design_scores_gemma":[0.0016678215,0.00023168515,0.019850643,0.000133474,0.00004680407,0.000015708792,0.00020028398,0.29747614,0.6778468,0.00084158964,0.0014308927,0.00025815875],"about_ca_topic_score_codex":0.00006741524,"about_ca_topic_score_gemma":0.00054612284,"teacher_disagreement_score":0.2174501,"about_ca_system_score_codex":0.00015762969,"about_ca_system_score_gemma":0.000030904033,"threshold_uncertainty_score":0.89217967},"labels":[],"label_agreement":null},{"id":"W3162548042","doi":"10.2118/204172-ms","title":"High Fidelity Fibre-Optic Observations and Resultant Fracture Modeling in Support of Planarity","year":2021,"lang":"en","type":"article","venue":"SPE Hydraulic Fracturing Technology Conference and Exhibition","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":33,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Apache (Canada)","funders":"","keywords":"Offset (computer science); Calibration; Planarity testing; Planar; Fracture mechanics; Fracture (geology); Computer science; Algorithm; Optical fiber; Geology; Simulation; Engineering; Optics; Geotechnical engineering; Mathematics; Physics; Structural engineering; Computer graphics (images); Statistics","score_opus":0.020016703333661526,"score_gpt":0.22397617243586762,"score_spread":0.20395946910220608,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3162548042","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9751584,0.0006509875,0.018435517,0.0049805352,0.00006261068,0.00009989437,0.000033255794,0.00023476749,0.00034404872],"genre_scores_gemma":[0.99572396,0.0012295931,0.0026824924,0.00016396861,0.00003358175,0.000014251471,0.000112715265,0.000018844647,0.000020610332],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9985716,0.00003078532,0.0004953363,0.00039136084,0.00019621121,0.00031472914],"domain_scores_gemma":[0.99925506,0.00006162166,0.000075805794,0.00037898935,0.0001530719,0.000075428645],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00022918703,0.00022941618,0.00044408685,0.00035631115,0.000095963056,0.000042309657,0.00012369022,0.00043513678,0.000061024453],"category_scores_gemma":[0.00018028147,0.00023082268,0.00004856821,0.00042136633,0.00012565225,0.00024326821,0.00009390561,0.0006083865,0.0000026618568],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000043765987,0.00013676807,0.0038080616,0.0006874629,0.000191328,0.00030403945,0.0009805878,0.96480626,0.017540317,0.0014976509,0.00059954426,0.009404239],"study_design_scores_gemma":[0.001489356,0.000118296826,0.014535039,0.0005764003,0.00015061635,0.00017583279,0.000868392,0.8097981,0.11740572,0.05120167,0.0028406403,0.00083990995],"about_ca_topic_score_codex":0.00045439234,"about_ca_topic_score_gemma":0.0005309947,"teacher_disagreement_score":0.1550081,"about_ca_system_score_codex":0.00006145077,"about_ca_system_score_gemma":0.00007177741,"threshold_uncertainty_score":0.94126755},"labels":[],"label_agreement":null},{"id":"W3163156749","doi":"10.5194/egusphere-egu21-4740","title":"Numerical Analysis of the Induced Seismicity Triggered by Hydraulic Fracturing in the Duvernay Formation in Alberta, CA","year":2021,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Induced seismicity; Hydraulic fracturing; Geology; Seismology; Poromechanics; Fault (geology); Multiphysics; Microseism; Shear (geology); Geotechnical engineering; Petrology; Finite element method; Engineering","score_opus":0.0073463108005090575,"score_gpt":0.2132953508852619,"score_spread":0.20594904008475282,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3163156749","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99133813,0.00011750464,0.0030988888,0.0014226116,0.000043956155,0.00008560928,0.000003606829,0.000019518937,0.003870171],"genre_scores_gemma":[0.99935627,0.00003691854,0.000020669517,0.00035425517,0.000012868682,0.000011742494,0.000025699257,0.000009845788,0.00017172971],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99870485,0.00017468372,0.0004481173,0.00015452041,0.0002925937,0.00022523511],"domain_scores_gemma":[0.9992032,0.00025330004,0.00006380311,0.0004244905,0.000022639702,0.000032573313],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00025033255,0.00013839938,0.00036110103,0.00021693365,0.000045666075,0.00003221826,0.00030461556,0.000109128356,0.00014363734],"category_scores_gemma":[0.00011119006,0.0000814101,0.0002525786,0.0023589947,0.000014165614,0.00014491622,0.00003449946,0.0003603748,0.000006600025],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000003705122,0.000062965555,0.0034090632,0.000027778968,0.00031781915,0.0000070323067,0.0021952568,0.9910401,0.0016112188,0.000003407199,0.0008034501,0.00051816873],"study_design_scores_gemma":[0.00031597234,0.0000048847246,0.056503892,0.000023000654,0.00026289918,0.000003677604,0.00055898266,0.8727713,0.06744315,0.000023104754,0.0019337673,0.00015537888],"about_ca_topic_score_codex":0.018555248,"about_ca_topic_score_gemma":0.010908158,"teacher_disagreement_score":0.11826884,"about_ca_system_score_codex":0.00009641477,"about_ca_system_score_gemma":0.000016958522,"threshold_uncertainty_score":0.9879803},"labels":[],"label_agreement":null},{"id":"W3163791516","doi":"10.52716/jprs.v10i2.354","title":"Estimation of Oil-Water Contact Level Using Different Approaches: A Case Study for an Iraqi Carbonate Reservoir","year":2020,"lang":"en","type":"article","venue":"Journal of Petroleum Research and Studies","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Petro-Canada","funders":"","keywords":"Petroleum engineering; Carbonate; Petrophysics; Geology; Borehole; Oil field; Capillary pressure; Drainage; Environmental science; Hydrology (agriculture); Geotechnical engineering; Materials science; Porous medium","score_opus":0.3484968730569675,"score_gpt":0.38913664780177815,"score_spread":0.04063977474481062,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3163791516","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99523526,0.0021726857,0.0020712055,0.00032368384,0.000044200086,0.0000949407,0.000010616543,0.000011163938,0.00003625935],"genre_scores_gemma":[0.9990776,0.0003129259,0.0003812476,0.00000382999,0.00016169732,0.000010839614,0.0000013698829,0.000020031588,0.000030446266],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9983706,0.00016663993,0.00049547513,0.00014854386,0.0005037976,0.00031493453],"domain_scores_gemma":[0.9990827,0.00022547181,0.00008014085,0.00012441832,0.00031329942,0.00017400757],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0011468236,0.0001523739,0.0005689805,0.00028088846,0.00019922416,0.0000540286,0.0001471323,0.000044645418,0.0000018581904],"category_scores_gemma":[0.00024192974,0.000090898575,0.00011072347,0.00012431345,0.000077224206,0.000186762,0.000089944144,0.00037922885,1.8852455e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00061658135,0.00046958163,0.0025611545,0.0017307404,0.003196061,0.00087554666,0.03134138,0.9489672,0.005813062,0.0000070520196,0.00023730524,0.0041843224],"study_design_scores_gemma":[0.001872577,0.003139667,0.000467605,0.00011422137,0.00019861692,0.00018237699,0.050471764,0.9398623,0.0033732473,0.000097810684,0.00006060284,0.00015918411],"about_ca_topic_score_codex":0.00010661417,"about_ca_topic_score_gemma":0.00017411665,"teacher_disagreement_score":0.019130385,"about_ca_system_score_codex":0.00008092352,"about_ca_system_score_gemma":0.000023004688,"threshold_uncertainty_score":0.37067363},"labels":[],"label_agreement":null},{"id":"W3164031946","doi":"10.2118/204191-ms","title":"Pressure Depletion Mapping Using Multi-Well DFITs and its Applications in Hydraulic Fracture Characterization and Permeability Estimation: Examples from Montney Formation","year":2021,"lang":"en","type":"article","venue":"SPE Hydraulic Fracturing Technology Conference and Exhibition","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Geology; Permeability (electromagnetism); Petroleum engineering; Fracture (geology); Drilling; Hydraulic conductivity; Geotechnical engineering; Hydraulic fracturing; Transient analysis; Reservoir modeling; Pressure measurement; Pore water pressure; Petrology; Soil science; Engineering","score_opus":0.018620486639387195,"score_gpt":0.22743111796345805,"score_spread":0.20881063132407085,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3164031946","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7257315,0.0018484606,0.2705466,0.0012011,0.000034171306,0.00030171388,0.0000251288,0.00027686937,0.000034499175],"genre_scores_gemma":[0.99381447,0.0018855477,0.0033085153,0.00011859052,0.00005846084,0.000073981726,0.0006930555,0.000029588702,0.00001776548],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9984381,0.000063994754,0.00046153963,0.0005588664,0.00016179327,0.00031570497],"domain_scores_gemma":[0.9992596,0.00007804217,0.00013756329,0.00031672162,0.000108790824,0.000099274046],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00014890911,0.00031938436,0.00039750244,0.0004125804,0.00026084148,0.00014901269,0.0001024794,0.0005120673,0.000038938477],"category_scores_gemma":[0.0000918935,0.00033397714,0.00003946078,0.00040190908,0.00010027832,0.00079007325,0.00010267879,0.0004920179,0.000006089679],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000062279105,0.0004575238,0.057016592,0.0032370405,0.0005126319,0.00008933042,0.009834261,0.4201749,0.3940353,0.0005288268,0.00004137873,0.11400993],"study_design_scores_gemma":[0.00055645185,0.000013702964,0.08494304,0.00031703364,0.0000917215,0.000044072214,0.00052529166,0.8644854,0.044887755,0.0016925966,0.0020557165,0.00038722658],"about_ca_topic_score_codex":0.00017692361,"about_ca_topic_score_gemma":0.0002198368,"teacher_disagreement_score":0.4443105,"about_ca_system_score_codex":0.00007336018,"about_ca_system_score_gemma":0.00002782438,"threshold_uncertainty_score":0.99991125},"labels":[],"label_agreement":null},{"id":"W3164613682","doi":"10.46690/ager.2021.02.11","title":"Research on water invasion performance of complex fracture-vuggy gas reservoirs based on classiﬁcation modeling","year":2021,"lang":"en","type":"article","venue":"ADVANCES IN GEO-ENERGY RESEARCH","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":14,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Geology; Fracture (geology); Petroleum engineering; Carbonate; Water cut; Petrology; Geotechnical engineering; Materials science","score_opus":0.0643846557926748,"score_gpt":0.3492828120964719,"score_spread":0.2848981563037971,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3164613682","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.91726476,0.0029598533,0.0060434924,0.0020306562,0.00027008686,0.0002503657,0.000008656771,0.00014113035,0.071030974],"genre_scores_gemma":[0.99323106,0.0051129144,0.0004004847,0.00009468764,0.00017678218,0.00010292826,0.00015857283,0.000059256905,0.0006633234],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99514836,0.000753976,0.0005250402,0.0005938589,0.0019596003,0.0010191737],"domain_scores_gemma":[0.99730504,0.00070125225,0.00002833647,0.0010216344,0.0007752283,0.00016849278],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0024380416,0.00023543925,0.00038676668,0.0014533096,0.0003278535,0.0000712582,0.0006096767,0.00024379021,0.00027933132],"category_scores_gemma":[0.00024188808,0.00018415293,0.00010590085,0.0016562382,0.0001881862,0.00036170307,0.00018007876,0.0015503196,0.000058065998],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00018911935,0.00019634035,0.00025688484,0.00028538512,0.000017687791,0.000027808874,0.00009795632,0.98487455,0.0035238047,0.00015840199,0.0005246633,0.009847414],"study_design_scores_gemma":[0.00036157388,0.00020876623,0.00014078175,0.0004956783,0.0000031166933,0.0000014963155,0.00030559718,0.8666408,0.09745952,0.0008340245,0.03336491,0.0001837269],"about_ca_topic_score_codex":0.00036425763,"about_ca_topic_score_gemma":0.00056407065,"teacher_disagreement_score":0.118233725,"about_ca_system_score_codex":0.00035715656,"about_ca_system_score_gemma":0.00018809302,"threshold_uncertainty_score":0.75095385},"labels":[],"label_agreement":null},{"id":"W3167789928","doi":"10.31223/x5762d","title":"Turbulent flow effects in hydraulic fracture propagation in permeable rock","year":2021,"lang":"en","type":"preprint","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Dalhousie University","funders":"Ministry of Science and Higher Education of the Russian Federation","keywords":"Laminar flow; Mechanics; Turbulence; Fluid dynamics; Geology; Fracture (geology); Hydraulic fracturing; Geotechnical engineering; Physics","score_opus":0.005474755527452773,"score_gpt":0.20725235282173962,"score_spread":0.20177759729428685,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3167789928","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8379971,0.0078098513,0.13718475,0.0021946197,0.001152956,0.0015653792,0.0000043158752,0.000934357,0.011156678],"genre_scores_gemma":[0.99716413,0.00040025482,0.0010002451,0.00022281858,0.00015634738,0.00017976291,0.00021482799,0.00006688005,0.00059473544],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99804294,0.00010947942,0.00048562934,0.0005634597,0.0003428402,0.000455624],"domain_scores_gemma":[0.9991124,0.00007358908,0.000050390514,0.00061847863,0.00004002441,0.00010510922],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00022557804,0.0004367231,0.0006789165,0.00049078075,0.000027660297,0.00014346345,0.00029627336,0.0006851965,0.0002647587],"category_scores_gemma":[0.0000727626,0.00038919365,0.00021833667,0.0004071979,0.000008125917,0.000117401774,0.00018367529,0.001657248,0.000052690168],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000034585769,0.000066160035,0.0004359689,0.0013309107,0.000077297605,0.00022799711,0.00078120327,0.9951222,0.000110121444,4.589476e-7,0.0008359906,0.0010082453],"study_design_scores_gemma":[0.0003377942,0.000008912234,0.0061746673,0.00080712006,0.000035361187,0.000005746583,0.00007452335,0.9845191,0.0060352213,0.0000924057,0.001460599,0.0004485543],"about_ca_topic_score_codex":0.001313053,"about_ca_topic_score_gemma":0.0013969967,"teacher_disagreement_score":0.15916705,"about_ca_system_score_codex":0.00044350457,"about_ca_system_score_gemma":0.0000791672,"threshold_uncertainty_score":0.999856},"labels":[],"label_agreement":null},{"id":"W3170862746","doi":"10.1002/cjce.24208","title":"The impact of isothermal flow assumption on accuracy of pressure transient analysis results","year":2021,"lang":"en","type":"article","venue":"The Canadian Journal of Chemical Engineering","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Isothermal flow; Isothermal process; Mechanics; Flow (mathematics); Thermodynamics; Adiabatic process; Pressure drop; Fluid dynamics; Flow coefficient; Porous medium; Volumetric flow rate; Thermal; Materials science; Open-channel flow; Porosity; Physics","score_opus":0.006607749974988976,"score_gpt":0.21398722569208384,"score_spread":0.20737947571709486,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3170862746","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9952809,0.0018349942,0.0020419701,0.00039657528,0.00011288945,0.000038060163,0.0000556392,0.000010734354,0.0002282246],"genre_scores_gemma":[0.9997137,0.000040974955,0.00010219687,0.00000393849,0.00009639645,7.051638e-7,0.000004990366,0.000016261432,0.000020791318],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9989532,0.000028704435,0.00048136292,0.00007084835,0.00023343644,0.00023242398],"domain_scores_gemma":[0.9989206,0.0003021252,0.00012159474,0.00029341422,0.00014825155,0.00021401168],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00036688262,0.00012765458,0.00032219736,0.00017482198,0.00004286606,0.000030561998,0.0002922513,0.00008007275,0.000037569724],"category_scores_gemma":[0.00039327063,0.00007458014,0.0005506586,0.0005303016,0.000042208365,0.00005170274,0.0000058537094,0.00038292012,6.2963863e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000021054724,0.000006068552,0.00003144222,0.000027418759,0.0018830145,0.000013004528,0.0003754493,0.9697718,0.026930412,0.000004715082,0.00022193864,0.000713668],"study_design_scores_gemma":[0.00034770044,0.00003418896,0.0024670695,0.00011637889,0.00070848217,0.000026839916,0.000024903775,0.80623657,0.18907043,0.000009670135,0.0008318667,0.00012592648],"about_ca_topic_score_codex":0.0008424941,"about_ca_topic_score_gemma":0.00036868366,"teacher_disagreement_score":0.16353527,"about_ca_system_score_codex":0.00010759866,"about_ca_system_score_gemma":0.00016847272,"threshold_uncertainty_score":0.30412897},"labels":[],"label_agreement":null},{"id":"W3171600554","doi":"10.1002/cjce.24203","title":"A novel retarded <scp>HCl</scp> acid system for <scp>HPHT</scp> carbonate acidizing applications: Experimental study","year":2021,"lang":"en","type":"article","venue":"The Canadian Journal of Chemical Engineering","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":13,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Carbonate; Carbonic acid; Penetration (warfare); Chloride; Calcium carbonate; Chemistry; Materials science; Analytical Chemistry (journal); Nuclear chemistry; Composite material; Chromatography; Organic chemistry","score_opus":0.010169060299904772,"score_gpt":0.2057950764442561,"score_spread":0.19562601614435132,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3171600554","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.96644354,0.008533581,0.022737635,0.00010196088,0.000580141,0.0004994994,0.000040712668,0.00016910632,0.0008938004],"genre_scores_gemma":[0.99758124,0.0000060535335,0.0015616696,0.000026074753,0.0005624477,0.000080177226,0.0000105036615,0.00008682827,0.0000849844],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9982282,0.00002147046,0.00060559274,0.00021843816,0.0003255215,0.0006007556],"domain_scores_gemma":[0.99833745,0.0003266477,0.00012053182,0.0003933894,0.000194682,0.0006272886],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00043473922,0.00030284454,0.0005038446,0.00022260139,0.00015761516,0.0001638043,0.00053387054,0.00015185574,0.000004815828],"category_scores_gemma":[0.0004288015,0.00026155057,0.0003119737,0.0004361315,0.000037817095,0.00011923849,0.000035339293,0.00060053176,0.000006656504],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000011848334,0.000045429235,0.000036102818,0.00020507077,0.0006950802,0.000089608584,0.0018924556,0.4762167,0.52019465,0.00003911088,0.0004919381,0.00009268586],"study_design_scores_gemma":[0.00091636454,0.000042778167,0.00003693171,0.0001936997,0.00025479248,0.0004154633,0.0027184724,0.09938679,0.886553,0.000009651007,0.009358944,0.00011310892],"about_ca_topic_score_codex":0.00021340683,"about_ca_topic_score_gemma":0.00018072038,"teacher_disagreement_score":0.3768299,"about_ca_system_score_codex":0.00062336575,"about_ca_system_score_gemma":0.00029783542,"threshold_uncertainty_score":0.99998367},"labels":[],"label_agreement":null},{"id":"W3171781110","doi":"10.1007/s12665-021-09728-x","title":"Three-dimensional simulation of hydraulic fracture propagation height in layered formations","year":2021,"lang":"en","type":"article","venue":"Environmental Earth Sciences","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":19,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Simon Fraser University","funders":"National Key Scientific Instrument and Equipment Development Projects of China","keywords":"Modulus; Geology; Hydraulic fracturing; Materials science; Shear stress; Stress (linguistics); Fracture (geology); Geotechnical engineering; Vertical plane; Mechanics; Composite material; Structural engineering; Engineering","score_opus":0.0082949533279276,"score_gpt":0.20778925656836156,"score_spread":0.19949430324043396,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3171781110","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.98831385,0.00036990314,0.010278736,0.0001577736,0.00005079618,0.000066754146,0.000005774193,0.000023879908,0.0007325139],"genre_scores_gemma":[0.9991488,0.000017599717,0.00069242413,0.000045697227,0.00001878863,0.0000034632653,0.000028180266,0.000004492256,0.00004056405],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9992546,0.000016283597,0.0001910943,0.00012733371,0.00028427708,0.00012641678],"domain_scores_gemma":[0.9997898,0.000042216434,0.00003425084,0.00009788173,0.0000034470477,0.000032458272],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00011312286,0.00007484487,0.00010113052,0.000085943226,0.00008196011,0.000016369107,0.00007186156,0.000044474247,0.0004087341],"category_scores_gemma":[0.000010721007,0.00006349417,0.000043612945,0.00024129597,0.000085843094,0.00026451348,0.000021256237,0.00008532627,0.000030149482],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[9.0494217e-7,0.00002568732,0.0040850425,0.000008005071,0.0000065863483,0.0000021451383,0.00018397653,0.9921005,0.00293943,0.0000019847346,0.000011318206,0.00063441973],"study_design_scores_gemma":[0.00011238642,0.000012873982,0.09066999,0.000016611524,0.0000044452954,0.0000019399731,0.00006676206,0.88132954,0.026758179,0.000103659106,0.00085065846,0.00007295912],"about_ca_topic_score_codex":0.000035752582,"about_ca_topic_score_gemma":0.00018561538,"teacher_disagreement_score":0.11077096,"about_ca_system_score_codex":0.000015465163,"about_ca_system_score_gemma":0.0000119647275,"threshold_uncertainty_score":0.4475352},"labels":[],"label_agreement":null},{"id":"W3173469211","doi":"10.1016/b978-0-323-90116-1.00005-2","title":"Type-curve analysis methods","year":2021,"lang":"en","type":"book-chapter","venue":"Elsevier eBooks","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary; Shell (Canada)","funders":"","keywords":"Computer science","score_opus":0.01584434227741658,"score_gpt":0.27249384839143015,"score_spread":0.25664950611401355,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3173469211","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.000011756586,0.008739669,0.002414133,0.00002037765,0.00049010926,0.00009820602,0.000019291489,0.00029806013,0.9879084],"genre_scores_gemma":[0.0011558475,0.0007267817,0.004818039,0.00007601955,0.00036218474,0.000010389035,0.00014720765,0.00014865378,0.9925549],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9982939,0.00006484115,0.0005059247,0.0004729983,0.0003205434,0.00034179568],"domain_scores_gemma":[0.99844855,0.00012022051,0.00009551925,0.0010126822,0.00013303437,0.00019001472],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00037309667,0.00051564083,0.0011490547,0.00055934046,0.00007748027,0.000082004975,0.000332108,0.0005317827,0.002192508],"category_scores_gemma":[0.00003098298,0.00047942312,0.0010842214,0.00013726362,0.00006031602,0.000026074593,0.00010369682,0.00076659437,0.00025591956],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000002051998,0.0000034165396,0.0000036504937,0.00014647491,0.009657116,0.00009577803,0.00011327948,0.023448255,0.00003658115,0.0001721609,0.00036025085,0.965961],"study_design_scores_gemma":[0.00006491884,0.000008968232,0.000011751666,0.00009822076,0.0040941196,0.0000053248623,0.0000055563532,0.004169586,0.00023953961,0.0007150185,0.99003255,0.0005544591],"about_ca_topic_score_codex":0.0000017714806,"about_ca_topic_score_gemma":0.00007545242,"teacher_disagreement_score":0.9896723,"about_ca_system_score_codex":0.00012176648,"about_ca_system_score_gemma":0.00005221009,"threshold_uncertainty_score":0.99976575},"labels":[],"label_agreement":null},{"id":"W3173639754","doi":"10.3390/en14123629","title":"Application of Machine Learning Method of Data-Driven Deep Learning Model to Predict Well Production Rate in the Shale Gas Reservoirs","year":2021,"lang":"en","type":"article","venue":"Energies","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":52,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"Institute for Information and Communications Technology Promotion; Ministry of Science and ICT, South Korea; Iran Telecommunication Research Center; National Research Foundation of Korea; National Research Foundation","keywords":"Artificial neural network; Principal component analysis; Hydraulic fracturing; Perceptron; Hyperparameter; Computer science; Multivariate statistics; Oil shale; Artificial intelligence; Petroleum engineering; Data mining; Machine learning; Engineering","score_opus":0.017491126883048207,"score_gpt":0.26575644535877274,"score_spread":0.24826531847572453,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3173639754","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.5923519,0.00086432125,0.40479738,0.0005261094,0.00004489222,0.000119591656,0.0000070064107,0.00010487193,0.0011839235],"genre_scores_gemma":[0.98348963,0.000391543,0.015489109,0.000006941903,0.000053957894,0.000023020993,0.00015298747,0.00001980623,0.0003730299],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99893296,0.00023043161,0.00026919166,0.00023697154,0.00019070643,0.0001397177],"domain_scores_gemma":[0.99922055,0.00011879222,0.000063479616,0.00051311543,0.000060087008,0.000024000676],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00079037854,0.00010016892,0.00021058977,0.00012836949,0.000052433596,0.000014447436,0.00032158676,0.00004883079,0.000010326415],"category_scores_gemma":[0.0002505456,0.00007985522,0.000045171095,0.000494895,0.000018792329,0.0001421193,0.00012213709,0.00026751801,0.000002899958],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000007686788,0.000017748514,0.00087120815,0.00010002738,0.00004503531,0.0000014826653,0.0014251128,0.9711857,0.021800054,0.000014706773,0.00006956458,0.004461707],"study_design_scores_gemma":[0.000078570156,0.000012083533,0.00056920917,0.000030802963,0.00003521447,0.000002018561,0.0006853965,0.958673,0.037469786,0.000055680623,0.0023146633,0.00007358288],"about_ca_topic_score_codex":0.00029612175,"about_ca_topic_score_gemma":0.00038259235,"teacher_disagreement_score":0.3911377,"about_ca_system_score_codex":0.000020374859,"about_ca_system_score_gemma":0.000012904183,"threshold_uncertainty_score":0.32564014},"labels":[],"label_agreement":null},{"id":"W3174616173","doi":"10.1016/j.jafrearsci.2021.104311","title":"Reservoir hydrocarbon prospectivity and productivity evaluations of sands S-600 and S-700 of Fega field, onshore Niger Delta Basin, Nigeria","year":2021,"lang":"en","type":"article","venue":"Journal of African Earth Sciences","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":11,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Prospectivity mapping; Petrophysics; Geology; Niger delta; Structural basin; Petrology; Hydrocarbon exploration; Petroleum engineering; Seismic to simulation; Geochemistry; Delta; Seismic inversion; Geotechnical engineering; Geomorphology; Porosity","score_opus":0.013607759109030924,"score_gpt":0.2571165747026226,"score_spread":0.2435088155935917,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3174616173","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99578065,0.0013933302,0.00055682205,0.00095968286,0.00009377263,0.00005094428,0.000004767753,0.0000077808145,0.001152276],"genre_scores_gemma":[0.99837816,0.00022861325,0.0012274757,0.0000072930948,0.00006744767,9.469991e-7,2.8981353e-7,0.000004980778,0.00008476889],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99873626,0.000099031335,0.00035824697,0.00016281531,0.00048240303,0.0001612512],"domain_scores_gemma":[0.9991271,0.00019101363,0.00019238338,0.00016051086,0.00023179146,0.00009718257],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0012722475,0.00009936381,0.00036092976,0.00020484731,0.000112819056,0.000043206932,0.0001355033,0.000047456855,0.000027222708],"category_scores_gemma":[0.0005887743,0.00007489454,0.00008218618,0.00068563194,0.00028941082,0.00026758533,0.000047159738,0.00018906013,1.1836979e-7],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00010824899,0.00038485066,0.70230377,0.0005127322,0.00053916895,0.00005232168,0.008471455,0.20368172,0.069363594,0.000046208752,0.0007389706,0.013796982],"study_design_scores_gemma":[0.0007672114,0.0010384801,0.6253009,0.00038797007,0.00022934724,0.00022467271,0.0034636718,0.04074726,0.32473305,0.0015380471,0.0011697863,0.00039965863],"about_ca_topic_score_codex":0.00006334373,"about_ca_topic_score_gemma":0.00032320508,"teacher_disagreement_score":0.25536945,"about_ca_system_score_codex":0.000009976742,"about_ca_system_score_gemma":0.00016142147,"threshold_uncertainty_score":0.30541104},"labels":[],"label_agreement":null},{"id":"W3175316022","doi":"10.1016/b978-0-323-90116-1.00009-x","title":"Rate-transient analysis as a tool to assist with exploration and field development optimization","year":2021,"lang":"en","type":"book-chapter","venue":"Elsevier eBooks","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary; Shell (Canada)","funders":"","keywords":"Transient (computer programming); Field (mathematics); Computer science; Development (topology); Systems engineering; Engineering; Mathematics; Programming language","score_opus":0.008704352967935394,"score_gpt":0.20612000902956132,"score_spread":0.19741565606162592,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3175316022","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00071494625,0.00061218906,0.16453971,0.00023077315,0.000104910665,0.00038479775,0.0000067647607,0.00017978942,0.8332261],"genre_scores_gemma":[0.03621461,0.0003120299,0.010901506,0.00038959453,0.00012973181,0.00012762671,0.00026547688,0.00011776909,0.95154166],"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","domain_scores_codex":[0.9987849,0.0000168948,0.00035762688,0.00038139606,0.00027034758,0.0001888387],"domain_scores_gemma":[0.99933493,0.00003567525,0.00005754875,0.00033625925,0.00010005824,0.00013552072],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00013485456,0.0003375977,0.0005077796,0.00037673724,0.0001027682,0.00012922974,0.00009436076,0.00020545453,0.0002660036],"category_scores_gemma":[0.000011729724,0.00029202108,0.00013601247,0.00009137517,0.000016060081,0.000060114377,0.000035172317,0.0002336288,0.000024172758],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000113329515,0.000003475504,0.0000031286193,0.00008547858,0.0016211419,0.00003659504,0.0005343642,0.6780673,0.0000078758385,0.000022998303,0.000034223114,0.31957203],"study_design_scores_gemma":[0.00034664985,0.00009916876,0.0000632149,0.00066353043,0.0028569521,0.000009225548,0.00007006554,0.032205716,0.0016430533,0.00007775055,0.9607092,0.001255458],"about_ca_topic_score_codex":0.0000019465958,"about_ca_topic_score_gemma":0.00024859354,"teacher_disagreement_score":0.960675,"about_ca_system_score_codex":0.000094471645,"about_ca_system_score_gemma":0.00006813239,"threshold_uncertainty_score":0.9999532},"labels":[],"label_agreement":null},{"id":"W3175756425","doi":"10.1007/s00603-021-02540-w","title":"Mapping Fracture Complexity of Fractured Shale in Laboratory: Three-dimensional Reconstruction From Serial-section Images","year":2021,"lang":"en","type":"article","venue":"Rock Mechanics and Rock Engineering","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":32,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Toronto","funders":"Canadian Network for Research and Innovation in Machining Technology, Natural Sciences and Engineering Research Council of Canada","keywords":"Geology; Fracture (geology); Oil shale; Bed; Bedding; Hydraulic fracturing; Geotechnical engineering; Anisotropy; Petrology; Paleontology","score_opus":0.008018358512367596,"score_gpt":0.18701208430621424,"score_spread":0.17899372579384665,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3175756425","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.30991906,0.0024970744,0.6864115,0.00007739257,0.0007785768,0.00007796097,0.00005388329,0.00016178364,0.000022792989],"genre_scores_gemma":[0.99720466,0.00015668005,0.002281549,0.000016172393,0.00023085152,0.00000643372,0.00005831255,0.00003641768,0.000008928573],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99898404,0.000019774461,0.00033533966,0.00026533494,0.0001698531,0.00022568193],"domain_scores_gemma":[0.9995242,0.00005068802,0.00005813774,0.0002014201,0.00008069159,0.00008488624],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00009541081,0.00021618258,0.00039111823,0.0001801224,0.00007497596,0.000030451962,0.00007383638,0.00022646617,0.00008436818],"category_scores_gemma":[0.00004875593,0.0002219212,0.00007921672,0.0003803501,0.0000011280795,0.00015351063,0.0000593685,0.000381789,0.000002173693],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000004924051,0.000013437344,0.00016975094,0.00011926989,0.000097234224,0.00001521394,0.00012919087,0.93390006,0.06534653,0.000020931568,0.000045503253,0.0001379449],"study_design_scores_gemma":[0.00031314653,0.000008517573,0.0022018168,0.00018452728,0.000022912745,0.000015555943,0.000079142694,0.9410831,0.054846536,0.0004952359,0.0005209977,0.00022851894],"about_ca_topic_score_codex":0.00013750885,"about_ca_topic_score_gemma":0.00017563578,"teacher_disagreement_score":0.6872856,"about_ca_system_score_codex":0.00006616236,"about_ca_system_score_gemma":0.000025096057,"threshold_uncertainty_score":0.9049684},"labels":[],"label_agreement":null},{"id":"W3177297070","doi":"10.1016/b978-0-323-90116-1.00006-4","title":"Modification of RTA methods for unconventional reservoirs, Part 1: Coalbed methane reservoirs","year":2021,"lang":"en","type":"book-chapter","venue":"Elsevier eBooks","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary; Shell (Canada)","funders":"","keywords":"Coalbed methane; Petroleum engineering; Geology; Unconventional oil; Methane; Environmental science; Coal mining; Engineering; Coal; Waste management; Chemistry","score_opus":0.037763102714936145,"score_gpt":0.30747101287538164,"score_spread":0.2697079101604455,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3177297070","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00009751674,0.010269501,0.016674364,0.00021925736,0.0010188423,0.0008930697,0.00026674595,0.0002303865,0.9703303],"genre_scores_gemma":[0.0013085231,0.0007819621,0.020947585,0.00003496055,0.0005249527,0.00021821907,0.0009333599,0.00022039632,0.97503006],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.997229,0.00013872527,0.0011201111,0.00061175704,0.00047892396,0.0004215065],"domain_scores_gemma":[0.99728006,0.0005371763,0.00034241236,0.0012065487,0.00043620143,0.00019762553],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0013126647,0.00055311166,0.0011878525,0.00037305872,0.00009681327,0.00004401558,0.0005537557,0.00066559267,0.00054439344],"category_scores_gemma":[0.00019242858,0.000548344,0.0009919459,0.00006245889,0.0001429761,0.000062950785,0.00012526095,0.0006091929,0.000025235133],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00008154608,0.00004379306,0.0000029382848,0.0034021013,0.0039127385,0.000018327886,0.00032174643,0.055992946,0.0018802233,0.0058255126,0.0033285802,0.92518955],"study_design_scores_gemma":[0.00044040824,0.00004018239,0.0000034201628,0.0006885937,0.00062545313,0.0000054902953,0.00001965716,0.009352021,0.0063169166,0.008654701,0.9733474,0.0005057199],"about_ca_topic_score_codex":0.0000045474194,"about_ca_topic_score_gemma":0.00006532949,"teacher_disagreement_score":0.97001886,"about_ca_system_score_codex":0.00015494035,"about_ca_system_score_gemma":0.00015225094,"threshold_uncertainty_score":0.9996968},"labels":[],"label_agreement":null},{"id":"W3177609896","doi":"10.1016/j.petrol.2021.109213","title":"Production decline analysis for a fractured vertical well with reorientated fractures in an anisotropic formation with an arbitrary shape using the boundary element method","year":2021,"lang":"en","type":"article","venue":"Journal of Petroleum Science and Engineering","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":12,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Regina","funders":"","keywords":"Fracture (geology); Anisotropy; Mechanics; Isotropy; Flow (mathematics); Boundary element method; Laplace transform; Finite element method; Boundary (topology); Boundary value problem; Matrix (chemical analysis); Geometry; Mathematics; Geology; Mathematical analysis; Materials science; Geotechnical engineering; Physics; Engineering; Structural engineering","score_opus":0.00980993989348476,"score_gpt":0.26841226781339983,"score_spread":0.25860232791991505,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3177609896","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.6460943,0.00017604214,0.35344473,0.00017913365,0.00005036647,0.00003698112,6.813653e-7,0.000013899984,0.00000387899],"genre_scores_gemma":[0.9462851,0.000035520894,0.05348444,0.00005381439,0.00011865045,0.000003555973,0.000004841179,0.000012715144,0.000001356566],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99872637,0.000030987725,0.00032549922,0.00018080084,0.00047437547,0.00026195648],"domain_scores_gemma":[0.99934113,0.000040988598,0.00006831752,0.00017829605,0.00023847881,0.00013276556],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008836618,0.00013971239,0.00026591527,0.00047655313,0.00016141999,0.00020662672,0.00016075869,0.000039697064,0.0000073788988],"category_scores_gemma":[0.000061481,0.00008392436,0.000054529704,0.0011936231,0.000053657066,0.0011671202,0.00001697733,0.0002764449,5.2671925e-8],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000067893176,0.00003083032,0.0014310883,0.000034562858,0.00012886993,0.000021255322,0.0005371036,0.9753375,0.021865468,0.000003903111,0.0000021205658,0.0005393749],"study_design_scores_gemma":[0.00036778464,0.00022032656,0.019720312,0.000047428377,0.00031362337,0.00011680975,0.00063039135,0.9574559,0.020678816,0.000017305863,0.00030639782,0.00012490837],"about_ca_topic_score_codex":0.000012416049,"about_ca_topic_score_gemma":0.00014917983,"teacher_disagreement_score":0.3001908,"about_ca_system_score_codex":0.00013760314,"about_ca_system_score_gemma":0.000118203556,"threshold_uncertainty_score":0.3422336},"labels":[],"label_agreement":null},{"id":"W3177988231","doi":"10.1007/s13202-021-01229-8","title":"Quantifying the partial penetration skin factor for evaluating the completion efficiency of vertical oil wells","year":2021,"lang":"en","type":"article","venue":"Journal of Petroleum Exploration and Production Technology","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":8,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Memorial University of Newfoundland","funders":"Qatar National Research Fund; Fonds National de la Recherche Luxembourg; Qatar Foundation","keywords":"Penetration (warfare); Petroleum engineering; Offshore geotechnical engineering; Skin effect; Pressure drop; Drop (telecommunication); Oil well; Computer science; Mechanics; Geology; Engineering; Geotechnical engineering; Mechanical engineering; Operations research","score_opus":0.05446771028118077,"score_gpt":0.3074868057331416,"score_spread":0.25301909545196083,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3177988231","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.84681684,0.0012104571,0.13463144,0.016618213,0.0006171857,0.00005027528,0.0000014685317,0.000032372744,0.000021735592],"genre_scores_gemma":[0.9986216,0.000589339,0.00049091625,0.000015163332,0.00022459232,0.000009032389,0.000002404699,0.000007449296,0.000039496797],"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99910396,0.00008447143,0.0004127024,0.00009751096,0.00020129238,0.00010008429],"domain_scores_gemma":[0.999322,0.00008639602,0.00013669838,0.00014596773,0.00029115588,0.00001777917],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006176435,0.00007352564,0.00016172149,0.00013865034,0.0001696895,0.000030439322,0.000087612214,0.00007388612,0.000012942933],"category_scores_gemma":[0.0005060608,0.000044686924,0.0000743172,0.00026825853,0.000077674704,0.00016111435,0.000012709872,0.00021679692,9.358695e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00006275762,0.000059090453,0.00019693002,0.00011124744,0.000105115374,8.900504e-7,0.0009067501,0.738287,0.21074449,0.00031624187,0.00022474818,0.048984762],"study_design_scores_gemma":[0.00046045857,0.00033795618,0.0005637489,0.00005462599,0.00013331784,0.000090731795,0.0019293695,0.40701184,0.5845889,0.00075471826,0.003968966,0.00010540321],"about_ca_topic_score_codex":0.0000015281925,"about_ca_topic_score_gemma":0.000011642629,"teacher_disagreement_score":0.3738444,"about_ca_system_score_codex":0.000025376205,"about_ca_system_score_gemma":0.00003469312,"threshold_uncertainty_score":0.18222798},"labels":[],"label_agreement":null},{"id":"W3178856059","doi":"10.1071/aj20064","title":"Varying least principal stress along lithofacies in gas shale reservoirs: effects of frictional strength and viscoelastic stress relaxation","year":2021,"lang":"en","type":"article","venue":"The APPEA Journal","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Geomechanica (Canada)","funders":"","keywords":"Geology; Viscoelasticity; Hydraulic fracturing; Oil shale; Geotechnical engineering; Pore water pressure; Slip (aerodynamics); Creep; Stress (linguistics); Stress field; Overburden pressure; Principal stress; Permeability (electromagnetism); Shear (geology); Petrology; Materials science; Composite material","score_opus":0.006272478764228265,"score_gpt":0.20885205920241576,"score_spread":0.2025795804381875,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3178856059","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9931047,0.00280729,0.0032111302,0.00018742958,0.00019131972,0.00005732834,0.000009685273,0.000029019435,0.00040209352],"genre_scores_gemma":[0.9986676,0.00078926934,0.00023503554,0.000005528631,0.00018919549,0.000004781247,0.000009329449,0.000019412915,0.00007986176],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.998731,0.00018170862,0.00036032422,0.00013851524,0.00033204668,0.00025636816],"domain_scores_gemma":[0.9991761,0.00036874783,0.00010265823,0.00019197712,0.00007108549,0.00008943918],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00034967135,0.00014714074,0.00023173048,0.00015382456,0.00020072922,0.00009222155,0.00017263465,0.000070283975,0.00003662195],"category_scores_gemma":[0.00025982564,0.000108567016,0.00008230988,0.00029706932,0.000045455716,0.00019328369,0.000080748476,0.0006423906,0.000002925218],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000024111978,0.00009602974,0.03525279,0.00048664265,0.00025997462,0.00017309535,0.0028014963,0.9560553,0.0025596968,0.00005218729,0.000046435263,0.002192274],"study_design_scores_gemma":[0.0029738205,0.0001563694,0.39474624,0.004316718,0.00040219785,0.00087070774,0.0044676936,0.5029565,0.086855546,0.0010536619,0.0004609683,0.0007395917],"about_ca_topic_score_codex":0.000060072463,"about_ca_topic_score_gemma":0.0001535084,"teacher_disagreement_score":0.45309877,"about_ca_system_score_codex":0.000060315324,"about_ca_system_score_gemma":0.000039970597,"threshold_uncertainty_score":0.44272345},"labels":[],"label_agreement":null},{"id":"W3180634492","doi":"10.1002/cjce.24250","title":"Acid retardation for deeper stimulation—Revisiting the chemistry and evaluation methods","year":2021,"lang":"en","type":"article","venue":"The Canadian Journal of Chemical Engineering","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":12,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Dissolution; Chemistry; Hydrochloric acid; Kinetics; Wetting; Petroleum engineering; Chemical engineering; Process engineering; Geology; Inorganic chemistry; Organic chemistry; Engineering","score_opus":0.014557640012158524,"score_gpt":0.2655946899849419,"score_spread":0.25103704997278337,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3180634492","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7699564,0.00905072,0.21734852,0.0029657052,0.00025757446,0.00013362098,0.0000051672364,0.000027674985,0.00025462013],"genre_scores_gemma":[0.99119073,0.00000870645,0.008303465,0.000023360757,0.0004368988,0.000004599076,0.0000067463325,0.00001532888,0.000010149965],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99942595,0.000024835643,0.00021677713,0.000058185375,0.00012761803,0.00014665158],"domain_scores_gemma":[0.9992991,0.00022390945,0.000041952895,0.00011807841,0.00018769078,0.00012923962],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009324356,0.00008019828,0.00012581711,0.000024276986,0.00008303508,0.00007302007,0.00010996193,0.000057926827,0.00004121223],"category_scores_gemma":[0.0008156563,0.00005397641,0.00008059986,0.000124586,0.000019839563,0.00006422886,0.000006590345,0.00023406924,2.9178022e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000010185925,3.729159e-7,0.00001572164,0.00004731867,0.00008613956,0.0000016990373,0.00016816026,0.8779897,0.10888119,0.000011483446,0.00004350365,0.0127537055],"study_design_scores_gemma":[0.00013157929,0.0000012564774,0.000093738665,0.000042710988,0.00012032127,0.00005700719,0.000023393588,0.7288687,0.2686082,0.00015004944,0.001838988,0.00006404082],"about_ca_topic_score_codex":0.000025909841,"about_ca_topic_score_gemma":0.000015079048,"teacher_disagreement_score":0.22123435,"about_ca_system_score_codex":0.00013027419,"about_ca_system_score_gemma":0.00012205384,"threshold_uncertainty_score":0.22010942},"labels":[],"label_agreement":null},{"id":"W3181392680","doi":"10.1016/j.petrol.2021.109211","title":"A review of experimental studies on the proppant settling in hydraulic fractures","year":2021,"lang":"en","type":"review","venue":"Journal of Petroleum Science and Engineering","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":100,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"National Natural Science Foundation of China","keywords":"Hydraulic fracturing; Settling; Geology; Fracturing fluid; Petroleum engineering; Geotechnical engineering; Rheology; Fracture (geology); Hydraulic conductivity; Wetting; Materials science; Environmental science; Soil science; Composite material","score_opus":0.031484083803528566,"score_gpt":0.3219606132234304,"score_spread":0.2904765294199018,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3181392680","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.001279201,0.9981261,0.000027230442,0.000077722296,0.0003288271,0.00008112873,0.0000013648337,0.000010993085,0.000067433815],"genre_scores_gemma":[0.016568765,0.9831202,0.00009038731,0.00005199113,0.00013026714,0.000010704695,4.3984315e-7,0.000022879376,0.0000043487066],"study_design_codex":"simulation_or_modeling","study_design_gemma":"systematic_review","domain_scores_codex":[0.9980148,0.00004355483,0.000921735,0.00016905455,0.00058856216,0.0002622692],"domain_scores_gemma":[0.9990178,0.00025030685,0.00029031787,0.0002320594,0.00012053282,0.000089012894],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0019938427,0.00028392416,0.00153175,0.00059579546,0.00005484841,0.00004615672,0.00043418503,0.000070312686,0.000006523921],"category_scores_gemma":[0.00070069777,0.00015533477,0.0003214323,0.00084000314,0.00010352019,0.00015044668,0.00007682839,0.000706761,8.0022596e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000036739084,0.000115390976,0.00000280928,0.18497287,0.0013034589,0.00031637968,0.0014307401,0.6772224,0.0007446795,0.00005455615,0.0016274694,0.13220562],"study_design_scores_gemma":[0.00015015404,0.0001207172,0.0000054134925,0.49530798,0.0005148512,0.00034663203,0.0005818164,0.013595528,0.0011178631,0.0000020821317,0.48778608,0.000470882],"about_ca_topic_score_codex":0.0000020565788,"about_ca_topic_score_gemma":5.2091343e-7,"teacher_disagreement_score":0.66362685,"about_ca_system_score_codex":0.00022961151,"about_ca_system_score_gemma":0.00017377023,"threshold_uncertainty_score":0.6334368},"labels":[],"label_agreement":null},{"id":"W3183429319","doi":"10.1155/2021/3689964","title":"Comparison of Crushed-Zone Skin Factor for Cased and Perforated Wells Calculated with and without including a Tip-Crushed Zone Effect","year":2021,"lang":"en","type":"article","venue":"Geofluids","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":12,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Memorial University of Newfoundland","funders":"Qatar National Research Fund; Fonds National de la Recherche Luxembourg; Qatar Foundation","keywords":"Perforation; Geotechnical engineering; Geology; Permeability (electromagnetism); Crushed stone; Pressure drop; Compaction; Pressure gradient; Materials science; Mechanics; Composite material","score_opus":0.015339113616903136,"score_gpt":0.2780422271077185,"score_spread":0.2627031134908153,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3183429319","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9774719,0.00196573,0.019954808,0.00004840503,0.00005324294,0.00025753013,0.000040222083,0.000118030475,0.00009016131],"genre_scores_gemma":[0.99845773,0.000078390505,0.0010570864,0.0000114458335,0.000042654978,0.000021567817,0.00005073978,0.00004919474,0.00023116593],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99876964,0.00006191856,0.00032751547,0.0003076081,0.0001898885,0.00034343213],"domain_scores_gemma":[0.9992586,0.00017894714,0.000051385523,0.00025666342,0.00010891073,0.00014548788],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00018525495,0.00026744916,0.0007019504,0.0001328169,0.00013896069,0.000055948465,0.0000715217,0.00015404081,0.000057750443],"category_scores_gemma":[0.000060619437,0.000211237,0.000075163734,0.00034448365,0.000073322524,0.00008235672,0.00005493655,0.00019419775,0.0000026112752],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00072838704,0.0002374344,0.21000873,0.0033405006,0.0029468834,0.000096448864,0.005554139,0.2386207,0.5129122,0.0000064252627,0.00073291396,0.024815224],"study_design_scores_gemma":[0.0028099373,0.0003488328,0.025889102,0.00024105563,0.00034837585,0.000037730508,0.00020498902,0.5076351,0.46076462,0.0000021264939,0.001305727,0.00041239502],"about_ca_topic_score_codex":0.0002818563,"about_ca_topic_score_gemma":0.00015126348,"teacher_disagreement_score":0.26901442,"about_ca_system_score_codex":0.000039837556,"about_ca_system_score_gemma":0.000028241866,"threshold_uncertainty_score":0.86139953},"labels":[],"label_agreement":null},{"id":"W3186337945","doi":"10.1002/cjce.24269","title":"Enhanced regained permeability and fluid flowback from tight sandstone and carbonate oil reservoirs with unique flowback chemistry","year":2021,"lang":"en","type":"article","venue":"The Canadian Journal of Chemical Engineering","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":14,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Surface tension; Carbonate; Permeability (electromagnetism); Emulsion; Aqueous solution; Enhanced oil recovery; Petroleum engineering; Oil in place; Chemistry; Saturation (graph theory); Chemical engineering; Chromatography; Geology; Petroleum; Organic chemistry; Membrane","score_opus":0.003352600001828936,"score_gpt":0.16421659675946504,"score_spread":0.1608639967576361,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3186337945","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99497074,0.003015552,0.0004461869,0.0008177312,0.000066361616,0.000019851172,0.000011725445,0.000028762553,0.0006231076],"genre_scores_gemma":[0.998818,0.00011951428,0.00070123526,0.000027605163,0.0001876913,0.0000023428206,0.000008292613,0.000036317586,0.000099038945],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9990099,0.000019884625,0.00029892853,0.0001722525,0.00018029912,0.00031873066],"domain_scores_gemma":[0.99885195,0.00012430524,0.000040698484,0.000283538,0.00012115721,0.0005783424],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001987712,0.00021135507,0.00035401413,0.00005085067,0.0000691632,0.00008329298,0.00019330489,0.00013865148,0.00006923953],"category_scores_gemma":[0.000185363,0.00015636894,0.00007340804,0.00020812194,0.00010992373,0.00008771624,0.000026207357,0.0005944647,6.1374215e-7],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000026275704,0.000005837089,0.00010006358,0.00022459035,0.00035553,0.00021105888,0.00076637184,0.34922096,0.648419,0.0000046029927,0.00012045007,0.00054525625],"study_design_scores_gemma":[0.0006905639,0.000012699964,0.0003058217,0.0003507649,0.00013120376,0.00023709619,0.00006556223,0.13045987,0.86615324,0.00006120649,0.0011915141,0.0003404283],"about_ca_topic_score_codex":0.0009000169,"about_ca_topic_score_gemma":0.0009805514,"teacher_disagreement_score":0.21876109,"about_ca_system_score_codex":0.00017528022,"about_ca_system_score_gemma":0.00021239441,"threshold_uncertainty_score":0.63765407},"labels":[],"label_agreement":null},{"id":"W3188062282","doi":"10.15530/urtec-2021-5358","title":"Bakken Unconventional Well Gas-Oil Ratio (GOR) Behavior Characterization","year":2021,"lang":"en","type":"article","venue":"Proceedings of the 9th Unconventional Resources Technology Conference","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"ConocoPhillips (Canada)","funders":"","keywords":"Unconventional oil; Petroleum engineering; Characterization (materials science); Reservoir modeling; Fossil fuel; Geology; Hydraulic fracturing; Tight oil; Materials science; Nanotechnology; Engineering; Oil shale; Paleontology; Waste management","score_opus":0.007303524457962605,"score_gpt":0.19760010858896335,"score_spread":0.19029658413100073,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3188062282","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9869606,0.00023813928,0.0008828847,0.0018796034,0.00048297,0.00010319873,0.000029231549,0.0003153277,0.009108065],"genre_scores_gemma":[0.9891053,0.00015986398,0.00036446797,0.00003502941,0.000083692146,0.00008154553,0.000052148884,0.000027659758,0.010090335],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99840075,0.0000119005545,0.00048350406,0.00033915564,0.00047003262,0.0002946873],"domain_scores_gemma":[0.9988225,0.000028451203,0.00021778975,0.00021793543,0.00064731966,0.00006597814],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00019081225,0.00022942298,0.00031050597,0.00026362817,0.00018234247,0.000077327786,0.00063262635,0.00027699283,0.0007716151],"category_scores_gemma":[0.00014258517,0.00019509923,0.0002379978,0.00080172846,0.00028780417,0.00019205574,0.0002188076,0.00041898934,0.00004760944],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000052364958,0.00054971286,0.0714373,0.0010789622,0.00089917396,0.000028502285,0.00046627547,0.0026543539,0.8647206,0.036491692,0.0018223044,0.019798787],"study_design_scores_gemma":[0.0016380436,0.00009744361,0.0315787,0.0010226734,0.0006344866,0.00035725345,0.0011598733,0.031055022,0.79225385,0.013786029,0.12532559,0.0010910553],"about_ca_topic_score_codex":0.0000048124602,"about_ca_topic_score_gemma":0.000009016666,"teacher_disagreement_score":0.12350328,"about_ca_system_score_codex":0.00007473914,"about_ca_system_score_gemma":0.00008330176,"threshold_uncertainty_score":0.8448644},"labels":[],"label_agreement":null},{"id":"W3188699757","doi":"10.15530/urtec-2021-5139","title":"Fracturing Fluid Loss in Unconventional Reservoirs: Evaluating the Impact of Osmotic Pressure and Surfactant and Methods to Upscale Results","year":2021,"lang":"en","type":"article","venue":"Proceedings of the 9th Unconventional Resources Technology Conference","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":9,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Petroleum engineering; Pulmonary surfactant; Fracturing fluid; Osmotic pressure; Hydraulic fracturing; Unconventional oil; Geology; Environmental science; Chemistry; Chemical engineering; Engineering; Oil shale","score_opus":0.01753372660013799,"score_gpt":0.3127587335081493,"score_spread":0.29522500690801134,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3188699757","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9951853,0.0019914752,0.00027054493,0.0016038623,0.00006749608,0.00020565368,0.000026092765,0.000049716018,0.0005998371],"genre_scores_gemma":[0.995822,0.00011121029,0.0035797965,0.000007786228,0.000019549061,0.000022374648,0.0000026156242,0.000016449367,0.0004182238],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99835277,0.000057051115,0.0005868859,0.00035527768,0.00036420624,0.0002838423],"domain_scores_gemma":[0.9987344,0.00031911588,0.00021207405,0.00023844987,0.0004289561,0.00006699038],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0013359144,0.00020797341,0.00039984882,0.00027438957,0.00012530971,0.000049417587,0.0004994427,0.00019117957,0.00004120715],"category_scores_gemma":[0.0015661174,0.00013535276,0.00014922301,0.0007894692,0.0003684237,0.0001155185,0.00046567988,0.00046463366,7.163087e-7],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0006466811,0.0003087107,0.21663232,0.0021556625,0.0024113194,0.000015998789,0.0049564526,0.3631842,0.39060053,0.004028025,0.0004970691,0.014563002],"study_design_scores_gemma":[0.0030003467,0.00062362355,0.32769912,0.0032785288,0.000582216,0.00032199794,0.0035276378,0.26916084,0.34485883,0.043687712,0.0023765045,0.0008826817],"about_ca_topic_score_codex":0.00012544388,"about_ca_topic_score_gemma":0.000034774206,"teacher_disagreement_score":0.1110668,"about_ca_system_score_codex":0.00004408186,"about_ca_system_score_gemma":0.00007513543,"threshold_uncertainty_score":0.55195254},"labels":[],"label_agreement":null},{"id":"W3189447584","doi":"10.15530/urtec-2021-5410","title":"A New Pore Pressure Prediction Model for Naturally Fractured Shales and Stacked Plays: The Effect of Active Hydrocarbon Generation - A Powder River Basin Case Study","year":2021,"lang":"en","type":"article","venue":"Proceedings of the 9th Unconventional Resources Technology Conference","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Hydrocarbon; Petroleum engineering; Geology; Structural basin; Pore water pressure; Oil shale; Hydrocarbon exploration; Petrology; Geotechnical engineering; Geomorphology; Chemistry","score_opus":0.009622642717719117,"score_gpt":0.22231252234859433,"score_spread":0.2126898796308752,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3189447584","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9959457,0.00073285005,0.0020150512,0.00050113763,0.00007329599,0.0005379044,0.00004094076,0.00007829325,0.00007486322],"genre_scores_gemma":[0.9988349,0.00002098072,0.00041809666,0.0000072699168,0.000042951735,0.00007203049,0.000009667023,0.000016060032,0.0005780276],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99902755,0.000018939903,0.0002790696,0.0002647457,0.0002570767,0.0001525921],"domain_scores_gemma":[0.9992437,0.000094564224,0.00018444426,0.00015215648,0.00029060393,0.000034556157],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002115777,0.000182385,0.00029387494,0.00013655041,0.00015332877,0.000032808184,0.00026629845,0.00021074289,0.000008413151],"category_scores_gemma":[0.00025137907,0.000113272785,0.00012203635,0.00027751044,0.00017116785,0.000119236305,0.00012277413,0.00031863918,1.0732743e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0017750799,0.0007358199,0.069258064,0.0043981043,0.013773379,0.00016394106,0.04956026,0.5670857,0.24617487,0.0031840745,0.005654227,0.0382365],"study_design_scores_gemma":[0.0013626311,0.00028868509,0.0010862551,0.00016484047,0.00078519137,0.00031419992,0.0019427465,0.87643623,0.114935994,0.0021189845,0.00038881713,0.00017540027],"about_ca_topic_score_codex":0.000067102876,"about_ca_topic_score_gemma":0.00007140035,"teacher_disagreement_score":0.30935058,"about_ca_system_score_codex":0.000025307565,"about_ca_system_score_gemma":0.00004576005,"threshold_uncertainty_score":0.46191302},"labels":[],"label_agreement":null},{"id":"W3190352005","doi":"10.1016/s0967-0653(98)86461-2","title":"10.1016/s0967-0653(98)86461-2","year":2000,"lang":"en","type":"article","venue":"Time to knit","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Field (mathematics); Mathematics; Physics; Pure mathematics","score_opus":0.003923017123615137,"score_gpt":0.16110167935332442,"score_spread":0.15717866222970928,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3190352005","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00033034707,0.00016152502,0.000016086704,0.00012530608,0.0000020946886,0.00006375157,0.000007535306,0.00048246162,0.9988109],"genre_scores_gemma":[0.0015949709,0.0000014092764,0.00009941221,0.000015139917,0.00018286897,0.000011799393,0.000017592121,0.000040282583,0.9980365],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9991917,0.000017268136,0.00016375336,0.00016644853,0.0001634117,0.00029741443],"domain_scores_gemma":[0.999446,0.000026544996,0.000008446546,0.0003298962,0.000016686858,0.00017247557],"candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.000087052955,0.00015567121,0.0001969137,0.00009742896,0.000056294517,0.000041089268,0.0002144959,0.000079628124,0.99848044],"category_scores_gemma":[0.000013243922,0.00014312092,0.000101633595,0.00024832276,0.000015247488,0.00006999706,0.000018700492,0.00014907258,0.9989939],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000086496675,0.000014216687,1.2520225e-8,0.000012943153,0.000072956325,0.000008615142,0.000023006969,0.268662,0.000017475231,3.627851e-8,0.3815279,0.34965217],"study_design_scores_gemma":[0.00010826002,0.000022285894,0.0000045565885,0.000015191136,0.00003102245,0.000003617409,7.081478e-7,0.020949239,0.0003396764,0.0000022025247,0.9783283,0.00019494246],"about_ca_topic_score_codex":0.00004613568,"about_ca_topic_score_gemma":6.3878326e-7,"teacher_disagreement_score":0.5968004,"about_ca_system_score_codex":0.0000391565,"about_ca_system_score_gemma":0.000006831688,"threshold_uncertainty_score":0.5836302},"labels":[],"label_agreement":null},{"id":"W3194526728","doi":"10.2172/1814009","title":"CO&lt;sub&gt;2&lt;/sub&gt; Sequestration Assessment of the Barnett Shale (SECARB Phase III Work Product 1.5b)","year":2009,"lang":"en","type":"report","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Oil shale; Tonne; Carbon sequestration; Coal; Environmental science; Shale gas; Work (physics); Petroleum engineering; Waste management; Engineering; Carbon dioxide; Chemistry","score_opus":0.017348171014515534,"score_gpt":0.29203526957776327,"score_spread":0.27468709856324774,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3194526728","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.19358177,0.0081611285,0.011387918,0.0007190938,0.0030948992,0.0024684307,0.00012166864,0.0014120262,0.7790531],"genre_scores_gemma":[0.98273605,0.003174901,0.0004254158,0.000037192385,0.0013264909,0.000074364405,0.00045740593,0.00012570401,0.011642474],"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","domain_scores_codex":[0.9953302,0.00014610664,0.0013091522,0.00076335366,0.0018256116,0.00062558457],"domain_scores_gemma":[0.99720746,0.000080493366,0.00046397035,0.001647446,0.00039741723,0.00020320779],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0012280879,0.0007505434,0.0011915783,0.00034191227,0.00017115807,0.00013368056,0.0006869476,0.00057782733,0.00034995473],"category_scores_gemma":[0.00012477282,0.0005331586,0.0007100454,0.00081793324,0.00009839627,0.00016542964,0.000066865105,0.0010850165,0.000022623364],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000038253886,0.0008185119,0.00067269726,0.0019844263,0.0029286724,0.00013672345,0.00032039624,0.6671649,0.0315628,0.00006108269,0.24851616,0.04579536],"study_design_scores_gemma":[0.004209335,0.0005080076,0.01901907,0.0034132756,0.004044578,0.00019997163,0.00009341944,0.07643447,0.28026482,0.00019978038,0.6069746,0.004638657],"about_ca_topic_score_codex":0.00015008399,"about_ca_topic_score_gemma":0.0001851336,"teacher_disagreement_score":0.7891543,"about_ca_system_score_codex":0.00064688374,"about_ca_system_score_gemma":0.0008910428,"threshold_uncertainty_score":0.999712},"labels":[],"label_agreement":null},{"id":"W3195144425","doi":"10.1144/petgeo2020-042","title":"Calibration of naturally fractured reservoir models using integrated well-test analysis – an illustration with field data from the Barents Sea","year":2021,"lang":"en","type":"article","venue":"Petroleum Geoscience","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"Petroleum Technology Development Fund; CMG Reservoir Simulation Foundation","keywords":"Workflow; Environmental geology; Regional geology; Geology; Reservoir modeling; Calibration; Geobiology; Field (mathematics); Engineering geology; Economic geology; Flow (mathematics); Petrology; Petroleum engineering; Hydrogeology; Computer science; Volcanism; Seismology; Geotechnical engineering; Tectonics; Metamorphic petrology","score_opus":0.029569546982633164,"score_gpt":0.2538979923313987,"score_spread":0.22432844534876553,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3195144425","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.5667852,0.00018569238,0.43239316,0.00026595,0.00006609492,0.000031489533,0.0001331477,0.00005070283,0.00008852684],"genre_scores_gemma":[0.99490714,0.00006057235,0.0035587847,0.00008485576,0.00005884101,0.0000020957166,0.0012421602,0.000012125568,0.00007344137],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9984894,0.000090201465,0.0002789737,0.0004188369,0.0004991549,0.0002234318],"domain_scores_gemma":[0.99836904,0.00021611068,0.000086878965,0.0011028883,0.00013912201,0.00008595996],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00022075982,0.00016225426,0.00024766158,0.00012729,0.00017014862,0.00016099043,0.00078369473,0.000096939744,0.0000882151],"category_scores_gemma":[0.00015818125,0.00010346575,0.00006707391,0.001468848,0.00006982516,0.0009451703,0.000106765685,0.00028772035,0.0000011178639],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000008763089,0.000029620514,0.006711181,0.00000778036,0.00015499794,0.000007909921,0.0001636758,0.98885,0.003885244,0.0000016604346,0.000080279206,0.000098883545],"study_design_scores_gemma":[0.000109164124,0.000023554081,0.005416475,0.000031420397,0.00031040589,0.0000020796244,0.0002476097,0.98740077,0.006147648,0.00003171603,0.00014091343,0.00013822985],"about_ca_topic_score_codex":0.005535076,"about_ca_topic_score_gemma":0.0138230175,"teacher_disagreement_score":0.42883438,"about_ca_system_score_codex":0.0000423918,"about_ca_system_score_gemma":0.00011240786,"threshold_uncertainty_score":0.8367416},"labels":[],"label_agreement":null},{"id":"W3196374663","doi":"","title":"Staged Geomechanical Dilation on SAGD Wells: Geomechanical Study and Field Experience","year":2021,"lang":"en","type":"article","venue":"55th U.S. Rock Mechanics/Geomechanics Symposium","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Geomechanica (Canada); University of Calgary","funders":"","keywords":"Geology; Dilation (metric space); Oil field; Geomechanics; Petroleum engineering; Geotechnical engineering","score_opus":0.011089676455496314,"score_gpt":0.23411479397765877,"score_spread":0.22302511752216247,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3196374663","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.30820104,0.0010790864,0.67919403,0.0020646583,0.004292802,0.00172398,0.00009661558,0.002095737,0.001252042],"genre_scores_gemma":[0.9962309,0.0010314068,0.00027912928,0.0007151718,0.00038407222,0.00020987657,0.00007536191,0.00020760033,0.0008664562],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99439174,0.00030777563,0.0011712977,0.0015942635,0.00122812,0.0013068039],"domain_scores_gemma":[0.9967396,0.00044197947,0.00019433406,0.0016542197,0.00026759095,0.00070226094],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00080216804,0.0009603757,0.0011171615,0.0004688289,0.0006185755,0.00033264034,0.00075550174,0.00070722133,0.00066913356],"category_scores_gemma":[0.00032178598,0.00096968556,0.00037402948,0.0011435678,0.000008879934,0.00041378985,0.0006262849,0.001361142,0.00023165734],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0005718392,0.00344032,0.00014338012,0.00081629254,0.0020277016,0.001723965,0.006425836,0.7056692,0.25206363,0.016186329,0.004374529,0.006556938],"study_design_scores_gemma":[0.0022387817,0.0014404239,0.000013364545,0.0001964375,0.00036043962,0.00012647436,0.0029507661,0.8158012,0.16385984,0.004606457,0.006703195,0.0017026104],"about_ca_topic_score_codex":0.00008216438,"about_ca_topic_score_gemma":0.00016235866,"teacher_disagreement_score":0.6880299,"about_ca_system_score_codex":0.00029784194,"about_ca_system_score_gemma":0.000103069906,"threshold_uncertainty_score":0.9992754},"labels":[],"label_agreement":null},{"id":"W3196621051","doi":"","title":"Integrated Reservoir Study Applied to Induced Seismicity Analysis - Case Study of the Montney Formation, British Columbia, Canada","year":2021,"lang":"en","type":"article","venue":"55th U.S. Rock Mechanics/Geomechanics Symposium","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Geology; Induced seismicity; Seismology","score_opus":0.009555224293103941,"score_gpt":0.20182669036176445,"score_spread":0.19227146606866052,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3196621051","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9570912,0.00005271573,0.039838754,0.00015152908,0.0007024272,0.0015897447,0.00018119399,0.00023322963,0.00015920431],"genre_scores_gemma":[0.9986134,0.000018975441,0.000048416146,0.00021333825,0.00006402751,0.00024714496,0.00007103984,0.000103878556,0.0006197809],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99545014,0.00035297693,0.0013417905,0.000856479,0.0012119941,0.00078664534],"domain_scores_gemma":[0.9965235,0.00010241847,0.00028334022,0.0018753805,0.000794862,0.00042049336],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0006836583,0.0004837673,0.0011958398,0.00031937577,0.0007265133,0.0003902114,0.0010056358,0.00025444434,0.0001369577],"category_scores_gemma":[0.00013820386,0.00056833663,0.0003353371,0.005784246,0.0000032377222,0.00019367873,0.0006791524,0.0007947742,0.0000062962017],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000013750813,0.00081844,0.00034438787,0.00010178506,0.0027203946,0.0010855015,0.0027765913,0.9854431,0.0043881247,0.0000069461785,0.002137778,0.00016319304],"study_design_scores_gemma":[0.0019978948,0.00039033577,0.00019406507,0.00007740229,0.003332652,0.00040848023,0.057939366,0.9224526,0.010868444,0.0001710539,0.0010121042,0.001155577],"about_ca_topic_score_codex":0.8748844,"about_ca_topic_score_gemma":0.99431723,"teacher_disagreement_score":0.119432844,"about_ca_system_score_codex":0.00078350946,"about_ca_system_score_gemma":0.0004984955,"threshold_uncertainty_score":0.9996768},"labels":[],"label_agreement":null},{"id":"W3196777734","doi":"10.1190/segam2021-3583194.1","title":"Real-time prediction of the microseismic cloud size: A comparison between a physics-based model and a machine learning approach","year":2021,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Microseism; Cloud computing; Convolutional neural network; Artificial intelligence; Machine learning; Computer science; Artificial neural network; Deep learning; Geology; Seismology; Operating system","score_opus":0.013931577900946871,"score_gpt":0.21378389604104667,"score_spread":0.1998523181400998,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3196777734","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.84816456,0.00017651837,0.14713584,0.0000812612,0.000024503937,0.000081585014,0.00003221593,0.00019315106,0.004110356],"genre_scores_gemma":[0.9960481,0.000028546547,0.002807015,0.00001021122,0.00006184321,0.0000045564657,0.000044344637,0.000021585996,0.0009738093],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9993025,0.00005550667,0.00020581337,0.00015399398,0.00014285215,0.00013934575],"domain_scores_gemma":[0.999595,0.00007572795,0.000040541927,0.00021401743,0.000030702504,0.00004401816],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00011008025,0.00011770114,0.00026512682,0.000021962229,0.00008073807,0.000021938393,0.000086766886,0.000069577894,0.000013971461],"category_scores_gemma":[0.00002299396,0.000085078515,0.0001060163,0.00021207107,0.00003633411,0.000033315206,0.000042921543,0.00024249523,0.0000019031347],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000027287329,0.000026730679,0.0044565597,0.000098183766,0.00009768203,2.3502932e-7,0.0002674631,0.9657913,0.02882301,0.0000019978493,0.0001284283,0.00030569185],"study_design_scores_gemma":[0.0002820077,0.000008501457,0.0022586416,0.000023879027,0.00010426,8.5603523e-7,0.000039285842,0.97092193,0.026170688,0.000030845895,0.000081635204,0.00007748678],"about_ca_topic_score_codex":0.00015758615,"about_ca_topic_score_gemma":0.000008517226,"teacher_disagreement_score":0.14788352,"about_ca_system_score_codex":0.00002583752,"about_ca_system_score_gemma":0.000024269713,"threshold_uncertainty_score":0.34694013},"labels":[],"label_agreement":null},{"id":"W3197210656","doi":"","title":"In-Situ Stress Field in the Athabasca Oilsands Deposits and Safety Factor of Maximum Operation Pressure for Shallow SAGD Operations","year":2021,"lang":"en","type":"article","venue":"55th U.S. Rock Mechanics/Geomechanics Symposium","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary; Concordia University; Geomechanica (Canada)","funders":"","keywords":"Oil sands; Geology; Mining engineering; Asphalt; Stress (linguistics); Petroleum engineering; Geotechnical engineering; Geochemistry; Materials science; Composite material","score_opus":0.008079268749612085,"score_gpt":0.21952148776813185,"score_spread":0.21144221901851976,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3197210656","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.108673014,0.003285308,0.88101,0.003417434,0.0010680754,0.0013822366,0.00035263225,0.00014166255,0.00066962134],"genre_scores_gemma":[0.9975397,0.0012153942,0.00042213697,0.00019947843,0.00010482317,0.00013946451,0.00012932751,0.000049191014,0.00020050428],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99806875,0.00011094312,0.0006213348,0.00044563835,0.00031684397,0.00043649966],"domain_scores_gemma":[0.9989758,0.00020020804,0.000058749516,0.00052857265,0.00013998729,0.00009668886],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00032328296,0.00031872926,0.00047875074,0.00021871531,0.00017972311,0.00011956188,0.00037477998,0.00032251823,0.00005465736],"category_scores_gemma":[0.0000899968,0.000274818,0.0001532306,0.00045400907,0.0000031503123,0.0003200296,0.0001291398,0.00039761743,0.0000029240452],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00005461929,0.00018061926,0.000078285026,0.0006158857,0.00020041068,0.000030923016,0.0022441747,0.88498694,0.10831707,0.002770483,0.00016187484,0.00035873728],"study_design_scores_gemma":[0.0010261828,0.00013512927,0.000052397885,0.00016211356,0.00012480121,0.000022580078,0.00050492276,0.74643886,0.24938048,0.00071136595,0.0010892458,0.0003519205],"about_ca_topic_score_codex":0.00015154375,"about_ca_topic_score_gemma":0.008451934,"teacher_disagreement_score":0.88886666,"about_ca_system_score_codex":0.00006394721,"about_ca_system_score_gemma":0.000075811746,"threshold_uncertainty_score":0.9999704},"labels":[],"label_agreement":null},{"id":"W3197534538","doi":"10.3390/en14175585","title":"A New Evaluation of Skin Factor in Inclined Wells with Anisotropic Permeability","year":2021,"lang":"en","type":"article","venue":"Energies","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":31,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Memorial University of Newfoundland","funders":"Qatar National Research Fund; Fonds National de la Recherche Luxembourg; Qatar Foundation","keywords":"Anisotropy; Wellbore; Skin effect; Permeability (electromagnetism); Geology; Mechanics; Pressure drop; RADIUS; Inclination angle; Shape factor; Borehole; Petroleum engineering; Geotechnical engineering; Geometry; Engineering; Optics; Structural engineering; Mathematics; Physics","score_opus":0.012389460856870434,"score_gpt":0.24176318200798103,"score_spread":0.2293737211511106,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3197534538","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9970033,0.00054582,0.0011139436,0.00007143824,0.000045841454,0.000033293134,0.00000201188,0.000038846207,0.0011455145],"genre_scores_gemma":[0.99845475,0.000049185983,0.0011770274,0.0000048533766,0.000037540474,0.000004432537,0.00000787589,0.000009121305,0.00025523303],"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","domain_scores_codex":[0.99933374,0.000057728656,0.00015108072,0.00011113329,0.0002473442,0.00009899826],"domain_scores_gemma":[0.99964505,0.000036372472,0.00001814487,0.00020282467,0.00006746652,0.000030110403],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00011105763,0.00007578309,0.00015814985,0.000062405714,0.000011977494,0.000010564161,0.000058103702,0.00004304015,0.00036711027],"category_scores_gemma":[0.00005637052,0.00006060242,0.000041589698,0.00023044448,0.000013093825,0.000058015972,0.000016452876,0.00006871055,0.0000036535741],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000035492058,0.000014394963,0.005017278,0.000033084365,0.000038852148,0.000002473218,0.0005452128,0.98665655,0.00285292,0.000006037734,0.000065782035,0.0047638584],"study_design_scores_gemma":[0.0013490114,0.000041359202,0.37585014,0.00009390221,0.00010700284,0.0000026745354,0.00067469577,0.25421977,0.36502904,0.0003265238,0.002039289,0.00026659944],"about_ca_topic_score_codex":0.0004803072,"about_ca_topic_score_gemma":0.0014329088,"teacher_disagreement_score":0.7324368,"about_ca_system_score_codex":0.000063015934,"about_ca_system_score_gemma":0.000091487105,"threshold_uncertainty_score":0.40196},"labels":[],"label_agreement":null},{"id":"W3197553145","doi":"10.1016/j.petrol.2021.109444","title":"A semi-analytical mathematical model for the pressure transient analysis of multiple fractured horizontal well with secondary fractures","year":2021,"lang":"en","type":"article","venue":"Journal of Petroleum Science and Engineering","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":11,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta; University of Regina","funders":"","keywords":"Laplace transform; Superposition principle; Mechanics; Bilinear interpolation; Flow (mathematics); Fracture (geology); Geology; Mathematics; Geotechnical engineering; Physics; Mathematical analysis","score_opus":0.006264016121113514,"score_gpt":0.2163678451384557,"score_spread":0.21010382901734218,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3197553145","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.35440913,0.0018677114,0.6432066,0.00024455413,0.00005923022,0.000041938933,0.000014464421,0.000016980193,0.00013938123],"genre_scores_gemma":[0.9965906,0.000089461806,0.003173951,0.000020475618,0.00006047868,0.0000032147923,0.0000012527387,0.00001463315,0.00004592443],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9985761,0.000007447228,0.0003938143,0.0001513304,0.0006019408,0.00026938555],"domain_scores_gemma":[0.9990052,0.00028944074,0.000085374566,0.00020822493,0.00025044815,0.00016131671],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006129422,0.00015786396,0.00049001,0.00037965516,0.00009372165,0.00007965528,0.00025813587,0.000064534186,0.00002903276],"category_scores_gemma":[0.0001707091,0.00009222468,0.00026754534,0.00072744844,0.00011138381,0.00022721227,0.000022612383,0.00034373434,1.7339921e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000020860321,0.000024272578,0.00009463851,0.00010644609,0.0013979763,0.000010714796,0.00056153396,0.9901508,0.0072811353,0.000019267214,0.00008190863,0.00025046142],"study_design_scores_gemma":[0.00032792977,0.000046977977,0.0024717073,0.00004467728,0.002079257,0.00003976981,0.00022837982,0.9888957,0.0047050994,0.000009860328,0.0010348876,0.000115735216],"about_ca_topic_score_codex":0.0000031731472,"about_ca_topic_score_gemma":0.00001436992,"teacher_disagreement_score":0.6421815,"about_ca_system_score_codex":0.00003664387,"about_ca_system_score_gemma":0.00012430263,"threshold_uncertainty_score":0.37608132},"labels":[],"label_agreement":null},{"id":"W3197768792","doi":"10.1190/geo2021-0094.1","title":"Real-time analysis and forecasting of the microseismic cloud size: Physics-based models versus machine learning","year":2021,"lang":"en","type":"article","venue":"Geophysics","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"Microseismic Industry Consortium","keywords":"Microseism; Lag; Cloud computing; Computer science; Fracture (geology); Convolutional neural network; Machine learning; Artificial intelligence; Geology; Data mining; Seismology; Geotechnical engineering","score_opus":0.010596405438919626,"score_gpt":0.19833408282519313,"score_spread":0.1877376773862735,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3197768792","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.98993284,0.0002004083,0.00796722,0.000043517797,0.0001091455,0.000044172142,0.000026207621,0.00009249134,0.0015840259],"genre_scores_gemma":[0.9984565,0.000076822966,0.00087344076,0.00001316309,0.000112610454,0.0000030698866,0.000037722646,0.000030300891,0.00039637092],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9990737,0.00006481083,0.00022650811,0.00020471116,0.00020085495,0.00022945149],"domain_scores_gemma":[0.9991306,0.00029238497,0.000086068525,0.00036206347,0.00007769651,0.000051191975],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00009964985,0.00017024027,0.00037316966,0.00003868533,0.00013541663,0.000033873737,0.00013734805,0.00006105121,0.000019629904],"category_scores_gemma":[0.000050822342,0.00014037357,0.00033183876,0.0009655594,0.000052621373,0.00006690786,0.0000769631,0.00024635662,0.0000045256224],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000011268591,0.000017083868,0.00028249164,0.00006724335,0.0006699836,0.0000030909393,0.00017594037,0.9759911,0.021146301,0.000010958023,0.000009956825,0.0016145953],"study_design_scores_gemma":[0.00040195437,0.000010432646,0.000723329,0.0000226227,0.00065290096,4.4303187e-7,0.00003388746,0.96658194,0.03107188,0.00030132258,0.00004459841,0.00015468505],"about_ca_topic_score_codex":0.0004237785,"about_ca_topic_score_gemma":0.000043154545,"teacher_disagreement_score":0.009925579,"about_ca_system_score_codex":0.000032434753,"about_ca_system_score_gemma":0.000031735446,"threshold_uncertainty_score":0.5724268},"labels":[],"label_agreement":null},{"id":"W3197869363","doi":"","title":"Comparison of Bottom Hole Pressure Acting Modes Between Conventional Hydraulic Fracturing and Pulsating Hydraulic Fracturing","year":2021,"lang":"en","type":"article","venue":"55th U.S. Rock Mechanics/Geomechanics Symposium","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Hydraulic fracturing; Geology; Petroleum engineering; Hydraulic pressure; Geotechnical engineering; Engineering; Mechanical engineering","score_opus":0.015714305706600044,"score_gpt":0.25340823422123293,"score_spread":0.2376939285146329,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3197869363","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.25322497,0.008013598,0.7329115,0.00085853715,0.0011503976,0.00069821184,0.00017640855,0.0010955717,0.0018708118],"genre_scores_gemma":[0.9965546,0.00048373107,0.0015644312,0.00009469735,0.0005198739,0.000050264945,0.00021294274,0.00021887464,0.0003005806],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.995015,0.00019922853,0.0015071165,0.0010758918,0.0010369878,0.0011657347],"domain_scores_gemma":[0.997235,0.00044406098,0.0005705809,0.00096955796,0.00029879922,0.00048201036],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0007182722,0.00084743166,0.001535726,0.00048759847,0.0006059702,0.00024617466,0.00064868963,0.0007023213,0.00018172353],"category_scores_gemma":[0.00019347525,0.0009284409,0.00048020255,0.00073151547,0.00001708221,0.00062699633,0.00059352,0.0015747616,0.000031253305],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000018744715,0.00012291993,0.0006591007,0.0011092272,0.0010088634,0.00003046676,0.00089203723,0.9185317,0.07573077,0.00039092125,0.00016858283,0.0013366734],"study_design_scores_gemma":[0.0006490867,0.000067306464,0.00006771175,0.00037124887,0.00049915985,0.000021919166,0.0006893163,0.6696751,0.32227767,0.0012963518,0.0036785195,0.000706605],"about_ca_topic_score_codex":0.00012591592,"about_ca_topic_score_gemma":0.000038680966,"teacher_disagreement_score":0.74332964,"about_ca_system_score_codex":0.00016983958,"about_ca_system_score_gemma":0.0001237233,"threshold_uncertainty_score":0.99931663},"labels":[],"label_agreement":null},{"id":"W3197885050","doi":"","title":"Heat Production From Hot Dry Rocks Using Closed-Loop Horizontal Wells","year":2021,"lang":"en","type":"article","venue":"55th U.S. Rock Mechanics/Geomechanics Symposium","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Waterloo","funders":"","keywords":"Production (economics); Geology; Petroleum engineering; Environmental science; Economics","score_opus":0.010040267339189356,"score_gpt":0.20952116810032212,"score_spread":0.19948090076113276,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3197885050","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.19122694,0.003455088,0.7897599,0.0008030884,0.011311752,0.00064995995,0.0002059732,0.001665516,0.00092180324],"genre_scores_gemma":[0.9932757,0.0016531753,0.0011581782,0.00018660453,0.0016968407,0.00005182951,0.00041402972,0.0003082986,0.0012553512],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9953792,0.00017006132,0.00095162075,0.0013529034,0.0009144896,0.0012317102],"domain_scores_gemma":[0.9974646,0.00007987138,0.000109909866,0.0015154374,0.000335592,0.00049457734],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00038859516,0.0008710095,0.0009895411,0.00040507296,0.0005489098,0.00024892399,0.0006400019,0.00070081226,0.00058503175],"category_scores_gemma":[0.00009258199,0.0009442354,0.00056161894,0.0011745242,0.000007132664,0.0005212717,0.0003951108,0.0010383361,0.00032604864],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000024496354,0.000117158444,0.000008490527,0.000114348775,0.0004124761,0.00010753961,0.00020449577,0.5914883,0.40613145,0.00009571815,0.00097468734,0.00032083932],"study_design_scores_gemma":[0.00044797902,0.000060154078,0.0000013470902,0.00014345489,0.0003279346,0.000054345917,0.00030112715,0.5930397,0.3979221,0.0011763489,0.0057686265,0.0007568722],"about_ca_topic_score_codex":0.0006614395,"about_ca_topic_score_gemma":0.0003043234,"teacher_disagreement_score":0.80204874,"about_ca_system_score_codex":0.0006491943,"about_ca_system_score_gemma":0.00020412057,"threshold_uncertainty_score":0.99930084},"labels":[],"label_agreement":null},{"id":"W3198134210","doi":"10.1021/acs.energyfuels.1c02161","title":"Integrated Simulation for Hydraulic Fracturing, Productivity Prediction, and Optimization in Tight Conglomerate Reservoirs","year":2021,"lang":"en","type":"article","venue":"Energy & Fuels","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":25,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"State Administration of Foreign Experts Affairs; Southwest Petroleum University; China National Petroleum Corporation; Ministry of Education of the People's Republic of China; National Natural Science Foundation of China","keywords":"Hydraulic fracturing; Geology; Conglomerate; Petroleum engineering; Microseism; Tight gas; Fracture (geology); Tight oil; Drilling; Geotechnical engineering; Petrology; Structural basin; Oil shale; Seismology; Engineering; Geomorphology","score_opus":0.009238166663520446,"score_gpt":0.2193693170713936,"score_spread":0.21013115040787314,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3198134210","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.5664914,0.0011531865,0.4296597,0.00043775924,0.00033116274,0.00016048634,0.000020750138,0.00028541122,0.0014600991],"genre_scores_gemma":[0.9962539,0.00027026972,0.0018895435,0.00004566392,0.00016448075,0.00006109858,0.00023177147,0.000033988974,0.0010492498],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9989908,0.000060809194,0.0002830263,0.0003164423,0.00012771974,0.00022124832],"domain_scores_gemma":[0.99941707,0.000104417275,0.000040320443,0.00023457814,0.00013167292,0.00007194638],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00017882577,0.00016473538,0.00022320558,0.00017129972,0.00008752992,0.000066988396,0.000063482126,0.00013101315,0.00006215018],"category_scores_gemma":[0.00018052614,0.00015827682,0.000054975382,0.00042163607,0.000026702746,0.00027834403,0.000023319659,0.00014139444,9.5105275e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000018387373,0.000027511995,0.0004840151,0.000049853526,0.000066715664,0.000006295218,0.00014746119,0.99496937,0.0019256319,0.0000123583395,0.00032077162,0.0019716506],"study_design_scores_gemma":[0.000606704,0.000017782611,0.00097278826,0.000044271077,0.000029177394,0.000002918558,0.000035983157,0.8911095,0.06675997,0.00017357929,0.040080156,0.00016711792],"about_ca_topic_score_codex":0.00009188438,"about_ca_topic_score_gemma":0.0003039518,"teacher_disagreement_score":0.42976248,"about_ca_system_score_codex":0.00007848881,"about_ca_system_score_gemma":0.000031384177,"threshold_uncertainty_score":0.64543414},"labels":[],"label_agreement":null},{"id":"W3198286115","doi":"","title":"A Novel Estimation Approach of Unconfined Compressive Strength (UCS) and Improved Rock Mechanical Properties Correlations by Considering the Effect of Overpressure Condition, Mineralogy, and Shale Composition in Montney Shale Gas, British Columbia, Canada","year":2021,"lang":"en","type":"article","venue":"55th U.S. Rock Mechanics/Geomechanics Symposium","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Oil shale; Overpressure; Geology; Compressive strength; Mineralogy; Geotechnical engineering; Composite material; Materials science; Paleontology","score_opus":0.00400781994778216,"score_gpt":0.17322576406716392,"score_spread":0.16921794411938176,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3198286115","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.729889,0.0028985925,0.26442802,0.0002069413,0.00033667753,0.0011062702,0.0009424322,0.00011324585,0.00007882419],"genre_scores_gemma":[0.99851,0.00024231052,0.00043058742,0.000033884775,0.0000263064,0.00012148331,0.00047646248,0.000055261622,0.00010371505],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9977857,0.00017550576,0.0007627879,0.00050625845,0.00037158985,0.00039817792],"domain_scores_gemma":[0.99861634,0.00035283147,0.00026463644,0.000390784,0.00022107906,0.0001543578],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00028703795,0.00032641157,0.0008002116,0.00009151037,0.00024438085,0.00013903654,0.00021116543,0.00027988898,0.000027863214],"category_scores_gemma":[0.00013548644,0.00036527336,0.00009922537,0.0003697987,0.000019821542,0.00020225586,0.00018875657,0.00044900627,2.6831904e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000042305146,0.00012918974,0.000115891635,0.001045296,0.00042300334,0.000014866208,0.00029658823,0.5948675,0.4019602,0.00014052594,0.0007870141,0.00017758473],"study_design_scores_gemma":[0.0015772042,0.00014352048,0.000033651086,0.00034721624,0.00030222884,0.00015011027,0.00037606858,0.92589957,0.07063046,0.0001728362,0.000036762285,0.00033038706],"about_ca_topic_score_codex":0.14379637,"about_ca_topic_score_gemma":0.23028241,"teacher_disagreement_score":0.33132973,"about_ca_system_score_codex":0.00013143384,"about_ca_system_score_gemma":0.00015547156,"threshold_uncertainty_score":0.9998799},"labels":[],"label_agreement":null},{"id":"W3198660510","doi":"","title":"Shale Fracability in Kaybob-Duvernay: A New Approach Based on Plasticity Behavior","year":2021,"lang":"en","type":"article","venue":"55th U.S. Rock Mechanics/Geomechanics Symposium","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Waterloo; University of Calgary","funders":"","keywords":"Geology; Oil shale; Plasticity; Petroleum engineering; Paleontology","score_opus":0.012267158695510087,"score_gpt":0.21647593497427667,"score_spread":0.20420877627876657,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3198660510","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.027762203,0.00024667327,0.9649282,0.0005633427,0.0013163978,0.0007379992,0.00012657998,0.00089467294,0.0034238985],"genre_scores_gemma":[0.9955398,0.00013662362,0.0021536683,0.00040887823,0.00028429675,0.00018474887,0.00017023964,0.00018064736,0.0009411337],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99553937,0.00017762062,0.00092350855,0.0012605689,0.00094426854,0.0011546647],"domain_scores_gemma":[0.9975306,0.00020303829,0.00013801435,0.0013140909,0.00020490447,0.0006093799],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.000542475,0.0007583563,0.0009528411,0.00048706625,0.00022140505,0.0001547329,0.000753897,0.00067115156,0.000724457],"category_scores_gemma":[0.000275392,0.00080036966,0.00047621556,0.0013849862,0.0000064201354,0.00022843013,0.00025463256,0.0012869212,0.00028168198],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000050128692,0.0006750962,0.00005779762,0.00025598754,0.000087663306,0.00019581596,0.00015785717,0.9847783,0.011585259,0.00052365125,0.0012423012,0.00039012986],"study_design_scores_gemma":[0.0013443214,0.000111949856,0.00004472101,0.00013219845,0.00018764804,0.000026981455,0.0001418889,0.9625984,0.031408496,0.0009851384,0.00219646,0.0008218319],"about_ca_topic_score_codex":0.00026125638,"about_ca_topic_score_gemma":0.00029605083,"teacher_disagreement_score":0.96777755,"about_ca_system_score_codex":0.00070099643,"about_ca_system_score_gemma":0.0003547307,"threshold_uncertainty_score":0.9994447},"labels":[],"label_agreement":null},{"id":"W3198916472","doi":"10.3389/feart.2021.751626","title":"Numerical Investigation of the Fracturing Effect Induced by Disturbing Stress of Hydrofracturing","year":2021,"lang":"en","type":"article","venue":"Frontiers in Earth Science","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":17,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Toronto","funders":"Fundamental Research Funds for the Central Universities; University of Toronto; National Natural Science Foundation of China","keywords":"Hydraulic fracturing; Geology; Fracture (geology); Geotechnical engineering; Shear (geology); Shear stress; Stress (linguistics); Front (military); Materials science; Composite material; Petrology","score_opus":0.003597559970779109,"score_gpt":0.19242463129938947,"score_spread":0.18882707132861037,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3198916472","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99049824,0.00043323706,0.008064347,0.000041816802,0.0005143238,0.000066211665,0.000002946098,0.000024542866,0.0003543103],"genre_scores_gemma":[0.9988185,0.000017966564,0.0010997622,0.000011961439,0.000018838042,0.0000032210469,0.000001969205,0.000009342944,0.000018393383],"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9987634,0.00006356556,0.0002705755,0.00021243378,0.00044242575,0.0002475992],"domain_scores_gemma":[0.99941635,0.000062713676,0.000080280915,0.00033453322,0.000037084417,0.00006902637],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00037467646,0.00011320987,0.000247687,0.00013782085,0.00008535609,0.000025661318,0.00037848813,0.00005866143,0.0000068307145],"category_scores_gemma":[0.00021414037,0.0000846535,0.000076381344,0.0011492681,0.00021699819,0.00021588289,0.000070031434,0.00027074153,4.8938443e-7],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000026584771,0.000010645882,0.23914348,0.00013292042,0.00002120272,0.0000023154093,0.0005576173,0.6486234,0.10899186,6.9771977e-7,0.00007126719,0.0024419618],"study_design_scores_gemma":[0.00010705451,0.000008447054,0.106842615,0.0001381097,0.000009017818,7.641257e-7,0.00008043031,0.09644156,0.79624385,0.000020017476,0.00002894361,0.00007920149],"about_ca_topic_score_codex":0.00015367346,"about_ca_topic_score_gemma":0.000012648108,"teacher_disagreement_score":0.687252,"about_ca_system_score_codex":0.000047288453,"about_ca_system_score_gemma":0.00005946725,"threshold_uncertainty_score":0.34520692},"labels":[],"label_agreement":null},{"id":"W3198972671","doi":"10.2118/206745-pa","title":"Application of Multilateral Wells for Production and Enhanced Oil Recovery: Case Studies from Canada","year":2021,"lang":"en","type":"article","venue":"SPE Reservoir Evaluation & Engineering","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":10,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Production (economics); Petroleum engineering; Oil production; Injection well; Oil field; Engineering; Geology; Economics","score_opus":0.01770446854399,"score_gpt":0.2689617574802015,"score_spread":0.2512572889362115,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3198972671","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.97000664,0.0041479804,0.024793344,0.00023386763,0.0004639368,0.00018835209,0.000039003255,0.00007551506,0.000051363273],"genre_scores_gemma":[0.9945033,0.0007104911,0.0042286203,0.000006030364,0.00019119929,0.00013464285,0.000086699285,0.000030317944,0.0001086787],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99890584,0.000030948944,0.00032698325,0.00027097715,0.00028552156,0.00017970752],"domain_scores_gemma":[0.99907017,0.00015305863,0.000054792185,0.00028636024,0.00037668276,0.00005896757],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00034815384,0.00015628769,0.00027368983,0.000081935126,0.0000577552,0.000017570972,0.0000570148,0.00006274352,0.000016802978],"category_scores_gemma":[0.0006291203,0.00016161618,0.000055666038,0.0002231441,0.0000144561045,0.0001332963,0.000027200675,0.00009517176,9.674985e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000007410089,0.0000069317553,0.00003608588,0.00029154314,0.00024768707,0.000008049883,0.0002667272,0.9526144,0.038694922,0.000001848207,0.00015980673,0.007664558],"study_design_scores_gemma":[0.00026547778,0.00000879937,0.00024869648,0.00009764853,0.000141884,0.000019837302,0.0003044637,0.77663225,0.22123195,0.000053933465,0.00082665996,0.00016841346],"about_ca_topic_score_codex":0.015894854,"about_ca_topic_score_gemma":0.06480384,"teacher_disagreement_score":0.18253703,"about_ca_system_score_codex":0.00025497514,"about_ca_system_score_gemma":0.00009489322,"threshold_uncertainty_score":0.9906584},"labels":[],"label_agreement":null},{"id":"W3199531580","doi":"10.2118/205865-ms","title":"Application of Interventionless Single Point Entry Technology to Improve Proppant Placement Control and Well Production","year":2021,"lang":"en","type":"article","venue":"SPE Annual Technical Conference and Exhibition","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Single stage; Wireline; Petroleum engineering; Engineering; Computer science; Telecommunications; Aerospace engineering","score_opus":0.0065463986932597865,"score_gpt":0.2347123567461629,"score_spread":0.2281659580529031,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3199531580","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.65637887,0.0004868585,0.33629,0.0049948813,0.00008964076,0.00051620475,0.00002810715,0.00027335383,0.0009420914],"genre_scores_gemma":[0.99902725,0.00013885954,0.00059419085,0.000032599986,0.000037468893,0.00005800177,0.000022854398,0.000008420055,0.000080364305],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9992423,0.000017982358,0.00025032784,0.00025219558,0.00010262163,0.00013458573],"domain_scores_gemma":[0.9995573,0.00001055153,0.000041916705,0.00017536787,0.0001564597,0.000058371766],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00012249363,0.000101603044,0.00018715815,0.00011552762,0.000036748705,0.00002105799,0.000046568468,0.00011436839,0.000016818662],"category_scores_gemma":[0.00004718213,0.00009344172,0.000036695834,0.00019220651,0.000063722335,0.00009704817,0.00004729275,0.00013198305,0.0000058056926],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000059458835,0.00022506231,0.00037633523,0.00038558725,0.00006784861,0.000005338586,0.00018781022,0.0033363071,0.9484414,0.0008646282,0.0006226943,0.04542752],"study_design_scores_gemma":[0.0009557069,0.0006249046,0.0023330478,0.00044615674,0.00014494066,0.000057513986,0.0015883044,0.0155834425,0.9690379,0.004156624,0.00465867,0.00041279072],"about_ca_topic_score_codex":0.000015346948,"about_ca_topic_score_gemma":0.00005532078,"teacher_disagreement_score":0.3426484,"about_ca_system_score_codex":0.00003297776,"about_ca_system_score_gemma":0.000011224406,"threshold_uncertainty_score":0.38104427},"labels":[],"label_agreement":null},{"id":"W3199572872","doi":"10.2118/206730-pa","title":"Determination of Horizontal In-Situ Stress Profiles and Rock Deformation Moduli in Karamay Basin Using a Multiobjective Optimization Technique","year":2021,"lang":"en","type":"article","venue":"SPE Journal","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Waterloo","funders":"","keywords":"Borehole; Geology; Calipers; Inversion (geology); Deformation (meteorology); Stress field; Stress (linguistics); Rock mechanics; Structural basin; Geotechnical engineering; Geometry; Engineering; Geomorphology; Mathematics; Structural engineering","score_opus":0.006566322257458079,"score_gpt":0.22654074333792498,"score_spread":0.21997442108046691,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3199572872","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.5380961,0.00010608693,0.4614859,0.000013552879,0.000036178313,0.00006123751,0.0000019016118,0.000009282183,0.00018980162],"genre_scores_gemma":[0.9702741,0.00014739962,0.029518396,0.0000015523682,0.000034908542,0.000003603591,0.0000070201954,0.000008988771,0.0000040238715],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9994015,0.000052445354,0.0002588395,0.00006913547,0.00011446405,0.00010357969],"domain_scores_gemma":[0.9997661,0.000015768705,0.000068570356,0.000051621224,0.00006895879,0.000028953542],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00016279383,0.00007363084,0.00014043554,0.0002873598,0.000031621017,0.000033758843,0.00003412786,0.000075891374,0.000010453328],"category_scores_gemma":[0.00004612776,0.00007016028,0.00003237439,0.00024293369,0.0000062178106,0.0003233793,0.00001409432,0.00020708602,2.210842e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000058892088,0.000023969817,0.0028258215,0.00005953735,0.0000094594625,0.000021424641,0.00053996756,0.97580224,0.016800264,9.879786e-7,6.474857e-7,0.0039098132],"study_design_scores_gemma":[0.00024436848,0.00001292446,0.005996991,0.00019912825,0.000010218736,0.00009624878,0.00038681828,0.83834314,0.15460144,0.00004092013,0.0000016346752,0.00006617369],"about_ca_topic_score_codex":0.000042243668,"about_ca_topic_score_gemma":0.00018387786,"teacher_disagreement_score":0.43217802,"about_ca_system_score_codex":0.00016905759,"about_ca_system_score_gemma":0.00002969067,"threshold_uncertainty_score":0.2861053},"labels":[],"label_agreement":null},{"id":"W3199773506","doi":"10.1016/j.petsci.2021.09.030","title":"Study on brittleness templates for shale gas reservoirs-A case study of Longmaxi shale in Sichuan Basin, southern China","year":2021,"lang":"en","type":"article","venue":"Petroleum Science","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":32,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Brittleness; Geology; Oil shale; Hydraulic fracturing; Shale gas; Geotechnical engineering; Permeability (electromagnetism); Structural basin; Petrology; Petroleum engineering; Geomorphology; Materials science","score_opus":0.02099222646102575,"score_gpt":0.2741029206843132,"score_spread":0.2531106942232874,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3199773506","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99851894,0.00009912309,0.0002508193,0.000063670705,0.00015195711,0.00032797057,0.000023575745,0.00007548859,0.00048846926],"genre_scores_gemma":[0.99948597,0.000004713644,0.00007454465,0.0000084669055,0.000048128593,0.000099491364,0.0000027656947,0.000029689418,0.00024622632],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9978445,0.00007857975,0.00041836684,0.00057637255,0.0005995514,0.0004826189],"domain_scores_gemma":[0.99880517,0.00015497407,0.0000628351,0.00072442763,0.00012305506,0.00012955943],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0010341422,0.00021561276,0.00041894257,0.00040176854,0.00023925751,0.000109090935,0.00052711414,0.00004868749,0.000026289175],"category_scores_gemma":[0.00022947077,0.00019333907,0.00009217348,0.0012091263,0.00010658279,0.00019032577,0.00013720518,0.00022827815,0.000010448258],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000027061387,0.0017912295,0.25768054,0.00009581902,0.00007836935,0.0023753303,0.01294091,0.7226342,0.0014931365,0.0000015905023,0.000029570805,0.0008522652],"study_design_scores_gemma":[0.0059535974,0.0021581964,0.26549903,0.00028900246,0.00022794983,0.00066658267,0.2906642,0.40946287,0.023595192,0.00010418909,0.00011811606,0.0012611013],"about_ca_topic_score_codex":0.0036154909,"about_ca_topic_score_gemma":0.007665241,"teacher_disagreement_score":0.31317133,"about_ca_system_score_codex":0.00010045738,"about_ca_system_score_gemma":0.00007790417,"threshold_uncertainty_score":0.7884138},"labels":[],"label_agreement":null},{"id":"W3200192350","doi":"10.1520/gtj20210065","title":"The Physical Reasons to Have Underdamped or Oscillating Variable-Head (Slug) Tests: A Review and a Clarification","year":2021,"lang":"en","type":"review","venue":"Geotechnical Testing Journal","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Polytechnique Montréal","funders":"","keywords":"Slug test; Casing; Head (geology); Mechanics; Geotechnical engineering; Geology; Hydraulic conductivity; Hydraulic head; Permeability (electromagnetism); Petroleum engineering; Aquifer; Physics; Groundwater; Soil science; Chemistry","score_opus":0.07268631069885127,"score_gpt":0.35093140299347986,"score_spread":0.27824509229462857,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3200192350","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0000039024358,0.98472995,0.0132473,0.000583958,0.000110464294,0.0004902885,0.000010338248,0.00030498984,0.0005188084],"genre_scores_gemma":[0.000073835894,0.99046767,0.0081800455,0.00011213128,0.00070609606,0.000088112276,0.000013816883,0.00010642343,0.0002518998],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9968071,0.0004162328,0.0011393287,0.00049433403,0.00047503674,0.0006679782],"domain_scores_gemma":[0.9946697,0.003520051,0.00037707607,0.0007541053,0.00023527036,0.00044384415],"candidate_categories":["metaresearch","metaepi_narrow","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.002054504,0.00055520766,0.0019565956,0.00014635811,0.0007796663,0.0004962643,0.00060554483,0.00039212612,0.000018079974],"category_scores_gemma":[0.011972202,0.00032309807,0.00045223872,0.0014326754,0.00010019288,0.000082999184,0.0002345319,0.003049929,0.000019334208],"study_design_candidate":"design_other","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000013057968,0.000030505531,0.00000113375,0.0104483245,0.00038107086,0.00006799338,0.000020025402,0.0110876,0.0000032670857,0.000027267959,0.002428295,0.9755032],"study_design_scores_gemma":[0.00008169614,0.000056796627,0.000003262791,0.07368712,0.00227098,0.0023284683,0.000021874674,0.010091253,2.593082e-7,0.00013306325,0.9108391,0.0004861721],"about_ca_topic_score_codex":0.000015305948,"about_ca_topic_score_gemma":0.000007298891,"teacher_disagreement_score":0.975017,"about_ca_system_score_codex":0.00029083583,"about_ca_system_score_gemma":0.00037497794,"threshold_uncertainty_score":0.9999221},"labels":[],"label_agreement":null},{"id":"W3200254540","doi":"10.3390/en14196007","title":"Evaluation of Reservoir Quality and Forecasted Production Variability along a Multi-Fractured Horizontal Well. Part 2: Selected Stage Forecasting","year":2021,"lang":"en","type":"article","venue":"Energies","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Calgary","funders":"Natural Sciences and Engineering Research Council of Canada; University of Calgary","keywords":"Stage (stratigraphy); Petroleum engineering; Reservoir simulation; Current (fluid); Permeability (electromagnetism); Oil production; Reservoir engineering; Production (economics); Geology; Reservoir modeling; Environmental science; Petroleum","score_opus":0.05906840843461152,"score_gpt":0.28952876646214626,"score_spread":0.23046035802753473,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3200254540","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9962167,0.00082784676,0.0017354958,0.00008890839,0.00029396135,0.00015485712,0.000015532456,0.0001682599,0.0004984237],"genre_scores_gemma":[0.99743927,0.0000652545,0.0019874806,0.0000032195812,0.00013613865,0.000034255183,0.00009666296,0.000024860474,0.00021285645],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99783874,0.00053978065,0.0004714121,0.0003476994,0.0005657128,0.00023667468],"domain_scores_gemma":[0.9985053,0.00017069117,0.000111355985,0.00038896248,0.0007590444,0.00006465751],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0025298344,0.00018094451,0.00032576808,0.0000917229,0.00011008736,0.000038612416,0.00007945791,0.00012742718,0.000089892106],"category_scores_gemma":[0.002958458,0.00016823581,0.00007906165,0.00051781826,0.00005557757,0.00021226364,0.000053848184,0.00019952448,0.0000010444253],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000018271914,0.00006104633,0.0039745383,0.00023376469,0.00025524598,0.0000031928912,0.0007775741,0.97152215,0.017257616,0.0000056711237,0.00012801518,0.0057629403],"study_design_scores_gemma":[0.00068604987,0.000025520261,0.047513727,0.00008170623,0.00025388907,0.000008192468,0.00056910724,0.69942135,0.25022575,0.00011516509,0.00083145517,0.00026811485],"about_ca_topic_score_codex":0.00037845818,"about_ca_topic_score_gemma":0.001751667,"teacher_disagreement_score":0.27210078,"about_ca_system_score_codex":0.00012472294,"about_ca_system_score_gemma":0.000105585386,"threshold_uncertainty_score":0.6860457},"labels":[],"label_agreement":null},{"id":"W3200753461","doi":"10.2118/205906-ms","title":"Application of Multiple Diagnostic Plots to Identify End of Linear Flow in Unconventional Reservoirs","year":2021,"lang":"en","type":"article","venue":"SPE Annual Technical Conference and Exhibition","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"ConocoPhillips (Canada)","funders":"","keywords":"Plot (graphics); Flow (mathematics); Volumetric flow rate; Mathematics; Soil science; Statistics; Computer science; Geology; Mechanics; Geometry","score_opus":0.014917448565256104,"score_gpt":0.2732973544735421,"score_spread":0.25837990590828597,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3200753461","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.92135423,0.00016757069,0.07738899,0.0003546429,0.000034032164,0.00014081078,0.00008968596,0.00005768551,0.00041233082],"genre_scores_gemma":[0.99822575,0.00018486477,0.0013834714,0.000014259101,0.000031183805,0.00002518224,0.0001087211,0.00000851731,0.000018060355],"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99917275,0.000027530465,0.0003199941,0.00017596978,0.00017989632,0.0001238496],"domain_scores_gemma":[0.99941635,0.00016041825,0.000033942015,0.00017113207,0.00015544689,0.00006271301],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00015576692,0.000085636864,0.00020610324,0.00012116577,0.00002025498,0.000008374937,0.000077332414,0.000103831204,0.00005211254],"category_scores_gemma":[0.00033325158,0.00008643756,0.000057514157,0.0003204968,0.000052306128,0.00010068007,0.000053029085,0.00013473412,0.000008859137],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000965509,0.00052616996,0.025452763,0.0010595002,0.00010500302,0.000049305225,0.00096427946,0.5687228,0.3748498,0.0013181008,0.0011809721,0.0256748],"study_design_scores_gemma":[0.0013793197,0.00023605814,0.33873418,0.001043711,0.00009473058,0.000017654043,0.00095986726,0.27046838,0.37823117,0.0063006706,0.001957445,0.0005767979],"about_ca_topic_score_codex":0.00014998941,"about_ca_topic_score_gemma":0.0007216285,"teacher_disagreement_score":0.31328142,"about_ca_system_score_codex":0.000021488386,"about_ca_system_score_gemma":0.000024256147,"threshold_uncertainty_score":0.35248214},"labels":[],"label_agreement":null},{"id":"W3200890377","doi":"10.2118/205884-ms","title":"Numerical RTA in Tight Unconventionals","year":2021,"lang":"en","type":"article","venue":"SPE Annual Technical Conference and Exhibition","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":16,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Apache (Canada)","funders":"","keywords":"Relative permeability; Petroleum engineering; Oil in place; Geology; Saturation (graph theory); Reservoir simulation; Porous medium; Initialization; Mechanics; Porosity; Geotechnical engineering; Mathematics; Petroleum; Computer science; Physics","score_opus":0.012933392672060957,"score_gpt":0.24450895426185898,"score_spread":0.23157556158979803,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3200890377","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8219215,0.0025990405,0.074064344,0.007441888,0.00034969786,0.00028646368,0.00008423135,0.0009973333,0.09225548],"genre_scores_gemma":[0.9988295,0.0004028547,0.00030145104,0.00008287555,0.00005380532,0.000009535474,0.000056030396,0.000008249109,0.00025569004],"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99929416,0.000026933905,0.00019340376,0.00018392011,0.00013113598,0.00017046354],"domain_scores_gemma":[0.9996989,0.00003176713,0.000012660842,0.00012562968,0.00005733115,0.000073753494],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00009615127,0.00009620943,0.00016922818,0.00006759093,0.000031075568,0.000034761146,0.000054629905,0.00011657193,0.00043211607],"category_scores_gemma":[0.0000399477,0.000089359884,0.00005642505,0.0002294013,0.000036971025,0.0001326426,0.000026952748,0.00021505637,0.000047551428],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00029525228,0.0029472685,0.02903525,0.00271618,0.00087571616,0.004238695,0.003519936,0.23905231,0.23830323,0.103456914,0.15883109,0.21672817],"study_design_scores_gemma":[0.005303639,0.0005850584,0.20984857,0.0023742062,0.00029517515,0.0006328684,0.0023312785,0.19116074,0.22485246,0.14757295,0.21081534,0.0042277044],"about_ca_topic_score_codex":0.00003450084,"about_ca_topic_score_gemma":0.00010401525,"teacher_disagreement_score":0.21250045,"about_ca_system_score_codex":0.000026335894,"about_ca_system_score_gemma":0.000022789383,"threshold_uncertainty_score":0.4731368},"labels":[],"label_agreement":null},{"id":"W3200941049","doi":"10.2118/206397-ms","title":"Systematic Build-Up Pressure Analysis Advances Accurate Fingerprinting of Formation Breathing in Gas Wells","year":2021,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Wellbore; Breathing; Petroleum engineering; Well control; Lead (geology); Drilling; Completion (oil and gas wells); Reduction (mathematics); Geology; Process (computing); Computer science; Engineering; Mechanical engineering; Mathematics","score_opus":0.005085563936154992,"score_gpt":0.22264156394482185,"score_spread":0.21755600000866684,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3200941049","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.6345915,0.015444995,0.33540314,0.00017528358,0.00026423798,0.0003092898,0.000008252415,0.00035419257,0.013449098],"genre_scores_gemma":[0.99795604,0.0004003559,0.001103751,0.0000098289365,0.000016650234,0.000010744719,0.000010577041,0.000011147863,0.00048091973],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9987811,0.000075955475,0.00059781893,0.00014752355,0.00020563994,0.00019198211],"domain_scores_gemma":[0.9993309,0.00015282082,0.000109586574,0.00029653078,0.00007190409,0.000038267382],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00035232014,0.000127348,0.00052067346,0.00033183012,0.000034183584,0.000048747745,0.00013028292,0.00006727758,0.00010740879],"category_scores_gemma":[0.00014315423,0.00010661961,0.00020566402,0.0011127853,0.000008600666,0.00039429558,0.00003720827,0.00013242694,0.000008380086],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[9.4079405e-7,0.000009718675,0.0007058746,0.011128584,0.0006267946,0.000008421514,0.00080117147,0.9856911,0.00075847394,0.000010568528,0.000012629629,0.00024573036],"study_design_scores_gemma":[0.000119546654,0.0000027022597,0.00047946494,0.001331125,0.0007631785,0.0000051333186,0.0008861375,0.9612772,0.0348527,0.000031938,0.00011109282,0.00013978826],"about_ca_topic_score_codex":0.000117394935,"about_ca_topic_score_gemma":0.0002800437,"teacher_disagreement_score":0.36336452,"about_ca_system_score_codex":0.000028231714,"about_ca_system_score_gemma":0.000009342083,"threshold_uncertainty_score":0.43478215},"labels":[],"label_agreement":null},{"id":"W3201174372","doi":"10.2118/205839-ms","title":"A Simple Method for Quantifying Inter-Well Communication Using Production Data from Single-Phase Shale Gas Reservoirs","year":2021,"lang":"en","type":"article","venue":"SPE Annual Technical Conference and Exhibition","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":11,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Petroleum engineering; Workover; Hydraulic fracturing; Computer science; Geology","score_opus":0.13193744467595653,"score_gpt":0.37117573502714174,"score_spread":0.2392382903511852,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3201174372","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.26511154,0.00056210195,0.73205376,0.0009694347,0.000086972745,0.00021256632,0.00032277062,0.0002658767,0.00041496748],"genre_scores_gemma":[0.95225686,0.0003914988,0.04479641,0.000039625626,0.0001407559,0.000014758766,0.002300478,0.000025089434,0.00003452784],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9987412,0.00010194589,0.00033576877,0.00044899833,0.00014391146,0.0002281635],"domain_scores_gemma":[0.99864227,0.00014771326,0.0000620137,0.00085981423,0.00020547722,0.000082741135],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00042036505,0.00016127994,0.00026570843,0.0000839076,0.00017826751,0.00012806925,0.00026229303,0.0001593452,0.00008918253],"category_scores_gemma":[0.00029398894,0.00016122173,0.00006591927,0.0002218149,0.00006115382,0.0005498908,0.00023895327,0.00026221614,0.000006714031],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00021670345,0.0006324333,0.00019310381,0.00052292,0.00028160252,0.000028098824,0.0011416391,0.024768716,0.8949521,0.0002445103,0.020518238,0.056499947],"study_design_scores_gemma":[0.0006820185,0.00009887098,0.000071273316,0.00037990772,0.00020583149,0.000027591917,0.0019166252,0.8493325,0.12945944,0.0062870276,0.011149713,0.0003891668],"about_ca_topic_score_codex":0.0003331076,"about_ca_topic_score_gemma":0.00089136884,"teacher_disagreement_score":0.8245638,"about_ca_system_score_codex":0.00005610903,"about_ca_system_score_gemma":0.000029757457,"threshold_uncertainty_score":0.6574431},"labels":[],"label_agreement":null},{"id":"W3201926412","doi":"10.3390/eng2040027","title":"An Investigation into Current Sand Control Testing Practices for Steam Assisted Gravity Drainage Production Wells","year":2021,"lang":"en","type":"article","venue":"Eng—Advances in Engineering","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":7,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"Natural Sciences and Engineering Research Council of Canada; RGL Reservoir Management","keywords":"Petroleum engineering; Steam-assisted gravity drainage; Drainage; Wellbore; Permeability (electromagnetism); Brine; Steam injection; Specific gravity; Volumetric flow rate; Asphalt; Geotechnical engineering; Environmental science; Engineering; Geology; Oil sands; Mineralogy; Materials science","score_opus":0.013819021006552903,"score_gpt":0.27770843976165804,"score_spread":0.26388941875510513,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3201926412","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.6724721,0.02270143,0.29988885,0.000228738,0.0028726407,0.0006239876,0.00001369773,0.00092892937,0.00026958037],"genre_scores_gemma":[0.9837899,0.00034403356,0.015123972,0.000009353186,0.0005005931,0.000119889766,0.00004533571,0.00004835088,0.000018549514],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9986586,0.000061025818,0.00037069138,0.00038316572,0.00019756028,0.00032893167],"domain_scores_gemma":[0.99898744,0.00034716143,0.00012708797,0.00031027777,0.0001170694,0.00011099345],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0005187179,0.00023343814,0.00029730715,0.00019480642,0.00009794303,0.00007975801,0.00014047217,0.00008449762,0.0000046221194],"category_scores_gemma":[0.0016532363,0.00024749656,0.000065827815,0.0005887982,0.000023505674,0.0010202207,0.000015944084,0.0003765024,0.0000030475665],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000055407095,0.00003596358,0.00095764676,0.00073204737,0.00003028749,0.0000063246002,0.0003937349,0.92392546,0.03663336,0.000014261418,0.000013753621,0.03725164],"study_design_scores_gemma":[0.00062034425,0.000041201034,0.0039610774,0.00037974495,0.00007133723,0.000012503103,0.00022085833,0.9383403,0.044105195,0.0003608029,0.011435007,0.00045164354],"about_ca_topic_score_codex":0.00003233296,"about_ca_topic_score_gemma":0.00010998144,"teacher_disagreement_score":0.31131777,"about_ca_system_score_codex":0.00016975016,"about_ca_system_score_gemma":0.00003318284,"threshold_uncertainty_score":0.99999774},"labels":[],"label_agreement":null},{"id":"W3202101168","doi":"10.2118/205573-ms","title":"Vaca Muerta: An Emerging Shale Petroleum Reservoir","year":2021,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Oil shale; Geology; Petroleum; Natural gas; Fossil fuel; Petroleum engineering; Shale oil; Productivity; Drilling; Unconventional oil; Petroleum industry; Mining engineering; Paleontology; Engineering; Waste management","score_opus":0.01370243796972385,"score_gpt":0.2451664374710501,"score_spread":0.23146399950132626,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3202101168","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.85673374,0.0009004225,0.011366663,0.00075764896,0.00033207287,0.000030909072,0.000003731259,0.0008367203,0.12903808],"genre_scores_gemma":[0.98557425,0.00011249348,0.001187094,0.00009280821,0.00021302595,0.0000068592153,0.00003284675,0.000038351845,0.0127423005],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9989916,0.00003420804,0.00019815454,0.00023926506,0.00020759748,0.00032916997],"domain_scores_gemma":[0.9992432,0.00002834821,0.000011942778,0.0005026947,0.00004735353,0.00016647702],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000116485295,0.00014790245,0.0001980644,0.000095194904,0.00009598855,0.000070186135,0.00019176632,0.00008429113,0.0017725914],"category_scores_gemma":[0.000029328927,0.00013282533,0.00012110001,0.00027474412,0.000012625422,0.00020090159,0.000052352803,0.00021644303,0.00016606749],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000024862918,0.000044202116,0.0011108655,0.00006499564,0.00015969343,0.00016621305,0.00026378522,0.9859083,0.003896475,0.00006439373,0.0068111327,0.00150742],"study_design_scores_gemma":[0.00036412315,0.000023897464,0.002626959,0.00003186577,0.000062983534,0.000034255703,0.00094510376,0.8435325,0.037819326,0.00021249425,0.11385594,0.0004905408],"about_ca_topic_score_codex":0.00012539267,"about_ca_topic_score_gemma":0.0004229464,"teacher_disagreement_score":0.14237583,"about_ca_system_score_codex":0.000038676288,"about_ca_system_score_gemma":0.000019000428,"threshold_uncertainty_score":0.9991399},"labels":[],"label_agreement":null},{"id":"W3202864230","doi":"10.1111/gwat.13140","title":"Commingled Fluids in Abandoned Boreholes: Proximity Analysis of a Hidden Liability","year":2021,"lang":"en","type":"article","venue":"Ground Water","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Golder Associates (Canada); University of Saskatchewan","funders":"Global Water Futures","keywords":"Aquifer; Geology; Borehole; Groundwater; Petroleum engineering; Water well; Artesian aquifer; Structural basin; Sedimentary rock; Groundwater flow; Injection well; Groundwater recharge; Petrology; Geochemistry; Geotechnical engineering; Geomorphology","score_opus":0.009385284058936967,"score_gpt":0.21347445250042696,"score_spread":0.20408916844149,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3202864230","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99612254,0.00017525197,0.0015235621,0.00015014295,0.000060203314,0.000059579364,0.000009046166,0.000070031645,0.0018296165],"genre_scores_gemma":[0.99916774,0.000023931825,0.0002928531,0.000018675762,0.000027448756,0.0000135911,0.00010038701,0.000014078124,0.00034131747],"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","domain_scores_codex":[0.9988809,0.000080820006,0.00037119564,0.00021616137,0.00018289553,0.00026803027],"domain_scores_gemma":[0.99934626,0.000047791906,0.000016751494,0.00047015335,0.0000603945,0.00005866802],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000251783,0.00013680542,0.00048601776,0.00026749726,0.000031518073,0.000033479475,0.00013840209,0.000099026794,0.00024966412],"category_scores_gemma":[0.00003030474,0.00009940024,0.00026610802,0.0007541524,0.000044158234,0.000108465574,0.000056406443,0.00016355199,0.000011466076],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000116212024,0.001150591,0.383159,0.0014276191,0.011420105,0.00046126352,0.021630403,0.48306108,0.09226152,0.00007658426,0.0004505829,0.004785032],"study_design_scores_gemma":[0.0021528206,0.000051410072,0.340278,0.00011130526,0.0028120088,0.000010231369,0.0008227447,0.32641256,0.32001647,0.0011835439,0.0051770103,0.00097187684],"about_ca_topic_score_codex":0.0004590416,"about_ca_topic_score_gemma":0.000879398,"teacher_disagreement_score":0.22775494,"about_ca_system_score_codex":0.00007558116,"about_ca_system_score_gemma":0.000010909236,"threshold_uncertainty_score":0.4053424},"labels":[],"label_agreement":null},{"id":"W3203137356","doi":"10.3997/2214-4609.202113288","title":"The impact of fluid yield stress on hydraulic fracture propagation","year":2021,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Dalhousie University","funders":"","keywords":"Yield (engineering); Stress (linguistics); Hydraulic fracturing; Fracture (geology); Geotechnical engineering; Materials science; Petroleum engineering; Geology; Composite material","score_opus":0.008084248075595164,"score_gpt":0.2335074146985038,"score_spread":0.22542316662290865,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3203137356","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9157179,0.001460903,0.012499801,0.0016058143,0.00020475294,0.00015538288,0.000013331125,0.0002898919,0.06805222],"genre_scores_gemma":[0.99870616,0.0001861632,0.000024659077,0.000046530513,0.000078357545,0.000004572822,0.000013111955,0.000014634524,0.0009257938],"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9993845,0.000021926026,0.00016167451,0.00010283115,0.00016997455,0.00015908157],"domain_scores_gemma":[0.9993932,0.00014312752,0.000023345945,0.0003368542,0.000053882883,0.000049574188],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000073390365,0.00010831779,0.0001331268,0.00003710793,0.00007089924,0.000037392907,0.000115229705,0.000073234805,0.00027128946],"category_scores_gemma":[0.000085386455,0.000057515976,0.00017350826,0.0002166997,0.000017997741,0.0000460118,0.000014297315,0.0001664808,0.000026038197],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000004847842,0.00002362792,0.00023457316,0.000020375477,0.00016505925,0.000005725363,0.00008525701,0.98665607,0.0037606375,0.000010401313,0.0065893056,0.0024441436],"study_design_scores_gemma":[0.00017098313,0.00007794431,0.013155577,0.00008777621,0.00004127877,0.0000051993798,0.00017820696,0.26770148,0.71349007,0.00010838799,0.0047754743,0.0002076087],"about_ca_topic_score_codex":0.00021881222,"about_ca_topic_score_gemma":0.000068612324,"teacher_disagreement_score":0.71895456,"about_ca_system_score_codex":0.00003965669,"about_ca_system_score_gemma":0.000026282129,"threshold_uncertainty_score":0.29704294},"labels":[],"label_agreement":null},{"id":"W3203422160","doi":"10.1016/j.petsci.2021.09.047","title":"A novel model for the proppant equilibrium height in hydraulic fractures for slickwater treatments","year":2021,"lang":"en","type":"article","venue":"Petroleum Science","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":9,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"China University of Petroleum, Beijing; National Natural Science Foundation of China","keywords":"Settling; Work (physics); Geology; Petroleum engineering; Fracture (geology); Mechanics; Geotechnical engineering; Wellbore; Hydraulic fracturing; Mineralogy; Environmental science; Engineering; Environmental engineering; Mechanical engineering","score_opus":0.01930612355416363,"score_gpt":0.26323824909522875,"score_spread":0.2439321255410651,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3203422160","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.47687542,0.0010427766,0.5177788,0.0024133772,0.00033671013,0.00042470562,0.00004967794,0.00013549771,0.0009430538],"genre_scores_gemma":[0.99417657,0.000030490972,0.0038180125,0.0001676591,0.000077306344,0.00028025446,0.000008417489,0.00002284902,0.0014184177],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9985872,0.000006451433,0.00021211861,0.0003624015,0.00028676962,0.00054506987],"domain_scores_gemma":[0.9992875,0.00012914358,0.000027649712,0.0003978798,0.0000689877,0.00008883075],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00033620727,0.0001670871,0.00020251615,0.00013279499,0.0001828372,0.00013463486,0.00043437417,0.00005171842,0.0000094106845],"category_scores_gemma":[0.00010103076,0.00010140118,0.00014050331,0.00036094373,0.00011504106,0.00022200106,0.00006495695,0.0001112061,0.00000452718],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000009274048,0.00004714337,0.00011130982,0.00003203869,0.000035334648,0.0000019641348,0.0003073492,0.95042443,0.04800949,0.00001259739,0.00014735857,0.0008616869],"study_design_scores_gemma":[0.00049109815,0.000017610886,0.0010910938,0.000016921469,0.000038436618,0.000005645175,0.00004942318,0.94269824,0.05382738,0.00013287777,0.0014937638,0.00013753683],"about_ca_topic_score_codex":0.000062709965,"about_ca_topic_score_gemma":0.00017976621,"teacher_disagreement_score":0.5173012,"about_ca_system_score_codex":0.0001229234,"about_ca_system_score_gemma":0.000121962235,"threshold_uncertainty_score":0.413502},"labels":[],"label_agreement":null},{"id":"W3204862474","doi":"10.3390/en14196154","title":"Evaluation of Reservoir Quality and Forecasted Production Variability along a Multi-Fractured Horizontal Well. Part 1: Reservoir Characterization","year":2021,"lang":"en","type":"article","venue":"Energies","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Calgary","funders":"Natural Sciences and Engineering Research Council of Canada; University of Calgary","keywords":"Petrophysics; Reservoir modeling; Geology; Facies; Dolomite; Siltstone; Permeability (electromagnetism); Petrology; Reservoir simulation; Compaction; Tight gas; Petroleum engineering; Saturation (graph theory); Hydraulic fracturing; Well logging; Soil science; Porosity; Geotechnical engineering; Mineralogy; Geomorphology; Mathematics","score_opus":0.04247268134623283,"score_gpt":0.28530573230287576,"score_spread":0.24283305095664293,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3204862474","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99604833,0.00053067907,0.0018332737,0.00034218674,0.00049356336,0.0001827566,0.000023013365,0.00015614422,0.0003900313],"genre_scores_gemma":[0.998181,0.00022716093,0.00072367716,0.000007668747,0.00021147067,0.00005077085,0.00035025136,0.00002700895,0.00022098435],"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9975538,0.0006577001,0.0005282296,0.000382791,0.00066170626,0.00021573635],"domain_scores_gemma":[0.998524,0.00010039361,0.00012692067,0.00054195954,0.00063576247,0.000070947906],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0026879392,0.00019182793,0.000341732,0.000109311266,0.000109786044,0.000047938283,0.0001024552,0.00015855509,0.0000998916],"category_scores_gemma":[0.0015088217,0.00017977737,0.00009507402,0.00040052642,0.00006796589,0.00034505033,0.00006678768,0.00018216344,0.0000028903619],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00003844296,0.00013057445,0.005094402,0.00033469312,0.0003120475,0.000003114816,0.0011378849,0.8537645,0.13174202,0.000019790288,0.00018086334,0.0072416775],"study_design_scores_gemma":[0.0009539041,0.00003497373,0.25379834,0.00013283863,0.00036713827,0.000008894875,0.00045474782,0.34169132,0.39805722,0.00032258185,0.003765359,0.00041269435],"about_ca_topic_score_codex":0.000200756,"about_ca_topic_score_gemma":0.0006648659,"teacher_disagreement_score":0.5120732,"about_ca_system_score_codex":0.00012472615,"about_ca_system_score_gemma":0.00008661617,"threshold_uncertainty_score":0.73311085},"labels":[],"label_agreement":null},{"id":"W3205851034","doi":"10.1115/omae2021-62956","title":"Experimental, Numerical, and Statistical Investigation of Two Phase Flow in a Cylindrical Perforation Tunnel","year":2021,"lang":"en","type":"article","venue":"Volume 10: Petroleum Technology","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Perforation; Petroleum engineering; Volumetric flow rate; Fluent; Computer simulation; Flow (mathematics); Fluid dynamics; Drilling fluid; Permeability (electromagnetism); Mechanics; Viscosity; Volume of fluid method; Numerical analysis; Materials science; Engineering; Mechanical engineering; Drilling; Simulation; Mathematics; Chemistry; Composite material","score_opus":0.008514756133279547,"score_gpt":0.25162364616086313,"score_spread":0.2431088900275836,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3205851034","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9291561,0.00079726055,0.06912431,0.00047940123,0.00005235208,0.00004144789,0.000012846067,0.00016935237,0.00016692241],"genre_scores_gemma":[0.9919536,0.000037334365,0.0077606956,0.000015395948,0.000025609801,0.000030372914,0.00005684547,0.000019709794,0.000100441175],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99902505,0.00004162977,0.0003286294,0.00024681282,0.00013587305,0.00022201281],"domain_scores_gemma":[0.9995913,0.0000361026,0.000036241137,0.00022710672,0.000038112958,0.000071172],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00008772549,0.00013645882,0.00030836515,0.0003381587,0.000038396178,0.000017977873,0.00009079545,0.00017572228,0.00027963583],"category_scores_gemma":[0.000091873386,0.00014222888,0.000034570494,0.00050396315,0.00015662552,0.000077854136,0.00005516642,0.0002667588,0.000022870063],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000084588086,0.0007417661,0.024844447,0.0002625097,0.0002566126,0.00033569094,0.0009467909,0.5488731,0.39987698,0.000624343,0.0025376857,0.02061548],"study_design_scores_gemma":[0.0012071914,0.000139246,0.0009610515,0.000020860018,0.00002357026,0.000027378597,0.00028822984,0.91684186,0.079343036,0.00032427287,0.0006762598,0.0001470458],"about_ca_topic_score_codex":0.000038987182,"about_ca_topic_score_gemma":0.000025086392,"teacher_disagreement_score":0.36796877,"about_ca_system_score_codex":0.000074239404,"about_ca_system_score_gemma":0.000033400713,"threshold_uncertainty_score":0.57999253},"labels":[],"label_agreement":null},{"id":"W3206788029","doi":"10.1155/2021/6613410","title":"Development of Production-Forecasting Model Based on the Characteristics of Production Decline Analysis Using the Reservoir and Hydraulic Fracture Parameters in Montney Shale Gas Reservoir, Canada","year":2021,"lang":"en","type":"article","venue":"Geofluids","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Geological Survey of Canada","funders":"National Research Foundation of Korea; Ministry of Science and ICT, South Korea; Ministry of Trade, Industry and Energy; Korea Institute of Energy Technology Evaluation and Planning; Ministry of Science, ICT and Future Planning; National Research Foundation","keywords":"Hydraulic fracturing; Shale gas; Oil shale; Production (economics); Mathematics; Exponent; Production rate; Petroleum engineering; Hydrology (agriculture); Geotechnical engineering; Algorithm; Statistics; Geology; Engineering; Economics; Industrial engineering","score_opus":0.02537367471323691,"score_gpt":0.22350326660455488,"score_spread":0.19812959189131799,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3206788029","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99016863,0.00025913524,0.006890605,0.0023175322,0.000105532476,0.00016821208,0.000013342763,0.000019784073,0.00005721675],"genre_scores_gemma":[0.9950146,0.000060749575,0.0046032425,0.000112288406,0.00005487863,0.00001933767,0.00004677538,0.000025456351,0.0000626852],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9980469,0.000117239026,0.00066422025,0.0003445979,0.00051642006,0.00031064608],"domain_scores_gemma":[0.99873203,0.00017337396,0.00014810076,0.00068164954,0.00020259016,0.0000622808],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000886003,0.00021983785,0.00043588196,0.00022754747,0.00019752955,0.000029192728,0.00023020814,0.00008923199,0.000015097982],"category_scores_gemma":[0.00071007496,0.00014772307,0.00010355885,0.0013475951,0.000071505565,0.00007371237,0.00008563628,0.00035260944,1.4370649e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000022282671,0.00003563551,0.0041805897,0.00013338985,0.00029809788,0.0000064840683,0.0008136206,0.9915215,0.0021889026,8.9870025e-7,0.00020787101,0.00059077144],"study_design_scores_gemma":[0.00009516839,0.0000066421508,0.007659236,0.0001298163,0.00021816647,0.0000031338116,0.00043717044,0.93949944,0.051459488,0.00002242568,0.00031481174,0.00015451027],"about_ca_topic_score_codex":0.021752361,"about_ca_topic_score_gemma":0.1032602,"teacher_disagreement_score":0.08150784,"about_ca_system_score_codex":0.00018155156,"about_ca_system_score_gemma":0.00035830922,"threshold_uncertainty_score":0.9847619},"labels":[],"label_agreement":null},{"id":"W3207448509","doi":"10.1016/j.petrol.2021.109649","title":"Dynamic effective permeability of a laminated structure with cross flow in the transient flow process and its application to reservoir simulation","year":2021,"lang":"en","type":"article","venue":"Journal of Petroleum Science and Engineering","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Permeability (electromagnetism); Mechanics; Anisotropy; Computer simulation; Materials science; Grid; Flow (mathematics); Fluid dynamics; Transient (computer programming); Geology; Computer science; Physics; Chemistry","score_opus":0.0026329436267841537,"score_gpt":0.23374882996871887,"score_spread":0.23111588634193472,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3207448509","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.97744215,0.00025523704,0.022090876,0.00009327183,0.00002681229,0.00007197026,0.000003189915,0.00000786062,0.000008606437],"genre_scores_gemma":[0.9995329,0.00001633174,0.0004206922,0.000005114839,0.000013257651,0.000003546974,6.7347355e-7,0.000006179496,0.0000013174059],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99918467,0.00001530022,0.00019352071,0.00012070248,0.000346071,0.00013971097],"domain_scores_gemma":[0.9994974,0.000065443135,0.00003614262,0.00009448457,0.0002446099,0.00006187648],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005701826,0.00008621134,0.00016418872,0.00018566404,0.00005309478,0.00004985957,0.00012965428,0.000033450044,0.0000011300083],"category_scores_gemma":[0.00014105764,0.00005615595,0.000020482157,0.00071603816,0.000038640606,0.00025302934,0.0000112787075,0.00019053613,5.359433e-8],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000014357027,0.000009098381,0.00047127105,0.00016622152,0.000011293391,0.000005823912,0.0017125168,0.96580577,0.030652644,5.8714386e-7,1.4651403e-7,0.0011502663],"study_design_scores_gemma":[0.0001936759,0.000053502696,0.11076554,0.00007860338,0.0000145814465,0.000033440367,0.00019276905,0.8840078,0.004583913,0.0000058731007,0.00001206614,0.000058213165],"about_ca_topic_score_codex":0.0000024837925,"about_ca_topic_score_gemma":0.000027585818,"teacher_disagreement_score":0.11029427,"about_ca_system_score_codex":0.00006876339,"about_ca_system_score_gemma":0.000033725333,"threshold_uncertainty_score":0.2289973},"labels":[],"label_agreement":null},{"id":"W3207488165","doi":"10.2118/203921-ms","title":"Coupled Poroelastic Modeling to Characterize the 4.18-Magnitude Earthquake Due to Hydraulic Fracturing in the East Shale Basin of Western Canada","year":2021,"lang":"en","type":"article","venue":"SPE Reservoir Simulation Conference","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Poromechanics; Hydraulic fracturing; Geology; Induced seismicity; Seismology; Pore water pressure; Geotechnical engineering; Hydrogeology; Structural basin; Permeability (electromagnetism); Fault (geology); Petrology; Geomorphology; Porosity; Porous medium","score_opus":0.034945644740990336,"score_gpt":0.2523025245232464,"score_spread":0.2173568797822561,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3207488165","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.92454123,0.00007490114,0.07079939,0.0033386797,0.00015332109,0.0002994663,0.000025009325,0.000044580618,0.0007234333],"genre_scores_gemma":[0.9989735,0.000019236564,0.00016190624,0.00048813815,0.00012415079,0.00003130664,0.000036863526,0.000031774736,0.0001331221],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9978816,0.00016508574,0.0005598059,0.00033123637,0.00064304227,0.00041925083],"domain_scores_gemma":[0.99828243,0.00046671816,0.000066502354,0.00071063975,0.00031755574,0.00015615096],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004280435,0.00025224546,0.00040551563,0.00013840235,0.00012614802,0.00014040717,0.0005784301,0.00008279265,0.00023621118],"category_scores_gemma":[0.0005093491,0.00018297693,0.00007820161,0.00082161924,0.00001992763,0.00014745003,0.00012211883,0.0003769638,0.000028390188],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000016352174,0.00002041785,0.0015117646,0.00006932262,0.000039439932,0.000047412323,0.0012840299,0.9957037,0.0003631789,0.000003698947,0.000028237882,0.0009124437],"study_design_scores_gemma":[0.00021132124,0.000016030972,0.05939659,0.00017739608,0.000025127629,0.000006734731,0.0004833272,0.9375754,0.00045107916,0.000027640113,0.0014182387,0.00021110015],"about_ca_topic_score_codex":0.05305964,"about_ca_topic_score_gemma":0.34868228,"teacher_disagreement_score":0.29562265,"about_ca_system_score_codex":0.00012175417,"about_ca_system_score_gemma":0.00032781606,"threshold_uncertainty_score":0.9532461},"labels":[],"label_agreement":null},{"id":"W3207849014","doi":"10.1115/omae2021-62654","title":"Buoyant Miscible Jets in the Plug and Abandonment of Oil and Gas Wells","year":2021,"lang":"en","type":"article","venue":"Volume 10: Petroleum Technology","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Université Laval","funders":"","keywords":"Casing; Spark plug; Petroleum engineering; Jet (fluid); Annulus (botany); Buoyancy; Mechanics; Environmental science; Materials science; Work (physics); Geology; Mechanical engineering; Engineering; Composite material","score_opus":0.0038288840172904202,"score_gpt":0.18436562315568522,"score_spread":0.1805367391383948,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3207849014","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.98553634,0.0057565216,0.00017127374,0.005870211,0.00003749747,0.000016253814,0.000004800128,0.00009020604,0.0025168993],"genre_scores_gemma":[0.9948467,0.0027270403,0.00023228492,0.000028295595,0.000021272446,0.000015213525,0.000003330488,0.0000136890285,0.0021121975],"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","domain_scores_codex":[0.9991954,0.000027685717,0.000210317,0.00020202681,0.00012351778,0.00024107943],"domain_scores_gemma":[0.99954194,0.00003890046,0.00002973731,0.00034057943,0.00001738817,0.000031473926],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00016455028,0.00012405397,0.00026465522,0.0003175829,0.000040089457,0.00001856851,0.00016048373,0.00015917215,0.000075958946],"category_scores_gemma":[0.000050151168,0.00009573275,0.000039175524,0.0004047617,0.00013552555,0.000030075009,0.000089332985,0.00024178052,0.000011079591],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000103595274,0.000897423,0.14513925,0.0023379491,0.0015862423,0.0021681057,0.004997981,0.46083736,0.07779035,0.0010822249,0.014598133,0.2884614],"study_design_scores_gemma":[0.004261895,0.00034796732,0.030287791,0.00035802618,0.00028955765,0.0008624615,0.0036375495,0.2857853,0.100478314,0.0024384544,0.57015777,0.0010949437],"about_ca_topic_score_codex":0.00012776302,"about_ca_topic_score_gemma":0.00019231283,"teacher_disagreement_score":0.55555964,"about_ca_system_score_codex":0.000028677008,"about_ca_system_score_gemma":0.000017152437,"threshold_uncertainty_score":0.39038682},"labels":[],"label_agreement":null},{"id":"W3207918674","doi":"10.1115/omae2021-62915","title":"Investigation of Multiphase Flow in Porous Media Around Perforation Tunnel Near Wellbore Region, Experimental and Numerical Study","year":2021,"lang":"en","type":"article","venue":"Volume 10: Petroleum Technology","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Porous medium; Multiphase flow; Permeability (electromagnetism); Materials science; Fluid dynamics; Volumetric flow rate; Porosity; Pressure drop; Perforation; Turbulence; Mechanics; Geotechnical engineering; Two-phase flow; Volume of fluid method; Flow (mathematics); Petroleum engineering; Geology; Composite material; Chemistry","score_opus":0.009800853410788204,"score_gpt":0.21485152122377094,"score_spread":0.20505066781298273,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3207918674","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99366724,0.0010191917,0.004384234,0.00049373996,0.00008746149,0.00008512336,0.0000031573738,0.0002072654,0.000052575586],"genre_scores_gemma":[0.9982601,0.000023203895,0.0014696826,0.000011885441,0.000033306384,0.00003808147,0.0000360164,0.000026447397,0.0001012787],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99890584,0.00005366557,0.00035720793,0.00029804706,0.00016425227,0.000221018],"domain_scores_gemma":[0.99947166,0.000029121687,0.00005637084,0.00032563243,0.00005326245,0.00006395502],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00010658017,0.00016815827,0.00033494423,0.00034036973,0.00006477723,0.000026226951,0.00012392562,0.00022117456,0.000051021125],"category_scores_gemma":[0.000101786616,0.00017461898,0.000040232477,0.0005903783,0.00015364258,0.00011370622,0.00006701255,0.00028156184,0.000012614526],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00005360634,0.00045645022,0.3475323,0.000089065456,0.00020971379,0.00046138765,0.0047909813,0.60698724,0.034199644,0.000013228698,0.0007623977,0.0044439537],"study_design_scores_gemma":[0.0012686197,0.00019487376,0.012526161,0.000027271888,0.000038408376,0.000054987766,0.0060838102,0.9527808,0.026305929,0.00007323526,0.00042333506,0.00022256385],"about_ca_topic_score_codex":0.00013245003,"about_ca_topic_score_gemma":0.00010282473,"teacher_disagreement_score":0.34579355,"about_ca_system_score_codex":0.000092413946,"about_ca_system_score_gemma":0.00003500283,"threshold_uncertainty_score":0.71207553},"labels":[],"label_agreement":null},{"id":"W3207927074","doi":"10.2118/206635-ms","title":"Field Testing of the Flowback Technology for Multistage-Fractured Horizontal Wells: Generalization to Find an Optimum Balance Between Aggressive and Smooth Scenarios","year":2021,"lang":"en","type":"article","venue":"SPE Russian Petroleum Technology Conference","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Optech (Canada)","funders":"","keywords":"Geomechanics; Hydraulic fracturing; Petroleum engineering; Fracture (geology); Geology; Rheology; Pressure drop; Tight gas; Geotechnical engineering; Mechanics; Materials science","score_opus":0.0107304707156169,"score_gpt":0.2374821085406584,"score_spread":0.2267516378250415,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3207927074","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8744075,0.0008710225,0.11643903,0.006887398,0.00018646127,0.00027041437,0.00007547471,0.00040451883,0.0004581883],"genre_scores_gemma":[0.9759225,0.000076629134,0.023607519,0.000051910014,0.000070211674,0.00004222683,0.00002121313,0.00003218731,0.00017559846],"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99867857,0.00002911765,0.00034076796,0.00042929285,0.00013420814,0.00038804844],"domain_scores_gemma":[0.99889654,0.00008925988,0.00015637193,0.0006564413,0.00011713569,0.00008423347],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000085922795,0.0002478844,0.00044615008,0.00032524654,0.00016355417,0.00004359835,0.00050167175,0.000502175,0.000027654387],"category_scores_gemma":[0.0004902681,0.00020511501,0.00006607681,0.0007494148,0.00015740804,0.0000807811,0.00018065775,0.0004341375,0.0000035105452],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00008805447,0.00021448558,0.2401973,0.00080901186,0.00089430215,0.00016184521,0.00094328495,0.29662192,0.2431002,0.0044072066,0.0007870567,0.21177535],"study_design_scores_gemma":[0.0015246763,0.000666736,0.020831773,0.00074502616,0.0002561642,0.00006831077,0.000562962,0.4375058,0.52517027,0.0041431664,0.007577211,0.000947887],"about_ca_topic_score_codex":0.00004316907,"about_ca_topic_score_gemma":0.00015182552,"teacher_disagreement_score":0.28207007,"about_ca_system_score_codex":0.000048675807,"about_ca_system_score_gemma":0.00008370193,"threshold_uncertainty_score":0.8364347},"labels":[],"label_agreement":null},{"id":"W3209599647","doi":"","title":"Simulating hydraulic fracturing using Finite-Discrete Element Method (FDEM): Effects of pre-existing joints and induced seismicity","year":2016,"lang":"en","type":"preprint","venue":"HAL (Le Centre pour la Communication Scientifique Directe)","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Geology; Induced seismicity; Hydraulic fracturing; Isotropy; Shear (geology); Fracture (geology); Geotechnical engineering; Finite element method; Homogeneous; Slippage; Stress field; Joint (building); Seismology; Structural engineering; Petrology; Engineering","score_opus":0.01732527938536417,"score_gpt":0.26689364776178237,"score_spread":0.24956836837641821,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3209599647","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.42549154,0.0005900336,0.569955,0.00029687682,0.00012537504,0.00030031803,0.000016254133,0.00020514899,0.0030194754],"genre_scores_gemma":[0.93173474,0.00016283907,0.067611545,0.000029077119,0.00004775785,0.000024971618,0.00004827186,0.00008563671,0.0002551346],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9949254,0.0025904188,0.0008522361,0.0007012266,0.00045040395,0.00048030872],"domain_scores_gemma":[0.99315155,0.00410019,0.0005935652,0.0013933942,0.00054876803,0.00021255286],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.003685061,0.0004903309,0.0007504045,0.00033724448,0.0002911586,0.0001853464,0.0006352723,0.0003898971,0.000026324884],"category_scores_gemma":[0.0025010542,0.00046024952,0.0002658077,0.00026214638,0.00009361924,0.00014677853,0.0011801429,0.00086326286,0.0000029627422],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000017801804,0.00017164825,0.00186967,0.004761209,0.00096591795,0.0000140788015,0.013298097,0.8472514,0.064531706,0.00022169456,0.00003393734,0.066862844],"study_design_scores_gemma":[0.00035220615,4.4517768e-7,0.0014851897,0.0045185173,0.0001372245,0.0000027954245,0.000028930981,0.6888881,0.30317724,0.00073671486,0.00028743639,0.00038520765],"about_ca_topic_score_codex":0.0018487053,"about_ca_topic_score_gemma":0.00013598547,"teacher_disagreement_score":0.5062432,"about_ca_system_score_codex":0.0001823948,"about_ca_system_score_gemma":0.00008164108,"threshold_uncertainty_score":0.99978495},"labels":[],"label_agreement":null},{"id":"W3209939125","doi":"10.1007/s13202-021-01326-8","title":"A new assessment of perforation skin factor for vertical perforated wells in near-wellbore region","year":2021,"lang":"en","type":"article","venue":"Journal of Petroleum Exploration and Production Technology","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":12,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Memorial University of Newfoundland","funders":"Qatar National Research Fund; Fonds National de la Recherche Luxembourg; Qatar Foundation","keywords":"Casing; Perforation; Wellbore; Pressure gradient; Geology; Completion (oil and gas wells); Petroleum engineering; Flow (mathematics); Borehole; Skin effect; Oil well; Geotechnical engineering; Mechanics; Engineering; Mechanical engineering","score_opus":0.014934728572173473,"score_gpt":0.2573369232295048,"score_spread":0.24240219465733132,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3209939125","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.704503,0.00064456434,0.2809367,0.0133242095,0.0004211216,0.00008656326,0.0000012628457,0.000041430198,0.00004118819],"genre_scores_gemma":[0.9947923,0.00094063283,0.003969177,0.000009528475,0.0001377206,0.0000051165102,0.000005913823,0.000011160817,0.00012848008],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9991517,0.00003414748,0.00044773563,0.00012499075,0.0001327024,0.00010868759],"domain_scores_gemma":[0.99945986,0.000018636973,0.0001078915,0.00012472464,0.00024598849,0.000042901152],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00016073645,0.000091240465,0.00025091835,0.00037702543,0.000044792643,0.000025958396,0.0000551253,0.00014660982,0.000021037713],"category_scores_gemma":[0.00013155588,0.00008164153,0.00006063468,0.00042363585,0.00003343622,0.00031417466,0.0000101064,0.0002540417,6.0713535e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00010451755,0.00013331657,0.004641268,0.00023345674,0.00014329393,0.000015113345,0.00079110503,0.8945865,0.042218376,0.00018933695,0.0018207802,0.05512291],"study_design_scores_gemma":[0.0019353303,0.0007011219,0.0058721793,0.00017831585,0.000120299825,0.00021040448,0.0020815453,0.4986142,0.4717302,0.0023828822,0.01589721,0.00027633624],"about_ca_topic_score_codex":0.0000035192904,"about_ca_topic_score_gemma":0.000023376902,"teacher_disagreement_score":0.42951182,"about_ca_system_score_codex":0.00007340632,"about_ca_system_score_gemma":0.00010189715,"threshold_uncertainty_score":0.3329245},"labels":[],"label_agreement":null},{"id":"W3209979609","doi":"10.2118/0921-0037-jpt","title":"Work With Chemical Additives Advances Understanding of Relative Permeability Shifts","year":2021,"lang":"en","type":"article","venue":"Journal of Petroleum Technology","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Imbibition; Petroleum engineering; Permeability (electromagnetism); Relative permeability; Siltstone; Hydraulic fracturing; Geology; Sorptivity; Petroleum reservoir; Tight oil; Well stimulation; Oil shale; Reservoir engineering; Geotechnical engineering; Structural basin; Petroleum; Chemistry; Facies; Paleontology; Porosity","score_opus":0.008367808428762983,"score_gpt":0.2163894636738855,"score_spread":0.20802165524512253,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3209979609","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9055342,0.0045209974,0.085627414,0.0013008415,0.0001159817,0.000020303074,0.000004985047,0.00008185457,0.0027934327],"genre_scores_gemma":[0.9963078,0.0002853669,0.003307331,0.000004339521,0.0000459591,0.0000012125611,0.0000010411604,0.00001286351,0.00003410793],"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99913186,0.00002678425,0.0003514671,0.00011033496,0.00020134536,0.00017822853],"domain_scores_gemma":[0.9993518,0.00012803818,0.00017124985,0.00017779904,0.000120905424,0.000050195107],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001390671,0.000115570205,0.00040139974,0.00027400296,0.000030416853,0.000007699641,0.00016542868,0.00015723347,0.00006058996],"category_scores_gemma":[0.00018414356,0.00008645979,0.0001259926,0.00054990535,0.00022168158,0.00015947792,0.00003106023,0.00056388567,0.0000012760362],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0005769805,0.00062716677,0.0776919,0.0007594929,0.004782804,0.0014704001,0.0018834304,0.8457187,0.050543014,0.0039295475,0.0011260115,0.010890595],"study_design_scores_gemma":[0.0067154802,0.0018325357,0.01694456,0.0037631502,0.0015668242,0.0018272768,0.030901305,0.013857317,0.8377532,0.059244577,0.023718765,0.0018750096],"about_ca_topic_score_codex":4.289659e-7,"about_ca_topic_score_gemma":0.000005718268,"teacher_disagreement_score":0.8318613,"about_ca_system_score_codex":0.0001733245,"about_ca_system_score_gemma":0.000046916706,"threshold_uncertainty_score":0.35257277},"labels":[],"label_agreement":null},{"id":"W3211643867","doi":"10.7185/gold2021.5977","title":"Geochemical Evaluation of Flowback and Produced Water from Five Hydraulically-Fractured Wells in the Niobrara Formation, Denver-Julesburg Basin, CO, USA: A 228 Day Field Study","year":2021,"lang":"en","type":"article","venue":"Goldschmidt2021 abstracts","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"ConocoPhillips (Canada)","funders":"","keywords":"Geology; Structural basin; Geochemistry; Hydrology (agriculture); Formation water; Petroleum engineering; Mining engineering; Geomorphology; Geotechnical engineering","score_opus":0.012809284902755964,"score_gpt":0.24935662782989784,"score_spread":0.23654734292714188,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3211643867","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9955507,0.0004514294,0.00010327323,0.0011988989,0.00013041418,0.0003751544,0.000015255517,0.000033630375,0.0021412447],"genre_scores_gemma":[0.99902433,0.00006815562,0.000109669156,0.00028464195,0.00015523998,0.00004753097,0.00020111118,0.000021429367,0.000087908214],"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9974743,0.00032053184,0.0006737642,0.0003960812,0.000792563,0.0003427633],"domain_scores_gemma":[0.99859923,0.00038862313,0.00008498491,0.0006263148,0.00020464748,0.00009622761],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001263845,0.0002628099,0.00041828683,0.00011228049,0.00007467336,0.000112751644,0.0002343279,0.00021221973,0.0006893677],"category_scores_gemma":[0.00043443227,0.00018147753,0.00011029938,0.0002505985,0.000035214787,0.00031932836,0.00006726502,0.00048543097,0.00006765973],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00015442005,0.0018512498,0.020845642,0.0004713142,0.0012555816,0.000514536,0.060690295,0.6720659,0.20288901,0.0000032389642,0.022785524,0.01647328],"study_design_scores_gemma":[0.001785812,0.00006156621,0.20633268,0.00010926233,0.00037907663,0.000016560898,0.0020093787,0.02431313,0.75974435,0.00022756927,0.0046091625,0.00041148058],"about_ca_topic_score_codex":0.00054615334,"about_ca_topic_score_gemma":0.00057331333,"teacher_disagreement_score":0.64775276,"about_ca_system_score_codex":0.00006530768,"about_ca_system_score_gemma":0.000055216737,"threshold_uncertainty_score":0.7548093},"labels":[],"label_agreement":null},{"id":"W3212090675","doi":"10.2118/208573-pa","title":"Analyzing the Impacts of Meshing and Grid Alignment in Dual-Porosity Dual-Permeability Upscaling","year":2021,"lang":"en","type":"article","venue":"SPE Reservoir Evaluation & Engineering","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":12,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Grid; Discretization; Fracture (geology); Permeability (electromagnetism); Computer science; Porosity; Tight gas; Geology; Reservoir simulation; Mechanics; Petroleum engineering; Biological system; Geometry; Hydraulic fracturing; Geotechnical engineering; Mathematics; Physics; Mathematical analysis","score_opus":0.016431795936619913,"score_gpt":0.2648013079291129,"score_spread":0.24836951199249296,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3212090675","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.98874146,0.0053985976,0.004504945,0.0005190682,0.00023269173,0.00022499189,0.000008590275,0.00010065061,0.00026902606],"genre_scores_gemma":[0.9980772,0.000779584,0.0008821555,0.000008299741,0.00015165801,0.000025846171,0.000027883632,0.000035214256,0.000012170666],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99785465,0.0001716441,0.00061949133,0.00032748093,0.00062254147,0.00040420043],"domain_scores_gemma":[0.9987976,0.00029577356,0.000074327516,0.00053884793,0.0001690088,0.00012441953],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002844451,0.00024406874,0.00040316308,0.00021797979,0.000089963716,0.00008448874,0.000112744594,0.00011586122,0.00009742508],"category_scores_gemma":[0.0008878526,0.00020758586,0.00013351395,0.0007553052,0.000035238114,0.00025645713,0.00012556625,0.00037520184,0.0000031398017],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000003960604,0.000021570679,0.005201415,0.00021369845,0.0001176856,0.000014465631,0.0007399675,0.9714705,0.02149427,0.000020315321,0.000040771447,0.00066139566],"study_design_scores_gemma":[0.00045042313,0.000011389434,0.04719329,0.0002405391,0.00012149182,0.000018617977,0.00031538453,0.9021897,0.04876933,0.0001246024,0.00031538232,0.0002498707],"about_ca_topic_score_codex":0.00020805692,"about_ca_topic_score_gemma":0.00028094774,"teacher_disagreement_score":0.0692808,"about_ca_system_score_codex":0.0003185502,"about_ca_system_score_gemma":0.00007530197,"threshold_uncertainty_score":0.8465106},"labels":[],"label_agreement":null},{"id":"W3212771024","doi":"10.1115/1.4052912","title":"Semi-Analytical Model for the Transient Analysis of the Pressure in Vertically Fractured Wells in Reservoirs Considering the Influence of Natural Fractures","year":2021,"lang":"en","type":"article","venue":"Journal of Energy Resources Technology","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Regina","funders":"","keywords":"Geology; Fracture (geology); Fluid dynamics; Hydraulic fracturing; Fluid pressure; Mechanics; Flow (mathematics); Petroleum engineering; Geotechnical engineering","score_opus":0.005670687083819046,"score_gpt":0.227125617907842,"score_spread":0.22145493082402296,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3212771024","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.98245776,0.0071562734,0.004735095,0.0054615154,0.000048861555,0.00006215011,0.0000063809516,0.0000124184235,0.000059554714],"genre_scores_gemma":[0.99926054,0.00031050117,0.0001781236,0.00014857457,0.00002066072,0.0000066940665,6.7184703e-7,0.000015296471,0.00005892645],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9981613,0.000104397965,0.0009114116,0.00015757843,0.00038521993,0.0002800527],"domain_scores_gemma":[0.9980136,0.0008860348,0.00026356397,0.00057372666,0.00022736329,0.00003567286],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004976659,0.00017052694,0.00068840437,0.0006406005,0.000059879592,0.000017912937,0.00086288375,0.0002767213,0.000011060306],"category_scores_gemma":[0.00080822385,0.000084173495,0.00050151703,0.0019108898,0.00030903495,0.00005952456,0.000101270285,0.0008607065,3.92931e-8],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000058470057,0.00004000325,0.002733364,0.00003404065,0.0017460397,0.000013797471,0.0008043515,0.9908359,0.003358841,0.00010250939,0.00007095093,0.00020175437],"study_design_scores_gemma":[0.00036848005,0.000022354481,0.024091408,0.00010854996,0.0012423159,0.00001656359,0.00042050716,0.95537025,0.013013038,0.0005678475,0.0046810852,0.00009762607],"about_ca_topic_score_codex":0.00010113197,"about_ca_topic_score_gemma":0.0015293909,"teacher_disagreement_score":0.035465654,"about_ca_system_score_codex":0.000041051222,"about_ca_system_score_gemma":0.00006706581,"threshold_uncertainty_score":0.37393892},"labels":[],"label_agreement":null},{"id":"W3213238662","doi":"10.2118/205538-ms","title":"Well Performance Evaluation of Carbonate Reservoirs After a Novel Hybrid Volume Stimulation Treatment","year":2021,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Regina","funders":"","keywords":"Carbonate; Fracture (geology); Geology; Sichuan basin; Hydraulic fracturing; Petroleum engineering; Complex fracture; Materials science; Geotechnical engineering; Geochemistry; Metallurgy","score_opus":0.016488495369217444,"score_gpt":0.23709844324131565,"score_spread":0.2206099478720982,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3213238662","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9826632,0.0004305657,0.0019135325,0.00006524781,0.00009267,0.00008895198,0.0000058925743,0.0000675428,0.014672354],"genre_scores_gemma":[0.99692804,0.000098593955,0.0004571192,0.000007734566,0.000044033834,0.000032064178,0.00004123447,0.000016530857,0.0023746318],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99911374,0.000027407475,0.00021299902,0.00014778961,0.00035485986,0.00014319854],"domain_scores_gemma":[0.99944997,0.000017593946,0.000023713097,0.00027958894,0.00018449523,0.000044616107],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002005722,0.0001122879,0.00016098196,0.00008149679,0.000024677242,0.000014714248,0.000048542144,0.000038935723,0.0008371298],"category_scores_gemma":[0.000016822472,0.00009438028,0.00008940458,0.00016743793,0.00001256912,0.00010004745,0.000015412483,0.000052043473,0.000040482257],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00000843549,0.000042598153,0.0026137915,0.000032346292,0.00010763853,0.0000025121697,0.000117782256,0.9930118,0.00094146555,4.678777e-7,0.000064491855,0.0030566922],"study_design_scores_gemma":[0.0005202138,0.00002476892,0.025932392,0.000022382734,0.00015178534,0.0000026541081,0.000026387279,0.93513066,0.036522686,0.0000065950035,0.0015590563,0.00010042036],"about_ca_topic_score_codex":0.00012258362,"about_ca_topic_score_gemma":0.000109220404,"teacher_disagreement_score":0.05788112,"about_ca_system_score_codex":0.00017008242,"about_ca_system_score_gemma":0.000044670498,"threshold_uncertainty_score":0.9165984},"labels":[],"label_agreement":null},{"id":"W3213888940","doi":"10.1016/j.petrol.2021.109801","title":"Semianalytical model of complex fracture growth in vertical wells based on boundary element theory","year":2021,"lang":"en","type":"article","venue":"Journal of Petroleum Science and Engineering","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Regina","funders":"","keywords":"Hydraulic fracturing; Superposition principle; Fracture (geology); Mechanics; Geology; Boundary value problem; Boundary element method; Petroleum engineering; Geotechnical engineering; Permeability (electromagnetism); Finite element method; Structural engineering; Mathematics; Engineering; Chemistry; Mathematical analysis","score_opus":0.007767443506547262,"score_gpt":0.2153351008553266,"score_spread":0.20756765734877933,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3213888940","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8220954,0.00037376015,0.17551406,0.00079780864,0.00013056221,0.000022124632,0.0000027338936,0.00002087499,0.001042664],"genre_scores_gemma":[0.9981846,0.00006298916,0.0015602638,0.00012489062,0.000046965415,4.785302e-7,4.9292095e-7,0.0000101959,0.000009128863],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9986581,0.000015123092,0.00036454262,0.000119394164,0.00058300624,0.0002597877],"domain_scores_gemma":[0.99945015,0.000107628664,0.00002991277,0.00012236772,0.00012669292,0.00016325995],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008969802,0.000118646094,0.00028774803,0.00042037602,0.000037862657,0.000048224843,0.00018397855,0.000051923234,0.000028913391],"category_scores_gemma":[0.00022158497,0.00009592219,0.00008891569,0.00041789195,0.00008807416,0.0001634939,0.00002530626,0.0003731493,7.482309e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00001155857,0.0000325599,0.0002932956,0.00006370337,0.000022365244,0.000038256254,0.00006561329,0.97304547,0.026151543,0.00009212059,0.00006903615,0.00011445075],"study_design_scores_gemma":[0.00029942143,0.000041952364,0.00348946,0.00011702875,0.00002786179,0.000014281885,0.000056085864,0.9771842,0.018359635,0.000088048,0.0002254426,0.00009659859],"about_ca_topic_score_codex":0.0000022712636,"about_ca_topic_score_gemma":0.0000011824526,"teacher_disagreement_score":0.17608917,"about_ca_system_score_codex":0.00013369972,"about_ca_system_score_gemma":0.00015673957,"threshold_uncertainty_score":0.39115933},"labels":[],"label_agreement":null},{"id":"W3214918539","doi":"","title":"Factors affecting the conformity of multi-cluster hydraulic fracture height and length using the plug-perf system - a case study in Kaybob Duvernay source rocks","year":2021,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Waterloo; University of Calgary","funders":"","keywords":"Geology; Hydraulic fracturing; Spark plug; Conformity; Fracture (geology); Petroleum engineering; Geotechnical engineering; Hydrology (agriculture); Mining engineering; Engineering; Law; Mechanical engineering","score_opus":0.020692907493223476,"score_gpt":0.24642813785936873,"score_spread":0.22573523036614526,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3214918539","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9843672,0.00060968776,0.014162357,0.00006713062,0.000101284604,0.00032981962,0.000002432818,0.00009693286,0.0002631762],"genre_scores_gemma":[0.9996371,0.000009795724,0.000038086917,0.00005549613,0.000054811433,0.000005996557,0.0000016074098,0.00003374305,0.00016332488],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9985656,0.00022662742,0.00040288,0.0002524129,0.00025135934,0.000301097],"domain_scores_gemma":[0.9988228,0.00048287422,0.00008771,0.00048170442,0.00005126972,0.000073638366],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00047567632,0.00027387755,0.0004237288,0.0000890415,0.0002962389,0.000097106764,0.00018119885,0.00012914692,0.000024466965],"category_scores_gemma":[0.00007857691,0.00013647895,0.00013449581,0.00032846667,0.0000465997,0.0001300495,0.00013818927,0.00054311357,9.872258e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000038529324,0.000070348404,0.03676388,0.00018239487,0.00033651997,0.0002925627,0.020667959,0.9411778,0.0000991222,2.1881279e-7,0.000020676898,0.00038467612],"study_design_scores_gemma":[0.0008247985,0.00002094362,0.006972429,0.00010081136,0.00019971644,0.0005581482,0.1544818,0.83028877,0.005976699,3.226727e-7,0.000325401,0.00025019253],"about_ca_topic_score_codex":0.010551638,"about_ca_topic_score_gemma":0.007923445,"teacher_disagreement_score":0.13381383,"about_ca_system_score_codex":0.00010801647,"about_ca_system_score_gemma":0.000026519145,"threshold_uncertainty_score":0.9960372},"labels":[],"label_agreement":null},{"id":"W3215174492","doi":"10.2118/208481-ms","title":"Optimising Depth Selection on Section Milling Operation to Secure Sustained Casing Pressure During Plug and Abandonment Operation","year":2021,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"ConocoPhillips (Canada)","funders":"","keywords":"Casing; Spark plug; Borehole; Annulus (botany); Petrophysics; Petroleum engineering; Drilling; Perforation; Geology; Porosity; Mechanical engineering; Engineering; Materials science; Geotechnical engineering; Composite material","score_opus":0.004836359460549131,"score_gpt":0.20654925653191344,"score_spread":0.2017128970713643,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3215174492","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.85728145,0.000270875,0.14041318,0.0002548666,0.00019369484,0.00016923112,0.0000013801465,0.00024230692,0.0011730251],"genre_scores_gemma":[0.9956273,0.00013169156,0.0026832942,0.000057821613,0.00030769888,0.000015401343,0.000023842545,0.000033128872,0.0011198131],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99897176,0.0000492746,0.0002148226,0.00030836413,0.00021989223,0.00023587988],"domain_scores_gemma":[0.9996424,0.000022173404,0.000018312097,0.00013052253,0.000079034195,0.00010761006],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00012843397,0.00017481369,0.00016585464,0.00017154819,0.00034643817,0.00028038307,0.00003583774,0.00011458261,0.00008252765],"category_scores_gemma":[0.00003580431,0.00016777452,0.00004538519,0.00025795386,0.0000055415267,0.0002490462,0.000024807807,0.00020307301,0.0000053635486],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000016148644,0.000013439309,0.00027643336,0.00010578552,0.0000829947,0.000008598536,0.0009036005,0.91407824,0.083832465,0.000008772936,0.000066823515,0.00060670456],"study_design_scores_gemma":[0.00032328,0.000032807948,0.0013987261,0.000060231312,0.000048033296,0.000031222822,0.0003329616,0.64826435,0.34854642,0.000002803348,0.0007679049,0.00019122731],"about_ca_topic_score_codex":0.00011841012,"about_ca_topic_score_gemma":0.00053796923,"teacher_disagreement_score":0.26581386,"about_ca_system_score_codex":0.00018123313,"about_ca_system_score_gemma":0.000017175005,"threshold_uncertainty_score":0.6841646},"labels":[],"label_agreement":null},{"id":"W3217132854","doi":"10.1002/cjce.24328","title":"Evaluation of viscoelastic surfactant‐based diverting agent during the chemical treatment of sandstone reservoirs","year":2021,"lang":"en","type":"article","venue":"The Canadian Journal of Chemical Engineering","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":8,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Calcite; Carbonate; Permeability (electromagnetism); Viscoelasticity; Geology; Pulmonary surfactant; Petroleum engineering; Chemical agents; Chemical engineering; Mineralogy; Materials science; Chemistry; Composite material; Organic chemistry; Biochemical engineering; Engineering","score_opus":0.01558027967036921,"score_gpt":0.2205442343848151,"score_spread":0.2049639547144459,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3217132854","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.996987,0.0020941324,0.0004013176,0.00023250189,0.00013833168,0.00005921912,0.000007782109,0.000010008517,0.000069700574],"genre_scores_gemma":[0.99968934,0.000013796688,0.00014404053,0.000003828941,0.000113646754,0.0000030204578,0.000002994949,0.000023253851,0.0000060792236],"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99853945,0.00005036898,0.0005060659,0.00008564655,0.0005536143,0.0002648713],"domain_scores_gemma":[0.9988686,0.00020660264,0.00012149755,0.00026121124,0.00033031162,0.00021181884],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00058196776,0.00015231135,0.00032774903,0.00011196334,0.000054341763,0.000022474502,0.00024615062,0.00007510794,0.00007391431],"category_scores_gemma":[0.0005080101,0.00009755815,0.00023825058,0.00030771826,0.00006562673,0.0000465064,0.0000131158495,0.00023483235,7.5247857e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000005391288,0.000010273442,0.0001267504,0.000058877104,0.00022833969,0.000016802851,0.00030729675,0.741374,0.2576109,0.0000015794301,0.000009133396,0.000250636],"study_design_scores_gemma":[0.0004518877,0.000012104135,0.00045381577,0.00014192156,0.00031005254,0.00003316706,0.000032426815,0.31237882,0.6860349,0.000009727326,0.000060043836,0.000081126964],"about_ca_topic_score_codex":0.00057874294,"about_ca_topic_score_gemma":0.00022195363,"teacher_disagreement_score":0.42899522,"about_ca_system_score_codex":0.00059193507,"about_ca_system_score_gemma":0.00038699922,"threshold_uncertainty_score":0.39783058},"labels":[],"label_agreement":null},{"id":"W4200292969","doi":"10.1016/j.fuel.2021.122719","title":"Influence of different shut-in periods after fracturing on productivity of MFHW in Duvernay shale gas formation with high montmorillonite content","year":2021,"lang":"en","type":"article","venue":"Fuel","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":20,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"Natural Sciences and Engineering Research Council of Canada; Alberta Innovates - Technology Futures","keywords":"Montmorillonite; Oil shale; Permeability (electromagnetism); Clay minerals; Geology; Relative permeability; Petroleum engineering; Illite; Mineralogy; Chemistry; Geotechnical engineering; Porosity","score_opus":0.006591270748021632,"score_gpt":0.18622948549052734,"score_spread":0.17963821474250571,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4200292969","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9991291,0.00025122662,0.00023708845,0.00006273961,0.00003630784,0.000091466885,0.000006305302,0.000019643561,0.00016609908],"genre_scores_gemma":[0.99973756,0.000063286505,0.000071930306,0.000008948409,0.000021353817,0.000025080384,0.0000062410168,0.0000128471365,0.000052754905],"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","domain_scores_codex":[0.99919057,0.0000308669,0.00026379726,0.00014913881,0.00020618585,0.00015943649],"domain_scores_gemma":[0.9995805,0.000027442175,0.000054858105,0.00025441896,0.00005063889,0.000032137825],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000079117664,0.00012384208,0.00027628805,0.0001290922,0.00000956312,0.000009349997,0.0000702066,0.00004992142,0.000019576195],"category_scores_gemma":[0.000030858555,0.000095312666,0.000047959686,0.00019189437,0.000021830609,0.00016526911,0.000025319587,0.00017344834,0.0000018313254],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00009399081,0.00012364122,0.09872675,0.00057667034,0.000046060726,0.000039171922,0.0014099348,0.8914903,0.006980557,0.000005480976,0.000001820343,0.000505659],"study_design_scores_gemma":[0.00041114315,0.000054293094,0.8753195,0.0003630253,0.00001689002,0.0000022493314,0.00011095982,0.0077946372,0.115745805,0.00003563052,0.00003223615,0.00011367592],"about_ca_topic_score_codex":0.00037918886,"about_ca_topic_score_gemma":0.001412678,"teacher_disagreement_score":0.8836956,"about_ca_system_score_codex":0.00008350139,"about_ca_system_score_gemma":0.000010833382,"threshold_uncertainty_score":0.38867378},"labels":[],"label_agreement":null},{"id":"W4200352242","doi":"10.2118/208154-ms","title":"A Semi-Analytical Geomechanical Approach for Forecasting Production Performance in Multifractured Composite Systems","year":2021,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Geomechanics; Poromechanics; Fluid dynamics; Petroleum engineering; Matrix (chemical analysis); Reservoir engineering; Fracture (geology); Stress (linguistics); Flow (mathematics); Compressibility; Geology; Reservoir simulation; Geotechnical engineering; Porous medium; Mechanics; Computer science; Porosity; Petroleum; Materials science","score_opus":0.024316346380593108,"score_gpt":0.22566448755618979,"score_spread":0.20134814117559668,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4200352242","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.52509516,0.00037468813,0.4700595,0.00013970095,0.00036580392,0.0003604395,0.0000038654416,0.00027574823,0.0033251068],"genre_scores_gemma":[0.9931269,0.000023046023,0.0054659066,0.000013058736,0.00020993037,0.00007169935,0.00006372121,0.000026966825,0.00099874],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9988831,0.000026831802,0.00032431027,0.00029188258,0.0001633982,0.00031044934],"domain_scores_gemma":[0.9995383,0.000060011473,0.000023578059,0.00023123973,0.00007207947,0.00007475965],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002803384,0.00014796898,0.00030201208,0.00010974695,0.00006366209,0.00005523669,0.00008931886,0.00012213817,0.000011584352],"category_scores_gemma":[0.00009725141,0.00012488704,0.00010855716,0.00032651846,0.000011892138,0.00010962372,0.00002604935,0.00023255617,0.000004401902],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000009485182,0.000046556852,0.00045354263,0.0003921111,0.000080983875,0.0000051678244,0.000070536684,0.99665284,0.0010841715,0.000009981968,0.00017276431,0.0010218379],"study_design_scores_gemma":[0.00025179327,0.000010037955,0.00030745871,0.000047276866,0.000044208286,0.00004406617,0.0001252692,0.98984635,0.008100525,0.0000034499171,0.0010554697,0.00016410541],"about_ca_topic_score_codex":0.000023515553,"about_ca_topic_score_gemma":0.000016563119,"teacher_disagreement_score":0.4680318,"about_ca_system_score_codex":0.00009527104,"about_ca_system_score_gemma":0.000015762642,"threshold_uncertainty_score":0.50927454},"labels":[],"label_agreement":null},{"id":"W4200392918","doi":"10.1016/j.jngse.2021.104367","title":"Modifying rock compressibility to analyze the production data of non-volumetric gas and gas condensate reservoirs","year":2021,"lang":"en","type":"article","venue":"Journal of Natural Gas Science and Engineering","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Compressibility; Petroleum engineering; Aquifer; Material balance; Flow (mathematics); Mechanics; Work (physics); Current (fluid); Monte Carlo method; Environmental science; Geology; Geotechnical engineering; Thermodynamics; Mathematics; Process engineering; Groundwater; Engineering; Physics; Statistics","score_opus":0.019501413361946194,"score_gpt":0.26009534543135665,"score_spread":0.24059393206941046,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4200392918","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9918475,0.0038418334,0.0029868637,0.0007908275,0.00043027627,0.000054331966,0.0000024721544,0.000016310829,0.000029565741],"genre_scores_gemma":[0.9969665,0.00072306336,0.002123839,0.000013811723,0.00013648314,5.662959e-7,9.4370114e-7,0.000009012889,0.000025792291],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99856436,0.000018980276,0.000372319,0.00023838789,0.0005481408,0.00025783706],"domain_scores_gemma":[0.99883175,0.00010117621,0.00008808554,0.0004328103,0.0003861214,0.00016003082],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0014022258,0.00012873537,0.00028612802,0.00038945797,0.00014002896,0.00012074209,0.0004812686,0.00003868445,0.0000029107753],"category_scores_gemma":[0.0012502806,0.00008688561,0.000048448328,0.001636199,0.00007195028,0.0006224173,0.00024316339,0.00041627826,4.5989844e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00000728096,0.0000080365235,0.00042047192,0.0001152243,0.000053139214,0.000013255886,0.00026243794,0.8765173,0.11875086,8.466658e-7,0.00024275258,0.0036084119],"study_design_scores_gemma":[0.00012761916,0.000026238304,0.012275439,0.00018791649,0.00006286074,0.00018360624,0.00024745948,0.9572109,0.029070316,0.000012597065,0.00046894603,0.00012612493],"about_ca_topic_score_codex":0.000023419027,"about_ca_topic_score_gemma":0.00001360769,"teacher_disagreement_score":0.089680545,"about_ca_system_score_codex":0.00006263958,"about_ca_system_score_gemma":0.000061011688,"threshold_uncertainty_score":0.35430923},"labels":[],"label_agreement":null},{"id":"W4200568111","doi":"10.2118/207394-ms","title":"First Successful Pilot Testing of Unconventional Reservoir in North Kuwait from Scratch to Productivity","year":2021,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Petroleum engineering; Kerogen; Hydraulic fracturing; Geology; Oil shale; Inflow; Completion (oil and gas wells); Creep; Drilling; Geotechnical engineering; Engineering; Mechanical engineering; Materials science; Source rock; Structural basin","score_opus":0.0208534080728627,"score_gpt":0.22693414389091518,"score_spread":0.20608073581805247,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4200568111","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99279886,0.00012981029,0.0021539852,0.0010465976,0.00011855221,0.00007640156,0.00002149596,0.00010040925,0.0035538967],"genre_scores_gemma":[0.9947229,0.000007804861,0.0044711214,0.000033595432,0.00012475034,0.000013798011,0.000030424266,0.000018986633,0.00057662243],"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","domain_scores_codex":[0.9988758,0.000035761335,0.00031462833,0.00029086557,0.0002602359,0.00022269755],"domain_scores_gemma":[0.9992147,0.0001745703,0.000027445514,0.0003576117,0.00013514617,0.000090536705],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00016252458,0.0001301125,0.0002597887,0.00012823568,0.00004435954,0.00003134697,0.00017789855,0.000040395043,0.00036257753],"category_scores_gemma":[0.00041461876,0.00012341511,0.000059687856,0.0011527096,0.000018664,0.00014460128,0.00009657103,0.00018518347,0.000032906457],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000006865105,0.000089452806,0.25056636,0.00008493018,0.00005497189,0.000022552143,0.000092638125,0.7469466,0.0012690803,0.000004006678,0.0006182893,0.00024425288],"study_design_scores_gemma":[0.00058105984,0.000070888615,0.8189401,0.00022426133,0.000043508495,0.0000018900737,0.00018388986,0.12096602,0.0555383,0.00074729376,0.0022492532,0.0004535218],"about_ca_topic_score_codex":0.0052010072,"about_ca_topic_score_gemma":0.084251925,"teacher_disagreement_score":0.62598056,"about_ca_system_score_codex":0.000064458145,"about_ca_system_score_gemma":0.000049473136,"threshold_uncertainty_score":0.9324581},"labels":[],"label_agreement":null},{"id":"W4205991304","doi":"10.1615/jpormedia.2022039869","title":"ANALYTICAL STUDY ON A ONE-DIMENSIONAL MODEL COUPLING BOTH DARCY FLOW AND LOW-VELOCITY NON-DARCY FLOW WITH THRESHOLD PRESSURE GRADIENT IN HETEROGENEOUS COMPOSITE RESERVOIRS","year":2022,"lang":"en","type":"article","venue":"Journal of Porous Media","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Darcy's law; Pressure gradient; Laplace transform; Permeability (electromagnetism); Mechanics; Boundary value problem; Flow (mathematics); Geology; Mathematics; Porous medium; Geotechnical engineering; Mathematical analysis; Physics; Porosity; Chemistry","score_opus":0.013902188112050708,"score_gpt":0.22942596001889498,"score_spread":0.21552377190684427,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4205991304","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99720263,0.00060497347,0.0015042857,0.00019568,0.00017698004,0.00020590024,0.000028870692,0.000030589694,0.000050057595],"genre_scores_gemma":[0.99843365,0.000043456057,0.0012098224,0.000057089037,0.00013844654,0.000012096703,0.000009972689,0.00005343621,0.00004201486],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99724686,0.00006828894,0.00067061465,0.00030237317,0.0012801888,0.00043168105],"domain_scores_gemma":[0.998953,0.00015026827,0.00016114274,0.00031809858,0.00009049876,0.00032703238],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00087269326,0.00029505577,0.00069705106,0.0004720124,0.00020363378,0.00008597826,0.00033604793,0.00007645282,0.000026749847],"category_scores_gemma":[0.00003114707,0.0002363321,0.00013623387,0.00034514864,0.00006251632,0.00019824666,0.00014629017,0.0012421632,9.151659e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00038624802,0.0007496076,0.00552961,0.00005453688,0.00060430367,0.0012827208,0.0022713745,0.9886576,0.00018303424,0.0000012916489,0.00016792341,0.00011173689],"study_design_scores_gemma":[0.0018688258,0.00059508794,0.007237181,0.00013309531,0.0002712927,0.00020046497,0.0004240738,0.98878235,0.00016783063,0.00004073495,0.000018831159,0.00026023336],"about_ca_topic_score_codex":0.000048547678,"about_ca_topic_score_gemma":0.00020760474,"teacher_disagreement_score":0.0018473007,"about_ca_system_score_codex":0.0002131567,"about_ca_system_score_gemma":0.00010015365,"threshold_uncertainty_score":0.9637343},"labels":[],"label_agreement":null},{"id":"W4206752676","doi":"10.2118/205253-ms","title":"Achieving Productivity and Clean Inflow from an Unconventional Reservoir in North Kuwait","year":2022,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Inflow; Kerogen; Petroleum engineering; Oil shale; Geology; Geomechanics; Completion (oil and gas wells); Hydraulic fracturing; Mining engineering; Geotechnical engineering; Source rock; Geomorphology; Paleontology; Oceanography","score_opus":0.009268514436005544,"score_gpt":0.215191754875407,"score_spread":0.20592324043940147,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4206752676","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9978903,0.00014393024,0.00031245133,0.00038054754,0.00009784237,0.00006912026,0.000019100185,0.00014451188,0.0009422036],"genre_scores_gemma":[0.99916476,0.000011079909,0.00027228773,0.00003145948,0.00009939549,0.000021973,0.000077266224,0.00001820756,0.000303597],"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","domain_scores_codex":[0.9991068,0.00008147802,0.00016668974,0.00024869805,0.00021812398,0.00017818343],"domain_scores_gemma":[0.999608,0.000038280083,0.000016571536,0.00025166996,0.000010589929,0.000074926764],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00024473493,0.00010490823,0.00014991911,0.00014112977,0.0001348869,0.000037385526,0.00015078225,0.000026269057,0.0004999289],"category_scores_gemma":[0.000025119534,0.00010258101,0.000039732626,0.00031029765,0.00001989568,0.00024234729,0.00013162455,0.0003495988,0.0000047243125],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000100639845,0.000049780687,0.1950775,0.00001729077,0.000042222517,0.0000121604735,0.00037766455,0.80067354,0.0001857352,0.000009080809,0.00019388988,0.0033510646],"study_design_scores_gemma":[0.00034839782,0.000040109888,0.8240893,0.0000068892145,0.000018145078,0.0000038341645,0.00044331196,0.1670914,0.00030861984,0.00019610208,0.0071993577,0.0002545661],"about_ca_topic_score_codex":0.0016267186,"about_ca_topic_score_gemma":0.018333903,"teacher_disagreement_score":0.6335822,"about_ca_system_score_codex":0.00007471762,"about_ca_system_score_gemma":0.00001331907,"threshold_uncertainty_score":0.99957895},"labels":[],"label_agreement":null},{"id":"W4206882867","doi":"","title":"Hydraulic fracture growth and migration of induced microseismicity: Application of a fully coupled hydromechanical FDEM approach","year":2016,"lang":"en","type":"preprint","venue":"HAL (Le Centre pour la Communication Scientifique Directe)","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Geology; Hydraulic fracturing; Rock burst; Microseism; Fracture (geology); Seismology; Geotechnical engineering; Engineering; Coal mining","score_opus":0.0068188942720173945,"score_gpt":0.19669308255299128,"score_spread":0.18987418828097388,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4206882867","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.41681626,0.00054661103,0.5784949,0.0017111537,0.000035285033,0.0003038847,0.000035517987,0.00010553749,0.0019508431],"genre_scores_gemma":[0.98988885,0.0005860595,0.008854366,0.000034183788,0.000023351802,0.000063253356,0.00034914355,0.000051377436,0.00014942109],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9972311,0.00088488654,0.00070950325,0.00055593834,0.0003705886,0.00024797503],"domain_scores_gemma":[0.99686295,0.0005051531,0.00049444195,0.0012778902,0.00072069163,0.0001389014],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001666126,0.00033964423,0.0006264469,0.00028044955,0.000091660295,0.00006819051,0.00066218886,0.0005460871,0.000013299849],"category_scores_gemma":[0.00034264778,0.00030615917,0.00022217218,0.0003149217,0.00014478771,0.000095002615,0.00039529806,0.0005683385,0.000003486686],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00006670963,0.0013581313,0.0019517097,0.0048619267,0.0013735321,0.0000030834508,0.0151562,0.029712768,0.8914917,0.00403395,0.00055977574,0.049430523],"study_design_scores_gemma":[0.00046781646,8.5576886e-7,0.0016056097,0.00080135936,0.00014325773,0.000005638269,0.00005110233,0.5837542,0.40998933,0.0017481057,0.0010474629,0.00038531882],"about_ca_topic_score_codex":0.0021753015,"about_ca_topic_score_gemma":0.00026255392,"teacher_disagreement_score":0.57307255,"about_ca_system_score_codex":0.00006428361,"about_ca_system_score_gemma":0.00007334906,"threshold_uncertainty_score":0.999939},"labels":[],"label_agreement":null},{"id":"W4206907785","doi":"10.2118/209174-ms","title":"A Rigorous Coupled Flow-Geomechanics Semianalytical Approach for Analyzing Early Flowback Data from Multifractured Horizontal Wells with Complex Fracture Geometry","year":2022,"lang":"en","type":"article","venue":"SPE Hydraulic Fracturing Technology Conference and Exhibition","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Geomechanics; Hydraulic fracturing; Fracture (geology); Flow (mathematics); Petroleum engineering; Geology; Fluid dynamics; Reservoir simulation; Reservoir modeling; Geotechnical engineering; Mechanics; Computer science","score_opus":0.019632854292960963,"score_gpt":0.2290664454694497,"score_spread":0.20943359117648874,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4206907785","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.3291901,0.0006497142,0.6665455,0.0011931531,0.00013519368,0.00063046685,0.00049738487,0.0009451622,0.0002132944],"genre_scores_gemma":[0.971756,0.00014721729,0.023019694,0.0002817191,0.00023101649,0.00015983294,0.004256402,0.000108622866,0.00003950223],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.996776,0.000063649226,0.0005790217,0.0012261125,0.0005212805,0.0008339731],"domain_scores_gemma":[0.9978876,0.00017594607,0.00019454074,0.0014164835,0.00010496377,0.00022048324],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00037584378,0.00062855775,0.00088841724,0.00077986787,0.00072708837,0.00019900395,0.001038466,0.00054635666,0.00047805585],"category_scores_gemma":[0.000070264054,0.0005785221,0.00014604651,0.0008081401,0.00017321786,0.0004203382,0.0005571167,0.0016209782,0.000019431904],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00038637052,0.00032338517,0.00082656747,0.00023438327,0.0014872928,0.00013522824,0.0006059319,0.9749252,0.0058303745,0.000061706196,0.0041381707,0.011045369],"study_design_scores_gemma":[0.0016013193,0.00025743153,0.000511989,0.00005704382,0.00041355245,0.00006837376,0.00065796514,0.98070943,0.002506931,0.0015252414,0.010906989,0.00078374805],"about_ca_topic_score_codex":0.0004862786,"about_ca_topic_score_gemma":0.00016545845,"teacher_disagreement_score":0.64352584,"about_ca_system_score_codex":0.00021788952,"about_ca_system_score_gemma":0.000070573304,"threshold_uncertainty_score":0.99966663},"labels":[],"label_agreement":null},{"id":"W4206945544","doi":"10.2118/209158-ms","title":"Optimizing Longitudinal Fracture Design for Horizontal Well Completions in Laminated Sandstone Reservoirs","year":2022,"lang":"en","type":"article","venue":"SPE Hydraulic Fracturing Technology Conference and Exhibition","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"ConocoPhillips (Canada)","funders":"","keywords":"Geology; Fracture (geology); Geotechnical engineering; Drilling; Petroleum engineering; Hydraulic fracturing; Directional drilling; Materials science","score_opus":0.01935037379429668,"score_gpt":0.2345376084065269,"score_spread":0.21518723461223022,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4206945544","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.63984346,0.0012578255,0.3487011,0.006818733,0.00025346506,0.0008020165,0.00003835171,0.0010677989,0.001217246],"genre_scores_gemma":[0.99364525,0.00026430984,0.00526493,0.00009480361,0.000066378765,0.00036511288,0.00016109382,0.00005036203,0.00008775766],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9981817,0.00006985377,0.00041427382,0.0005198819,0.00023118933,0.00058310636],"domain_scores_gemma":[0.99925584,0.0001293166,0.00009342921,0.0003759648,0.000057092017,0.000088373024],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00038199013,0.0003284126,0.00045418693,0.000952244,0.0005419729,0.000068704096,0.0003291465,0.00028876614,0.0002924169],"category_scores_gemma":[0.000048019803,0.00035230242,0.00009990333,0.0006252059,0.0001321788,0.00021720666,0.0001663647,0.0010071784,0.000011127476],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00009622151,0.000105584986,0.00067484996,0.000103384664,0.00009997265,0.00008462329,0.0005538998,0.9897175,0.0034290857,0.00020160186,0.001774784,0.003158486],"study_design_scores_gemma":[0.0038127324,0.0007823688,0.0040074065,0.00031242642,0.00020754187,0.00027836885,0.0033571282,0.86769766,0.051438034,0.0185516,0.04789868,0.0016560557],"about_ca_topic_score_codex":0.00017801163,"about_ca_topic_score_gemma":0.00019797613,"teacher_disagreement_score":0.35380176,"about_ca_system_score_codex":0.00028892685,"about_ca_system_score_gemma":0.00003910673,"threshold_uncertainty_score":0.9998929},"labels":[],"label_agreement":null},{"id":"W4206977172","doi":"10.2118/209122-ms","title":"Assessment of Limited Entry Cluster Distribution Effectiveness and Impactful Variables using Perforation Erosion Measurements","year":2022,"lang":"en","type":"article","venue":"SPE Hydraulic Fracturing Technology Conference and Exhibition","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":17,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Chevron (Canada)","funders":"","keywords":"Perforation; Erosion; Calibration; Geology; Materials science; Statistics; Mathematics; Geomorphology; Composite material","score_opus":0.016154416544301203,"score_gpt":0.24843303060350833,"score_spread":0.23227861405920713,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4206977172","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8960399,0.0002631428,0.10283676,0.00016421366,0.00010323276,0.00021805818,0.000021838432,0.00018032994,0.00017254945],"genre_scores_gemma":[0.99897355,0.00021444581,0.00056095596,0.000016376862,0.000025726747,0.00004148557,0.00014547168,0.00001862713,0.0000033535682],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9988035,0.00011030584,0.00028434664,0.00029256876,0.00026004395,0.0002492515],"domain_scores_gemma":[0.9994879,0.00005029767,0.00011350255,0.00022265968,0.000070698174,0.000054976743],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00045509386,0.00020189829,0.00030166484,0.00031386394,0.00033458293,0.00004318652,0.00010230001,0.00017886664,0.00004600093],"category_scores_gemma":[0.000036378,0.00020194513,0.000044702698,0.000321737,0.00009972952,0.0002204,0.00014985696,0.00041038045,5.6236763e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00007367523,0.00015914642,0.037199557,0.0005989786,0.00025484114,0.000008778279,0.0002547611,0.69543815,0.25311613,0.0002679205,0.00006747494,0.012560602],"study_design_scores_gemma":[0.0013908632,0.0002650303,0.08904325,0.00034934492,0.00021808862,0.000073673546,0.00041457397,0.7513732,0.15346362,0.0026373474,0.00029894823,0.00047206605],"about_ca_topic_score_codex":0.00010659766,"about_ca_topic_score_gemma":0.000010948484,"teacher_disagreement_score":0.102933675,"about_ca_system_score_codex":0.00022233758,"about_ca_system_score_gemma":0.000036236346,"threshold_uncertainty_score":0.8235084},"labels":[],"label_agreement":null},{"id":"W4210510057","doi":"10.1002/cjce.24380","title":"Insights on formation damage associated with hydraulic fracturing using image analysis and machine learning","year":2022,"lang":"en","type":"article","venue":"The Canadian Journal of Chemical Engineering","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Fracture (geology); Hydraulic fracturing; Surface finish; Geology; Tight gas; Geotechnical engineering; Materials science; Composite material","score_opus":0.006234814537122029,"score_gpt":0.1735686721853093,"score_spread":0.16733385764818728,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4210510057","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9933513,0.0003598339,0.0059386464,0.00009990824,0.000045994428,0.00003773825,0.00000490024,0.000036353074,0.00012534158],"genre_scores_gemma":[0.99967515,0.000003681721,0.00018001898,0.000034039116,0.000052466465,0.00000203607,0.000012630361,0.000031863347,0.00000809079],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.999072,0.00004149147,0.00026851936,0.00008528597,0.00027753162,0.00025514665],"domain_scores_gemma":[0.999355,0.00011417304,0.000105525825,0.00012164904,0.000046133988,0.00025747038],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00024934247,0.00016036397,0.000280898,0.00059252296,0.0002729213,0.00009430577,0.00020264591,0.000045294997,0.000036693113],"category_scores_gemma":[0.00011677455,0.00011942048,0.00011527006,0.00073978706,0.00003092584,0.00018409124,0.000021387614,0.0009817191,4.2911236e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000048403494,0.0000032857658,0.00015776158,0.000012725781,0.0004896465,0.00006578646,0.00053089554,0.98844033,0.010202554,0.000003064516,0.000008198691,0.00008092106],"study_design_scores_gemma":[0.0002314327,0.00003292296,0.00057081046,0.000042043925,0.00038562002,0.000055690685,0.000044558623,0.9726433,0.025466915,0.000010487831,0.00034626937,0.00016995698],"about_ca_topic_score_codex":0.0008163193,"about_ca_topic_score_gemma":0.00050824636,"teacher_disagreement_score":0.015797028,"about_ca_system_score_codex":0.00046991385,"about_ca_system_score_gemma":0.000048852915,"threshold_uncertainty_score":0.48698258},"labels":[],"label_agreement":null},{"id":"W4214525354","doi":"10.1007/s13202-022-01462-9","title":"A 2-D analytical solution to infinite conductivity fracture injection pressure transient analysis in non-Newtonian/Newtonian composite infinite reservoirs","year":2022,"lang":"en","type":"article","venue":"Journal of Petroleum Exploration and Production Technology","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"University of Alberta","keywords":"Non-Newtonian fluid; Newtonian fluid; Herschel–Bulkley fluid; Mechanics; Power-law fluid; Dimensionless quantity; Flow (mathematics); Generalized Newtonian fluid; Fluid dynamics; Drilling fluid; Work (physics); Materials science; Geology; Physics; Viscosity; Thermodynamics; Drilling","score_opus":0.011369286030841724,"score_gpt":0.23938831641392508,"score_spread":0.22801903038308335,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4214525354","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8233923,0.0007165748,0.14243276,0.03247398,0.00056066626,0.00019421925,0.000011027812,0.00013922447,0.000079245554],"genre_scores_gemma":[0.998526,0.0002739906,0.0007115127,0.00008505363,0.00015416696,0.000038722355,0.000015486852,0.00002070319,0.00017438672],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99808013,0.0001781079,0.000717814,0.0003188591,0.00043013997,0.0002749654],"domain_scores_gemma":[0.99911773,0.00003045628,0.00024460102,0.00030207427,0.0001827789,0.00012235683],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00085723447,0.00021326757,0.0005397906,0.004029736,0.00025882752,0.00005424694,0.00019379935,0.00018697853,0.000059039954],"category_scores_gemma":[0.00010831998,0.00020951864,0.00017017743,0.003717456,0.000070227805,0.0005622759,0.000060869446,0.0011526691,0.0000031174238],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00014682452,0.00010525391,0.0040035765,0.000040954288,0.00045809947,0.000013171599,0.001343454,0.98540235,0.005889976,0.000006683103,0.00067067327,0.0019189885],"study_design_scores_gemma":[0.0013862423,0.0011491603,0.017226249,0.00006448518,0.0012905519,0.00029866848,0.004360656,0.9028533,0.0072878515,0.00065710343,0.06282615,0.00059958827],"about_ca_topic_score_codex":0.00005981171,"about_ca_topic_score_gemma":0.0002674437,"teacher_disagreement_score":0.17513369,"about_ca_system_score_codex":0.0002121833,"about_ca_system_score_gemma":0.00004157569,"threshold_uncertainty_score":0.8543922},"labels":[],"label_agreement":null},{"id":"W4214679894","doi":"10.2523/64747-ms","title":"Sand Production Simulation in Heavy Oil Reservoirs","year":2000,"lang":"en","type":"article","venue":"Proceedings of International Oil and Gas Conference and Exhibition in China","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Waterloo","funders":"","keywords":"Exhibition; China; Citation; Beijing; Zhàng; Production (economics); Discrete element method; Computer science; Library science; Operations research; Engineering; Mining engineering; Archaeology; Geography; Physics","score_opus":0.009720352821766491,"score_gpt":0.23132575594745922,"score_spread":0.2216054031256927,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4214679894","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.96984565,0.0001590084,0.000009223446,0.0014516345,0.00005199689,0.000013516352,0.0000027908106,0.00002720692,0.028438985],"genre_scores_gemma":[0.99358547,0.0054279575,0.000084058694,0.000013764471,0.00006840727,0.0000110980545,0.000010552593,0.0000067573937,0.00079192664],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99931973,0.0000035520102,0.00024820532,0.00017331142,0.00014812431,0.00010707248],"domain_scores_gemma":[0.9998129,0.000015491443,0.00003331282,0.000028544528,0.00007469817,0.000035022884],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00015573614,0.00009696168,0.00013840658,0.00022511791,0.00002773067,0.000048770777,0.00005767994,0.00006151694,0.00010096643],"category_scores_gemma":[0.000039528288,0.000091271424,0.000020991358,0.00014368491,0.000043311542,0.00039285657,0.00001254891,0.00013623743,0.0000018784441],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0003652635,0.00018146013,0.046018973,0.00090998894,0.00007269719,0.0000053675963,0.006062244,0.447367,0.0074334294,0.0005330213,0.0003252266,0.49072534],"study_design_scores_gemma":[0.0019411438,0.00010519717,0.13522846,0.0020022353,0.000028545886,0.00003297276,0.0008795647,0.8278004,0.017848426,0.009397786,0.0041424795,0.00059280783],"about_ca_topic_score_codex":0.00015381319,"about_ca_topic_score_gemma":0.000055009677,"teacher_disagreement_score":0.4901325,"about_ca_system_score_codex":0.000027364133,"about_ca_system_score_gemma":0.000005398036,"threshold_uncertainty_score":0.37219405},"labels":[],"label_agreement":null},{"id":"W4214714405","doi":"10.1016/j.petrol.2022.110347","title":"Modeling tracer flowback behaviour for a multifractured horizontal well in a tight oil reservoir using the embedded discrete fracture model","year":2022,"lang":"en","type":"article","venue":"Journal of Petroleum Science and Engineering","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":15,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Regina","funders":"","keywords":"TRACER; Fracture (geology); Complex fracture; Geology; Matrix (chemical analysis); Petroleum engineering; Tight gas; Network model; Geotechnical engineering; Hydraulic fracturing; Materials science; Computer science; Composite material; Artificial intelligence; Physics","score_opus":0.010633643242652967,"score_gpt":0.23889924709308466,"score_spread":0.22826560385043168,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4214714405","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8603733,0.0008992286,0.13803689,0.00029167376,0.0002736557,0.00005124508,0.000007459512,0.000027490149,0.0000390244],"genre_scores_gemma":[0.9952253,0.00007591167,0.0044139265,0.00003630357,0.00016006513,0.000014839158,0.0000012793014,0.00003565519,0.000036691392],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9980926,0.000020025383,0.00047667514,0.00020840495,0.00072174077,0.0004805811],"domain_scores_gemma":[0.9993873,0.000056828547,0.00008377045,0.00021138266,0.00010082811,0.0001598741],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0014698989,0.00021466783,0.00033336921,0.00053147704,0.00038250792,0.00013347669,0.00053533685,0.00006254994,0.000012057022],"category_scores_gemma":[0.000085382875,0.00015474063,0.0001693711,0.0005208793,0.000048109712,0.00053216785,0.00009724966,0.0008516617,1.935253e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00003270947,0.00001636067,0.00004049257,0.000036156547,0.000026785578,0.000015685371,0.0011271031,0.9841787,0.014348781,0.0000012358103,0.000040808027,0.00013518572],"study_design_scores_gemma":[0.0005381674,0.00004655619,0.00006295593,0.00005030143,0.00005735027,0.00008244107,0.00090179953,0.9966271,0.0009808739,0.000012936197,0.0004408601,0.0001986657],"about_ca_topic_score_codex":0.00003951126,"about_ca_topic_score_gemma":0.000021397762,"teacher_disagreement_score":0.13485199,"about_ca_system_score_codex":0.00035394478,"about_ca_system_score_gemma":0.0001269425,"threshold_uncertainty_score":0.63101393},"labels":[],"label_agreement":null},{"id":"W4220654329","doi":"10.1016/j.egyr.2022.02.228","title":"Optimization design of horizontal well fracture stage placement in shale gas reservoirs based on an efficient variable-fidelity surrogate model and intelligent algorithm","year":2022,"lang":"en","type":"article","venue":"Energy Reports","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":25,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"National Key Research and Development Program of China; China Scholarship Council","keywords":"Surrogate model; Reduction (mathematics); Computer science; Variable (mathematics); Fidelity; Tight gas; Mathematical optimization; Hydraulic fracturing; Algorithm; Engineering; Mathematics; Petroleum engineering; Machine learning","score_opus":0.009304251741941435,"score_gpt":0.21258697649291328,"score_spread":0.20328272475097184,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4220654329","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.064455576,0.00014258329,0.9343913,0.000027048063,0.000120374556,0.0001351077,0.000015273397,0.000080622434,0.00063211593],"genre_scores_gemma":[0.9813225,0.00004649863,0.018133767,0.000041799573,0.000020511956,0.00005988745,0.00015721007,0.00003666395,0.00018114877],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99819475,0.00015974401,0.00053577655,0.00038016716,0.0004750988,0.00025448904],"domain_scores_gemma":[0.9991781,0.000059457296,0.00013952467,0.00046550683,0.000041681385,0.00011570995],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009479979,0.0001993248,0.00028227156,0.00025835927,0.000107118656,0.00002250908,0.000106317835,0.00007913003,0.0002519045],"category_scores_gemma":[0.000025972922,0.00019581318,0.000055279364,0.0003095823,0.000021578755,0.000057674286,0.00006787283,0.00024357518,1.559861e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000054768287,0.00020094369,0.0000665104,0.000027245205,0.000032801192,0.00016625352,0.00017843083,0.99878466,0.000113180344,0.0000052752453,0.000098158824,0.00027176403],"study_design_scores_gemma":[0.00021897789,0.00016116929,0.000016547718,0.000022264683,0.000021367323,0.000010154231,0.00013867416,0.99511564,0.0034846112,0.00003182125,0.00059041474,0.00018837693],"about_ca_topic_score_codex":0.00074791285,"about_ca_topic_score_gemma":0.000037990292,"teacher_disagreement_score":0.91686696,"about_ca_system_score_codex":0.00024584003,"about_ca_system_score_gemma":0.00007134503,"threshold_uncertainty_score":0.7985029},"labels":[],"label_agreement":null},{"id":"W4220786582","doi":"10.2118/208926-ms","title":"Method for Drawdown Analysis of a Multi-Stage Hydraulically Fractured Horizontal Well That Penetrates an Unconventional Naturally Fractured Reservoir","year":2022,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Drawdown (hydrology); Flow (mathematics); Permeability (electromagnetism); Geology; Mechanics; Line (geometry); Darcy's law; Fracture (geology); Porosity; Fluid dynamics; Geotechnical engineering; Petroleum engineering; Porous medium; Geometry; Mathematics; Physics; Chemistry","score_opus":0.02557483410663808,"score_gpt":0.3021758247246494,"score_spread":0.2766009906180113,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4220786582","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.31974605,0.0017036828,0.6715821,0.00070498686,0.0005167273,0.0009509527,0.00091669295,0.00078361155,0.0030952136],"genre_scores_gemma":[0.94365466,0.000022343018,0.051801685,0.00021564658,0.00008772726,0.00017164857,0.001500964,0.000077431745,0.0024679229],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99692124,0.00026328265,0.00071370596,0.00066780206,0.00085476664,0.0005791986],"domain_scores_gemma":[0.998154,0.00045605618,0.00021484746,0.0007450428,0.0001573289,0.00027274643],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00094712304,0.00044995785,0.00095215766,0.00097124255,0.0003858456,0.000098550925,0.0008471072,0.00023373011,0.0050160484],"category_scores_gemma":[0.000063822656,0.0003893808,0.0011733774,0.0014375538,0.00005867558,0.00031811325,0.00016438495,0.0006966465,0.000006109005],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00014451239,0.0002510056,0.00091145025,0.000080661885,0.004089017,0.000013878899,0.00056401425,0.98430884,0.0077397246,0.00005215608,0.0010709345,0.00077380915],"study_design_scores_gemma":[0.0010783022,0.00020409445,0.009914995,0.0000060454145,0.0013530342,0.0000032392143,0.00059656205,0.9345243,0.014440602,0.00012115574,0.037230458,0.0005272055],"about_ca_topic_score_codex":0.00091736106,"about_ca_topic_score_gemma":0.0027447937,"teacher_disagreement_score":0.6239086,"about_ca_system_score_codex":0.00019454914,"about_ca_system_score_gemma":0.00007734701,"threshold_uncertainty_score":0.9998558},"labels":[],"label_agreement":null},{"id":"W4220835084","doi":"10.1007/s10704-022-00623-5","title":"On the loss of symmetry in toughness dominated hydraulic fractures","year":2022,"lang":"en","type":"article","venue":"International Journal of Fracture","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":13,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Manitoba; McMaster University","funders":"Division of Mathematical Sciences","keywords":"Hydraulic fracturing; Dissipation; Geothermal gradient; Geology; Symmetry (geometry); Instability; Fracture (geology); Fracture toughness; Mechanics; Toughness; Geotechnical engineering; Materials science; Geometry; Composite material; Geophysics; Physics; Mathematics","score_opus":0.004758321195894087,"score_gpt":0.23810541913972666,"score_spread":0.23334709794383257,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4220835084","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9887018,0.00077002397,0.0014867063,0.0062629874,0.0010280249,0.00005644254,0.000017453296,0.000015278301,0.0016612648],"genre_scores_gemma":[0.99868834,0.00007032059,0.00003074593,0.0009224162,0.00020376616,0.0000040343457,0.0000058133687,0.000017694862,0.000056867048],"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","domain_scores_codex":[0.9984135,0.000094678166,0.00046432434,0.00008309919,0.0008131445,0.00013125248],"domain_scores_gemma":[0.9990215,0.0004068869,0.00024160954,0.0001573439,0.00013158163,0.000041107745],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00043948457,0.00012905688,0.00024215401,0.00043587785,0.000046333877,0.00002573471,0.00080752326,0.00006098378,0.00091828575],"category_scores_gemma":[0.0001670996,0.00008371909,0.00020198456,0.00026723972,0.000033637465,0.000095249896,0.00005881298,0.0009553285,0.0000034535658],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00011410683,0.000098729935,0.00061942573,0.000008574952,0.00033860418,0.00024832904,0.000558028,0.9892489,0.00040490803,0.00009690509,0.0066923536,0.0015711365],"study_design_scores_gemma":[0.009133655,0.0010209295,0.14651476,0.0010827174,0.00041601382,0.001989638,0.005153991,0.106896766,0.22236615,0.03155744,0.4720712,0.0017967367],"about_ca_topic_score_codex":0.00004837539,"about_ca_topic_score_gemma":0.000009346691,"teacher_disagreement_score":0.8823521,"about_ca_system_score_codex":0.00017534441,"about_ca_system_score_gemma":0.00003414421,"threshold_uncertainty_score":0.999995},"labels":[],"label_agreement":null},{"id":"W4220843222","doi":"10.1155/2022/8105160","title":"RTA-Assisted Type Well Construction in Montney Tight Gas Reservoir from Western Canada Sedimentary Basin","year":2022,"lang":"en","type":"article","venue":"Geofluids","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"National Science and Technology Major Project; China National Petroleum Corporation","keywords":"Geology; Drilling; Petroleum engineering; Hydraulic fracturing; Natural gas field; Tight gas; Well logging; Structural basin; Reservoir modeling; Completion (oil and gas wells); Unconventional oil; Petrology; Mining engineering; Natural gas; Geomorphology; Engineering; Paleontology","score_opus":0.006521544269989474,"score_gpt":0.18701936919740006,"score_spread":0.1804978249274106,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4220843222","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.993241,0.00088439166,0.00008035144,0.0010338295,0.0010356159,0.00009079526,0.0000873594,0.00012292924,0.0034237134],"genre_scores_gemma":[0.9979395,0.00007020565,0.00018820945,0.00033597124,0.00012588364,0.000022070566,0.00029913822,0.000034136287,0.0009848677],"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","domain_scores_codex":[0.9986079,0.00010742254,0.0003026734,0.00025571516,0.00038573676,0.00034055975],"domain_scores_gemma":[0.9994196,0.00005697516,0.000027600678,0.00036397562,0.000022440727,0.00010940459],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00016025749,0.00017424651,0.00025953166,0.00014273665,0.00014722336,0.000024810694,0.00024613953,0.00005941011,0.0019357298],"category_scores_gemma":[0.000010895944,0.00018226056,0.000060197013,0.0004483176,0.000023541572,0.00007766456,0.00008854098,0.0004004682,0.000031098014],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00007698422,0.00006579715,0.07825661,0.000053620926,0.0003967216,0.00040648278,0.00040037176,0.7620845,0.0027873437,0.0000043550517,0.1530321,0.0024351124],"study_design_scores_gemma":[0.0011220481,0.000062056875,0.053609964,0.000041609186,0.00011741609,0.000034431883,0.0007521916,0.039241374,0.008844783,0.000086612206,0.8954601,0.0006274078],"about_ca_topic_score_codex":0.7354448,"about_ca_topic_score_gemma":0.4630254,"teacher_disagreement_score":0.742428,"about_ca_system_score_codex":0.00059371523,"about_ca_system_score_gemma":0.00014010048,"threshold_uncertainty_score":0.99897665},"labels":[],"label_agreement":null},{"id":"W4220851931","doi":"10.2118/208921-ms","title":"Sealed Wellbore Pressure Monitoring in the Montney: Early Learnings","year":2022,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Fracture (geology); Geology; Hydraulic fracturing; Well stimulation; Wellbore; Petroleum engineering; Tight gas; Geotechnical engineering; Petroleum; Reservoir engineering","score_opus":0.006632602471011888,"score_gpt":0.2020006748744992,"score_spread":0.1953680724034873,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4220851931","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9701334,0.0010160884,0.000290069,0.0005951538,0.00017819052,0.00010885454,0.0000020354146,0.0002610586,0.027415143],"genre_scores_gemma":[0.99489534,0.000029451998,0.00005050971,0.000036774964,0.000096692034,0.00005923223,0.0000034686125,0.00001943071,0.004809097],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99915516,0.00007947316,0.00013051833,0.0001251637,0.00028920217,0.00022045433],"domain_scores_gemma":[0.9996525,0.0000532606,0.000013878939,0.00024077669,0.0000073240185,0.000032277116],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00029726492,0.00009701651,0.000117594005,0.00009236864,0.0001626214,0.000043146178,0.00033216187,0.000030745385,0.0003041956],"category_scores_gemma":[0.000010055775,0.000069482514,0.00007052092,0.0003362571,0.0000096462,0.000062582745,0.00006225582,0.0005409245,0.000020060757],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000028398847,0.000012260487,0.014061834,0.000020460042,0.000048468322,0.00002154462,0.0024553186,0.9815219,0.00011017683,0.000008530282,0.0010477582,0.0006888887],"study_design_scores_gemma":[0.00074657507,0.000088721856,0.16816832,0.000029397082,0.00012763195,0.000019666513,0.007613557,0.44473752,0.0020218745,0.000102227394,0.37577415,0.00057037745],"about_ca_topic_score_codex":0.000608614,"about_ca_topic_score_gemma":0.000023716064,"teacher_disagreement_score":0.5367844,"about_ca_system_score_codex":0.000034052868,"about_ca_system_score_gemma":0.0000060751677,"threshold_uncertainty_score":0.33307284},"labels":[],"label_agreement":null},{"id":"W4220859952","doi":"10.4043/31554-ms","title":"First Field Deployment of Erosion Control Technology for High Sand Production Wells in Offshore Malaysia","year":2022,"lang":"en","type":"article","venue":"Offshore Technology Conference Asia","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Intecsea (Canada)","funders":"","keywords":"Wellhead; Erosion; Piping; Submarine pipeline; Pipeline transport; Erosion control; Environmental science; Choke; Geotechnical engineering; Engineering; Petroleum engineering; Geology; Environmental engineering","score_opus":0.006812890940572632,"score_gpt":0.21037435917826586,"score_spread":0.20356146823769322,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4220859952","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9655525,0.0006469905,0.011942569,0.019523034,0.0004128556,0.0008742409,0.000032759777,0.00069699745,0.00031804247],"genre_scores_gemma":[0.9983115,0.000120608034,0.000704101,0.000030274208,0.00003119282,0.0006315591,0.00002181044,0.000034028857,0.000114905044],"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99850345,0.000024769332,0.00046214394,0.00041119815,0.0001896632,0.00040880346],"domain_scores_gemma":[0.99913156,0.00005900181,0.00010932084,0.00057942444,0.00008580755,0.00003489163],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00022208848,0.00023438444,0.00051279436,0.0010762712,0.0001366078,0.000009940187,0.0005285864,0.00035726454,0.00018537491],"category_scores_gemma":[0.00011500021,0.00023462351,0.000085837506,0.000961137,0.0001414622,0.000059239745,0.00013279078,0.00060411514,0.0000050559456],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000394299,0.0006423647,0.12196423,0.0006619535,0.00063890737,0.00006854823,0.0004963343,0.74547815,0.068329,0.009475154,0.012436008,0.03941504],"study_design_scores_gemma":[0.0042845225,0.0018763116,0.007914399,0.00036985448,0.00036141617,0.00010457023,0.0030617875,0.15865801,0.7715312,0.021504836,0.029028134,0.0013049092],"about_ca_topic_score_codex":0.0000660375,"about_ca_topic_score_gemma":0.00018056756,"teacher_disagreement_score":0.70320225,"about_ca_system_score_codex":0.00013193127,"about_ca_system_score_gemma":0.000044269058,"threshold_uncertainty_score":0.9567669},"labels":[],"label_agreement":null},{"id":"W4220903824","doi":"10.1061/9780784484036.068","title":"Flow in Elastic Medium Containing Fine Particles","year":2022,"lang":"en","type":"article","venue":"Geo-Congress 2022","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"York University","funders":"","keywords":"Poromechanics; Permeability (electromagnetism); Porous medium; Porosity; Pore water pressure; Geology; Isothermal process; Geotechnical engineering; Materials science; Mechanics; Petroleum engineering; Thermodynamics; Chemistry; Physics","score_opus":0.00725902559245548,"score_gpt":0.20785029853470116,"score_spread":0.20059127294224569,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4220903824","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99224,0.0025358282,0.00083337893,0.0007442158,0.0014935526,0.00014057987,0.00003892982,0.000348802,0.0016247162],"genre_scores_gemma":[0.9990346,0.000031506268,0.00010229037,0.000054564844,0.000105608815,0.0001406671,0.00003800921,0.00003373314,0.0004590364],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99866766,0.000082494436,0.00028158148,0.00021889334,0.00032526557,0.0004241208],"domain_scores_gemma":[0.9994577,0.00013164095,0.000031698582,0.00027048215,0.000014836694,0.000093608374],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00034234434,0.00015322476,0.00025374917,0.00020605316,0.00016632202,0.000031613698,0.00027126222,0.000040074425,0.0026073195],"category_scores_gemma":[0.00007569033,0.00015662277,0.00008288962,0.00043357597,0.000029359056,0.00007886117,0.00016414149,0.00048114773,0.000051153023],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00001947758,0.000027453114,0.0030886882,0.000025470821,0.00007304158,0.00016944086,0.0005226285,0.9890594,0.0003865332,0.000009670465,0.0023577972,0.004260425],"study_design_scores_gemma":[0.0007460701,0.000059984184,0.004109935,0.000019938157,0.0000466057,0.000017881974,0.000783566,0.9617055,0.0015494457,0.00017721661,0.030486848,0.00029697613],"about_ca_topic_score_codex":0.000113733455,"about_ca_topic_score_gemma":0.0004488007,"teacher_disagreement_score":0.02812905,"about_ca_system_score_codex":0.00011337132,"about_ca_system_score_gemma":0.000026851083,"threshold_uncertainty_score":0.9983044},"labels":[],"label_agreement":null},{"id":"W4220918343","doi":"10.2118/208938-ms","title":"Characterization of Dynamic Wormhole Growth and Propagation During CHOPS Processes by Integrating Rate Transient Analysis and Pressure-Gradient-Based Sand Failure Criterion","year":2022,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Regina","funders":"","keywords":"Wormhole; Transient (computer programming); Mechanics; Transient flow; Pressure gradient; Sink (geography); Materials science; Computer science; Biological system; Steady state (chemistry); Physics; Chemistry","score_opus":0.00201111669730172,"score_gpt":0.17478495988364803,"score_spread":0.1727738431863463,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4220918343","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9480671,0.00028147266,0.05111632,0.00016697883,0.00001880126,0.00015868359,0.00005789497,0.000096968186,0.000035734443],"genre_scores_gemma":[0.9991986,0.00009131219,0.00023915229,0.000011366919,0.00000689529,0.0000543471,0.00030204063,0.000018699075,0.000077558856],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9991019,0.00006216147,0.0002758784,0.00023729072,0.0001709144,0.00015188626],"domain_scores_gemma":[0.9996805,0.00002662262,0.00007798805,0.00010946407,0.00004966337,0.000055745608],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001451568,0.00015196642,0.0002547165,0.00033978416,0.0001849123,0.000060726765,0.00006837318,0.000038388604,0.000046342302],"category_scores_gemma":[0.000024298954,0.00013346346,0.000050990748,0.00085901836,0.000029928024,0.00019135328,0.000022695122,0.00013955728,8.853152e-8],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000028389097,0.000041756684,0.0028040074,0.001271422,0.0003905912,0.0000014466353,0.0011975566,0.059492044,0.93426716,0.0000010125311,0.0000053148847,0.00049930805],"study_design_scores_gemma":[0.0004602052,0.00004839407,0.021042062,0.00004756594,0.0005887851,0.0000023759403,0.00029469634,0.74193925,0.2352545,0.0000028409524,0.000091755945,0.00022758076],"about_ca_topic_score_codex":0.00008854588,"about_ca_topic_score_gemma":0.00010306966,"teacher_disagreement_score":0.69901264,"about_ca_system_score_codex":0.000025785004,"about_ca_system_score_gemma":0.000011684087,"threshold_uncertainty_score":0.5442482},"labels":[],"label_agreement":null},{"id":"W4220923249","doi":"10.2118/208949-ms","title":"Effective Pressure Maintenance and Fluid Leak-Off Management Using Nanoparticle-Based Foam","year":2022,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Materials science; Leak; Petroleum engineering; Permeability (electromagnetism); Hydraulic fracturing; Matrix (chemical analysis); Fluid pressure; Pressure drop; Composite material; Environmental science; Geology; Mechanics; Chemistry; Mechanical engineering; Engineering; Membrane","score_opus":0.004755483023113626,"score_gpt":0.19716814424653364,"score_spread":0.19241266122342002,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4220923249","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9525486,0.002673063,0.03414732,0.00024072126,0.00025798698,0.00061760313,0.000008764644,0.00049416354,0.009011757],"genre_scores_gemma":[0.99775803,0.00002502386,0.0006615323,0.000083918014,0.000022848319,0.0000995563,0.000002579842,0.000023667708,0.001322844],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9991875,0.000055302964,0.00013346669,0.00019156317,0.00018776975,0.00024435454],"domain_scores_gemma":[0.9996621,0.000041068033,0.0000163452,0.00020469127,0.000011915627,0.00006387084],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001926003,0.00012573367,0.00017957168,0.00009442201,0.00018841912,0.000032073145,0.00010633554,0.000021494652,0.00022919175],"category_scores_gemma":[0.000006893562,0.00010765639,0.00006830748,0.00020161571,0.00002306793,0.000052220337,0.000098935896,0.00012905544,0.0000057853354],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00002601417,0.00002476984,0.0001825778,0.000103727,0.00022462863,0.000025818923,0.00006593155,0.9932047,0.002596079,0.00003659048,0.0008237053,0.0026854714],"study_design_scores_gemma":[0.0008827974,0.000034751833,0.0005122752,0.00001563153,0.00015260994,0.0000054006887,0.00014133587,0.96615463,0.009109882,0.000028329849,0.022796558,0.00016578959],"about_ca_topic_score_codex":0.000047655256,"about_ca_topic_score_gemma":0.000011455827,"teacher_disagreement_score":0.045209408,"about_ca_system_score_codex":0.000062120016,"about_ca_system_score_gemma":0.000004359624,"threshold_uncertainty_score":0.43901002},"labels":[],"label_agreement":null},{"id":"W4220981096","doi":"10.53469/ijpee.2022.04(03).06","title":"Using Linear Flow Parameter Initial Rate Method to Optimize Completion Design of Western Canada’s Montney Tight Gas Reservoir","year":2022,"lang":"en","type":"article","venue":"International Journal of Power and Energy Engineering","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Petroleum engineering; Completion (oil and gas wells); Tight gas; Casing; Geology; Flow (mathematics); Reservoir engineering; Hydraulic fracturing; Mathematics; Petroleum; Geometry; Paleontology","score_opus":0.020682137262026567,"score_gpt":0.2638802250760972,"score_spread":0.24319808781407065,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4220981096","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"methods","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.06380795,0.00020487273,0.9347758,0.00023143685,0.00086782203,0.00001869492,0.000020063693,0.000015909516,0.000057433692],"genre_scores_gemma":[0.9108064,0.000034387143,0.08880639,0.00009216252,0.00018254145,0.0000031558416,0.000006204986,0.000028764243,0.000039994957],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99876946,0.00008211047,0.00043695,0.000100799094,0.00044741272,0.00016327364],"domain_scores_gemma":[0.99937326,0.0001656347,0.00009116724,0.00008964323,0.00015499172,0.00012530238],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00043867054,0.00014084535,0.00027745558,0.00033579348,0.000042437587,0.000027220936,0.00027303857,0.000032480624,0.000072094284],"category_scores_gemma":[0.000057266134,0.00013659667,0.00008714864,0.00012324663,0.0000072067933,0.000111204834,0.00008818477,0.0002210122,1.4404995e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000062678635,0.00001211802,0.000035170702,0.00000883123,0.00035097892,0.00010222837,0.00015890016,0.993192,0.005203756,0.000008252082,0.00034676207,0.0005183319],"study_design_scores_gemma":[0.00033523393,0.000056069086,0.00013234191,0.000049596776,0.00003618603,0.00016125645,0.00003787386,0.9783627,0.0063772188,0.000010838472,0.014295254,0.00014542125],"about_ca_topic_score_codex":0.0075701163,"about_ca_topic_score_gemma":0.0007185559,"teacher_disagreement_score":0.84699845,"about_ca_system_score_codex":0.00022225616,"about_ca_system_score_gemma":0.000083224906,"threshold_uncertainty_score":0.9990386},"labels":[],"label_agreement":null},{"id":"W4221059243","doi":"10.2118/208959-ms","title":"Flowback Pattern-Recognition to Distinguish Between Formation and Fracturing Water Recovery","year":2022,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Geology; Saturation (graph theory); Water saturation; Hydraulic fracturing; Petroleum engineering; Soil science; Hydrology (agriculture); Geotechnical engineering; Mathematics","score_opus":0.010825727619617686,"score_gpt":0.19833057042373184,"score_spread":0.18750484280411414,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4221059243","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9406256,0.00002215889,0.055558864,0.00027182396,0.00013399548,0.00008785345,0.00002398447,0.00021607206,0.0030596564],"genre_scores_gemma":[0.9988961,0.000009351308,0.00036589708,0.00015166092,0.0001559092,0.000031956977,0.00018324639,0.000019761444,0.00018610491],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99933046,0.000023336679,0.00017334815,0.00012564161,0.0001479525,0.00019926913],"domain_scores_gemma":[0.99975306,0.000032745116,0.000011008157,0.00011227731,0.000013102288,0.00007779457],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00015463053,0.000098715514,0.00012210238,0.00012369273,0.00017857058,0.000054539236,0.00007242355,0.000026938307,0.0007964517],"category_scores_gemma":[0.000013064325,0.00008002686,0.000043883163,0.00007680906,0.0000039718147,0.00014571332,0.00010000842,0.00015500173,0.00011244273],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000007771543,0.000015749902,0.0018806655,0.00017281466,0.000120201934,0.0000118678045,0.0020005694,0.56426203,0.0014006506,1.0387228e-7,0.005131488,0.42499605],"study_design_scores_gemma":[0.0017342125,0.0004169354,0.030553432,0.00015750145,0.0004132808,0.00007180431,0.0021880155,0.4122314,0.35126323,0.0011353099,0.19714753,0.00268737],"about_ca_topic_score_codex":0.00009627822,"about_ca_topic_score_gemma":0.000027068781,"teacher_disagreement_score":0.42230868,"about_ca_system_score_codex":0.00006929902,"about_ca_system_score_gemma":0.0000014248659,"threshold_uncertainty_score":0.87205875},"labels":[],"label_agreement":null},{"id":"W4221061361","doi":"10.2118/200270-ms","title":"Standalone Screen Design and Evaluation for Cased and Perforated Application in Unconsolidated Formations: The Role of Perforation Strategy and Sand Control Design on Well Productivity","year":2022,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Casing; Pressure drop; Perforation; Completion (oil and gas wells); Computational fluid dynamics; Permeability (electromagnetism); Flow (mathematics); Geology; Engineering; Petroleum engineering; Geotechnical engineering; Mechanical engineering; Mechanics","score_opus":0.016181624097061472,"score_gpt":0.2373471931424094,"score_spread":0.22116556904534793,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4221061361","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.6397712,0.00047237624,0.35763413,0.00013522821,0.0000068575096,0.0018144298,0.000022876975,0.00002897123,0.000113930146],"genre_scores_gemma":[0.9988205,0.000039338345,0.0006099422,0.000008500318,0.000009500074,0.0004462822,0.000045847213,0.000009784308,0.000010301113],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9991317,0.0002425722,0.00020330393,0.00015433684,0.00016574055,0.00010235768],"domain_scores_gemma":[0.9994264,0.00028237537,0.0000578307,0.00012382747,0.00008352865,0.000026039663],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0017516975,0.00009620101,0.0001459347,0.00012039016,0.00020585104,0.000035322217,0.000038266564,0.000035040477,0.000013471594],"category_scores_gemma":[0.000051556697,0.00007280111,0.000011811757,0.0001995978,0.000033013268,0.00015186702,0.0000095820005,0.00010077957,1.7474923e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00018231853,0.000024102286,0.00034969934,0.000026844871,0.000037988437,6.959287e-8,0.00031716155,0.9783482,0.0071453042,0.000032155218,0.000027211403,0.013508939],"study_design_scores_gemma":[0.0011959202,0.00020746893,0.0017577162,0.000005370305,0.00007085649,0.0000029387568,0.0006373547,0.97822887,0.017127259,0.00061541144,0.00006814956,0.00008269036],"about_ca_topic_score_codex":0.00015328827,"about_ca_topic_score_gemma":0.000076827426,"teacher_disagreement_score":0.3590493,"about_ca_system_score_codex":0.0000555088,"about_ca_system_score_gemma":0.00003721294,"threshold_uncertainty_score":0.29687428},"labels":[],"label_agreement":null},{"id":"W4221127545","doi":"10.2118/208937-ms","title":"Characterizing a Complex Induced Fracture Network: A Case Study of a Diagnostic Fracture Injection Test in the Heterogeneous Overpressured Montney Formation","year":2022,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Waterloo","funders":"","keywords":"Geology; Tortuosity; Hydraulic fracturing; Fracture (geology); Context (archaeology); Tight gas; Geotechnical engineering; Mechanics; Physics; Porosity","score_opus":0.01650762464252684,"score_gpt":0.23631012552927003,"score_spread":0.2198025008867432,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4221127545","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9973582,0.00013610668,0.0013570725,0.00016376548,0.000089426525,0.0006048796,0.000009943447,0.00011901354,0.00016156225],"genre_scores_gemma":[0.9991298,0.000010585503,0.000017792176,0.00046077263,0.00010160731,0.0002044168,0.000041280186,0.000026238507,0.0000075375433],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9985092,0.00023186198,0.00043208775,0.00018195191,0.00036499114,0.00027990594],"domain_scores_gemma":[0.99873364,0.00070716266,0.00011716988,0.0003720896,0.000027164951,0.000042771422],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003664481,0.00020145268,0.00029976616,0.00017633244,0.00028320492,0.000051906845,0.00023240678,0.00007544065,0.00015031498],"category_scores_gemma":[0.00011755006,0.00015028974,0.00009028884,0.00063732575,0.000008040407,0.00016890187,0.0000766126,0.00060347235,0.0000015271781],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000011923022,0.000309298,0.002198805,0.00003617609,0.00008361683,0.00065977126,0.013494412,0.98171526,0.00041516052,1.18912986e-7,0.00057445955,0.00050101796],"study_design_scores_gemma":[0.0013623025,0.00075375417,0.030626418,0.000033847493,0.00020619898,0.0025179104,0.02345955,0.93670714,0.0005141994,0.000021986729,0.0033547597,0.00044195037],"about_ca_topic_score_codex":0.0034731408,"about_ca_topic_score_gemma":0.0025707672,"teacher_disagreement_score":0.04500812,"about_ca_system_score_codex":0.00009250625,"about_ca_system_score_gemma":0.000009980512,"threshold_uncertainty_score":0.6128637},"labels":[],"label_agreement":null},{"id":"W4223929082","doi":"10.2118/209436-ms","title":"Discussion of the Effect of Shut-In After Fracturing on Oil Recovery","year":2022,"lang":"en","type":"article","venue":"SPE Improved Oil Recovery Conference","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Regina","funders":"","keywords":"Imbibition; Petroleum engineering; Capillary pressure; Drawdown (hydrology); Saturation (graph theory); Geotechnical engineering; Permeability (electromagnetism); Geology; Back pressure; Enhanced oil recovery; Well stimulation; Flow (mathematics); Compressibility; Capillary action; Wetting; Mechanics; Reservoir engineering; Porous medium; Aquifer; Materials science; Petroleum; Chemistry; Porosity; Engineering; Composite material; Mathematics; Groundwater","score_opus":0.004153421539723211,"score_gpt":0.1961416575698846,"score_spread":0.1919882360301614,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4223929082","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9905591,0.00020750797,0.00014579596,0.0002130721,0.00079428515,0.00007073343,0.00005550898,0.00004788818,0.007906114],"genre_scores_gemma":[0.99674094,0.00020546622,0.000039913375,0.00003079652,0.00004539236,0.00007295044,0.0000072089765,0.000034003882,0.0028233104],"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.998381,0.00019777232,0.00044722485,0.00029015014,0.00037103405,0.00031282214],"domain_scores_gemma":[0.9989176,0.00024334886,0.0001447592,0.0006152664,0.000023331835,0.000055739092],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004191275,0.00024766952,0.00045776722,0.00020420771,0.00006927641,0.000023188455,0.0004445089,0.00009382003,0.00045213266],"category_scores_gemma":[0.00014533836,0.00014637012,0.00030718508,0.00035128454,0.000049519247,0.00012568153,0.00020649683,0.0006100494,0.0000073242145],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0006841716,0.00007097778,0.002313228,0.000749927,0.000151273,0.00001370736,0.00031797442,0.60684365,0.029164825,0.0000028017114,0.00011873816,0.35956872],"study_design_scores_gemma":[0.0037677588,0.0025302696,0.028900027,0.0020502948,0.0003147152,0.000015825377,0.00040176488,0.18725675,0.76312166,0.0005778021,0.0094972355,0.0015658953],"about_ca_topic_score_codex":0.00027791847,"about_ca_topic_score_gemma":0.00016824297,"teacher_disagreement_score":0.7339568,"about_ca_system_score_codex":0.00016757949,"about_ca_system_score_gemma":0.000056871573,"threshold_uncertainty_score":0.59688},"labels":[],"label_agreement":null},{"id":"W4224110894","doi":"10.1016/j.petrol.2022.110504","title":"Semi-analytical modeling of transient pressure behaviour for a multifractured horizontal well in a gas reservoir with a complex fracture network by considering effects of slippage, stress-sensitivity, and gas adsorption/desorption","year":2022,"lang":"en","type":"article","venue":"Journal of Petroleum Science and Engineering","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":11,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Regina","funders":"","keywords":"Slippage; Transient (computer programming); Petroleum engineering; Fracture (geology); Sensitivity (control systems); Adsorption; Desorption; Mechanics; Tight gas; Stress (linguistics); Geology; Geotechnical engineering; Materials science; Hydraulic fracturing; Chemistry; Engineering; Computer science; Composite material; Physics","score_opus":0.006897798072018216,"score_gpt":0.2104229901542124,"score_spread":0.2035251920821942,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4224110894","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9279233,0.0012255516,0.07049296,0.00011882691,0.000072509516,0.0001273652,0.000017466049,0.000015632102,0.000006394354],"genre_scores_gemma":[0.9985583,0.00012672566,0.0012122092,0.000008158305,0.000055511457,0.000009066924,0.0000038327285,0.000022549348,0.0000036607712],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99832916,0.000038310758,0.0004754197,0.00020324338,0.00060762226,0.00034624382],"domain_scores_gemma":[0.99925166,0.00019977363,0.00015065618,0.00011752119,0.00012852499,0.00015188703],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009863313,0.00019408227,0.0005247945,0.0004065951,0.00009897948,0.00004003631,0.00013580998,0.00006236052,0.0000052913097],"category_scores_gemma":[0.00008032463,0.00016588993,0.00009654211,0.00040034216,0.00008576372,0.00026597074,0.00005253793,0.0004806228,1.9915984e-8],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00009661407,0.000049766808,0.0015660415,0.0003746686,0.000091286776,0.000022922137,0.0004334488,0.9338682,0.063324004,0.0000012217967,0.000059785605,0.00011198827],"study_design_scores_gemma":[0.0009855164,0.0002896765,0.0022471424,0.00028234962,0.00017823077,0.000096235424,0.00031679097,0.99003613,0.0052624214,0.000005459796,0.00013667121,0.00016338403],"about_ca_topic_score_codex":0.000088299654,"about_ca_topic_score_gemma":0.000059304788,"teacher_disagreement_score":0.07063499,"about_ca_system_score_codex":0.00008765948,"about_ca_system_score_gemma":0.000051716463,"threshold_uncertainty_score":0.6764795},"labels":[],"label_agreement":null},{"id":"W4224314828","doi":"10.4043/32098-ms","title":"Boosting Reaction Rate of Acids for Better Stimulation of Dolomite-Rich Formations","year":2022,"lang":"en","type":"article","venue":"Offshore Technology Conference","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Dolomite; Dissolution; Calcite; Carbonate; Mineralogy; Chemistry; Reaction rate; Hydrochloric acid; Geology; Chemical engineering; Inorganic chemistry; Organic chemistry; Catalysis","score_opus":0.014565567099221494,"score_gpt":0.23441951344613343,"score_spread":0.21985394634691194,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4224314828","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9233843,0.000061424194,0.07473398,0.00051606004,0.00008917222,0.00015947096,0.000033479228,0.00020773099,0.0008143648],"genre_scores_gemma":[0.99783456,0.000011129288,0.001928078,0.000010223732,0.00001100542,0.000081298385,0.000053033218,0.000010957102,0.000059741073],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99937356,0.000018489936,0.00028713344,0.00010623644,0.00007866545,0.00013593645],"domain_scores_gemma":[0.999459,0.000084686,0.00010919945,0.0002279036,0.000105892024,0.0000133187705],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00019826643,0.00008431543,0.00019663233,0.00036305698,0.000094643,0.0000040723357,0.00017988465,0.000095688214,0.000046506804],"category_scores_gemma":[0.00009252165,0.00008636374,0.000049050504,0.00036732378,0.00005505052,0.00007769387,0.000056896894,0.00019906473,0.0000012513701],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000467741,0.00007561343,0.011606902,0.0003208336,0.00028340233,0.0000015170879,0.00079968275,0.6746753,0.26797563,0.002341377,0.00078498235,0.041087996],"study_design_scores_gemma":[0.00068009127,0.0002042752,0.004727505,0.00004537282,0.0001479691,0.000007964738,0.00096786494,0.7211057,0.26126137,0.0070378985,0.0035461544,0.00026782116],"about_ca_topic_score_codex":0.000010733856,"about_ca_topic_score_gemma":0.000009695695,"teacher_disagreement_score":0.07445022,"about_ca_system_score_codex":0.000039780192,"about_ca_system_score_gemma":0.00001946203,"threshold_uncertainty_score":0.35218114},"labels":[],"label_agreement":null},{"id":"W4225422910","doi":"10.2118/209601-pa","title":"Port-Opening Falloff Test: A Complementary Test to Diagnostic Fracture Injection Test","year":2022,"lang":"en","type":"article","venue":"SPE Journal","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Hydrostatic test; Casing; Petroleum engineering; Permeability (electromagnetism); Fracture (geology); Port (circuit theory); Test data; Geology; Computer science; Engineering; Geotechnical engineering; Mechanical engineering; Chemistry","score_opus":0.007568447014220849,"score_gpt":0.22687757743159007,"score_spread":0.2193091304173692,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4225422910","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9217987,0.0025748517,0.04045952,0.015952816,0.003607437,0.00088900886,0.0003382248,0.0010263253,0.013353133],"genre_scores_gemma":[0.99691004,0.00007080666,0.0008311397,0.00076315255,0.00076808425,0.000019129955,0.000032196072,0.000049728264,0.000555743],"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","domain_scores_codex":[0.9985014,0.000035176283,0.00039124407,0.00018257397,0.0004850079,0.00040456952],"domain_scores_gemma":[0.99863744,0.00075927196,0.000083959334,0.00021077904,0.000043545802,0.00026499925],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00037216867,0.00020229812,0.00024293947,0.0003026979,0.00063348806,0.00014088352,0.00031845798,0.000041503696,0.0033275941],"category_scores_gemma":[0.0007277762,0.00018784669,0.00014377377,0.00051138515,0.00001270565,0.00014851685,0.00012850606,0.0010882034,0.00009853742],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000003382931,0.000098826145,0.057537403,0.000014805231,0.000077181125,0.0002819014,0.00053394126,0.8813004,0.0010305612,2.9233436e-7,0.056747355,0.0023739731],"study_design_scores_gemma":[0.0015463375,0.00154987,0.17624313,0.00019112883,0.00038542436,0.0040062573,0.0024827134,0.10390822,0.001988783,0.0003296393,0.7061111,0.0012574436],"about_ca_topic_score_codex":0.00021079846,"about_ca_topic_score_gemma":0.00014615733,"teacher_disagreement_score":0.77739215,"about_ca_system_score_codex":0.00033370193,"about_ca_system_score_gemma":0.00004262446,"threshold_uncertainty_score":0.9975835},"labels":[],"label_agreement":null},{"id":"W4225510451","doi":"10.2139/ssrn.4080127","title":"Investigation on Water-Drive Performance of a Fault-Karst Carbonate Reservoir Under Different Well Patterns and Injection-Production Modes Based on 2d Visualized Physical Models","year":2022,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Karst; Carbonate; Geology; Fault (geology); Carbonate rock; Petroleum engineering; Petrology; Geomorphology; Seismology; Geochemistry; Sedimentary rock; Materials science; Paleontology","score_opus":0.012592174251683887,"score_gpt":0.2238977089984875,"score_spread":0.2113055347468036,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4225510451","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9954873,0.000070088485,0.003738399,0.00030140392,0.00012320046,0.0001051027,0.0000041191906,0.000060101396,0.00011029281],"genre_scores_gemma":[0.9991838,0.0003994939,0.0000057871976,0.000031276202,0.0001433962,0.0000246797,0.000023497278,0.00003754935,0.00015057564],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99816203,0.00015116065,0.00025045805,0.00023352352,0.00046871812,0.00073410966],"domain_scores_gemma":[0.9995918,0.00003234618,0.00007518536,0.00019554209,0.000042222837,0.00006286763],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004333613,0.00020336517,0.00025168862,0.00029376146,0.00029753064,0.000026236341,0.0001412656,0.00004649417,0.000012196757],"category_scores_gemma":[0.0000068039785,0.00015258027,0.00011086263,0.00015496748,0.00003337992,0.00013745026,0.00003518222,0.0014243333,0.0000015284808],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00013687134,0.00006803343,0.00041573728,0.00004172538,0.00013125042,6.7376857e-7,0.00044975663,0.993246,0.0049963254,0.00024355813,0.0000065574013,0.00026347436],"study_design_scores_gemma":[0.0005597436,0.00072149467,0.0003832271,0.000044596556,0.000059977876,0.000020477166,0.0005602541,0.9570848,0.031523667,0.008859486,0.00000793417,0.00017434622],"about_ca_topic_score_codex":0.00011829838,"about_ca_topic_score_gemma":0.00012204386,"teacher_disagreement_score":0.03616124,"about_ca_system_score_codex":0.0008169818,"about_ca_system_score_gemma":0.00009100791,"threshold_uncertainty_score":0.62220424},"labels":[],"label_agreement":null},{"id":"W4226034105","doi":"10.2118/205862-pa","title":"Temperature Transient Analysis of Naturally Fractured Geothermal Reservoirs","year":2022,"lang":"en","type":"article","venue":"SPE Journal","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":57,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Geothermal gradient; Adiabatic process; Joule–Thomson effect; Thermal conduction; Mechanics; Thermal expansion; Geothermal energy; Thermodynamics; Work (physics); Transient (computer programming); Thermal; Geology; Petroleum engineering; Geophysics; Physics; Computer science","score_opus":0.004596048749647152,"score_gpt":0.20773122615582837,"score_spread":0.20313517740618123,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4226034105","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9927687,0.0026083747,0.0007781185,0.0007972965,0.0005718044,0.000053203268,0.0000496566,0.00007152945,0.0023012888],"genre_scores_gemma":[0.99862546,0.00014815718,0.00026914827,0.000091077476,0.00015459042,0.0000032600901,0.00002525975,0.000026415904,0.00065665896],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9984678,0.000098187586,0.00039478956,0.00013471556,0.0006175964,0.00028688385],"domain_scores_gemma":[0.99941057,0.000036215373,0.000094577495,0.00026052954,0.00006512572,0.00013296677],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00040353346,0.00015817888,0.000400724,0.00069853675,0.00025648985,0.000049193986,0.00038760656,0.00007422243,0.0028608728],"category_scores_gemma":[0.0000176037,0.00012818463,0.0005704117,0.001304177,0.00002637888,0.000097614335,0.00003677762,0.0011579593,0.000004421158],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000027868016,0.000031596257,0.00030929496,0.000013936651,0.0025045981,0.00006719235,0.0009416354,0.98330855,0.008064338,0.0000025398979,0.0042727143,0.00045571037],"study_design_scores_gemma":[0.0019515959,0.00030896653,0.083336346,0.00005502142,0.005790025,0.0003399745,0.0021260418,0.6898618,0.011188036,0.00019626372,0.20366582,0.0011801561],"about_ca_topic_score_codex":0.000026973828,"about_ca_topic_score_gemma":0.000047281577,"teacher_disagreement_score":0.29344684,"about_ca_system_score_codex":0.00012231982,"about_ca_system_score_gemma":0.00003610063,"threshold_uncertainty_score":0.99805063},"labels":[],"label_agreement":null},{"id":"W4226293963","doi":"10.1016/j.jngse.2022.104556","title":"Pressure transient analysis of volume-fractured vertical well with complex fracture network in the reservoir","year":2022,"lang":"en","type":"article","venue":"Journal of Natural Gas Science and Engineering","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Regina","funders":"Scientific Research Fund of Liaoning Provincial Education Department; Department of Education of Liaoning Province","keywords":"Fracture (geology); Mechanics; Flow (mathematics); Superposition principle; Geology; Geotechnical engineering; Volumetric flow rate; Fluid dynamics; Petroleum engineering; Mathematics; Physics; Mathematical analysis","score_opus":0.0056278272643970045,"score_gpt":0.20463635676131237,"score_spread":0.19900852949691536,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4226293963","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9933161,0.0032378884,0.002041255,0.001082713,0.00015229982,0.000068201334,0.0000024183498,0.000016041913,0.000083084225],"genre_scores_gemma":[0.9993283,0.00006668831,0.00042042887,0.00009337205,0.00006859072,0.0000022092522,0.0000017652399,0.0000087588305,0.000009870894],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99823105,0.00003718666,0.00034267694,0.00012843433,0.0009466115,0.00031401668],"domain_scores_gemma":[0.9994637,0.00009813303,0.00006148567,0.00018281168,0.000105637315,0.00008828325],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001145884,0.00013518058,0.00036935505,0.0005517837,0.00014343884,0.000053294647,0.0005351764,0.000034504432,0.000043414093],"category_scores_gemma":[0.00005259146,0.00008072509,0.00012624566,0.002890771,0.00009150491,0.00022198995,0.000040503306,0.00081797823,1.1942821e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000032735617,0.000016578453,0.0009552995,0.000025836573,0.0002807578,0.000031317802,0.0009932707,0.99539036,0.0014235546,0.0000030115293,0.0007240003,0.0001233061],"study_design_scores_gemma":[0.00021316305,0.000083638064,0.08898737,0.000023727274,0.00039904265,0.000052258994,0.00028238914,0.8906334,0.0001240626,0.0000033105448,0.019089743,0.00010788192],"about_ca_topic_score_codex":0.000022897439,"about_ca_topic_score_gemma":0.000020285046,"teacher_disagreement_score":0.10475692,"about_ca_system_score_codex":0.000064612,"about_ca_system_score_gemma":0.00003847995,"threshold_uncertainty_score":0.3553754},"labels":[],"label_agreement":null},{"id":"W4226325953","doi":"10.2139/ssrn.4088646","title":"Characterization Methods for Natural Fractures Distribution in Shale and Tight Reservoirs","year":2022,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Oil shale; Geology; Tight oil; Natural (archaeology); Petroleum engineering; Paleontology","score_opus":0.004847066525622615,"score_gpt":0.26327876531647343,"score_spread":0.2584316987908508,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4226325953","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7255091,0.0048742066,0.26843503,0.00066463515,0.00027216296,0.00013300392,0.000019716126,0.000053624728,0.000038488735],"genre_scores_gemma":[0.99746305,0.001466094,0.00031904597,0.000026630034,0.00013070658,0.00003414498,0.00020268919,0.000021287207,0.00033633126],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99853516,0.00012274442,0.00021430563,0.00013048279,0.00012644159,0.00087088754],"domain_scores_gemma":[0.99971074,0.000080300946,0.000052602867,0.00009043414,0.000023129365,0.00004280147],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0013878617,0.00011221093,0.00016200484,0.00013405521,0.0002707229,0.000043200507,0.00014541375,0.000045015648,0.000026132779],"category_scores_gemma":[0.00007311968,0.00010183424,0.00007581349,0.00021966259,0.000012980895,0.00014615055,0.000035156256,0.0014234227,4.906316e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0004658909,0.00020147732,0.004034579,0.0001990521,0.00117661,0.000019351386,0.0021710778,0.49053535,0.08489348,0.0061442256,0.0006729812,0.40948594],"study_design_scores_gemma":[0.002593709,0.00041688164,0.019219266,0.000043038333,0.0001691366,0.000618933,0.002071166,0.789573,0.0071985405,0.05428781,0.12290518,0.00090334786],"about_ca_topic_score_codex":0.000022318747,"about_ca_topic_score_gemma":0.00013462792,"teacher_disagreement_score":0.4085826,"about_ca_system_score_codex":0.0007383347,"about_ca_system_score_gemma":0.00011691955,"threshold_uncertainty_score":0.6184142},"labels":[],"label_agreement":null},{"id":"W4229022409","doi":"10.1016/j.jngse.2022.104601","title":"First-time implementation of multiple flowback DFITs (“DFIT-FBA”) along a horizontal well","year":2022,"lang":"en","type":"article","venue":"Journal of Natural Gas Science and Engineering","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":17,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Chevron (Canada); University of Calgary","funders":"","keywords":"Wellbore; Tortuosity; Petroleum engineering; Geology; Perforation; Permeability (electromagnetism); Porosity; Geotechnical engineering; Engineering; Chemistry","score_opus":0.0036763824282897446,"score_gpt":0.20426960904530403,"score_spread":0.2005932266170143,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4229022409","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99787736,0.0009336066,0.00046976405,0.00012563128,0.0004699033,0.000048143735,0.0000035839162,0.000026743537,0.000045241897],"genre_scores_gemma":[0.9986153,0.00009815713,0.001150915,0.000008822044,0.00009579863,0.0000018883244,0.0000011840797,0.000011818501,0.000016071264],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9986789,0.000008363135,0.00035384521,0.000105588464,0.0005984527,0.0002548449],"domain_scores_gemma":[0.9995476,0.000053453092,0.00009299701,0.00009303411,0.00010370472,0.00010921728],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006372281,0.00011616695,0.00021860526,0.00039742092,0.00016514923,0.00003994067,0.00027895396,0.000021429321,0.000056061275],"category_scores_gemma":[0.00006208809,0.0000997279,0.00009150111,0.0006436379,0.00004080009,0.00042260424,0.0000855514,0.00033329352,0.000001595467],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000075525772,0.000008651903,0.00065454375,0.000045982022,0.000044824978,0.00001790457,0.00045012828,0.9250612,0.07119374,0.00000230325,0.00027559674,0.0022375558],"study_design_scores_gemma":[0.0006804763,0.00019353173,0.012193057,0.00005368527,0.00005074786,0.00026756348,0.0007128266,0.95021677,0.031501714,0.000007671322,0.0038855118,0.00023642616],"about_ca_topic_score_codex":0.000045927045,"about_ca_topic_score_gemma":0.00001447483,"teacher_disagreement_score":0.03969203,"about_ca_system_score_codex":0.00016243619,"about_ca_system_score_gemma":0.00004411215,"threshold_uncertainty_score":0.4066786},"labels":[],"label_agreement":null},{"id":"W4229333562","doi":"10.3390/geosciences12050201","title":"Review of Petroleum and Hydrogeology Equations for Characterizing the Pressure Front Diffusion during Pumping Tests","year":2022,"lang":"en","type":"article","venue":"Geosciences","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Université du Québec à Chicoutimi","funders":"","keywords":"Hydrogeology; Aquifer; Aquifer test; Drawdown (hydrology); Front (military); Geology; Mechanics; Geotechnical engineering; Well test (oil and gas); Test data; Diffusion equation; Engineering; Groundwater recharge; Petroleum engineering; Groundwater; Physics","score_opus":0.009614687220973958,"score_gpt":0.22661782136017375,"score_spread":0.2170031341391998,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4229333562","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9430856,0.050993633,0.0030316934,0.0020630036,0.0002622687,0.00025565512,0.000029581375,0.000064562766,0.00021401937],"genre_scores_gemma":[0.99572855,0.003777553,0.00006352367,0.00010978286,0.00003341206,0.000091552254,0.000005731067,0.0000050055137,0.00018491618],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99936414,0.000037541355,0.00016465539,0.00012901281,0.00014354869,0.0001610845],"domain_scores_gemma":[0.9996431,0.00012305172,0.0000560779,0.0001382142,0.0000134733655,0.000026093128],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00040994622,0.00006448818,0.00014386117,0.000059279326,0.00046305024,0.000014109389,0.00020356027,0.000013464143,0.000059555052],"category_scores_gemma":[0.00009514056,0.00004411544,0.000051627925,0.000115153496,0.00006267975,0.00006674157,0.00010765227,0.00009059668,5.5604426e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000024829369,0.000164998,0.01614918,0.020980667,0.0004213382,0.0000075131275,0.0060834475,0.7617055,0.17270944,0.00020556296,0.0012989165,0.020248588],"study_design_scores_gemma":[0.00030753223,0.00009359337,0.026582334,0.0010154085,0.00021761119,0.000025680236,0.0006241142,0.8478893,0.0039464477,0.00013281286,0.118865125,0.0003000648],"about_ca_topic_score_codex":0.00007102921,"about_ca_topic_score_gemma":0.000020935828,"teacher_disagreement_score":0.16876298,"about_ca_system_score_codex":0.000010339239,"about_ca_system_score_gemma":0.000010918742,"threshold_uncertainty_score":0.35614547},"labels":[],"label_agreement":null},{"id":"W4229878757","doi":"10.2523/84297-ms","title":"Measurement of the Two-Phase Gas Slippage Phenomenon and Its Effect on Gas Relative Permeability in Tight Gas Sands","year":2003,"lang":"en","type":"article","venue":"Proceedings of SPE Annual Technical Conference and Exhibition","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":21,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Slippage; Overburden; Tight gas; Relative permeability; Natural gas field; Permeability (electromagnetism); Gas phase; Petroleum engineering; Geology; Gas pressure; Natural gas; Geotechnical engineering; Chemistry; Materials science; Hydraulic fracturing; Composite material","score_opus":0.015374916141230167,"score_gpt":0.24812886293642275,"score_spread":0.2327539467951926,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4229878757","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9893579,0.0002456997,0.00007545764,0.00020799323,0.000017320323,0.000268347,0.00000830929,0.000040642182,0.009778359],"genre_scores_gemma":[0.99963135,0.00025725257,0.000044196557,0.000008978742,0.000018134979,0.000020117097,0.0000013653828,0.000009992765,0.0000086376085],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99892443,0.000021909464,0.00031292698,0.00023978217,0.00031430926,0.00018665918],"domain_scores_gemma":[0.9995272,0.000043069318,0.000079333804,0.00008227256,0.00019923996,0.00006886364],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000755434,0.00016911716,0.00031467015,0.000108579225,0.000052889263,0.000019309613,0.000088409324,0.000108996515,0.000021338223],"category_scores_gemma":[0.00027671372,0.0001179216,0.00006522655,0.00024162016,0.000111911424,0.00021187142,0.000033633452,0.0002961404,9.790143e-7],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0005194604,0.00079332566,0.007991057,0.002412411,0.00016757123,0.0000043268037,0.0033657479,0.0010956987,0.94969827,0.0141591355,0.000265793,0.019527184],"study_design_scores_gemma":[0.0032149018,0.0017974037,0.0078719035,0.0017014702,0.00016557772,0.000012356289,0.000629126,0.006019469,0.9656228,0.012220539,0.00027455288,0.00046990803],"about_ca_topic_score_codex":0.000014104848,"about_ca_topic_score_gemma":0.0000129196815,"teacher_disagreement_score":0.019057276,"about_ca_system_score_codex":0.000064875865,"about_ca_system_score_gemma":0.000013682286,"threshold_uncertainty_score":0.4808703},"labels":[],"label_agreement":null},{"id":"W4229891029","doi":"10.2118/spe-173385-ms","title":"Quantitative and Visual Analysis of Proppant Transport in Rough Fractures and Aperture Stability","year":2015,"lang":"en","type":"article","venue":"SPE Hydraulic Fracturing Technology Conference","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Permeability (electromagnetism); Hydraulic fracturing; Surface finish; Geology; Geotechnical engineering; Materials science; Fracture (geology); Fractal dimension; Surface roughness; Fractal; Composite material","score_opus":0.022191756811182347,"score_gpt":0.2688401233975561,"score_spread":0.24664836658637374,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4229891029","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.98614943,0.0019136446,0.009495867,0.0010883862,0.000042334243,0.00018895327,0.000015724538,0.00027749015,0.00082814734],"genre_scores_gemma":[0.9978994,0.00035824216,0.0016062136,0.00004920591,0.000010135038,0.000021269261,0.000020909112,0.000023428061,0.000011172316],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9983066,0.000050448154,0.000512764,0.0004945961,0.00025382306,0.00038179487],"domain_scores_gemma":[0.99911547,0.0001635537,0.00010867114,0.00036553215,0.000098898694,0.00014788371],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00034607743,0.00032677848,0.0008599566,0.0011904932,0.00004490848,0.000023474626,0.00023994326,0.00043315734,0.000041423747],"category_scores_gemma":[0.00026276626,0.000278756,0.00008889457,0.0012894113,0.00044137062,0.00019356664,0.00008181773,0.0006573227,0.0000023848954],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0005401754,0.0006811445,0.3964045,0.0010651782,0.006332925,0.00036779122,0.016884126,0.5260186,0.015231594,0.0014104479,0.000097469645,0.03496604],"study_design_scores_gemma":[0.0011848495,0.00030546144,0.22216052,0.00017735732,0.000930707,0.000019778747,0.0025721884,0.73266035,0.033815157,0.0034136334,0.0018778748,0.0008821005],"about_ca_topic_score_codex":0.00060844235,"about_ca_topic_score_gemma":0.0013344621,"teacher_disagreement_score":0.20664178,"about_ca_system_score_codex":0.00006541802,"about_ca_system_score_gemma":0.000059584887,"threshold_uncertainty_score":0.99996644},"labels":[],"label_agreement":null},{"id":"W4230156252","doi":"10.2118/07-04-03","title":"Sanding Process and Permeability Change","year":2007,"lang":"en","type":"article","venue":"Journal of Canadian Petroleum Technology","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":7,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"BitCan (Canada)","funders":"","keywords":"Permeability (electromagnetism); Petroleum engineering; Compaction; Geotechnical engineering; Casing; Wellbore; Pore water pressure; Geology; Mechanics","score_opus":0.00879347661255699,"score_gpt":0.22272053766619496,"score_spread":0.21392706105363796,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4230156252","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9921111,0.0018144755,0.0009245202,0.0021933722,0.00016854459,0.000027463408,0.0000022493828,0.00005744239,0.0027008683],"genre_scores_gemma":[0.99935645,0.00020632667,0.00019269653,0.00005314539,0.00015185162,0.0000013082857,3.0976466e-7,0.000013782584,0.000024136629],"study_design_codex":"observational","study_design_gemma":"not_applicable","domain_scores_codex":[0.9991959,0.0000058916853,0.00026855333,0.000077943485,0.00011349987,0.00033823706],"domain_scores_gemma":[0.9994511,0.000021124533,0.000060825918,0.00012076665,0.00006783828,0.00027836775],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00041739107,0.00009678172,0.00022459033,0.0028162315,0.00006171187,0.000015600222,0.00017030598,0.00018657597,0.000027985941],"category_scores_gemma":[0.000073925075,0.00008494805,0.00005182994,0.0006032567,0.00007365965,0.00010571955,0.000008359936,0.00041407096,0.0000024285366],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00012123511,0.00013370607,0.5761244,0.0011989068,0.001785772,0.004778948,0.0049223374,0.0703216,0.008260633,0.0010431064,0.0053247404,0.32598457],"study_design_scores_gemma":[0.003491167,0.0010356926,0.24604174,0.0006403167,0.00055599306,0.007442619,0.0082912315,0.03703407,0.034367457,0.0066226544,0.65248936,0.0019876836],"about_ca_topic_score_codex":0.0021563398,"about_ca_topic_score_gemma":0.06716812,"teacher_disagreement_score":0.64716464,"about_ca_system_score_codex":0.00017461434,"about_ca_system_score_gemma":0.00005144794,"threshold_uncertainty_score":0.94985366},"labels":[],"label_agreement":null},{"id":"W4230395514","doi":"10.2523/84576-ms","title":"New Environmentally Friendly Oil-Based Stimulation Fluids","year":2003,"lang":"en","type":"article","venue":"Proceedings of SPE Annual Technical Conference and Exhibition","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Citation; Environmentally friendly; Exhibition; World Wide Web; Library science; Computer science; Database; Engineering; Art history; Art; Ecology","score_opus":0.008524535846865033,"score_gpt":0.21475761235374827,"score_spread":0.20623307650688324,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4230395514","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8945695,0.0003634248,0.055340074,0.00042262216,0.000057205758,0.00015132106,0.000020229676,0.00046050455,0.04861512],"genre_scores_gemma":[0.9932516,0.00023567514,0.0062961965,0.000021867734,0.000037547623,0.0000061779097,0.0000108493505,0.000013520179,0.00012654602],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99922717,0.0000027278707,0.00022812412,0.00018197739,0.00019309451,0.00016691878],"domain_scores_gemma":[0.99972105,0.000016441589,0.000038829796,0.00005640613,0.000056629775,0.00011064056],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00011994486,0.00013492773,0.00017717162,0.00009765635,0.000045382923,0.000035406687,0.0000719492,0.00013134502,0.00016243412],"category_scores_gemma":[0.00003577589,0.00012677925,0.0000545114,0.00012696152,0.000054608583,0.000275496,0.0000145484555,0.00014562721,0.000009106187],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00009656593,0.00021833551,0.0026628838,0.0007495208,0.000097994984,0.0000044957364,0.0005038361,0.022536594,0.88150615,0.0108916005,0.010005693,0.07072635],"study_design_scores_gemma":[0.002433013,0.0009474385,0.008119019,0.0006610605,0.00026644763,0.00002578423,0.0009537427,0.053483196,0.8912898,0.012983486,0.027532957,0.0013040709],"about_ca_topic_score_codex":0.000017298538,"about_ca_topic_score_gemma":0.0000025372797,"teacher_disagreement_score":0.09868212,"about_ca_system_score_codex":0.0000351295,"about_ca_system_score_gemma":0.000014755833,"threshold_uncertainty_score":0.5169908},"labels":[],"label_agreement":null},{"id":"W4230429997","doi":"10.2118/2009-128","title":"Conducting SAGD in Shoreface Oil Sands with Associated Basal Water","year":2009,"lang":"en","type":"article","venue":"Canadian International Petroleum Conference","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Laricina Energy (Canada)","funders":"","keywords":"Citation; Oil sands; Download; Engineering; Archaeology; Geography; Library science; World Wide Web; Computer science","score_opus":0.016523528941382058,"score_gpt":0.21479713267363812,"score_spread":0.19827360373225605,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4230429997","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.92297536,0.000028016166,0.00016194032,0.0023096502,0.00018360057,0.000014666365,0.000020683776,0.000068046684,0.07423804],"genre_scores_gemma":[0.9971079,0.000019060508,0.000049154332,0.00024372105,0.00007296854,0.000005751511,0.000097912125,0.000014631473,0.0023889027],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9989924,0.000016232352,0.0001901373,0.00019164456,0.00021226033,0.00039733833],"domain_scores_gemma":[0.9995227,0.000018986138,0.000019011197,0.00013275967,0.00008587835,0.000220706],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00012816774,0.00015394375,0.0001709948,0.00035105977,0.000051119787,0.00010866952,0.000280769,0.000089292604,0.0006795431],"category_scores_gemma":[0.000036064095,0.00012331753,0.000040318915,0.00010837828,0.00002758695,0.00015391789,0.0000083599625,0.00029631873,0.000049545462],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000017473476,0.0000288159,0.014087707,0.000012286723,0.00022819419,0.00026327607,0.00079976674,0.97786,0.0026003541,0.00022170585,0.0014724932,0.0024079285],"study_design_scores_gemma":[0.0022430562,0.00014065356,0.07288301,0.0004609739,0.000060250884,0.000038639802,0.000652601,0.8766837,0.011587359,0.00046518692,0.03342768,0.0013568937],"about_ca_topic_score_codex":0.018039996,"about_ca_topic_score_gemma":0.22591041,"teacher_disagreement_score":0.20787041,"about_ca_system_score_codex":0.00046745338,"about_ca_system_score_gemma":0.00011424026,"threshold_uncertainty_score":0.988499},"labels":[],"label_agreement":null},{"id":"W4230760134","doi":"10.2523/75678-ms","title":"Gas Storage Performance in a Fractured Formation","year":2002,"lang":"en","type":"article","venue":"Proceedings of SPE Gas Technology Symposium","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Citation; Computer science; Library science; Database","score_opus":0.005148104456747558,"score_gpt":0.17913988577632983,"score_spread":0.17399178131958226,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4230760134","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9804962,0.0005666997,0.000113379814,0.0027003926,0.00006291423,0.00013549974,0.0000011554768,0.0005369571,0.015386773],"genre_scores_gemma":[0.99716806,0.0019511925,0.0005655848,0.00001506765,0.000035766672,0.000029473664,0.0000016539913,0.000026204509,0.000206993],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9989815,0.0000011928983,0.0003422229,0.0001789987,0.00016380053,0.00033230433],"domain_scores_gemma":[0.9996623,0.000007776629,0.000087552646,0.00012491988,0.00007663202,0.000040842744],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00010960193,0.00017885299,0.00028579796,0.00085727946,0.000042707597,0.00001870802,0.0003065685,0.00029976477,0.000050940816],"category_scores_gemma":[0.000023143277,0.0001709197,0.00005751034,0.0008091862,0.00008053062,0.00040243476,0.000047681457,0.00040142616,0.000057245685],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00008998278,0.0007115797,0.08258618,0.0047100484,0.00049551076,0.000044011325,0.01001788,0.17051102,0.6596887,0.00094642316,0.013614777,0.056583896],"study_design_scores_gemma":[0.000742067,0.00015400822,0.0015720979,0.00026719907,0.00005602054,0.000066537534,0.00040261482,0.4900889,0.4911921,0.0005852657,0.014411538,0.00046163955],"about_ca_topic_score_codex":0.0000057820434,"about_ca_topic_score_gemma":0.0000034765833,"teacher_disagreement_score":0.3195779,"about_ca_system_score_codex":0.000096013486,"about_ca_system_score_gemma":0.000002293139,"threshold_uncertainty_score":0.69699025},"labels":[],"label_agreement":null},{"id":"W4230900532","doi":"10.2118/143731-pa","title":"New Analytical and Statistical Approach for Estimating and Analyzing Sand Production Through Wire-Wrap Screens During a Sand-Retention Test","year":2012,"lang":"en","type":"article","venue":"SPE Drilling & Completion","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":23,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"ConocoPhillips (Canada)","funders":"BG Group; ConocoPhillips","keywords":"Slurry; Ranking (information retrieval); Particle-size distribution; Monte Carlo method; Geotechnical engineering; Engineering; Particle size; Computer science; Mathematics; Statistics; Artificial intelligence","score_opus":0.026584966286091413,"score_gpt":0.2604197141684869,"score_spread":0.2338347478823955,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4230900532","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"methods","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.22652058,0.0004694407,0.77223325,0.00008052631,0.00012938444,0.00019025493,0.000011013457,0.00014632563,0.00021924298],"genre_scores_gemma":[0.7586974,0.000073351875,0.24031998,0.000004432421,0.0007202009,0.000009254481,0.00011063879,0.000028747303,0.000036017896],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9987332,0.00003095661,0.00032422994,0.00032173816,0.00018807866,0.00040174715],"domain_scores_gemma":[0.99939275,0.00017071124,0.00006150014,0.00016003445,0.000044295295,0.00017072547],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00035127933,0.00020866166,0.00031078563,0.00012737587,0.00030384483,0.00010746961,0.000048687994,0.00009261858,0.0000136684985],"category_scores_gemma":[0.00029607132,0.00019878763,0.00006469151,0.00019962295,0.000060368508,0.0003122695,0.000028830542,0.00019086113,0.0000022591423],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00010443293,0.00015558231,0.068776466,0.002134924,0.0005486322,0.0000033043489,0.0021121164,0.8734439,0.02752274,0.0005506026,0.0010130221,0.023634259],"study_design_scores_gemma":[0.00040361338,0.00003278907,0.023573594,0.00009866591,0.00023630145,0.00003304373,0.00007802514,0.97331065,0.0015672467,0.00022804084,0.00017582877,0.0002621911],"about_ca_topic_score_codex":0.00011424677,"about_ca_topic_score_gemma":0.000006430199,"teacher_disagreement_score":0.5321768,"about_ca_system_score_codex":0.00006183677,"about_ca_system_score_gemma":0.0000073871493,"threshold_uncertainty_score":0.81063247},"labels":[],"label_agreement":null},{"id":"W4231014792","doi":"10.2523/75684-ms","title":"Matching Technical Solutions to the Lifecycle Phase is the Key to Developing a CBM Prospect","year":2002,"lang":"en","type":"article","venue":"Proceedings of SPE Gas Technology Symposium","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Citation; Download; Key (lock); Computer science; Library science; World Wide Web; Engineering; Operations research","score_opus":0.011339354531568325,"score_gpt":0.2307708187540065,"score_spread":0.2194314642224382,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4231014792","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.63588,0.00060558575,0.008186512,0.3424858,0.00017346267,0.0010033926,0.000010463845,0.0016970051,0.009957812],"genre_scores_gemma":[0.99280596,0.00027918,0.005623384,0.00047654068,0.00012514662,0.00019335788,5.1067894e-7,0.00004647707,0.00044944105],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99841195,0.000002996296,0.00039417038,0.00034119227,0.0002693254,0.00058036775],"domain_scores_gemma":[0.99934,0.000035478773,0.00006826751,0.00031880027,0.00014166685,0.00009580199],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00031681906,0.00024451062,0.00030801827,0.00044418796,0.00036886908,0.00007535332,0.0009997285,0.00022188397,0.000032633772],"category_scores_gemma":[0.00009605649,0.0001595793,0.00012124522,0.0016565291,0.00013791953,0.00011411535,0.0003442995,0.00053388753,0.00022521031],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000052185558,0.0005277665,0.0011209986,0.0005488655,0.00096713466,0.00001573373,0.016152019,0.04943936,0.74419934,0.019309528,0.1523426,0.015324443],"study_design_scores_gemma":[0.0012464736,0.0006148522,0.00032860227,0.00078499626,0.00044689895,0.0003705487,0.0032771346,0.033083227,0.6383441,0.012144749,0.30781963,0.0015387371],"about_ca_topic_score_codex":0.000024129682,"about_ca_topic_score_gemma":0.000019370427,"teacher_disagreement_score":0.356926,"about_ca_system_score_codex":0.0001281368,"about_ca_system_score_gemma":0.00000968501,"threshold_uncertainty_score":0.6507455},"labels":[],"label_agreement":null},{"id":"W4231109304","doi":"10.17771/pucrio.acad.29837","title":"SIMULAÇÕES HIDROMECÂNICAS PARCIALMENTE ACOPLADAS DE UM RESERVATÓRIO CARBONÁTICO DA BACIA DE CAMPOS","year":2016,"lang":"pt","type":"dissertation","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Geomechanica (Canada)","funders":"","keywords":"Permeability (electromagnetism); Coupling (piping); Geology; Reservoir simulation; Petroleum engineering; Workflow; Geotechnical engineering; Flow (mathematics); Carbonate; Geomorphology; Petrology; Mechanics; Computer science; Engineering; Materials science; Physics; Mechanical engineering; Chemistry","score_opus":0.012113320505501483,"score_gpt":0.26900073430066945,"score_spread":0.256887413795168,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4231109304","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8872575,0.0033952496,0.015202823,0.0014917587,0.00224174,0.0009864345,0.00018477812,0.0008943177,0.088345364],"genre_scores_gemma":[0.8447255,0.0015948947,0.0006993139,0.00014832601,0.0007079717,0.00011088604,0.0005593092,0.00029733166,0.15115647],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99428743,0.00034882437,0.001280387,0.0011030085,0.0009361758,0.0020441785],"domain_scores_gemma":[0.99639773,0.00062870875,0.0003381172,0.0015059449,0.00023367401,0.000895833],"candidate_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00079424476,0.0012405441,0.0014484316,0.0006636742,0.00048491274,0.00037177745,0.0012433174,0.0015647131,0.0045106197],"category_scores_gemma":[0.0004599041,0.0010340463,0.0009317574,0.00061790866,0.000092830654,0.00028830394,0.00016474574,0.0013825659,0.0011745368],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0011485787,0.0009574571,0.026011497,0.007961219,0.013671896,0.0017472671,0.022779724,0.8256654,0.05430186,0.00028269988,0.02636973,0.01910264],"study_design_scores_gemma":[0.00576881,0.0005689788,0.013331569,0.0060935672,0.0055157915,0.000120168464,0.006382602,0.72321856,0.08836257,0.00093542604,0.1415898,0.008112154],"about_ca_topic_score_codex":0.0068199513,"about_ca_topic_score_gemma":0.0026772371,"teacher_disagreement_score":0.11522008,"about_ca_system_score_codex":0.001228957,"about_ca_system_score_gemma":0.0006875186,"threshold_uncertainty_score":0.9997937},"labels":[],"label_agreement":null},{"id":"W4231198610","doi":"10.2523/89324-ms","title":"Prediction of Critical Foam Velocity for Effective Cuttings Transport in Horizontal Wells","year":2004,"lang":"en","type":"article","venue":"Proceedings of SPE/ICoTA Coiled Tubing Conference and Exhibition","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Exhibition; Citation; Cutting; Computer science; Engineering; Library science; Archaeology; Horticulture; Geography; Biology","score_opus":0.010756420952336919,"score_gpt":0.2187561675750816,"score_spread":0.20799974662274467,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4231198610","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99216884,0.000096377626,0.0059617157,0.00021139251,0.00006375159,0.0003195737,0.000028942839,0.0000791682,0.0010702095],"genre_scores_gemma":[0.99870175,0.00016628513,0.0009577242,0.0000073616347,0.00006764395,0.00005678305,0.000019615556,0.000018405706,0.000004420457],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99894893,0.000002977452,0.00039066072,0.00024186706,0.00017862373,0.00023695883],"domain_scores_gemma":[0.9995231,0.000062274165,0.000066890156,0.00004666103,0.00023053882,0.00007052225],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00024945708,0.00016779877,0.00035994154,0.00020127973,0.000053055668,0.000022278675,0.00007541177,0.00014971099,0.000008121011],"category_scores_gemma":[0.000087770335,0.0001704403,0.000094518844,0.00020078296,0.00012264554,0.00037195696,0.000011633435,0.00018535469,7.489762e-7],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0007508085,0.0010010804,0.034884192,0.015436355,0.00042247813,0.000010245272,0.018752247,0.017401252,0.8660469,0.011812605,0.00016353035,0.033318285],"study_design_scores_gemma":[0.004070364,0.0009888195,0.053843707,0.0032245752,0.0003155986,0.000021837348,0.0025167589,0.054832954,0.8602775,0.019236838,0.00010135056,0.00056972227],"about_ca_topic_score_codex":0.00014639135,"about_ca_topic_score_gemma":0.000015732021,"teacher_disagreement_score":0.037431702,"about_ca_system_score_codex":0.00007113225,"about_ca_system_score_gemma":0.000021186264,"threshold_uncertainty_score":0.69503534},"labels":[],"label_agreement":null},{"id":"W4231553361","doi":"10.2523/86512-ms","title":"Application and Performance of Single-Trip, Multi-zone, High-Rate Water Packs in a Mature Low-Pressure, Low-Temperature Gas Field","year":2004,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"ConocoPhillips (Canada)","funders":"ConocoPhillips","keywords":"Exhibition; Citation; Computer science; World Wide Web; Archaeology; Geography","score_opus":0.003055264605043741,"score_gpt":0.18062419784557177,"score_spread":0.17756893324052803,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4231553361","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99524224,0.0003142132,0.003607044,0.00032557917,0.000056986,0.00013588426,0.0000038135008,0.00009623012,0.00021802951],"genre_scores_gemma":[0.9984496,0.00020201082,0.00078973226,0.000078412806,0.000046392634,0.00001764068,0.000024070068,0.000020969479,0.00037113586],"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9992298,0.000013469985,0.00023008478,0.0001930011,0.00010576898,0.00022789888],"domain_scores_gemma":[0.9996105,0.000017170865,0.000021747943,0.00025999075,0.00003304303,0.00005754794],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00010164188,0.0001636273,0.00023554276,0.00012690018,0.000033789936,0.000029493134,0.000115750874,0.00022869073,0.00002946146],"category_scores_gemma":[0.000008467427,0.00011230279,0.00004463533,0.00016930101,0.000019164116,0.00013478147,0.00003121913,0.00027858137,0.0000114362565],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00003568243,0.000085267595,0.00074036885,0.0005808345,0.000068345595,0.0000057637144,0.0004659164,0.67926353,0.3179185,0.000010318032,0.00013420048,0.0006912417],"study_design_scores_gemma":[0.0008474853,0.00004877502,0.004210197,0.00015628776,0.000032373886,0.000003852041,0.000052730924,0.04997642,0.94405615,0.000026066691,0.0003660423,0.00022363437],"about_ca_topic_score_codex":0.0002750051,"about_ca_topic_score_gemma":0.0002027661,"teacher_disagreement_score":0.6292871,"about_ca_system_score_codex":0.000022910097,"about_ca_system_score_gemma":0.0000058633923,"threshold_uncertainty_score":0.4579575},"labels":[],"label_agreement":null},{"id":"W4231567078","doi":"10.2523/62560-ms","title":"The Benefits of In Situ Upgrading Reactions to the Integrated Operations of the Orinoco Heavy-Oil Fields and Downstream Facilities","year":2000,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Downstream (manufacturing); Citation; Petroleum; Environmental science; Computer science; Crude oil; Petroleum engineering; Library science; Geology; Engineering; Operations management","score_opus":0.008432737596275048,"score_gpt":0.20623158631129915,"score_spread":0.1977988487150241,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4231567078","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9836486,0.0002492758,0.0001392683,0.0020457725,0.000047287715,0.00006291871,0.0000115517805,0.000024392828,0.013770949],"genre_scores_gemma":[0.99137115,0.0005213334,0.000047322428,0.000022611292,0.0000152550165,0.00001606258,0.0000014805863,0.0000043691393,0.00800043],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9994979,0.000030016601,0.00020716737,0.00006915607,0.00008705656,0.00010869059],"domain_scores_gemma":[0.99956197,0.00012179414,0.000008995399,0.00025698717,0.000026908909,0.000023369887],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00012458647,0.0000724103,0.00010418202,0.000042768635,0.0001452671,0.000027480392,0.00015343865,0.000040177478,0.00008515305],"category_scores_gemma":[0.000043998945,0.000031610572,0.00004903948,0.0003071392,0.000048350743,0.00004549063,0.000018749264,0.00014976262,0.0000031730515],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000034425445,0.00000885377,0.00020198955,0.000013379456,0.000036779602,6.954485e-8,0.0019638212,0.9802103,0.0004314437,0.00012198092,0.00033355405,0.01667438],"study_design_scores_gemma":[0.0010161967,0.00016203307,0.052826114,0.00066235923,0.00020147623,0.000030033556,0.031120641,0.4094778,0.23206225,0.00023423886,0.27140033,0.00080652814],"about_ca_topic_score_codex":0.0042171464,"about_ca_topic_score_gemma":0.022092199,"teacher_disagreement_score":0.5707325,"about_ca_system_score_codex":0.000017313176,"about_ca_system_score_gemma":0.000011828374,"threshold_uncertainty_score":0.9957521},"labels":[],"label_agreement":null},{"id":"W4231693845","doi":"10.2118/2007-208","title":"State-of-the-Art of Tight Gas Sands Characterization and Production Technology","year":2007,"lang":"en","type":"article","venue":"Canadian International Petroleum Conference","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":12,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Characterization (materials science); Tight gas; Production (economics); Petroleum engineering; State (computer science); Unconventional oil; Computer science; Materials science; Geology; Nanotechnology; Engineering; Waste management; Hydraulic fracturing; Fossil fuel","score_opus":0.005374494155638765,"score_gpt":0.1940196755692599,"score_spread":0.18864518141362113,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4231693845","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9885733,0.000028113966,0.0061404235,0.0014770904,0.00040957594,0.000033516164,0.000024870435,0.000020564485,0.003292553],"genre_scores_gemma":[0.9984565,0.0000603059,0.00005107558,0.000011744901,0.000036366637,0.0000024257029,0.00002288493,0.000006696408,0.0013520471],"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","domain_scores_codex":[0.9994946,0.0000052615605,0.0001764702,0.00009293343,0.000113649556,0.0001170636],"domain_scores_gemma":[0.99963284,0.0000086845075,0.000051069303,0.00012155759,0.00012310411,0.00006272975],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00009583425,0.00006337124,0.00009124137,0.0003537493,0.000026581896,0.000010133547,0.00015423205,0.00004584557,0.000059409973],"category_scores_gemma":[0.000047564077,0.00005545268,0.000024174578,0.00015525342,0.000075911856,0.00006279818,0.000013598399,0.00009647303,0.0000034633358],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000064239066,0.00007455526,0.25378773,0.00037166223,0.0009175436,0.000028773089,0.0014484265,0.17114007,0.43702948,0.0047779633,0.0022160457,0.12814352],"study_design_scores_gemma":[0.0004547603,0.000054477507,0.37655705,0.00029867707,0.000056315075,0.000048992002,0.000111411005,0.103250876,0.37418485,0.0010838562,0.14348285,0.0004159019],"about_ca_topic_score_codex":0.0009947232,"about_ca_topic_score_gemma":0.02316476,"teacher_disagreement_score":0.14126681,"about_ca_system_score_codex":0.00007269634,"about_ca_system_score_gemma":0.00006286943,"threshold_uncertainty_score":0.99465996},"labels":[],"label_agreement":null},{"id":"W4231760545","doi":"10.2523/84308-ms","title":"High Strength, Ultra-Lightweight Proppant Lends New Dimensions to Hydraulic Fracturing Applications","year":2003,"lang":"en","type":"article","venue":"Proceedings of SPE Annual Technical Conference and Exhibition","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":37,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Citation; Exhibition; Download; Library science; Computer science; Art history; Engineering; Operations research; World Wide Web; History","score_opus":0.01011541524484955,"score_gpt":0.22405726770747406,"score_spread":0.2139418524626245,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4231760545","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.92451674,0.00058266066,0.033455905,0.0025058126,0.00010863163,0.0010740815,0.00006395414,0.0011368742,0.036555316],"genre_scores_gemma":[0.9941628,0.00053110905,0.004858426,0.0000647618,0.00011451552,0.00006883367,0.00001265026,0.000025815018,0.00016106715],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9986819,0.0000041071453,0.00038598813,0.00034945284,0.00025658606,0.00032196022],"domain_scores_gemma":[0.9992889,0.000033118253,0.00006726586,0.00013270593,0.00017548465,0.000302502],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00013998512,0.0002317771,0.0003294319,0.00022048026,0.00011728176,0.000064938205,0.00016068973,0.00017839795,0.00007523959],"category_scores_gemma":[0.000063873114,0.00020146262,0.00007966146,0.00041441878,0.000064815824,0.00033106032,0.000033936572,0.00029835303,0.000021662729],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00007746241,0.00055040244,0.0007966671,0.0010031968,0.0002903173,0.000008159536,0.0019872217,0.006896494,0.83254,0.074129745,0.022665402,0.059054982],"study_design_scores_gemma":[0.0005451033,0.00027592076,0.0011766164,0.000390257,0.0001619558,0.000033778466,0.0006978074,0.00047502134,0.9316077,0.016372168,0.047516745,0.0007469216],"about_ca_topic_score_codex":0.0000572429,"about_ca_topic_score_gemma":0.000010548809,"teacher_disagreement_score":0.099067755,"about_ca_system_score_codex":0.00003888072,"about_ca_system_score_gemma":0.000027628827,"threshold_uncertainty_score":0.8215408},"labels":[],"label_agreement":null},{"id":"W4231855855","doi":"10.2118/143990-ms","title":"A New Analytical Method for Analyzing Production Data from Shale Gas Reservoirs Exhibiting Linear Flow: Constant Rate Production","year":2011,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":17,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"ConocoPhillips","keywords":"Square root; Constant (computer programming); Tight gas; Flow (mathematics); Shale gas; Volumetric flow rate; Fracture (geology); Plot (graphics); Production (economics); Mathematics; Root mean square; Mechanics; Petroleum engineering; Oil shale; Statistics; Geology; Geometry; Computer science; Physics; Geotechnical engineering; Hydraulic fracturing","score_opus":0.07178804849557113,"score_gpt":0.2996806945309074,"score_spread":0.22789264603533627,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4231855855","genre_codex":"methods","genre_gemma":"methods","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"methods","genre_consensus":"methods","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.038203828,0.00027382246,0.9565579,0.0009103437,0.00062870677,0.00039021796,0.000047590267,0.0006000382,0.002387517],"genre_scores_gemma":[0.34911788,0.00015241893,0.6450455,0.000030961288,0.0022901555,0.00002780495,0.00048517587,0.000097709846,0.002752368],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9978611,0.00010478891,0.0005406084,0.00083074847,0.00021515333,0.000447586],"domain_scores_gemma":[0.9982037,0.00014104565,0.0000787173,0.0012398813,0.0001272998,0.00020936258],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0013329843,0.00026949338,0.00041567898,0.00023432891,0.00016935734,0.0000613371,0.0004247632,0.00013494292,0.00043641267],"category_scores_gemma":[0.000999164,0.0002310379,0.00014157272,0.00052874844,0.000035831432,0.00051520363,0.00013676143,0.00029971608,0.000047349095],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0002525626,0.00012948526,0.0013147333,0.00030351375,0.0017544893,0.000024192856,0.0017006407,0.8831141,0.015879208,0.00006777037,0.06360463,0.031854693],"study_design_scores_gemma":[0.00024615598,0.000023248647,0.0001061763,0.00007709805,0.0003522856,0.000007190217,0.0002937854,0.94726187,0.04764729,0.00051451894,0.003162156,0.000308217],"about_ca_topic_score_codex":0.001673342,"about_ca_topic_score_gemma":0.0007801667,"teacher_disagreement_score":0.3115124,"about_ca_system_score_codex":0.00007427778,"about_ca_system_score_gemma":0.00006066669,"threshold_uncertainty_score":0.9421452},"labels":[],"label_agreement":null},{"id":"W4231989561","doi":"10.2118/2002-259","title":"Propagation of In Situ Horizontal Fractures in Shale Due to Steam Injection","year":2002,"lang":"en","type":"article","venue":"Canadian International Petroleum Conference","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Calgary","funders":"Natural Sciences and Engineering Research Council of Canada; Hong Kong Polytechnic University","keywords":"Oil shale; Steam injection; Geology; In situ; Petroleum engineering; Paleontology; Chemistry","score_opus":0.009700346200781817,"score_gpt":0.21258147747032077,"score_spread":0.20288113126953897,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4231989561","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9626963,0.000049202423,0.00089007546,0.0004609126,0.00024117346,0.00006166428,0.000017124286,0.000021503996,0.035562046],"genre_scores_gemma":[0.9994469,0.000015147361,0.000041378626,0.000043361862,0.000062780906,0.000020034311,0.000019957564,0.000010343612,0.00034004063],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9992571,0.000014359169,0.00023007095,0.00014547307,0.00016842717,0.00018458912],"domain_scores_gemma":[0.9996634,0.00001705156,0.000025564523,0.00010713143,0.000055093435,0.00013173337],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000075840624,0.00009693842,0.00014450603,0.00080459693,0.000015384223,0.00002875194,0.00019615295,0.0000729484,0.0004990043],"category_scores_gemma":[0.000052662348,0.000105149265,0.000033786037,0.000210351,0.000014959736,0.00013060938,0.000010977773,0.00018509409,0.000043363976],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000008375115,0.00003124381,0.013342179,0.000025031188,0.00003718557,0.00007293293,0.0009605877,0.9765217,0.0025405844,0.00020123266,0.00080547004,0.005453528],"study_design_scores_gemma":[0.00055034115,0.000086575674,0.24952027,0.00020442683,0.000008050864,0.000025246458,0.00035654724,0.7357245,0.0076591787,0.00014869154,0.005361097,0.00035508664],"about_ca_topic_score_codex":0.04515109,"about_ca_topic_score_gemma":0.6001642,"teacher_disagreement_score":0.55501306,"about_ca_system_score_codex":0.00045952047,"about_ca_system_score_gemma":0.000046999725,"threshold_uncertainty_score":0.96120733},"labels":[],"label_agreement":null},{"id":"W4232032187","doi":"10.2523/73738-ms","title":"Coupled Reservoir-Geomechanics Model With Sand Erosion for Sand Rate and Enhanced Production Prediction","year":2002,"lang":"en","type":"article","venue":"Proceedings of International Symposium and Exhibition on Formation Damage Control","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Petro Geotech (Canada)","funders":"Towson University; Northwestern University","keywords":"Geomechanics; Citation; Erosion; Exhibition; Production rate; Overburden; Petroleum engineering; Computer science; Geology; Environmental science; Engineering; Mining engineering; Geotechnical engineering; Archaeology; Library science; Geography; Geomorphology; Process engineering","score_opus":0.007593932666315088,"score_gpt":0.19425827537520568,"score_spread":0.1866643427088906,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4232032187","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.86179066,0.00008968732,0.13369495,0.0014719245,0.00014001143,0.00058638194,0.00008358502,0.0001565682,0.0019862666],"genre_scores_gemma":[0.99816114,0.0009321978,0.00034663163,0.000054369317,0.000105395455,0.00011503269,0.000062167564,0.000019410469,0.00020365775],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9991011,0.0000045079505,0.0003178137,0.00020065834,0.00023727017,0.00013866794],"domain_scores_gemma":[0.99930155,0.000031869782,0.00014282054,0.00005384839,0.00040377193,0.00006615375],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00024134525,0.00015705575,0.00018108205,0.00018120228,0.00013484423,0.00009688955,0.00006625835,0.000084820655,0.000013415926],"category_scores_gemma":[0.000051968484,0.00013351947,0.00004159616,0.00009782896,0.000029642477,0.0009310383,0.000011798452,0.00010280807,0.000001416573],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00042513266,0.00006670412,0.00006753834,0.00035394522,0.00010489699,1.4064722e-7,0.00073776353,0.45143515,0.54482704,0.00038411072,0.0011499617,0.00044757596],"study_design_scores_gemma":[0.0017483191,0.00017677875,0.000095412746,0.00016497636,0.000050743605,0.0000054242055,0.00008727487,0.8952346,0.101930246,0.0002279873,0.00015512828,0.00012315116],"about_ca_topic_score_codex":0.0000029798214,"about_ca_topic_score_gemma":0.0000019358943,"teacher_disagreement_score":0.4437994,"about_ca_system_score_codex":0.000055470886,"about_ca_system_score_gemma":0.0000024591898,"threshold_uncertainty_score":0.54447657},"labels":[],"label_agreement":null},{"id":"W4232096661","doi":"10.2118/08-10-33","title":"Enhanced Aqueous Fracturing Fluid Recovery from Tight Gas Formations: Foamed CO2 Pre-pad Fracturing Fluid and More Effective Surfactant Systems","year":2008,"lang":"en","type":"article","venue":"Journal of Canadian Petroleum Technology","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":8,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"Universidad Nacional de Colombia","keywords":"Fracturing fluid; Petroleum engineering; Tight gas; Hydraulic fracturing; Enhanced oil recovery; Permeability (electromagnetism); Pulmonary surfactant; Tight oil; Fracture (geology); Materials science; Geology; Environmental science; Geotechnical engineering; Waste management; Chemistry; Chemical engineering; Engineering; Oil shale","score_opus":0.0034930239553470836,"score_gpt":0.1806201030699379,"score_spread":0.1771270791145908,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4232096661","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.979685,0.009219888,0.00862507,0.00085377693,0.000559504,0.00018119687,0.00004549869,0.00017583324,0.0006542085],"genre_scores_gemma":[0.99600375,0.0030600121,0.0004854743,0.00005933253,0.0002265316,0.000025439584,0.00001141436,0.000061110346,0.00006695664],"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99787045,0.000064506305,0.00082576706,0.00025739777,0.00034655328,0.000635341],"domain_scores_gemma":[0.9983855,0.00022986652,0.00032820125,0.00042316367,0.00016448702,0.0004688159],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00024753303,0.0003668842,0.0008234778,0.0029489917,0.000297141,0.000074023446,0.00041733196,0.00052967947,0.000034375826],"category_scores_gemma":[0.00025150878,0.00032869558,0.00019621561,0.00057233503,0.00013832009,0.0004767691,0.000040172017,0.0010528018,0.000013675974],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00011140043,0.00003939545,0.0016694515,0.00018502389,0.0018178831,0.0014564885,0.0012655259,0.9532565,0.029005328,0.00001670064,0.0021025036,0.009073816],"study_design_scores_gemma":[0.0059953444,0.0014307522,0.03842528,0.0023676152,0.0010788454,0.008176346,0.002972608,0.33147103,0.5040008,0.0012562864,0.09975158,0.003073516],"about_ca_topic_score_codex":0.015788939,"about_ca_topic_score_gemma":0.010418908,"teacher_disagreement_score":0.62178546,"about_ca_system_score_codex":0.0007355532,"about_ca_system_score_gemma":0.0002117441,"threshold_uncertainty_score":0.9999165},"labels":[],"label_agreement":null},{"id":"W4232130010","doi":"10.2523/103244-ms","title":"Use of Reservoir Formation Failure and Sanding Prediction Analysis forViable Well-Construction and Completion-Design Options","year":2006,"lang":"en","type":"article","venue":"Proceedings of SPE Annual Technical Conference and Exhibition","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"ConocoPhillips (Canada)","funders":"ConocoPhillips","keywords":"Completion (oil and gas wells); Drawdown (hydrology); Stress (linguistics); Flow (mathematics); Drilling; Petroleum engineering; Geotechnical engineering; Geology; Engineering; Mechanical engineering; Mechanics","score_opus":0.01898034277605258,"score_gpt":0.21522522866645752,"score_spread":0.19624488589040495,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4232130010","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8880786,0.000118414115,0.110619,0.00022033544,0.000011917834,0.00018682187,0.000055792916,0.00013289378,0.00057624053],"genre_scores_gemma":[0.98585457,0.00082965544,0.013186536,0.000002830348,0.000035005516,0.000013175195,0.000056164987,0.000007953279,0.000014130765],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9991257,0.000007043053,0.00037572483,0.00018262898,0.00017088685,0.00013797288],"domain_scores_gemma":[0.9994734,0.000044430886,0.000116891875,0.000055187036,0.00025675498,0.00005336643],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002136116,0.00012774029,0.0002809296,0.00039097873,0.00010906319,0.000080937,0.000040493323,0.00014366316,0.000013756145],"category_scores_gemma":[0.000030284575,0.000120710734,0.000053328935,0.00045232574,0.00015149926,0.0010759886,0.000033337852,0.00013225805,3.3654766e-7],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0003135633,0.0002824022,0.05348508,0.0034399617,0.000944751,0.0000024504207,0.0014011776,0.14842252,0.73845905,0.036398713,0.007873282,0.008977054],"study_design_scores_gemma":[0.0013113109,0.0006128034,0.074861325,0.00092623435,0.0021693478,0.000107230015,0.003957961,0.7241626,0.15924323,0.030129867,0.001655982,0.00086210633],"about_ca_topic_score_codex":0.0001350052,"about_ca_topic_score_gemma":0.000036880476,"teacher_disagreement_score":0.5792158,"about_ca_system_score_codex":0.000023474262,"about_ca_system_score_gemma":0.000004630257,"threshold_uncertainty_score":0.49224406},"labels":[],"label_agreement":null},{"id":"W4232275091","doi":"10.2523/65513-ms","title":"Horizontal Borehole Stability in Naturally Fractured Reservoirs","year":2000,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"National Science Foundation","keywords":"Borehole; Citation; Geology; Computer science; Mining engineering; Engineering; Petroleum engineering; Geotechnical engineering; Library science","score_opus":0.006395210687224086,"score_gpt":0.20584004136551476,"score_spread":0.19944483067829066,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4232275091","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9162686,0.0004655877,0.0001668272,0.00035122424,0.000079198675,0.00008532181,0.000003635348,0.0003395882,0.08224005],"genre_scores_gemma":[0.9979412,0.00009017557,0.0004815817,0.00006037912,0.000070639115,0.000009532563,0.000017775707,0.0000223941,0.0013063322],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9989585,0.00003523117,0.00025249855,0.0002155814,0.0002065943,0.00033157773],"domain_scores_gemma":[0.9994705,0.00004390889,0.000008665575,0.00036020594,0.000015190478,0.00010157532],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00017869326,0.00016230461,0.00021896923,0.00009294539,0.00004017438,0.000037288944,0.00022025514,0.00013846198,0.004312215],"category_scores_gemma":[0.000022966065,0.00012904049,0.00010408772,0.00031536818,0.000029744257,0.00017072918,0.00001606851,0.00039322412,0.0001372542],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00006657698,0.00013802627,0.006061825,0.00009636192,0.0001254154,0.00009008799,0.0013956578,0.9488401,0.0021672645,0.0000164087,0.0070327413,0.033969577],"study_design_scores_gemma":[0.002160097,0.0001346087,0.16725901,0.00009155981,0.000053362495,0.000015591228,0.00055948395,0.42963693,0.05433723,0.00085826433,0.34329703,0.0015968374],"about_ca_topic_score_codex":0.00060629327,"about_ca_topic_score_gemma":0.0020878376,"teacher_disagreement_score":0.5192031,"about_ca_system_score_codex":0.0001009441,"about_ca_system_score_gemma":0.0000122567635,"threshold_uncertainty_score":0.996598},"labels":[],"label_agreement":null},{"id":"W4232430560","doi":"10.2523/78192-ms","title":"New Iterative Coupling Between a Reservoir Simulator and a Geomechanics Module","year":2002,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Geomechanics; Coupling (piping); Convergence (economics); Modular design; Iterative method; Computer science; Flow (mathematics); Stress (linguistics); Computational science; Algorithm; Applied mathematics; Mechanics; Mathematics; Engineering; Mechanical engineering; Geotechnical engineering; Physics","score_opus":0.016456842601684004,"score_gpt":0.2211571279555679,"score_spread":0.2047002853538839,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4232430560","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.62175494,0.001477774,0.37181258,0.00040937777,0.00008431916,0.0001255958,0.000007360704,0.000566481,0.003761539],"genre_scores_gemma":[0.9951265,0.00012084697,0.0015784361,0.000026981166,0.0001830016,0.000002741566,0.0000037840052,0.00002729253,0.002930451],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99926776,0.0000061854607,0.00017082946,0.0001763819,0.00014239537,0.00023646187],"domain_scores_gemma":[0.9994927,0.00007360912,0.000014455716,0.00020864498,0.000020683525,0.0001898952],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00007267948,0.0001462189,0.00021282646,0.00010040295,0.00007543506,0.00007128217,0.00010315713,0.00009132224,0.0005061313],"category_scores_gemma":[0.000023472334,0.00012326751,0.000055797613,0.00019130525,0.0000072831085,0.00013045184,0.00004184422,0.00017244866,0.000075530086],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[7.9544105e-7,0.00000415985,0.0004072261,0.00002503372,0.00010848868,0.000004895134,0.00031083453,0.99508274,0.00009991616,0.00002507681,0.0025434725,0.0013873901],"study_design_scores_gemma":[0.00022089637,0.000017716375,0.00012953414,0.000018890496,0.000031426625,0.0000014226944,0.000033750974,0.9921747,0.0012320293,0.0002212901,0.0057511344,0.00016723249],"about_ca_topic_score_codex":0.000078475976,"about_ca_topic_score_gemma":0.000023801433,"teacher_disagreement_score":0.37337148,"about_ca_system_score_codex":0.000029998337,"about_ca_system_score_gemma":0.0000034008135,"threshold_uncertainty_score":0.55417836},"labels":[],"label_agreement":null},{"id":"W4232466774","doi":"10.2523/70009-ms","title":"Fracturing with Crosslinked Methanol in Water-Sensitive Formations","year":2001,"lang":"en","type":"article","venue":"Proceedings of SPE Permian Basin Oil and Gas Recovery Conference","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Citation; Methanol; Fossil fuel; Computer science; Petroleum engineering; Geology; Engineering; Chemistry; Library science; Waste management","score_opus":0.009155360812309908,"score_gpt":0.20344593814895523,"score_spread":0.19429057733664531,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4232466774","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.97143525,0.000059501144,0.00038906693,0.00081319246,0.000031115887,0.000040318006,0.0000042268557,0.00007703109,0.027150324],"genre_scores_gemma":[0.9959919,0.0024649897,0.0007976676,0.000035004123,0.000039038965,0.000011977757,0.00000633076,0.000020408126,0.0006326736],"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9990043,0.000004188523,0.00028383924,0.00021561042,0.00016718711,0.0003248795],"domain_scores_gemma":[0.9995892,0.000033970577,0.0000515705,0.00007224557,0.00015892122,0.00009409983],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00015797767,0.00020192289,0.00033052504,0.0002602142,0.00007108905,0.00008816755,0.00011638939,0.00010127429,0.000050012415],"category_scores_gemma":[0.000026271297,0.0001472803,0.000051005954,0.00020893112,0.00008593626,0.00057211815,0.000036360754,0.00024429258,0.000008366194],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0008381137,0.0003367909,0.04271603,0.003467501,0.0008471281,0.00012790447,0.030469647,0.09499332,0.12105039,0.00024645322,0.00027009408,0.70463663],"study_design_scores_gemma":[0.0034911209,0.0004860631,0.04630372,0.0026367176,0.00026473502,0.00049637,0.0064762025,0.14019611,0.7830045,0.003912482,0.010659658,0.0020723222],"about_ca_topic_score_codex":0.00019034237,"about_ca_topic_score_gemma":0.00011249813,"teacher_disagreement_score":0.7025643,"about_ca_system_score_codex":0.000043061274,"about_ca_system_score_gemma":0.000016398764,"threshold_uncertainty_score":0.6005916},"labels":[],"label_agreement":null},{"id":"W4232574747","doi":"10.1190/1.1825935","title":"SEG/EAGE Summer Research Workshop","year":2004,"lang":"en","type":"article","venue":"The Leading Edge","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Geology","score_opus":0.06497950886562515,"score_gpt":0.32910496777086296,"score_spread":0.2641254589052378,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4232574747","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8284338,0.0028642411,0.0138109,0.006901239,0.0010001361,0.0002569179,0.0000031238962,0.0009951597,0.14573446],"genre_scores_gemma":[0.9907147,0.000118670236,0.00011521717,0.00007226276,0.0004803246,0.000012194269,0.0000026460514,0.000036349804,0.0084475875],"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","domain_scores_codex":[0.9989492,0.000056589393,0.00013217292,0.00014484613,0.0002679071,0.00044927516],"domain_scores_gemma":[0.999205,0.00021545785,0.0000097172815,0.00045828987,0.000033065615,0.000078477446],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00078781426,0.00011007818,0.00014092574,0.00013711686,0.00023741118,0.000076673496,0.00039097114,0.00008437959,0.00006830219],"category_scores_gemma":[0.000100003344,0.000073428426,0.00008559537,0.00052347704,0.00009787404,0.000070889124,0.00005766506,0.0006645397,0.0018475069],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000053246595,0.000023974922,0.000093275754,0.000050505572,0.00013216487,0.00003267076,0.0032665322,0.9473753,0.0027925922,0.00030707195,0.041237522,0.004683083],"study_design_scores_gemma":[0.00161806,0.000074334894,0.0021804185,0.0006738062,0.00017211685,0.000055522403,0.0024744575,0.042864736,0.10273717,0.008087411,0.8377469,0.0013150427],"about_ca_topic_score_codex":0.00007076583,"about_ca_topic_score_gemma":0.00008702513,"teacher_disagreement_score":0.90451056,"about_ca_system_score_codex":0.00013524141,"about_ca_system_score_gemma":0.000016577906,"threshold_uncertainty_score":0.9989297},"labels":[],"label_agreement":null},{"id":"W4233278571","doi":"10.2118/178567-ms","title":"Microseismic-Derived Ultimate Expected Fracture Half-Length in Unconventional Stimulated Reservoir Volume in a Multi-Fractured Horizontal 8 Well Full Pad - Canadian Horn River Basin Case Study","year":2015,"lang":"en","type":"article","venue":"Unconventional Resources Technology Conference","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Microseism; French horn; Geology; Volume (thermodynamics); Fracture (geology); Seismology; Structural basin; Hydraulic fracturing; Geotechnical engineering; Geomorphology; Acoustics; Physics","score_opus":0.019602937424953407,"score_gpt":0.24717454738891975,"score_spread":0.22757160996396636,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4233278571","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99415934,0.0005805241,0.002385983,0.0010754027,0.00024596212,0.0007330421,0.00007497071,0.00048861816,0.00025618382],"genre_scores_gemma":[0.9979081,0.000019602905,0.0010343672,0.00006734449,0.00005018317,0.00013907546,0.00020576855,0.00007446337,0.0005010915],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9963626,0.0002609529,0.0009485775,0.00089090574,0.00053312926,0.0010038168],"domain_scores_gemma":[0.9981875,0.00010621619,0.00018063164,0.00067708886,0.0003698521,0.00047871273],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00057316985,0.00064344576,0.0008177073,0.0024233288,0.00019978071,0.00011843636,0.0007703064,0.00087005255,0.0005358462],"category_scores_gemma":[0.0003028981,0.0006374966,0.00019800529,0.0014881148,0.00038464472,0.00028248233,0.00016912654,0.0016005067,0.00017918648],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0004897597,0.0021227684,0.3045212,0.00015703522,0.001079988,0.035261054,0.014155673,0.63515025,0.0031451925,0.000047704973,0.0020478454,0.0018215122],"study_design_scores_gemma":[0.017735677,0.0008308229,0.08700897,0.00053725543,0.00025535526,0.0017495822,0.02756177,0.8206104,0.0020819423,0.0014444109,0.037568107,0.0026156756],"about_ca_topic_score_codex":0.14335501,"about_ca_topic_score_gemma":0.4395499,"teacher_disagreement_score":0.29619488,"about_ca_system_score_codex":0.0009857381,"about_ca_system_score_gemma":0.00044018982,"threshold_uncertainty_score":0.9996076},"labels":[],"label_agreement":null},{"id":"W4233346877","doi":"10.2523/84496-ms","title":"Prediction of Sand Production Rate in Oil and Gas Reservoirs","year":2003,"lang":"en","type":"article","venue":"Proceedings of SPE Annual Technical Conference and Exhibition","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Petroleum engineering; Production (economics); Environmental science; Oil production; Production rate; Fossil fuel; Geology; Process engineering; Waste management; Engineering; Economics","score_opus":0.01605576963948149,"score_gpt":0.21994885846392362,"score_spread":0.20389308882444213,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4233346877","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99031645,0.00021802145,0.00009849034,0.0003634321,0.000025452156,0.00005069355,0.000008817594,0.00006559955,0.008853024],"genre_scores_gemma":[0.9950503,0.0045681605,0.00028067353,0.0000035226203,0.000026896123,0.000010770815,0.00000403307,0.000008150128,0.00004748315],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99928063,0.0000062451845,0.00028127368,0.00018285734,0.00011851285,0.00013047393],"domain_scores_gemma":[0.9996723,0.000014901079,0.000055678283,0.000048453032,0.00016070927,0.00004794676],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00037517416,0.00010036734,0.00020400216,0.00016904577,0.000026602649,0.000016448716,0.00004139063,0.00011421175,0.000010361133],"category_scores_gemma":[0.00016201915,0.00009191711,0.000025146615,0.00024039189,0.00010753733,0.00033126283,0.000017564624,0.0001609459,4.1909186e-7],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000112171765,0.00016697148,0.008530725,0.002168485,0.000054748052,0.000001993385,0.0014060085,0.0020022455,0.9566919,0.0026552372,0.0014320359,0.024777453],"study_design_scores_gemma":[0.0012580731,0.00050857576,0.024323562,0.0015864265,0.000119961114,0.000041324496,0.0024748768,0.008701475,0.93055904,0.028463675,0.001473961,0.00048905925],"about_ca_topic_score_codex":0.000022798566,"about_ca_topic_score_gemma":0.000008073918,"teacher_disagreement_score":0.026132895,"about_ca_system_score_codex":0.000015830095,"about_ca_system_score_gemma":0.000007946051,"threshold_uncertainty_score":0.3748271},"labels":[],"label_agreement":null},{"id":"W4233496765","doi":"10.2118/03-05-01","title":"A Completion Solution for the Paddy Reservoir in Northeast British Columbia: A Case Study","year":2003,"lang":"en","type":"article","venue":"Journal of Canadian Petroleum Technology","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Schlumberger (Canada)","funders":"","keywords":"Geology; Fracture (geology); Wellbore; Completion (oil and gas wells); Hydraulic fracturing; Permeability (electromagnetism); Geotechnical engineering; Petroleum engineering","score_opus":0.01034340428848251,"score_gpt":0.21030373690924362,"score_spread":0.1999603326207611,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4233496765","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9943302,0.00079540827,0.0030677307,0.0011531358,0.0002435076,0.00018454315,0.000010497568,0.000032994634,0.0001819396],"genre_scores_gemma":[0.9994352,0.0000707239,0.0002515601,0.000026412574,0.00005320284,0.00003173517,7.4046943e-7,0.000020996682,0.00010946034],"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","domain_scores_codex":[0.9989005,0.000054288248,0.00043061376,0.000107028645,0.0001382768,0.00036934338],"domain_scores_gemma":[0.9993586,0.00007057462,0.000093134666,0.00022009626,0.00012398482,0.00013361289],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00064031495,0.00008730963,0.00028848316,0.0010998814,0.00021162002,0.000095776544,0.00023290343,0.00015286155,0.000032308482],"category_scores_gemma":[0.000202488,0.00009804093,0.000104676714,0.00086967275,0.00005747998,0.00007159635,0.000008689979,0.00050269905,0.000001452703],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00002025021,0.00032780226,0.36826047,0.00009398104,0.0009963321,0.025269581,0.0007119656,0.5621532,0.00012284878,0.000034109537,0.025620466,0.016388968],"study_design_scores_gemma":[0.009426046,0.0020815763,0.06483841,0.00029447122,0.0007551326,0.118119426,0.03464548,0.23636633,0.000057838137,0.0012763041,0.53099203,0.0011469353],"about_ca_topic_score_codex":0.4227877,"about_ca_topic_score_gemma":0.9948892,"teacher_disagreement_score":0.57210153,"about_ca_system_score_codex":0.00034080204,"about_ca_system_score_gemma":0.00015996929,"threshold_uncertainty_score":0.581056},"labels":[],"label_agreement":null},{"id":"W4233540948","doi":"10.2523/132431-ms","title":"Calculating Equivalent Fracture Network Permeability of Multi-Layer-Complex Naturally Fractured Reservoirs","year":2010,"lang":"en","type":"article","venue":"Proceedings of SPE Western Regional Meeting","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Permeability (electromagnetism); Geology; Layer (electronics); Computer science; Petroleum engineering; Geotechnical engineering; Materials science; Composite material; Chemistry","score_opus":0.027678057391483768,"score_gpt":0.2673631680882327,"score_spread":0.23968511069674892,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4233540948","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9964611,0.00042674036,0.00039917344,0.0007516114,0.00019783023,0.00022394895,0.0000055774344,0.00021583994,0.0013181572],"genre_scores_gemma":[0.9828796,0.000051089628,0.01622194,0.00009346978,0.0005927644,0.0000095388295,0.00001558492,0.000074283365,0.00006177921],"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","domain_scores_codex":[0.99737287,0.000011955892,0.0008736402,0.0004486247,0.0007093839,0.0005835463],"domain_scores_gemma":[0.9984295,0.00016375986,0.00044848947,0.00025275117,0.0005101621,0.00019534424],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0007119966,0.000389428,0.000672371,0.0001672334,0.00015965961,0.00006116389,0.00062146294,0.00035242294,0.000063756546],"category_scores_gemma":[0.00035320906,0.0003383586,0.00034951651,0.00037593415,0.00018941738,0.00029509855,0.00016624293,0.0010338913,0.0000047104195],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00009636048,0.00014921956,0.12702954,0.0018767396,0.0004180823,0.0000052350674,0.0021784562,0.54548335,0.32002333,0.000060631955,0.0011433583,0.0015356941],"study_design_scores_gemma":[0.0020189674,0.00015683312,0.442556,0.0021023587,0.00036710408,0.000083124556,0.001092643,0.43934804,0.09321849,0.0012009402,0.016098827,0.0017566815],"about_ca_topic_score_codex":0.0001696252,"about_ca_topic_score_gemma":0.00008884386,"teacher_disagreement_score":0.31552643,"about_ca_system_score_codex":0.00005316343,"about_ca_system_score_gemma":0.000022546421,"threshold_uncertainty_score":0.99990684},"labels":[],"label_agreement":null},{"id":"W4233870028","doi":"10.2523/75717-ms","title":"Permeability, Pore Pressure, and Leakoff-Type Distributions in Rocky Mountain Basins","year":2002,"lang":"en","type":"article","venue":"Proceedings of SPE Gas Technology Symposium","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Citation; Icon; Archaeology; Computer science; Library science; Geology; Geography","score_opus":0.006075836781649742,"score_gpt":0.19660244570250793,"score_spread":0.19052660892085818,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4233870028","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9828969,0.0020519611,0.000065638385,0.006164133,0.000059737777,0.0002016419,0.000021812877,0.0005377817,0.008000363],"genre_scores_gemma":[0.9977465,0.0013961904,0.0003620749,0.0000075278626,0.000029286415,0.000019812092,0.0000054309726,0.000024945577,0.00040823058],"study_design_codex":"observational","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9988896,0.0000022779263,0.00031862227,0.00029502402,0.00013776873,0.00035669998],"domain_scores_gemma":[0.99958545,0.000017397224,0.000055474866,0.00015287175,0.00012478058,0.00006401657],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00012447953,0.00019669709,0.00033403593,0.00047522518,0.00006582801,0.000025638323,0.00027411713,0.00033273853,0.000043404216],"category_scores_gemma":[0.000092850416,0.00019265088,0.000051156097,0.00084537105,0.00023161343,0.0001699814,0.00012215949,0.00039959452,0.000010146177],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00007122776,0.0011391033,0.57925504,0.0033654973,0.0011349424,0.000048105143,0.002209881,0.032824833,0.3448091,0.011410605,0.013507004,0.010224651],"study_design_scores_gemma":[0.0028049245,0.0007998352,0.020695249,0.0007040546,0.000945556,0.0004713605,0.0022684266,0.380461,0.43708348,0.025585031,0.12595482,0.0022262693],"about_ca_topic_score_codex":0.000028412716,"about_ca_topic_score_gemma":0.000023700193,"teacher_disagreement_score":0.55855983,"about_ca_system_score_codex":0.00005565697,"about_ca_system_score_gemma":0.0000048404536,"threshold_uncertainty_score":0.7856075},"labels":[],"label_agreement":null},{"id":"W4234045120","doi":"10.2523/77333-ms","title":"Application of Leaky Aquifer Type Curves for Coalbed Methane Characterization","year":2002,"lang":"en","type":"article","venue":"Proceedings of SPE Annual Technical Conference and Exhibition","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Quest University Canada","funders":"","keywords":"Aquifer; Coalbed methane; Petroleum engineering; Geology; Groundwater; Mining engineering; Engineering; Coal; Geotechnical engineering; Waste management; Coal mining","score_opus":0.01757064957479108,"score_gpt":0.2374582154077303,"score_spread":0.21988756583293922,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4234045120","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9057128,0.0010414219,0.08438728,0.0018791768,0.000069785914,0.0009742661,0.00013168957,0.0004270485,0.005376534],"genre_scores_gemma":[0.99676234,0.0023682897,0.00063285447,0.000025559999,0.000047651767,0.000032060347,0.000059511498,0.000011113328,0.000060594408],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9993759,0.0000017020943,0.0002542005,0.00013778971,0.00011989825,0.000110552304],"domain_scores_gemma":[0.99944353,0.000020721596,0.00008421611,0.00005132725,0.00035859554,0.000041616546],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00012027108,0.00009399034,0.0002174522,0.00008624763,0.000020979627,0.000009975975,0.000075205724,0.00010277463,0.000031179858],"category_scores_gemma":[0.000063583844,0.00008625806,0.000044879045,0.00019337023,0.00005790711,0.00023329789,0.000016932776,0.00007801839,0.0000025177999],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000031926615,0.00006828105,0.00028409873,0.0014930202,0.000033820263,6.9359075e-8,0.00017795202,0.00006319838,0.9782864,0.0011457001,0.001057645,0.017357893],"study_design_scores_gemma":[0.0008640796,0.00066750287,0.0058421856,0.0010923949,0.00027342487,0.000009442638,0.00031830094,0.10412447,0.8760464,0.0034655395,0.006724945,0.0005712714],"about_ca_topic_score_codex":0.0000079745805,"about_ca_topic_score_gemma":0.0000013838778,"teacher_disagreement_score":0.10406127,"about_ca_system_score_codex":0.000009910156,"about_ca_system_score_gemma":0.0000030234892,"threshold_uncertainty_score":0.35175017},"labels":[],"label_agreement":null},{"id":"W4234056763","doi":"10.2523/78499-ms","title":"Reconciling Core Derived Permeabilities and Well Test Using A Fracture Network: A Field Case Example","year":2002,"lang":"en","type":"article","venue":"Proceedings of Abu Dhabi International Petroleum Exhibition and Conference","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Kerr Wood Leidal Associates (Canada)","funders":"","keywords":"Abu dhabi; Exhibition; Citation; Test (biology); Library science; Computer science; History; Archaeology; Geology; Paleontology","score_opus":0.02599597185474147,"score_gpt":0.22321558437728303,"score_spread":0.19721961252254155,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4234056763","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9885964,0.00034217906,0.001419764,0.0003272578,0.00007531512,0.000055822635,0.000010683442,0.000078418714,0.009094159],"genre_scores_gemma":[0.9981818,0.000477995,0.0007819749,0.00013374582,0.00015611133,0.000009383975,0.0000055735345,0.000014373694,0.00023900175],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99914765,0.0000029870585,0.00027048177,0.00022571647,0.00016822257,0.00018496781],"domain_scores_gemma":[0.99942297,0.00013983637,0.00008476151,0.0000516416,0.00021176481,0.000089012705],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00010806326,0.00016340365,0.00020832969,0.00011291505,0.00010582628,0.00011480804,0.000088744106,0.000101693535,0.0006412836],"category_scores_gemma":[0.00009492914,0.00015810988,0.000055641456,0.00006732896,0.000080103026,0.00027458667,0.00004245614,0.00020862963,0.0000023252012],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0004540665,0.0009098194,0.28795633,0.00555981,0.0022308773,0.0005551007,0.03476366,0.30285746,0.304244,0.0067136614,0.024897087,0.028858129],"study_design_scores_gemma":[0.0005062974,0.00010951326,0.001477423,0.00028198177,0.00005487213,0.00063789584,0.002019232,0.9851953,0.0061722174,0.0007109132,0.0025331106,0.0003012371],"about_ca_topic_score_codex":0.00016934078,"about_ca_topic_score_gemma":0.000035481607,"teacher_disagreement_score":0.6823379,"about_ca_system_score_codex":0.000034264576,"about_ca_system_score_gemma":0.000005915975,"threshold_uncertainty_score":0.70216054},"labels":[],"label_agreement":null},{"id":"W4234196705","doi":"10.2118/2006-196","title":"Effects of Foamy Oil and Geomechanics on Cold Production","year":2006,"lang":"en","type":"article","venue":"Canadian International Petroleum Conference","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Citation; Geomechanics; Library science; Computer science; Production (economics); Engineering; Economics; Geotechnical engineering","score_opus":0.004487975132622916,"score_gpt":0.1798604232735474,"score_spread":0.17537244814092448,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4234196705","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9713211,0.00015922396,0.00097454304,0.00082245085,0.0006830327,0.000022272206,0.000021956965,0.00005017855,0.025945218],"genre_scores_gemma":[0.9964894,0.00008509765,0.000037444966,0.000028547222,0.00013207122,0.000010712456,0.000013911321,0.000010277486,0.0031925128],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9994755,0.0000082079,0.00011708805,0.00012775305,0.00013649948,0.00013499455],"domain_scores_gemma":[0.99970156,0.000027860071,0.000023770703,0.00009092283,0.00006410242,0.00009176542],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00004450115,0.00008657894,0.00009998606,0.0002371603,0.000030823176,0.000028231701,0.000113138376,0.00004935486,0.000039568513],"category_scores_gemma":[0.000036471767,0.00008869712,0.000029400317,0.000059506794,0.000018961162,0.000052382547,0.000007233332,0.000099432815,0.0000120923605],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000011879348,0.000038282687,0.00095111225,0.000270331,0.00020338623,0.00004306667,0.00007797238,0.9542493,0.016263163,0.017696477,0.0052014394,0.004993594],"study_design_scores_gemma":[0.0010299193,0.00012063695,0.017874774,0.00052515627,0.000105692474,0.00002858552,0.000056106284,0.67219025,0.11729386,0.0020075631,0.18799308,0.0007743683],"about_ca_topic_score_codex":0.01724489,"about_ca_topic_score_gemma":0.036240205,"teacher_disagreement_score":0.28205904,"about_ca_system_score_codex":0.00012304168,"about_ca_system_score_gemma":0.000048952053,"threshold_uncertainty_score":0.98929936},"labels":[],"label_agreement":null},{"id":"W4234609787","doi":"10.2118/2009-169","title":"Effect of Connate-Water Saturation, Oil Viscosity, and Matrix Permeability on Rate of Gravity Drainage during Immiscible and Miscible Displacement Tests in Matrix-Fracture Experimental Model","year":2009,"lang":"en","type":"article","venue":"Canadian International Petroleum Conference","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Regina","funders":"","keywords":"Petroleum engineering; Citation; Saturation (graph theory); Viscosity; Permeability (electromagnetism); Geology; Geotechnical engineering; Materials science; Chemistry; Computer science; Mathematics; Composite material; World Wide Web; Combinatorics","score_opus":0.004887999747328794,"score_gpt":0.24473245064967963,"score_spread":0.23984445090235085,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4234609787","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.997541,0.00012383427,0.00007183609,0.000526345,0.000053306005,0.000066055385,0.000047828533,0.000014826994,0.001554937],"genre_scores_gemma":[0.99949473,0.00003146121,0.000027469356,0.000022018365,0.00001645056,0.000008900671,0.000033732475,0.0000090029525,0.00035621904],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99906194,0.00005248479,0.00026589987,0.00023846434,0.0001611285,0.00022008379],"domain_scores_gemma":[0.9995334,0.000046736935,0.000044658922,0.00016257373,0.000054757897,0.00015786129],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00026089343,0.00017836726,0.0002626985,0.0003140985,0.000053819524,0.000055353677,0.00015442405,0.00007987592,0.000057997728],"category_scores_gemma":[0.000034807206,0.00014652977,0.000047193273,0.00005912385,0.00006894839,0.0001376075,0.000026650509,0.00017436345,0.0000015643204],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00015281931,0.000042043263,0.0051206625,0.00022113322,0.00005740422,0.0000169024,0.00075866014,0.883356,0.109875664,0.00026056956,0.000031273205,0.00010687833],"study_design_scores_gemma":[0.0014847553,0.00021057954,0.040475678,0.00020652621,0.000029105957,0.000008792556,0.000098380784,0.6099322,0.34685564,0.0003283882,0.00006868252,0.0003012695],"about_ca_topic_score_codex":0.0057373974,"about_ca_topic_score_gemma":0.0076237353,"teacher_disagreement_score":0.2734238,"about_ca_system_score_codex":0.00021745091,"about_ca_system_score_gemma":0.00004407483,"threshold_uncertainty_score":0.8673267},"labels":[],"label_agreement":null},{"id":"W4234753699","doi":"10.2523/59767-ms","title":"Development of an Intelligent Systems Approach for Restimulation Candidate Selection","year":2000,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":12,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Citation; Computer science; Selection (genetic algorithm); Download; Artificial intelligence; Library science; World Wide Web; Information retrieval","score_opus":0.01492921358727955,"score_gpt":0.23823548826945903,"score_spread":0.22330627468217948,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4234753699","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.42781493,0.000035602774,0.56863046,0.0000016918838,0.000028205268,0.00012720174,9.1972845e-7,0.000110358305,0.0032505963],"genre_scores_gemma":[0.959972,0.000006806616,0.039027773,0.0000015270377,0.00003445281,0.000027843365,0.00005431974,0.000010809761,0.00086442585],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.999533,0.000008309691,0.00019629986,0.00008584796,0.00007984676,0.00009672289],"domain_scores_gemma":[0.9998395,0.000007936582,0.000012965652,0.00007775179,0.000024023644,0.0000378265],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001211394,0.00006241388,0.000100189485,0.00006297448,0.00004329909,0.000014203178,0.000045604393,0.00004215883,0.000054501514],"category_scores_gemma":[0.0000024771862,0.0000513349,0.000025278152,0.00010011034,0.0000040820223,0.000054560707,0.0000018938063,0.0000314371,0.000004110844],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000071807603,0.000016776172,0.000023633022,0.00008495226,0.000044312255,3.6509274e-8,0.00024667635,0.9787941,0.00045205725,0.0000061017777,0.000050860795,0.02027333],"study_design_scores_gemma":[0.00007515457,0.0000111077725,0.0001817264,0.0000075480257,0.000012429275,8.630294e-7,0.000052369516,0.97654665,0.017164782,0.000003037623,0.0058759,0.00006846739],"about_ca_topic_score_codex":0.000121119876,"about_ca_topic_score_gemma":0.00005124718,"teacher_disagreement_score":0.5321571,"about_ca_system_score_codex":0.000047992857,"about_ca_system_score_gemma":0.000010976875,"threshold_uncertainty_score":0.20933765},"labels":[],"label_agreement":null},{"id":"W4234894569","doi":"10.2523/69718-ms","title":"A Coupled Reservoir-Geomechanics Model and Applications to Wellbore Stability and Sand Prediction","year":2001,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Petro Geotech (Canada)","funders":"National Research Council Canada; Towson University","keywords":"Geomechanics; Citation; Wellbore; Petroleum engineering; Computer science; Geology; Mining engineering; Environmental science; Geotechnical engineering; Library science","score_opus":0.013668093799161552,"score_gpt":0.2243477436810113,"score_spread":0.21067964988184973,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4234894569","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.4634402,0.00021327424,0.53296334,0.00028918256,0.00001340049,0.00021352708,0.000014579182,0.00023194692,0.0026205652],"genre_scores_gemma":[0.9979002,0.000561678,0.001075541,0.000042562257,0.000041655745,0.00007399015,0.000011994522,0.000014812248,0.000277591],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9993667,0.000007874456,0.0001488878,0.0002059241,0.00010979463,0.00016079824],"domain_scores_gemma":[0.9995138,0.00002694834,0.000009096777,0.00024955824,0.000033818556,0.00016676223],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00015177394,0.00010305802,0.00012900567,0.00007547396,0.00009425428,0.000038055274,0.00006161518,0.00007183647,0.00005453972],"category_scores_gemma":[0.000013841357,0.00008986124,0.000022157976,0.0002050148,0.000014356843,0.00008116598,0.000041578263,0.0000989202,0.000006175785],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000009648674,0.000019280202,0.0007234763,0.000057111793,0.000036681533,6.805419e-7,0.00018462885,0.99495655,0.002321485,0.000077931014,0.00044559443,0.0011669393],"study_design_scores_gemma":[0.00014545253,0.000014209034,0.00045735456,0.000005743977,0.000025222222,0.000003740078,0.00008259273,0.9937282,0.00047642045,0.0006892407,0.0042743473,0.000097477685],"about_ca_topic_score_codex":0.00007983664,"about_ca_topic_score_gemma":0.00019683587,"teacher_disagreement_score":0.53445995,"about_ca_system_score_codex":0.000031334625,"about_ca_system_score_gemma":0.0000069217886,"threshold_uncertainty_score":0.3664435},"labels":[],"label_agreement":null},{"id":"W4235764888","doi":"10.2523/79019-ms","title":"Stress-induced Permeability Anisotropy in Fractured Reservoir","year":2002,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Permeability (electromagnetism); Anisotropy; Geology; Stress (linguistics); Materials science; Geotechnical engineering; Petroleum engineering; Physics; Optics; Chemistry","score_opus":0.01658280365251819,"score_gpt":0.22559971684992172,"score_spread":0.20901691319740354,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4235764888","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.97253144,0.0003134508,0.00065130927,0.00047788981,0.00011593012,0.0000971097,0.0000072036296,0.00040144325,0.025404241],"genre_scores_gemma":[0.9987069,0.00008261311,0.00036631612,0.00004911944,0.00008060175,0.000012287759,0.000007873945,0.000025663467,0.00066863553],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99889046,0.000042700438,0.00026652717,0.00023757045,0.00021198008,0.00035077462],"domain_scores_gemma":[0.99931055,0.00005801081,0.000015474508,0.000480321,0.000022481687,0.00011318601],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00011809519,0.000175324,0.0002417813,0.00015142572,0.00004627893,0.00003847155,0.0002267803,0.00014688309,0.002357681],"category_scores_gemma":[0.000066945046,0.00014414232,0.00010454904,0.0003414909,0.000020561072,0.00014058712,0.000031102718,0.000336617,0.00013248804],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000008484105,0.00021639002,0.01848173,0.00013126478,0.00010708882,0.00006901963,0.0012922061,0.9647481,0.0040350235,0.000025376574,0.0076562837,0.0032290525],"study_design_scores_gemma":[0.00069689273,0.00004092855,0.05279984,0.000039276165,0.000022467993,0.0000032293985,0.00018455545,0.9117366,0.023447257,0.0002594076,0.010261129,0.00050842494],"about_ca_topic_score_codex":0.00038497188,"about_ca_topic_score_gemma":0.0008327803,"teacher_disagreement_score":0.05301149,"about_ca_system_score_codex":0.00010599135,"about_ca_system_score_gemma":0.0000039457864,"threshold_uncertainty_score":0.9985543},"labels":[],"label_agreement":null},{"id":"W4235818278","doi":"10.2118/196979-ms","title":"Towards Field Testing of the Flowback Technology for Multistage-Fractured Horizontal Wells: Modeling-Based Design and Practical Implications","year":2019,"lang":"en","type":"article","venue":"SPE Russian Petroleum Technology Conference","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Optech (Canada)","funders":"","keywords":"Wellhead; Petroleum engineering; Choke; Fracture (geology); Inflow; Completion (oil and gas wells); Hydraulic fracturing; Geology; Geotechnical engineering; Engineering","score_opus":0.019487350408838394,"score_gpt":0.25456270282329846,"score_spread":0.23507535241446006,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4235818278","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.11597757,0.000273358,0.8640182,0.017480936,0.00012340694,0.00043962823,0.000018860248,0.0004968047,0.0011712101],"genre_scores_gemma":[0.9279106,0.000026938607,0.0718337,0.000039595565,0.000018405237,0.000085287495,0.0000036212746,0.000029192732,0.00005262128],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99879,0.000025682277,0.00034005984,0.00035542957,0.00011826191,0.00037051318],"domain_scores_gemma":[0.9988074,0.00021799555,0.00010484191,0.0007270686,0.00008832423,0.000054374534],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00015970903,0.00023184958,0.0003867256,0.00035983216,0.00011635554,0.000028741777,0.00041374372,0.0005351969,0.000031938078],"category_scores_gemma":[0.00041344576,0.00017732543,0.00008939266,0.00050222257,0.00017650679,0.00006711243,0.00010500332,0.000594613,0.000009749547],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00009301252,0.00016394253,0.014120392,0.00044424707,0.00038926752,0.000010724703,0.00010958217,0.88690335,0.04269893,0.019835578,0.00022868202,0.035002287],"study_design_scores_gemma":[0.0004960744,0.00017888135,0.00030007784,0.00007617354,0.00006456236,0.000022805887,0.00007023766,0.95266384,0.038294893,0.006529957,0.0010910396,0.00021147283],"about_ca_topic_score_codex":0.00003468763,"about_ca_topic_score_gemma":0.000028575794,"teacher_disagreement_score":0.81193304,"about_ca_system_score_codex":0.000051206494,"about_ca_system_score_gemma":0.00015985937,"threshold_uncertainty_score":0.72311217},"labels":[],"label_agreement":null},{"id":"W4235867619","doi":"10.2118/spe-172928-ms","title":"Analysis of Transient Linear Flow Associated with Hydraulically-Fractured Tight Oil Wells Exhibiting Multi-Phase Flow","year":2015,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Mechanics; Saturation (graph theory); Flow (mathematics); Flow coefficient; Volumetric flow rate; Two-phase flow; Permeability (electromagnetism); Multiphase flow; Relative permeability; Geology; Petroleum engineering; Geotechnical engineering; Mathematics; Chemistry; Physics; Porosity","score_opus":0.01702781050672159,"score_gpt":0.24665727540722593,"score_spread":0.22962946490050434,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4235867619","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.5967141,0.00054126175,0.38944393,0.00045583484,0.00016671926,0.00015759523,0.0001203871,0.0009310381,0.011469123],"genre_scores_gemma":[0.985898,0.000031605574,0.012456478,0.00009398188,0.000065501634,0.000011255923,0.0002845026,0.00005974965,0.0010988924],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99779207,0.00009091843,0.0006338853,0.00037723855,0.0006177997,0.00048808564],"domain_scores_gemma":[0.9985882,0.00013723077,0.000114663286,0.00050280115,0.00024078535,0.00041629156],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0004752831,0.00036161093,0.00089042407,0.0005545631,0.00006609968,0.000038816834,0.000264152,0.00023464338,0.0003588569],"category_scores_gemma":[0.00017032266,0.00026278885,0.00043739573,0.0018066817,0.00006589621,0.00014213866,0.000025210404,0.00034568057,0.000027204327],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000036498466,0.00030554787,0.00025205858,0.000033157983,0.0039826185,0.000037233458,0.0012357552,0.98938495,0.00065250165,2.9633858e-7,0.00052191067,0.0035574562],"study_design_scores_gemma":[0.0022849035,0.00008140664,0.0006852343,0.00005784091,0.0019973922,0.0000013007457,0.00013308172,0.9839867,0.007894426,8.884845e-7,0.002508099,0.00036877085],"about_ca_topic_score_codex":0.00017702299,"about_ca_topic_score_gemma":0.0009079811,"teacher_disagreement_score":0.38918394,"about_ca_system_score_codex":0.00012767321,"about_ca_system_score_gemma":0.000048864218,"threshold_uncertainty_score":0.9999824},"labels":[],"label_agreement":null},{"id":"W4236139929","doi":"10.1007/978-3-319-73568-9_159","title":"Hydraulic Fracturing","year":2018,"lang":"en","type":"book-chapter","venue":"Encyclopedia of earth sciences series/Encyclopedia of earth sciences","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Hydraulic fracturing; Petroleum engineering; Geology","score_opus":0.01280002768699042,"score_gpt":0.22609211670441115,"score_spread":0.21329208901742072,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4236139929","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.029294446,0.0039497185,0.00021045243,0.00016531699,0.0024854632,0.000496782,0.00010483904,0.00031631498,0.9629767],"genre_scores_gemma":[0.20016144,0.08035441,0.018447198,0.0001905693,0.0036811163,0.000053323896,0.000075174525,0.0003300148,0.6967068],"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","domain_scores_codex":[0.9921646,0.00007852004,0.0020580126,0.0015343941,0.0027487238,0.0014157221],"domain_scores_gemma":[0.99648327,0.0004658973,0.0010506528,0.0011271618,0.00035507185,0.0005179671],"candidate_categories":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0017992747,0.0012064698,0.0018282331,0.0015483146,0.00076838146,0.00017582029,0.0027580103,0.0007174313,0.0054578227],"category_scores_gemma":[0.00027811655,0.0010252711,0.000736571,0.0012394888,0.006458837,0.0015981294,0.00045088847,0.0009031212,0.0003769675],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0003767535,0.0008124095,0.02502506,0.008388194,0.0034696434,0.0005508288,0.021107282,0.8153144,0.0016518283,0.023407305,0.044934485,0.054961797],"study_design_scores_gemma":[0.0004031581,0.0013861355,0.002733329,0.0011448216,0.0002952497,0.000053706462,0.0004151879,0.003643392,0.0027615482,0.007498887,0.9776102,0.0020543977],"about_ca_topic_score_codex":0.0001797815,"about_ca_topic_score_gemma":0.001106741,"teacher_disagreement_score":0.9326757,"about_ca_system_score_codex":0.000014483968,"about_ca_system_score_gemma":0.0007943059,"threshold_uncertainty_score":0.9992198},"labels":[],"label_agreement":null},{"id":"W4236189444","doi":"10.2523/100434-ms","title":"Field Study of Completion Fluids To Enhance Gas Production in the Barnett Shale","year":2006,"lang":"en","type":"article","venue":"Proceedings of SPE Gas Technology Symposium","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":30,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Citation; Oil shale; Library science; Computer science; Operations research; Engineering; Waste management","score_opus":0.004228166302080796,"score_gpt":0.21894110519076848,"score_spread":0.2147129388886877,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4236189444","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.98962134,0.000093256334,0.00010562498,0.0065161446,0.00006493327,0.00037426208,5.4834675e-7,0.00016446653,0.003059408],"genre_scores_gemma":[0.9993427,0.000055383633,0.00032837797,0.000013936726,0.00007438366,0.0000641874,0.0000011366956,0.000014262664,0.00010563214],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9989984,0.0000037649486,0.00035765884,0.00023145706,0.00020124306,0.00020749269],"domain_scores_gemma":[0.99961305,0.000017192324,0.000066906374,0.00017248126,0.000115595045,0.000014794277],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00025125523,0.00013213957,0.00025996674,0.0005037042,0.00003726611,0.000011400954,0.00036585264,0.00013501111,0.0000066005277],"category_scores_gemma":[0.000052546882,0.00010766741,0.00003910359,0.0009715506,0.000050921983,0.000082100196,0.000050286042,0.00024378528,0.0000059471417],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000500471,0.00072638225,0.047314495,0.0003385938,0.00008391014,0.0000034598368,0.0020888892,0.036558427,0.90439916,0.0003252829,0.0057562958,0.0023550359],"study_design_scores_gemma":[0.0001841394,0.0005771911,0.0028644623,0.0000901777,0.000051348197,0.000013819025,0.0022246167,0.0019948608,0.98994726,0.0010334174,0.0008499834,0.00016874788],"about_ca_topic_score_codex":0.00022915575,"about_ca_topic_score_gemma":0.00009341765,"teacher_disagreement_score":0.08554805,"about_ca_system_score_codex":0.00003363952,"about_ca_system_score_gemma":0.0000034570448,"threshold_uncertainty_score":0.43905497},"labels":[],"label_agreement":null},{"id":"W4236267002","doi":"10.2118/125211-ms","title":"Shale Barrier Effects on the SAGD Performance","year":2009,"lang":"en","type":"article","venue":"SPE/EAGE Reservoir Characterization and Simulation Conference","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":32,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Suncor Energy (Canada)","funders":"Suncor Energy Incorporated","keywords":"Oil shale; Injector; Petroleum engineering; Geology; Permeability (electromagnetism); Reservoir simulation; Flow (mathematics); Shale gas; Petrology; Engineering; Mechanics; Paleontology; Mechanical engineering; Chemistry","score_opus":0.013215685168653039,"score_gpt":0.2258244285862996,"score_spread":0.21260874341764657,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4236267002","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9690718,0.000029693585,0.026476517,0.0011142311,0.00012715565,0.00022323855,0.000008783923,0.00019732842,0.002751242],"genre_scores_gemma":[0.99767077,0.0002794685,0.00003371361,0.00049374695,0.00016442851,0.000010279722,0.000083890394,0.000016937793,0.0012467537],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99898535,0.00007099213,0.00024229434,0.0002224665,0.00024991453,0.00022896337],"domain_scores_gemma":[0.99928075,0.00015156812,0.000055199333,0.00032413084,0.00008071788,0.00010764637],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00017732431,0.00019909862,0.00019140345,0.000113076654,0.00023119048,0.00017071837,0.0001703878,0.00010499397,0.0002666676],"category_scores_gemma":[0.00010510369,0.00014340963,0.000052058047,0.0002371646,0.00003187949,0.00028784532,0.000019654206,0.00022634765,0.000061093684],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00004972232,0.00003679746,0.0018586741,0.0001552712,0.000058946924,0.0000090341155,0.00087994273,0.87732947,0.033605378,0.00030362493,0.00007521932,0.08563794],"study_design_scores_gemma":[0.00020560295,0.000059022866,0.099632286,0.0000919721,0.000013364681,8.692201e-7,0.00001653352,0.8868985,0.009405806,0.000066126086,0.0034256817,0.00018423267],"about_ca_topic_score_codex":0.0000026606822,"about_ca_topic_score_gemma":0.0000016569941,"teacher_disagreement_score":0.09777361,"about_ca_system_score_codex":0.000027711732,"about_ca_system_score_gemma":0.000014837644,"threshold_uncertainty_score":0.5848075},"labels":[],"label_agreement":null},{"id":"W4236900342","doi":"10.2118/2003-149","title":"Application of Strain-Induced Permeability Model in a Coupled Geomechanics-Reservoir Simulator","year":2003,"lang":"en","type":"article","venue":"Canadian International Petroleum Conference","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":7,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Geomechanics; Reservoir simulation; Permeability (electromagnetism); Computer science; Petroleum engineering; Simulation; Geology; Geotechnical engineering; Chemistry","score_opus":0.014748232327232736,"score_gpt":0.23112493590434366,"score_spread":0.21637670357711092,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4236900342","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.930007,0.000020075548,0.06363271,0.00020014419,0.0001199702,0.0000925059,0.000095872856,0.000036746187,0.0057949875],"genre_scores_gemma":[0.99956053,0.000009674669,0.00017422812,0.000032621996,0.00001887164,0.000033341406,0.0000412794,0.000016697866,0.00011273785],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9989478,0.000023286275,0.00031410262,0.00022254583,0.00022912024,0.0002631455],"domain_scores_gemma":[0.99925697,0.00003952924,0.00004410578,0.00028644048,0.00015459408,0.00021838228],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00021692908,0.0001405083,0.00020008835,0.00035456877,0.000029510462,0.000028946166,0.0003375653,0.00011013136,0.00020660933],"category_scores_gemma":[0.00013836236,0.00015484697,0.000072456125,0.00015969812,0.000021364196,0.00010319331,0.000011218992,0.00021004835,0.000012559495],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000029395944,0.000017834114,0.0011526451,0.000019401468,0.00003526104,0.0000027316516,0.00009565762,0.99212044,0.0027821667,0.003642477,0.00001321344,0.00011523569],"study_design_scores_gemma":[0.00030374218,0.0000077849545,0.0013656238,0.000017183876,0.0000068266345,0.0000013035476,0.000064569314,0.99571323,0.00051821227,0.001339134,0.0005188562,0.0001435406],"about_ca_topic_score_codex":0.018935142,"about_ca_topic_score_gemma":0.13112143,"teacher_disagreement_score":0.112186275,"about_ca_system_score_codex":0.00045479607,"about_ca_system_score_gemma":0.00034560796,"threshold_uncertainty_score":0.9875979},"labels":[],"label_agreement":null},{"id":"W4236910870","doi":"10.2118/2005-164","title":"History Match of the UTF Phase A Project with Coupled Reservoir Geomechanical Simulation","year":2005,"lang":"en","type":"article","venue":"Canadian International Petroleum Conference","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Geology; Reservoir simulation; Phase (matter); Petroleum engineering; Computer science; Physics","score_opus":0.021844581586382326,"score_gpt":0.24947230708492152,"score_spread":0.22762772549853919,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4236910870","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9756275,0.000097415774,0.0072613563,0.0015379827,0.00032061368,0.00011470862,0.000053714655,0.00006319575,0.014923538],"genre_scores_gemma":[0.99733764,0.000012111144,0.00013554221,0.00009148593,0.000120033765,0.00001769373,0.000024002731,0.000017502356,0.0022440036],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9991083,0.000020817411,0.00021393177,0.00015195792,0.0003027867,0.00020216433],"domain_scores_gemma":[0.9993539,0.000043069667,0.000055605167,0.0002604186,0.00016270443,0.00012433747],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000100824866,0.00012194111,0.00014321858,0.00020635824,0.000042572432,0.000025369103,0.00044098715,0.00006802806,0.00063842704],"category_scores_gemma":[0.00005082599,0.0000913258,0.000069913636,0.000104854545,0.000059136175,0.00012252736,0.000020427557,0.00020402342,0.000017801229],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000020885884,0.00001871404,0.00019926038,0.000014171524,0.000096015254,0.000005079487,0.00016998342,0.99702513,0.00029706102,0.00022713962,0.0016154747,0.00031111017],"study_design_scores_gemma":[0.00044481884,0.00002181864,0.0005095883,0.00004353006,0.000018837456,0.0000043712353,0.000031709227,0.8768151,0.00025436902,0.000017930039,0.121732496,0.00010546672],"about_ca_topic_score_codex":0.017319972,"about_ca_topic_score_gemma":0.11280908,"teacher_disagreement_score":0.12021004,"about_ca_system_score_codex":0.00082760776,"about_ca_system_score_gemma":0.00048425014,"threshold_uncertainty_score":0.9892238},"labels":[],"label_agreement":null},{"id":"W4236921542","doi":"10.2118/194329-pa","title":"Use of Far-Field Diverters To Mitigate Parent- and Infill-Well-Fracture Interactions in Shale Formations","year":2019,"lang":"en","type":"article","venue":"SPE Production & Operations","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":13,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"ConocoPhillips (Canada)","funders":"ConocoPhillips","keywords":"Infill; Hydraulic fracturing; Geology; Oil shale; Fracture (geology); Geotechnical engineering; Petroleum engineering; Structural engineering; Engineering","score_opus":0.01404408009079561,"score_gpt":0.24031012164044674,"score_spread":0.22626604154965113,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4236921542","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9717116,0.000046948022,0.020797368,0.005451695,0.00052639324,0.00039585546,0.000015534348,0.00008555131,0.000969097],"genre_scores_gemma":[0.99509025,0.00009768765,0.0031039969,0.00014967493,0.000056251673,0.000032663484,0.00003988878,0.000012152535,0.0014174588],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9993256,0.000020475703,0.00025717975,0.0001684558,0.00009767295,0.00013062502],"domain_scores_gemma":[0.9995742,0.00002567703,0.000019307776,0.00025449364,0.000064631044,0.000061728926],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000059060858,0.00010458269,0.00014154223,0.00028160037,0.00008132693,0.000064782194,0.000062031744,0.000038173217,0.00030213327],"category_scores_gemma":[0.00005971621,0.00009774775,0.00004249304,0.0003259903,0.000013747646,0.00065217516,0.000027979071,0.00017905861,0.000078569064],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000003725022,0.000025323048,0.006134364,0.000028470897,0.000036001715,2.3260365e-7,0.0018008761,0.98447496,0.0039873435,0.000013350302,0.0024547798,0.0010405836],"study_design_scores_gemma":[0.0004989672,0.00010613108,0.032363243,0.0002442704,0.00012139061,0.000029354744,0.0029723486,0.7757125,0.05455001,0.000051586005,0.13266599,0.0006842089],"about_ca_topic_score_codex":0.0003980717,"about_ca_topic_score_gemma":0.0015957908,"teacher_disagreement_score":0.20876245,"about_ca_system_score_codex":0.00004064251,"about_ca_system_score_gemma":0.000011978177,"threshold_uncertainty_score":0.39860374},"labels":[],"label_agreement":null},{"id":"W4237108381","doi":"10.31223/osf.io/qcb6e","title":"The near-tip region of a hydraulic fracture with pressure-dependent leak-off and leak-in","year":2019,"lang":"en","type":"preprint","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Dalhousie University","funders":"Skolkovo Institute of Science and Technology; Ministry of Education and Science of the Russian Federation","keywords":"Mechanics; Fracture (geology); Fluid dynamics; Breakage; Leak; Geology; Geotechnical engineering; Materials science; Composite material; Thermodynamics; Physics","score_opus":0.006241673215205577,"score_gpt":0.2010233734414042,"score_spread":0.19478170022619862,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4237108381","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.6281829,0.110753626,0.13477616,0.012035143,0.001995431,0.004808002,0.000050128736,0.0017682575,0.10563035],"genre_scores_gemma":[0.99140483,0.0027213886,0.00011559811,0.000067620786,0.00007931123,0.000033429442,0.000012740978,0.00007075387,0.005494318],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99836135,0.00007483591,0.0003685441,0.0004524293,0.00037940798,0.00036344965],"domain_scores_gemma":[0.9985495,0.00016381287,0.00013628857,0.0010035523,0.000055715373,0.00009113672],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00026526695,0.00040124223,0.00062353036,0.00012949847,0.00007784118,0.00015104242,0.00045786254,0.0004680315,0.00003434177],"category_scores_gemma":[0.000029450011,0.00023456702,0.00014063674,0.00014153388,0.00011550204,0.00006857159,0.00026290095,0.001191176,0.000012167654],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00003647003,0.000019227651,0.0016764421,0.00055278005,0.000438185,0.000022476546,0.00043293135,0.993539,0.00001069023,0.0000063872635,0.0018082864,0.001457167],"study_design_scores_gemma":[0.0009955899,0.00009373197,0.009510202,0.0008565269,0.00047738888,0.0000510018,0.00032128033,0.8305325,0.0016262112,0.00022776649,0.15439464,0.00091317564],"about_ca_topic_score_codex":0.0014192724,"about_ca_topic_score_gemma":0.002557657,"teacher_disagreement_score":0.36322194,"about_ca_system_score_codex":0.000042049323,"about_ca_system_score_gemma":0.00006528566,"threshold_uncertainty_score":0.95653653},"labels":[],"label_agreement":null},{"id":"W4237488015","doi":"10.2523/72380-ms","title":"Multiseam Coal Stimulation Using Coiled-Tubing Fracturing and a Unique Bottomhole Packer Assembly","year":2001,"lang":"en","type":"article","venue":"Proceedings of SPE Eastern Regional Meeting","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":11,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Citation; Coal; Computer science; Mining engineering; Geology; Engineering; Library science; Archaeology; History","score_opus":0.01965094073075623,"score_gpt":0.2430761789860752,"score_spread":0.22342523825531896,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4237488015","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9938993,0.0005345801,0.0028991506,0.00014231514,0.00006647983,0.00013347766,0.0000012633834,0.0001849138,0.002138514],"genre_scores_gemma":[0.9944288,0.00020759918,0.0048839576,0.000029338584,0.00028942595,0.000005831995,0.000004092889,0.000058688453,0.00009223841],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9984918,0.0000074348504,0.00042757177,0.00030794897,0.00039298204,0.00037225147],"domain_scores_gemma":[0.999331,0.00008106659,0.00018029343,0.00007981147,0.00017411645,0.00015373046],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00031355195,0.00026200782,0.00034412812,0.0002601233,0.00014258112,0.000108191154,0.00014959466,0.0001434577,0.000009014461],"category_scores_gemma":[0.00007466006,0.0002601008,0.00010194511,0.00024303881,0.00006417946,0.00047706743,0.00007948791,0.00026854558,0.0000041163244],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00008841483,0.00007237892,0.23175253,0.00083773717,0.0003022861,0.000023537857,0.0016201605,0.66131335,0.09706426,0.000042280895,0.00012628686,0.0067567904],"study_design_scores_gemma":[0.00056037284,0.00002891589,0.011378567,0.0010606615,0.00007945438,0.0000863217,0.0007066091,0.9703477,0.014352839,0.0001550672,0.0008577902,0.000385673],"about_ca_topic_score_codex":0.00014785385,"about_ca_topic_score_gemma":0.000008680885,"teacher_disagreement_score":0.3090344,"about_ca_system_score_codex":0.00007725513,"about_ca_system_score_gemma":0.000012389861,"threshold_uncertainty_score":0.9999851},"labels":[],"label_agreement":null},{"id":"W4237584561","doi":"10.2118/2002-109","title":"Alkaline/Surfactant/Polymer (ASP) Flood Potential in Southwest Saskatchewan Oil Reservoirs","year":2002,"lang":"en","type":"article","venue":"Canadian International Petroleum Conference","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Saskatchewan Research Council (Canada)","funders":"","keywords":"Pulmonary surfactant; Flood myth; Petroleum engineering; Polymer; Environmental science; Geology; Chemistry; Geography; Archaeology; Organic chemistry","score_opus":0.010796242503494164,"score_gpt":0.19689086378630577,"score_spread":0.1860946212828116,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4237584561","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.92683995,0.00039083435,0.0003732535,0.0026561052,0.0009356109,0.00002831957,0.000182818,0.00012693074,0.06846621],"genre_scores_gemma":[0.98522305,0.00016128791,0.00006639377,0.00015194563,0.0002889482,0.000017024939,0.00007797765,0.000038228023,0.013975121],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9983662,0.000033679495,0.00036737183,0.0003205361,0.00036362556,0.00054859475],"domain_scores_gemma":[0.9990637,0.00002842807,0.00004089543,0.00031808933,0.000095120406,0.00045377266],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00010618746,0.00024796824,0.00024745672,0.00062907225,0.00008020868,0.0001617047,0.0006285874,0.00016305859,0.0061733713],"category_scores_gemma":[0.00003593419,0.00026752942,0.0001230342,0.00021091373,0.000065549495,0.00020835204,0.000033808676,0.00042847762,0.00060761377],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00001683427,0.00006579674,0.00681606,0.000053799224,0.00040380325,0.00068253186,0.0018005188,0.97603077,0.0029354498,0.00017015748,0.0076693315,0.0033549434],"study_design_scores_gemma":[0.0010053159,0.000027770935,0.0057546617,0.00013997097,0.000040772993,0.000037742742,0.0011320367,0.9319932,0.0017444878,0.000079350415,0.05730319,0.0007415232],"about_ca_topic_score_codex":0.17110918,"about_ca_topic_score_gemma":0.6465849,"teacher_disagreement_score":0.47547573,"about_ca_system_score_codex":0.00037644364,"about_ca_system_score_gemma":0.00013679496,"threshold_uncertainty_score":0.9999777},"labels":[],"label_agreement":null},{"id":"W4237648915","doi":"10.1002/9781119283553.ch1","title":"Parent‐Child, Multilateral Well and Fracture Flow Interactions","year":2020,"lang":"en","type":"other","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Petroleum engineering; Hydraulic fracturing; Oil shale; Directional drilling; Shale gas; Drill; Geology; Void (composites); Permeability (electromagnetism); Geotechnical engineering; Engineering; Drilling; Mechanical engineering; Chemistry; Materials science","score_opus":0.005190932936093405,"score_gpt":0.20887773743433982,"score_spread":0.20368680449824642,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4237648915","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.000021267733,0.0014772973,0.0133031625,0.0007628928,0.0005132194,0.00011139401,0.0000331611,0.0012078133,0.9825698],"genre_scores_gemma":[0.13360174,0.0010881447,0.0025561845,0.00062883674,0.0013905843,0.000016952303,0.00023239313,0.00071777904,0.8597674],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9993302,0.000011733022,0.00014278298,0.00023560984,0.000103002574,0.00017666312],"domain_scores_gemma":[0.9995945,0.00001547729,0.000027537339,0.0002149545,0.0000046837317,0.00014281509],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00001256096,0.00027969433,0.00030713616,0.00015897166,0.00003537618,0.000056161563,0.00011506071,0.00021129654,0.01380897],"category_scores_gemma":[0.000005239828,0.00021998264,0.00011464317,0.00007989648,0.000019180166,0.000035381316,0.000035269342,0.0004913618,0.0005539015],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000015747303,0.000008490533,0.000050496183,0.00013828395,0.00037553025,0.000017178769,0.00011630891,0.051683575,0.000006427697,4.5110298e-7,0.9465344,0.0010672808],"study_design_scores_gemma":[0.00010990173,0.0000040281684,0.000060191975,0.00009768491,0.00007209555,0.0000059251975,0.00002031461,0.112916596,0.000061696344,0.0000022489678,0.8864141,0.00023518447],"about_ca_topic_score_codex":0.00023216661,"about_ca_topic_score_gemma":0.00035734955,"teacher_disagreement_score":0.13358048,"about_ca_system_score_codex":0.000017115928,"about_ca_system_score_gemma":0.0000034808286,"threshold_uncertainty_score":0.98709255},"labels":[],"label_agreement":null},{"id":"W4237654385","doi":"10.2118/150627-pa","title":"A New Model for Reservoirs With a Discrete-Fracture System","year":2011,"lang":"en","type":"article","venue":"Journal of Canadian Petroleum Technology","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":20,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Regina","funders":"","keywords":"Fracture (geology); Mechanics; Laplace transform; Geology; Fluid dynamics; Flow (mathematics); Permeability (electromagnetism); Geotechnical engineering; Mathematics; Physics; Mathematical analysis; Chemistry","score_opus":0.009533307342904236,"score_gpt":0.18702768277745024,"score_spread":0.17749437543454602,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4237654385","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.04428862,0.0014823329,0.93773085,0.005478123,0.00026043894,0.00017337507,0.00003115118,0.00030874883,0.010246377],"genre_scores_gemma":[0.9806696,0.000038982223,0.018470356,0.00005041171,0.000108355765,0.000008205599,0.000001397456,0.000047982358,0.00060468237],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9988886,0.000008497675,0.0003591483,0.00012380586,0.00016200249,0.00045793026],"domain_scores_gemma":[0.9989363,0.00001546493,0.00013464305,0.00031914093,0.00012417267,0.0004702638],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00015159903,0.00018408713,0.0004068476,0.0026134092,0.00007409145,0.000021409342,0.0004994198,0.00029610452,0.000024121193],"category_scores_gemma":[0.000030784,0.00013567346,0.00015045694,0.00055911177,0.00004185871,0.0001263004,0.000010735659,0.00049284415,0.000004299631],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00007156973,0.000006448758,0.00039853578,0.00009785233,0.0004588247,0.00022407081,0.00032907905,0.98067576,0.000055010896,0.00042100216,0.016578017,0.0006838122],"study_design_scores_gemma":[0.0020412705,0.00067870156,0.00026981204,0.00039827637,0.00048632186,0.0012124837,0.0015009183,0.84861165,0.0027509462,0.0014821743,0.13995144,0.00061602466],"about_ca_topic_score_codex":0.0084009515,"about_ca_topic_score_gemma":0.11152973,"teacher_disagreement_score":0.936381,"about_ca_system_score_codex":0.00029890952,"about_ca_system_score_gemma":0.0004155403,"threshold_uncertainty_score":0.9982022},"labels":[],"label_agreement":null},{"id":"W4237671769","doi":"10.2118/2004-088","title":"Simulation Study of Acid Gas Injection Into an Aquifer","year":2004,"lang":"en","type":"article","venue":"Canadian International Petroleum Conference","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Canadian Nuclear Laboratories; Husky Energy (Canada)","funders":"","keywords":"Aquifer; Petroleum engineering; Environmental science; Geology; Computer science; Groundwater; Geotechnical engineering","score_opus":0.013197407785108068,"score_gpt":0.24455448791138168,"score_spread":0.23135708012627362,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4237671769","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.98560935,0.000015564417,0.009820603,0.00014262923,0.00035541045,0.000056337805,0.000009405833,0.00006149674,0.003929179],"genre_scores_gemma":[0.99962455,0.00000423855,0.00009022479,0.000026989444,0.00010785672,0.000010572082,0.000037897036,0.000014937866,0.00008272483],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9992256,0.00001786544,0.00021568172,0.00016195618,0.00022572695,0.0001531404],"domain_scores_gemma":[0.9994062,0.000012507194,0.000035225028,0.00019106874,0.00015964216,0.00019534316],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000076463104,0.00011179635,0.00012681194,0.0004091566,0.000058671663,0.00005336472,0.00025032653,0.000062011866,0.00021268692],"category_scores_gemma":[0.000046328758,0.000118097276,0.00003887641,0.00012328116,0.000023037728,0.00023096605,0.000011618987,0.00013858163,0.0000273061],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000004830444,0.000042573534,0.0020782996,0.000006055585,0.00007895829,0.000007473342,0.0010810801,0.99558896,0.00037844206,0.000102183934,0.000011697336,0.00061943254],"study_design_scores_gemma":[0.0007099566,0.00021435657,0.014679095,0.00003291935,0.000031236443,0.0000037264942,0.0011408865,0.9796253,0.0012251263,0.0007901979,0.0013172077,0.00023002917],"about_ca_topic_score_codex":0.09680937,"about_ca_topic_score_gemma":0.40922442,"teacher_disagreement_score":0.31241503,"about_ca_system_score_codex":0.0003916776,"about_ca_system_score_gemma":0.00012643536,"threshold_uncertainty_score":0.9092051},"labels":[],"label_agreement":null},{"id":"W4238060112","doi":"10.31223/x5pg73","title":"A radial hydraulic fracture driven by a Herschel–Bulkley fluid","year":2021,"lang":"en","type":"preprint","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Dalhousie University","funders":"Ministry of Science and Higher Education of the Russian Federation","keywords":"Herschel–Bulkley fluid; Mechanics; Mathematics; Power-law fluid; Power law; Shear stress; Non-Newtonian fluid; Physics","score_opus":0.006249454213863846,"score_gpt":0.21066256718440557,"score_spread":0.2044131129705417,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4238060112","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.42595643,0.048325144,0.35965976,0.010904028,0.0062632686,0.0016995065,0.00027559334,0.007651972,0.1392643],"genre_scores_gemma":[0.991539,0.0014877428,0.0015496699,0.000951228,0.00071088725,0.000081577506,0.0008060717,0.00015579798,0.002718006],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99751294,0.00008202529,0.0005197559,0.0007734094,0.00050070015,0.0006112005],"domain_scores_gemma":[0.9982351,0.0000710882,0.00007425071,0.0011909774,0.00007290885,0.00035567608],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00014419816,0.00068435445,0.00091351604,0.00020729452,0.000093769806,0.00034920927,0.00068562553,0.0010809457,0.0023667729],"category_scores_gemma":[0.000052008923,0.00062237296,0.00069260487,0.00025462662,0.000051904404,0.0001065157,0.00040404985,0.0018890509,0.00017640807],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000004011947,0.000045868404,0.000057607023,0.0002828565,0.00096593663,0.00008715129,0.0005304198,0.8405098,0.0010381872,5.321936e-7,0.15534166,0.0011359759],"study_design_scores_gemma":[0.0006587861,0.000026744936,0.00026977013,0.00034993823,0.0005084227,0.00002419273,0.00032256547,0.5536792,0.019160425,0.00007637839,0.42313465,0.0017888813],"about_ca_topic_score_codex":0.0009771341,"about_ca_topic_score_gemma":0.00014024977,"teacher_disagreement_score":0.5655826,"about_ca_system_score_codex":0.00021420009,"about_ca_system_score_gemma":0.00010975737,"threshold_uncertainty_score":0.99962276},"labels":[],"label_agreement":null},{"id":"W4238426186","doi":"10.2523/59735-ms","title":"Diagnostic Techniques to Understand Hydraulic Fracturing: What? Why? and How?","year":2000,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":43,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Citation; Hydraulic fracturing; Computer science; Wright; Pinnacle; Download; Library science; World Wide Web; Geology; Petroleum engineering","score_opus":0.007872396354070317,"score_gpt":0.20896260693740118,"score_spread":0.20109021058333088,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4238426186","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.821439,0.004909167,0.062126778,0.026933528,0.00023151473,0.00067287916,0.0000054086054,0.0032102223,0.0804715],"genre_scores_gemma":[0.9919317,0.003619836,0.0009800466,0.0011055082,0.00011359009,0.000015960431,0.0000034964926,0.00003847065,0.0021914372],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9991483,0.00001839373,0.00012219927,0.00023630752,0.00016797271,0.0003068055],"domain_scores_gemma":[0.99930155,0.00016655363,0.000008797559,0.00028423662,0.000013580671,0.00022525237],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00009658606,0.00019978736,0.00021390118,0.00014371073,0.000090061694,0.00032373096,0.00013726896,0.000104826155,0.000669351],"category_scores_gemma":[0.0000392561,0.00016639996,0.000058995985,0.00020179282,0.000034943027,0.00040123335,0.000024876195,0.00016394972,0.00008079352],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000027463764,0.000099189725,0.00045421126,0.00033831637,0.00051641074,0.00019906317,0.0039005731,0.24520743,0.0011582081,0.000069718866,0.11880042,0.629229],"study_design_scores_gemma":[0.00029854625,0.0001163384,0.0017116844,0.0002538743,0.00009903248,0.000039587398,0.0011925966,0.014403513,0.039864834,0.00057164545,0.9405488,0.0008995405],"about_ca_topic_score_codex":0.00007412721,"about_ca_topic_score_gemma":0.00008755429,"teacher_disagreement_score":0.8217484,"about_ca_system_score_codex":0.00004994206,"about_ca_system_score_gemma":0.0000048997745,"threshold_uncertainty_score":0.73289245},"labels":[],"label_agreement":null},{"id":"W4238482214","doi":"10.2118/2007-011","title":"Type Curves for Dry CBM Reservoirs With Equilibrium Desorption","year":2007,"lang":"en","type":"article","venue":"Canadian International Petroleum Conference","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":28,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Desorption; Environmental science; Petroleum engineering; Geology; Chemistry; Adsorption","score_opus":0.016208123825509107,"score_gpt":0.23706669899272956,"score_spread":0.22085857516722046,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4238482214","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8711251,0.00055617356,0.06051842,0.0027172475,0.0010969372,0.0001835328,0.00013014396,0.00021588668,0.063456565],"genre_scores_gemma":[0.99481225,0.00007998681,0.0005501487,0.00019846672,0.00020484175,0.000014092451,0.00014918903,0.000026494734,0.003964515],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99905765,0.000007606028,0.00018217323,0.00018452904,0.00021238712,0.0003556823],"domain_scores_gemma":[0.99916273,0.000063519765,0.000030230583,0.00018252121,0.00026442853,0.00029657563],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00021458385,0.00013616573,0.00013181064,0.0002996177,0.000051355728,0.00006764026,0.0003234358,0.00007311125,0.00035641936],"category_scores_gemma":[0.000076117125,0.00012747444,0.00005288834,0.00013923597,0.000044166067,0.00019588944,0.000011723032,0.00015061513,0.000052344036],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00024699955,0.000041515475,0.019022914,0.0005753105,0.0009996645,0.00014696727,0.00035280027,0.9294037,0.0033183263,0.003447311,0.03994148,0.0025029697],"study_design_scores_gemma":[0.0010064691,0.00018522835,0.020736458,0.0006373311,0.000089384834,0.000027134643,0.00023722246,0.5128468,0.004120043,0.0005836205,0.45867446,0.00085585995],"about_ca_topic_score_codex":0.008697152,"about_ca_topic_score_gemma":0.18088123,"teacher_disagreement_score":0.41873297,"about_ca_system_score_codex":0.00027673613,"about_ca_system_score_gemma":0.00018354041,"threshold_uncertainty_score":0.997904},"labels":[],"label_agreement":null},{"id":"W4238609399","doi":"10.2118/2003-083","title":"Coupled Reservoir Geomechanical Simulations For the SAGD Process","year":2003,"lang":"en","type":"article","venue":"Canadian International Petroleum Conference","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":9,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Petroleum engineering; Process (computing); Reservoir simulation; Geology; Geomechanics; Computer science; Geotechnical engineering","score_opus":0.018887794971850703,"score_gpt":0.25263715947550275,"score_spread":0.23374936450365205,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4238609399","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.71721184,0.00041448104,0.2239104,0.009440623,0.0024876548,0.0005184626,0.0005063284,0.00028757768,0.045222644],"genre_scores_gemma":[0.99774754,0.000022972745,0.000102868136,0.0001460473,0.00011991381,0.000070034366,0.00005334835,0.000020774307,0.0017164883],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9991371,0.0000143656,0.00018793216,0.00016839795,0.0001976833,0.00029449785],"domain_scores_gemma":[0.9991103,0.00020977193,0.000025215852,0.00022335048,0.00021727249,0.00021409265],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00014638653,0.000124837,0.00011669508,0.0001534891,0.00018974362,0.0001276017,0.00044688385,0.00007564845,0.0009231146],"category_scores_gemma":[0.00032670193,0.00010116627,0.00008184345,0.00012017593,0.00003692944,0.00009887505,0.0000076879205,0.0001805589,0.00003392022],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000030354854,0.0000046996474,0.00022932043,0.000010178029,0.00011960941,0.0000024727756,0.00005609111,0.9946424,0.000055084187,0.0036603925,0.0011373138,0.00007941565],"study_design_scores_gemma":[0.00021038248,0.0000077369095,0.00034252688,0.000013291828,0.000022235385,0.0000037517675,0.00008169761,0.8815341,0.0002089594,0.0012819944,0.11616814,0.00012521198],"about_ca_topic_score_codex":0.0041378704,"about_ca_topic_score_gemma":0.10135311,"teacher_disagreement_score":0.28053573,"about_ca_system_score_codex":0.00019233387,"about_ca_system_score_gemma":0.00026716574,"threshold_uncertainty_score":0.99999017},"labels":[],"label_agreement":null},{"id":"W4238631208","doi":"10.2523/75526-ms","title":"Gas Well Decline Analysis Under Constant-Pressure Conditions, Wellbore Storage, Damage, and Non-Darcy Flow Effects","year":2002,"lang":"en","type":"article","venue":"Proceedings of SPE Gas Technology Symposium","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"Texas A and M University","keywords":"Wellbore; Citation; Computer science; Library science; Operations research; Petroleum engineering; Geology; Engineering","score_opus":0.0035511208032085713,"score_gpt":0.19823308748120677,"score_spread":0.1946819666779982,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4238631208","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9681902,0.0033812537,0.0022942466,0.009596924,0.00015561875,0.0004248628,0.00004672203,0.0011030295,0.014807173],"genre_scores_gemma":[0.9939961,0.0030616052,0.001746685,0.000079538055,0.0000624321,0.000035570552,0.000018113096,0.000055598623,0.000944374],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9982196,0.0000061045685,0.00047334234,0.0005005552,0.0002880695,0.00051232846],"domain_scores_gemma":[0.9990923,0.00007361626,0.00015608851,0.00030982736,0.0002134365,0.00015473332],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00017627503,0.0003914276,0.00079275976,0.0015035577,0.00015998584,0.000082713836,0.00046060633,0.00052371103,0.00018185539],"category_scores_gemma":[0.00004245712,0.00037506924,0.00020374353,0.0019159722,0.00048682332,0.0003009274,0.00019351304,0.0005688303,0.00004290512],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00008054631,0.0010797126,0.08817507,0.0055816835,0.021268964,0.0001875892,0.001035454,0.54171646,0.27865258,0.0045763655,0.054759905,0.0028856674],"study_design_scores_gemma":[0.002037787,0.00029961838,0.0028402167,0.00033137985,0.0066105425,0.00009109943,0.00087071944,0.7844691,0.18380867,0.004756425,0.012649519,0.001234891],"about_ca_topic_score_codex":0.000020513276,"about_ca_topic_score_gemma":0.000015353382,"teacher_disagreement_score":0.24275267,"about_ca_system_score_codex":0.00004544572,"about_ca_system_score_gemma":0.000007124427,"threshold_uncertainty_score":0.9998701},"labels":[],"label_agreement":null},{"id":"W4238749476","doi":"10.2523/88761-ms","title":"Practical Flow Simulation Method for A Naturally Fractured Reservoir: A Field Study","year":2004,"lang":"en","type":"article","venue":"Proceedings of Abu Dhabi International Conference and Exhibition","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Kerr Wood Leidal Associates (Canada)","funders":"Abu Dhabi National Oil Company","keywords":"Permeability (electromagnetism); Relative permeability; Fracture (geology); Computer science; Matrix (chemical analysis); Fluid dynamics; Complex fracture; Petroleum engineering; Geology; Geotechnical engineering; Mechanics; Materials science; Porosity","score_opus":0.02566739966057506,"score_gpt":0.3292463963791006,"score_spread":0.3035789967185255,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4238749476","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.67427355,0.000044059263,0.31816304,0.003308602,0.00020768068,0.00052563235,0.000016818633,0.00015318347,0.0033074673],"genre_scores_gemma":[0.9684136,0.00003483512,0.031218769,0.00006783461,0.00014211732,0.000050221002,0.000022376047,0.000013231029,0.00003702498],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9991059,0.000004415445,0.0002746345,0.00020962494,0.00027069097,0.00013475034],"domain_scores_gemma":[0.9991594,0.00013617816,0.00008161669,0.000049009363,0.000518179,0.000055599747],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002501898,0.00013292301,0.00018603654,0.00015796945,0.0000620658,0.00009919096,0.00010800044,0.000110045774,0.000046954756],"category_scores_gemma":[0.00032459124,0.00011979761,0.00007566367,0.0000952563,0.000017773471,0.0004791196,0.000029361154,0.00018848463,0.0000017438448],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.001146183,0.00083958835,0.0021190585,0.00079843285,0.0012369818,0.0000094609795,0.01209756,0.9056223,0.05087547,0.008275018,0.0029245012,0.014055444],"study_design_scores_gemma":[0.0016135867,0.0004572886,0.0016685509,0.00018206242,0.000109706794,0.000009141049,0.0017244465,0.9554478,0.027077327,0.010548799,0.000895333,0.00026597868],"about_ca_topic_score_codex":0.000058129157,"about_ca_topic_score_gemma":0.00002729859,"teacher_disagreement_score":0.29414007,"about_ca_system_score_codex":0.000051513478,"about_ca_system_score_gemma":0.000019854568,"threshold_uncertainty_score":0.48852047},"labels":[],"label_agreement":null},{"id":"W4238971521","doi":"10.2118/2001-045","title":"Cyclic Steam Stimulation Below a Known Hydraulically Induced Shale Fracture","year":2001,"lang":"en","type":"article","venue":"Canadian International Petroleum Conference","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Imperial Oil (Canada)","funders":"","keywords":"Oil shale; Petroleum engineering; Geology; Shale gas; Hydraulic fracturing; Steam injection","score_opus":0.013236862720912011,"score_gpt":0.2287919889595057,"score_spread":0.2155551262385937,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4238971521","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.88415015,0.000087576795,0.0049141976,0.0026478327,0.0005435988,0.00007553018,0.000033245502,0.00019474418,0.107353106],"genre_scores_gemma":[0.99620557,0.000077317825,0.00008092599,0.0005182346,0.00037946028,0.000023492566,0.00015031549,0.000034088986,0.0025306006],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9986329,0.000024374727,0.00029052477,0.0002900334,0.00034417032,0.0004180111],"domain_scores_gemma":[0.9989591,0.00004835426,0.00004640065,0.00029314586,0.0001583346,0.0004946491],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00009312544,0.00022984711,0.00021166884,0.00046482665,0.00011500195,0.0001611002,0.00050767243,0.00019481912,0.0024739183],"category_scores_gemma":[0.000077766636,0.00023549996,0.000109702785,0.00019973589,0.000032396594,0.00024573776,0.00002364118,0.00041630503,0.00034949023],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000012704806,0.000025156034,0.007347318,0.000013531301,0.0002457782,0.00012218145,0.00022477952,0.9803099,0.0012579787,0.00018052565,0.0041170535,0.006143099],"study_design_scores_gemma":[0.0004888668,0.000031958527,0.06434797,0.00006498827,0.000033380573,0.000038401446,0.00006285381,0.655582,0.00045498117,0.0003239576,0.27811965,0.0004509992],"about_ca_topic_score_codex":0.02057808,"about_ca_topic_score_gemma":0.09260993,"teacher_disagreement_score":0.32472792,"about_ca_system_score_codex":0.00047245144,"about_ca_system_score_gemma":0.0002044875,"threshold_uncertainty_score":0.99843794},"labels":[],"label_agreement":null},{"id":"W4239061195","doi":"10.2523/59771-ms","title":"Matrix Acidizing in Gas Wells","year":2000,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Citation; Library science; Archaeology; Computer science; Petroleum engineering; Engineering; Geography","score_opus":0.004050305264895405,"score_gpt":0.20882643396807563,"score_spread":0.2047761287031802,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4239061195","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7712735,0.00037624498,0.0006313797,0.0002556023,0.000042873147,0.000031931977,4.6311163e-7,0.00028049626,0.22710748],"genre_scores_gemma":[0.9906481,0.000283486,0.00047982158,0.0000406486,0.000043997854,0.0000024226306,0.0000015466028,0.000012427241,0.008487583],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9995526,0.00000774621,0.000117226184,0.00007925742,0.000069950795,0.00017322694],"domain_scores_gemma":[0.99980825,0.000014192138,0.0000029495611,0.0001305052,0.000002696952,0.0000414268],"candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00006350359,0.000069179405,0.00009885863,0.000077905024,0.000015329368,0.000017660679,0.000079720456,0.00004421255,0.0050127525],"category_scores_gemma":[0.0000027041565,0.000058157955,0.000044310123,0.00017386097,0.0000061241344,0.000056403296,0.0000049598407,0.00010077996,0.0009682234],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000013030378,0.0000073741858,0.00035699634,0.000014823589,0.000015631153,0.000016088203,0.00010292439,0.983976,0.00040945597,0.00000612188,0.0019728062,0.013120482],"study_design_scores_gemma":[0.00049378816,0.0000125721435,0.0033908326,0.000052785683,0.000021076592,0.000011360884,0.00011252663,0.69093823,0.02407688,0.00027006888,0.2801779,0.00044199487],"about_ca_topic_score_codex":0.00018157497,"about_ca_topic_score_gemma":0.00008125549,"teacher_disagreement_score":0.29303777,"about_ca_system_score_codex":0.000024465577,"about_ca_system_score_gemma":0.000002464534,"threshold_uncertainty_score":0.9998096},"labels":[],"label_agreement":null},{"id":"W4239069741","doi":"10.5194/se-2021-1-ac2","title":"Reply on RC2","year":2021,"lang":"en","type":"peer-review","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of British Columbia","funders":"University of Saskatchewan","keywords":"Hydraulic fracturing; Geology; Stress field; Geotechnical engineering; Shear (geology); Fracture (geology); Shadow (psychology); Petroleum engineering; Stress (linguistics); Shear stress; Stage (stratigraphy); Fluid pressure; Principal stress; Petrology; Mechanics; Engineering; Structural engineering; Finite element method","score_opus":0.01677055765026784,"score_gpt":0.26176506905619673,"score_spread":0.2449945114059289,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4239069741","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0000054259895,0.13522482,0.00078587706,0.053298626,0.003228459,0.00014211953,0.00005085093,0.0008221731,0.80644166],"genre_scores_gemma":[0.00028949234,0.04797729,0.00016675779,0.009854885,0.0007598271,0.000025711744,0.0007834734,0.00008484236,0.9400577],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9987539,0.000027833148,0.00029965895,0.0003113015,0.00036312643,0.00024417895],"domain_scores_gemma":[0.9988896,0.000058925176,0.000030795913,0.0008560087,0.00006376985,0.000100848854],"candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00014944843,0.00029423813,0.0006342719,0.00011006857,0.000029409628,0.00003711761,0.00024623345,0.00019940229,0.0067942375],"category_scores_gemma":[0.000103191654,0.00022778723,0.00040202498,0.00022833452,0.0000102122285,0.000017640385,0.00004085901,0.0006277027,0.0008472288],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[2.0060007e-7,0.0000079949605,1.915691e-7,0.0026822817,0.00022416834,0.000051019037,0.000003932722,0.018707369,8.622929e-7,0.000001819265,0.9745369,0.0037832495],"study_design_scores_gemma":[0.000036619735,0.000007401006,0.0000022399995,0.0029437551,0.00016010962,0.0000053079357,0.0000023473378,0.0014375364,0.00014781748,0.00000460053,0.994974,0.00027826562],"about_ca_topic_score_codex":0.00015708826,"about_ca_topic_score_gemma":0.000071411116,"teacher_disagreement_score":0.13361607,"about_ca_system_score_codex":0.000073636955,"about_ca_system_score_gemma":0.00003411666,"threshold_uncertainty_score":0.99993074},"labels":[],"label_agreement":null},{"id":"W4239093658","doi":"10.2523/71501-ms","title":"Novel Push-Pull Displacement Method to Determine Relative Permeability Hysteresis in Heavy Oil Reservoirs","year":2001,"lang":"en","type":"article","venue":"Proceedings of SPE Annual Technical Conference and Exhibition","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Imperial Oil (Canada)","funders":"Imperial Oil Limited","keywords":"Citation; Exhibition; Computer science; Permeability (electromagnetism); Information retrieval; Library science; Archaeology; Chemistry; History","score_opus":0.02464834485804667,"score_gpt":0.2764730410566531,"score_spread":0.2518246961986064,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4239093658","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9711497,0.00006254026,0.01678001,0.0017563521,0.00002103201,0.00017947072,0.000028987024,0.00014847629,0.0098734675],"genre_scores_gemma":[0.9898927,0.00024035694,0.009542437,0.000040343857,0.000045380726,0.000050291444,0.0000076210085,0.000016902697,0.00016395231],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99857986,0.000009131452,0.0004649891,0.00037034176,0.00026385582,0.00031181422],"domain_scores_gemma":[0.9993676,0.00007030123,0.000061216706,0.00011291978,0.00022982867,0.00015813253],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005634051,0.00020533444,0.0003854736,0.00024231987,0.000051859104,0.000045018223,0.00016553182,0.0001695967,0.00004579154],"category_scores_gemma":[0.00016794929,0.00018366016,0.00007737388,0.0004613775,0.000073056835,0.00047018917,0.00011163843,0.00029045058,0.0000055515484],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0013674011,0.001143376,0.015473491,0.0026693973,0.00021525689,0.000026338774,0.006956282,0.012031198,0.82942104,0.0035659687,0.0022370075,0.12489323],"study_design_scores_gemma":[0.008529652,0.0043003326,0.19423304,0.008563832,0.0007346163,0.00030751087,0.017214598,0.19204101,0.51780194,0.030092292,0.020723391,0.0054577934],"about_ca_topic_score_codex":0.00019359618,"about_ca_topic_score_gemma":0.00015069483,"teacher_disagreement_score":0.3116191,"about_ca_system_score_codex":0.00009614925,"about_ca_system_score_gemma":0.000011410657,"threshold_uncertainty_score":0.74894434},"labels":[],"label_agreement":null},{"id":"W4239977981","doi":"10.2118/2007-153","title":"Numerical Modelling of Geomechanical Response of Sandy Shale Formation in Oil Sands Reservoir During Steam Injection","year":2007,"lang":"en","type":"article","venue":"Canadian International Petroleum Conference","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Geology; Oil shale; Oil sands; Steam injection; Petroleum engineering; Geomechanics; Shale oil; Unconventional oil; Geotechnical engineering; Petroleum reservoir; Petrology","score_opus":0.016600929033440993,"score_gpt":0.2263643206934946,"score_spread":0.20976339166005362,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4239977981","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9557428,0.00004542067,0.03925582,0.00009435023,0.00016455352,0.000021796595,0.000022147093,0.000024829022,0.0046283132],"genre_scores_gemma":[0.99944574,0.000046500518,0.00016638926,0.000007306302,0.000047774585,0.000004989989,0.000022869845,0.0000132818805,0.00024517768],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99880856,0.000031228505,0.00048344838,0.00014080356,0.00027910355,0.00025687454],"domain_scores_gemma":[0.99937856,0.00008074605,0.000077453515,0.00016004377,0.00014028553,0.00016289928],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00047554303,0.00011226463,0.00020186255,0.00084137334,0.000032556338,0.000017388256,0.0002488797,0.00011237761,0.00012304183],"category_scores_gemma":[0.00008685568,0.00012276255,0.000073130155,0.00024315293,0.000027773836,0.0002019165,0.000017485863,0.0002285131,0.0000051988436],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00017398318,0.0000137157585,0.001220893,0.00005431079,0.00003313662,0.00001824482,0.00028116966,0.99491507,0.0029652633,0.000071366354,0.000013945254,0.0002388937],"study_design_scores_gemma":[0.00042011717,0.000035797628,0.00827602,0.0001450103,0.000007405025,0.000018909106,0.00021793024,0.9706136,0.019843318,0.00008081891,0.00020810141,0.00013294934],"about_ca_topic_score_codex":0.018934619,"about_ca_topic_score_gemma":0.03031961,"teacher_disagreement_score":0.043702938,"about_ca_system_score_codex":0.0004652054,"about_ca_system_score_gemma":0.000096053474,"threshold_uncertainty_score":0.98759836},"labels":[],"label_agreement":null},{"id":"W4240009466","doi":"10.2523/98200-ms","title":"New Method To Estimate Damaged Formation Permeability With Well Testing","year":2006,"lang":"en","type":"article","venue":"Proceedings of International Symposium and Exhibition on Formation Damage Control","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Waterloo","funders":"","keywords":"Exhibition; Citation; Computer science; Library science; Permeability (electromagnetism); Information retrieval; Operations research; Art history; Artificial intelligence; Chemistry; Art; Engineering","score_opus":0.005544505556898627,"score_gpt":0.23411909816542956,"score_spread":0.22857459260853094,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4240009466","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.48300895,0.000015538437,0.4609054,0.0016402996,0.00007168153,0.00038839979,0.000026802316,0.00028274424,0.053660188],"genre_scores_gemma":[0.9816162,0.000005007796,0.017889718,0.00008845312,0.00012315667,0.000029819435,0.000049621474,0.00001739369,0.00018063036],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99888545,0.000008655311,0.00042092183,0.00016640608,0.0003495594,0.00016899285],"domain_scores_gemma":[0.9992116,0.00007255253,0.0001451172,0.000062604544,0.00040795657,0.00010017654],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00032394266,0.00017445575,0.00019928429,0.0002332775,0.00009945875,0.00014864973,0.00012536673,0.00006229843,0.00003581039],"category_scores_gemma":[0.000047741894,0.00014878932,0.00005059457,0.0002195285,0.000017593993,0.0010784997,0.000018875284,0.00012449332,0.000016040036],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0002714264,0.00008246089,0.0041072057,0.00039953456,0.00009011889,0.0000015234173,0.0006830858,0.79936516,0.18390328,0.0020063655,0.0034593064,0.005630535],"study_design_scores_gemma":[0.0020601086,0.00022063244,0.015584284,0.0002951683,0.000072949464,0.000033507407,0.00018108952,0.8540203,0.12345536,0.0005118241,0.0032313692,0.0003334068],"about_ca_topic_score_codex":0.00007637773,"about_ca_topic_score_gemma":0.000014936782,"teacher_disagreement_score":0.49860725,"about_ca_system_score_codex":0.00010049955,"about_ca_system_score_gemma":0.0000070267815,"threshold_uncertainty_score":0.6067452},"labels":[],"label_agreement":null},{"id":"W4240088879","doi":"10.18535/ijmei/v1i7.02","title":"DEVELOPMENT OF NEW METRICS FOR BENCHMARKING STEAM ASSISTED GRAVITY DRAINAGE (SAGD) PROJECTS IN ALBERTA OIL AND GAS INDUSTRY","year":2015,"lang":"en","type":"article","venue":"International Journal of Management and Economics Invention","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Steam-assisted gravity drainage; Benchmarking; Petroleum engineering; Petroleum industry; Environmental science; Waste management; Engineering; Environmental engineering; Oil sands; Business; Materials science","score_opus":0.0401551542362842,"score_gpt":0.2576289543580116,"score_spread":0.2174738001217274,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4240088879","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99246246,0.00021666147,0.0036244756,0.00024286842,0.00039640124,0.000040450705,0.0000011146368,0.0000037733707,0.0030118276],"genre_scores_gemma":[0.9904864,0.0004988576,0.008399727,0.000013304814,0.00009693732,0.0000026383957,0.000009602883,0.0000073040364,0.00048526586],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9993344,0.000009044845,0.0004057618,0.000075814154,0.000097477474,0.000077525656],"domain_scores_gemma":[0.9996353,0.00002629801,0.00018273835,0.00004022266,0.000052856984,0.000062602616],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005497072,0.00007156346,0.00014533362,0.0004763347,0.000015263819,0.000044542103,0.00010920929,0.000060732644,0.000003279722],"category_scores_gemma":[0.000030108191,0.00007161207,0.000045303364,0.000068637244,0.000010565594,0.00017949284,0.00005126828,0.000107106935,2.6386914e-7],"study_design_candidate":"design_other","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0001622981,0.00014784928,0.014147982,0.00032959122,0.0016310085,0.000014969493,0.0021654542,0.09843509,0.00003642191,0.0018689599,0.0010455935,0.8800148],"study_design_scores_gemma":[0.020547166,0.00041914842,0.12152271,0.0023280545,0.0006368359,0.00013120368,0.00738784,0.56047297,0.003182976,0.05011973,0.23178934,0.001462023],"about_ca_topic_score_codex":0.0000541627,"about_ca_topic_score_gemma":0.00033197823,"teacher_disagreement_score":0.87855273,"about_ca_system_score_codex":0.00015027671,"about_ca_system_score_gemma":0.000026862672,"threshold_uncertainty_score":0.29202557},"labels":[],"label_agreement":null},{"id":"W4240322486","doi":"10.2118/spe-173367-ms","title":"A New Tool for Multi-Cluster &amp; Multi-Well Hydraulic Fracture Modeling","year":2015,"lang":"en","type":"article","venue":"SPE Hydraulic Fracturing Technology Conference","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Shell (Canada)","funders":"","keywords":"Hydraulic fracturing; Fracture (geology); Dimensionless quantity; Petroleum engineering; Geology; Instability; Fracture toughness; Classification of discontinuities; Interference (communication); Infill; Geotechnical engineering; Computer science; Mechanics; Materials science; Engineering; Structural engineering; Channel (broadcasting); Composite material; Mathematics","score_opus":0.04351889218219478,"score_gpt":0.2729025156145515,"score_spread":0.2293836234323567,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4240322486","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"methods","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.04949512,0.0013469731,0.939612,0.0040305415,0.0006463312,0.0008121194,0.000014025168,0.0029704755,0.0010724259],"genre_scores_gemma":[0.8477984,0.00014189727,0.14821754,0.0007650976,0.00036194487,0.00015301794,0.000074944386,0.00018207345,0.0023050979],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9960862,0.000053988144,0.0009160247,0.0010721127,0.0004895611,0.0013821427],"domain_scores_gemma":[0.9972384,0.00010970468,0.0001859225,0.0016032457,0.000312261,0.00055046566],"candidate_categories":["metaepi_narrow","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.00045361483,0.00092200225,0.0010174741,0.0009547572,0.0002526994,0.00021409398,0.0014260968,0.0012969631,0.00019353075],"category_scores_gemma":[0.00050092966,0.0008642191,0.00037210598,0.0006959494,0.00015836506,0.00047091514,0.0003106269,0.0015306236,0.00072946574],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000535887,0.00010059972,0.00023035484,0.0001237557,0.00030244715,0.000022588572,0.0006534057,0.98097616,0.00048689367,0.00004206975,0.00903685,0.007971261],"study_design_scores_gemma":[0.0027431867,0.000053735715,0.000064315216,0.00014058471,0.00014211446,0.000043783013,0.00014490064,0.8163168,0.0076618455,0.002082354,0.1696099,0.0009965152],"about_ca_topic_score_codex":0.00049478776,"about_ca_topic_score_gemma":0.00044876806,"teacher_disagreement_score":0.79830325,"about_ca_system_score_codex":0.00031887446,"about_ca_system_score_gemma":0.00026509629,"threshold_uncertainty_score":0.9999996},"labels":[],"label_agreement":null},{"id":"W4240421041","doi":"10.2118/05-11-05","title":"Horizontal Well Infill Development of the Manor Spearfish Field","year":2005,"lang":"en","type":"article","venue":"Journal of Canadian Petroleum Technology","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"University of Saskatchewan","keywords":"Infill; Geology; Drilling; Directional drilling; Geotechnical engineering; Completion (oil and gas wells); Mining engineering; Petroleum engineering; Engineering; Civil engineering","score_opus":0.0033066772147879054,"score_gpt":0.17186740981743004,"score_spread":0.16856073260264212,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4240421041","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.97438085,0.00075989397,0.0005251355,0.009849775,0.0003348424,0.0000304336,0.0000028129878,0.000033874232,0.014082365],"genre_scores_gemma":[0.99742484,0.00006452512,0.0018832858,0.00010561785,0.00011875648,9.566683e-7,2.8759342e-7,0.000013345809,0.00038840185],"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","domain_scores_codex":[0.9990903,0.000009865754,0.00041318702,0.00006175083,0.00016454874,0.00026030422],"domain_scores_gemma":[0.99946624,0.000017030787,0.000113770686,0.00020959026,0.00005882923,0.00013451013],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001377181,0.00010281198,0.00023240093,0.0013130533,0.00005983703,0.000009565833,0.00047146616,0.00018430692,0.00016172664],"category_scores_gemma":[0.000044729626,0.00007472282,0.00011900342,0.00048684172,0.00004181859,0.000057138874,0.000025530988,0.00047067791,0.000018219083],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000054028078,0.00014535773,0.0298011,0.00023547283,0.0024432563,0.00037007313,0.0015094911,0.49749947,0.016923012,0.00046462382,0.18972647,0.26082763],"study_design_scores_gemma":[0.0002337736,0.00005151544,0.0019252708,0.000047595342,0.000033160446,0.00014424755,0.00014967755,0.0012854794,0.06490427,0.00003760762,0.931076,0.000111407644],"about_ca_topic_score_codex":0.0011854664,"about_ca_topic_score_gemma":0.14761223,"teacher_disagreement_score":0.7413495,"about_ca_system_score_codex":0.0002319107,"about_ca_system_score_gemma":0.0002292933,"threshold_uncertainty_score":0.8679416},"labels":[],"label_agreement":null},{"id":"W4240570019","doi":"10.2118/02-04-04","title":"Modelling Sand Production Within a Continuum Mechanics Framework","year":2002,"lang":"en","type":"article","venue":"Journal of Canadian Petroleum Technology","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":8,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Calgary","funders":"U.S. Department of Energy","keywords":"Mechanics; Porosity; Fluid mechanics; Fluidized bed; Geotechnical engineering; Pressure gradient; Fluid dynamics; Continuum mechanics; Permeability (electromagnetism); Geology; Petroleum engineering; Thermodynamics; Chemistry; Physics","score_opus":0.009613694289271967,"score_gpt":0.18090564586121044,"score_spread":0.17129195157193847,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4240570019","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.5744494,0.009974984,0.38641536,0.02022227,0.0034761128,0.00012786176,0.000008603238,0.00043885346,0.004886549],"genre_scores_gemma":[0.9933013,0.000686555,0.0053408835,0.00004595892,0.00027480378,0.0000022176037,3.6468754e-7,0.000030263584,0.00031768237],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99892443,0.000015214408,0.00042193124,0.00011780807,0.00017542427,0.00034520336],"domain_scores_gemma":[0.9992595,0.00001624676,0.00013677217,0.00025161973,0.00010935999,0.00022652464],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00022367785,0.00014221753,0.00031548837,0.0027573835,0.00008305575,0.000030208677,0.0002769752,0.00034691038,0.00009683908],"category_scores_gemma":[0.00012974575,0.00013120516,0.00010854449,0.0008826316,0.000032861943,0.00011192489,0.000008833394,0.00092120795,0.000022081387],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000023266368,0.000008073944,0.000048435813,0.000014281108,0.00013598693,0.00009589176,0.00013695877,0.993321,0.00031767428,0.00019972058,0.0048729246,0.00084674335],"study_design_scores_gemma":[0.00020460293,0.000090792455,0.0000035649052,0.00013613897,0.00009586842,0.0005681347,0.00020415262,0.9155233,0.00528804,0.0057913866,0.07186631,0.00022769513],"about_ca_topic_score_codex":0.0009786153,"about_ca_topic_score_gemma":0.010100205,"teacher_disagreement_score":0.41885188,"about_ca_system_score_codex":0.00020626042,"about_ca_system_score_gemma":0.000043514996,"threshold_uncertainty_score":0.56361514},"labels":[],"label_agreement":null},{"id":"W4240584960","doi":"10.2118/2003-007","title":"Acid Fracturing Technique for Carbonate Reservoirs Using Nitric Acid Powder","year":2003,"lang":"en","type":"article","venue":"Canadian International Petroleum Conference","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Regina","funders":"Natural Sciences and Engineering Research Council of Canada; Petroleum Technology Research Centre","keywords":"Carbonate; Nitric acid; Geology; Petroleum engineering; Chemistry; Inorganic chemistry; Organic chemistry","score_opus":0.017430034147961456,"score_gpt":0.236527118713577,"score_spread":0.21909708456561555,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4240584960","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.6965456,0.000841469,0.16402423,0.00091300765,0.0014989858,0.0005080445,0.00029458542,0.00033231286,0.13504174],"genre_scores_gemma":[0.9963395,0.000035690853,0.0024103872,0.000112918744,0.00014305822,0.000100284255,0.00005394306,0.000051665513,0.00075255596],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9985919,0.000032329277,0.00029486275,0.0003029215,0.00025241653,0.00052559574],"domain_scores_gemma":[0.99902034,0.000042506537,0.0000530917,0.0002946421,0.00020756686,0.00038186004],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0002296411,0.00024423696,0.00023105304,0.0006891022,0.00015530508,0.00014743251,0.00047003158,0.00017283,0.00047910324],"category_scores_gemma":[0.00019827881,0.00026093097,0.0001451677,0.00019504153,0.00004420325,0.00019796095,0.000019297051,0.00032663697,0.000022276048],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00001571658,0.000020416046,0.0020374919,0.00010424812,0.0005207386,0.00008559938,0.00017309269,0.9464499,0.046222143,0.0021492876,0.0019493536,0.0002720101],"study_design_scores_gemma":[0.0008897757,0.000036018922,0.0011829893,0.00017653065,0.000105946914,0.000107809254,0.00023410557,0.5452069,0.2106093,0.0026634277,0.23762341,0.0011637646],"about_ca_topic_score_codex":0.009440259,"about_ca_topic_score_gemma":0.017487008,"teacher_disagreement_score":0.40124297,"about_ca_system_score_codex":0.0006658678,"about_ca_system_score_gemma":0.0003354268,"threshold_uncertainty_score":0.99998426},"labels":[],"label_agreement":null},{"id":"W4240681888","doi":"10.2118/2008-147","title":"Multiphase Flow in Fractures: Co-Current and Counter-Current Flow in a Fracture","year":2008,"lang":"en","type":"article","venue":"Canadian International Petroleum Conference","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Calgary","funders":"University of Calgary","keywords":"Current (fluid); Flow (mathematics); Fracture (geology); Multiphase flow; Petroleum engineering; Computer science; Mechanics; Geology; Electrical engineering; Geotechnical engineering; Engineering; Physics","score_opus":0.013366398488251316,"score_gpt":0.25232155762383046,"score_spread":0.23895515913557913,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4240681888","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9865022,0.0024367622,0.005088105,0.00097421353,0.0009819696,0.00013227954,0.00028907965,0.00006909319,0.0035263328],"genre_scores_gemma":[0.99797493,0.0012427195,0.0001435498,0.00015000491,0.0001645036,0.000034488312,0.00018053167,0.000022344728,0.000086952125],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99860317,0.00003186507,0.0003387892,0.00032136004,0.00029233462,0.00041245995],"domain_scores_gemma":[0.9992522,0.00006601203,0.000038124224,0.00019919881,0.0000738264,0.00037064202],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00010933784,0.0002515418,0.00027360528,0.00079305586,0.000066093955,0.000078297664,0.00033090965,0.00011940382,0.00049336016],"category_scores_gemma":[0.00008542971,0.0002524009,0.00006567252,0.00014496097,0.000078180885,0.00019083622,0.000019958652,0.0007025452,0.00004346637],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000016683347,0.00004764924,0.02794462,0.00004446131,0.000047702397,0.00024464703,0.0011614208,0.95820475,0.000021151154,0.000014391883,0.003528138,0.008724401],"study_design_scores_gemma":[0.00075136364,0.00000968646,0.048681863,0.00017163971,0.0000058515957,0.0000238392,0.000046616802,0.7844653,0.000057853984,0.00004347972,0.1654713,0.00027118492],"about_ca_topic_score_codex":0.016955594,"about_ca_topic_score_gemma":0.22550328,"teacher_disagreement_score":0.20854768,"about_ca_system_score_codex":0.0005732846,"about_ca_system_score_gemma":0.00028236877,"threshold_uncertainty_score":0.99999285},"labels":[],"label_agreement":null},{"id":"W4240714900","doi":"10.2118/2000-051","title":"Steam and Gas Push (SAGP) - 4; Recent Theoretical Developments and Laboratory Results Using Layered Models","year":2000,"lang":"en","type":"article","venue":"Canadian International Petroleum Conference","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":8,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Canadian Natural Resources","funders":"Suncor Energy Incorporated; Canadian Natural Resources Limited","keywords":"Computer science; Environmental science; Engineering","score_opus":0.013749837824936413,"score_gpt":0.2153018521830977,"score_spread":0.20155201435816128,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4240714900","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9477523,0.00024031747,0.0005126663,0.0012631849,0.00015646315,0.00004259025,0.0001850311,0.000050602906,0.049796835],"genre_scores_gemma":[0.9976587,0.0012497322,0.00037490713,0.00013881004,0.000049792652,0.000004756867,0.00003697805,0.000016534615,0.0004697331],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9990983,0.000025547444,0.0002103762,0.00022698806,0.00018115455,0.0002576034],"domain_scores_gemma":[0.99935246,0.000029444973,0.000019301293,0.0001259921,0.00009914161,0.0003736543],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00012733247,0.00014266788,0.00013977298,0.00017708502,0.00008701691,0.00012584339,0.00016249162,0.00008491791,0.0005348974],"category_scores_gemma":[0.00003564748,0.0001444556,0.000017857625,0.00008191052,0.00010407006,0.00015950152,0.000019259494,0.00017101273,0.000015404075],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000079798025,0.000022131497,0.00096024736,0.00003979245,0.0004485231,0.00012983457,0.0008981123,0.9524353,0.00038205663,0.009462498,0.0019003662,0.033241343],"study_design_scores_gemma":[0.00047609763,0.000010291437,0.0010848936,0.00007172494,0.000017220336,0.00001887616,0.0000601362,0.943981,0.0002082233,0.0020770156,0.051736955,0.0002575706],"about_ca_topic_score_codex":0.0043061906,"about_ca_topic_score_gemma":0.010744701,"teacher_disagreement_score":0.049906448,"about_ca_system_score_codex":0.00021407806,"about_ca_system_score_gemma":0.0002005919,"threshold_uncertainty_score":0.6509701},"labels":[],"label_agreement":null},{"id":"W4240884484","doi":"10.2118/04-10-04","title":"Preliminary Laboratory Evaluation of Cold and Post-Cold Production Methods for Heavy Oil Reservoirs Part B: Reservoir Conditions","year":2004,"lang":"en","type":"article","venue":"Journal of Canadian Petroleum Technology","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Nexen (Canada); University of Calgary","funders":"Canada Research Chairs; Porous Media Laboratory","keywords":"Petroleum engineering; Environmental science; Oil reserves; Oil production; Oil in place; Production (economics); Fossil fuel; Oil sands; Geology; Petroleum; Waste management; Engineering; Asphalt; Geography","score_opus":0.014773241194879378,"score_gpt":0.2822806362993464,"score_spread":0.267507395104467,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4240884484","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.97130513,0.0055580717,0.0011375118,0.020795045,0.0005651827,0.0001599619,0.00008698501,0.00006892943,0.0003231603],"genre_scores_gemma":[0.99062145,0.00048009164,0.008450031,0.00005594152,0.00015355667,0.00005481885,0.000008409565,0.000033560802,0.00014215213],"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9985767,0.000104268554,0.0005716663,0.00016621544,0.00026483723,0.00031629545],"domain_scores_gemma":[0.9980713,0.0000727347,0.00023137376,0.00032264975,0.00108025,0.00022170495],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0018568848,0.00015170999,0.0003829523,0.0028193395,0.00013427346,0.000017950755,0.00023443923,0.00029794133,0.000013766216],"category_scores_gemma":[0.0010411298,0.00014911949,0.000105877625,0.0009277053,0.00014925023,0.00025769733,0.000016950928,0.00040954576,0.0000010870694],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00006738402,0.000051488518,0.00013893245,0.00022245769,0.00044021427,0.000016989357,0.0001482597,0.934432,0.055663932,0.0007013286,0.0051211626,0.0029958407],"study_design_scores_gemma":[0.004125303,0.0021245684,0.0018723762,0.0007927977,0.0015961624,0.00037072977,0.0020376025,0.021541815,0.53846353,0.004659376,0.4216958,0.0007199557],"about_ca_topic_score_codex":0.0013854855,"about_ca_topic_score_gemma":0.0148648685,"teacher_disagreement_score":0.9128902,"about_ca_system_score_codex":0.0005073046,"about_ca_system_score_gemma":0.0007736435,"threshold_uncertainty_score":0.82949454},"labels":[],"label_agreement":null},{"id":"W4241097867","doi":"10.2523/59756-ms","title":"Gas Production From Low Permeability Carbonates Enhanced Through Usage of New Acid Polymer System","year":2000,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Citation; Library science; Computer science; George (robot); World Wide Web; Artificial intelligence","score_opus":0.006482437404123808,"score_gpt":0.20194771719775928,"score_spread":0.19546527979363548,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4241097867","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9764366,0.0009726388,0.0020774507,0.00010984385,0.0001839872,0.0000888921,0.0000066022994,0.00033244578,0.019791553],"genre_scores_gemma":[0.99599934,0.0000892852,0.0003817692,0.000007721626,0.00022485625,0.000005889819,0.000014343451,0.00001941574,0.0032573717],"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99909335,0.000027554655,0.0002689041,0.00024239332,0.00018248714,0.00018531567],"domain_scores_gemma":[0.9994542,0.000018738192,0.000023797773,0.00041882668,0.000021805536,0.00006264487],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00006850921,0.00014572298,0.00026644647,0.00003161322,0.000033739365,0.000014181276,0.00012240045,0.000085278996,0.0015280588],"category_scores_gemma":[0.000013178771,0.00011601603,0.00011637109,0.0001805983,0.000030434634,0.00013371799,0.00000959307,0.00010745679,0.0000681295],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000042283154,0.000082304854,0.00033723554,0.0004721689,0.00046704654,0.0000046859386,0.0038737622,0.6404134,0.32365495,0.000008509475,0.0011179082,0.029525736],"study_design_scores_gemma":[0.00013422738,0.000010001045,0.0007329072,0.00006848835,0.00005157959,0.0000015403806,0.00022205868,0.019767145,0.9784668,0.000036251527,0.0003621343,0.00014686157],"about_ca_topic_score_codex":0.0048972685,"about_ca_topic_score_gemma":0.00017586254,"teacher_disagreement_score":0.65481186,"about_ca_system_score_codex":0.00006439936,"about_ca_system_score_gemma":0.000015912505,"threshold_uncertainty_score":0.9993847},"labels":[],"label_agreement":null},{"id":"W4241163120","doi":"10.2523/93083-ms","title":"Modeling of Geomechanics in Naturally Fractured Reservoirs","year":2005,"lang":"en","type":"article","venue":"Proceedings of SPE Reservoir Simulation Symposium","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Geomechanics; Permeability (electromagnetism); Citation; Geology; Computer science; Geotechnical engineering; Petroleum engineering; Library science; Chemistry","score_opus":0.011053778788532703,"score_gpt":0.24238073549575137,"score_spread":0.23132695670721867,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4241163120","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9824306,0.0009797346,0.008416318,0.0011313919,0.00010001968,0.00032356335,0.000009068007,0.00021122991,0.0063981116],"genre_scores_gemma":[0.9968926,0.000493323,0.0022545394,0.000015665655,0.00014654655,0.000010361449,0.00000996043,0.000056874287,0.000120165394],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9977462,0.000007994305,0.00093889266,0.00030635775,0.00060724764,0.00039326542],"domain_scores_gemma":[0.99894965,0.00008357212,0.00016305588,0.00021026806,0.0004824509,0.00011101654],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0004942437,0.0002700731,0.0005351451,0.0006918781,0.000044675933,0.000037718342,0.00045778445,0.00028092967,0.000045579174],"category_scores_gemma":[0.00013087873,0.00026049817,0.00018383501,0.0008463081,0.000026881986,0.0007142225,0.000095490956,0.00040750118,0.000007738451],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000059812388,0.000052264146,0.00042408213,0.0004019697,0.00006297524,5.942119e-7,0.00078217656,0.98101985,0.016846558,0.00005737413,0.0000570846,0.00023524788],"study_design_scores_gemma":[0.000534875,0.000032895347,0.00008368862,0.0002036603,0.000030843814,9.900352e-7,0.00014894777,0.97667307,0.020454139,0.00058665295,0.0010080038,0.0002422338],"about_ca_topic_score_codex":0.00007868062,"about_ca_topic_score_gemma":0.000044727985,"teacher_disagreement_score":0.014462002,"about_ca_system_score_codex":0.00015674741,"about_ca_system_score_gemma":0.000025246522,"threshold_uncertainty_score":0.99998474},"labels":[],"label_agreement":null},{"id":"W4241375058","doi":"10.2118/00-04-n","title":"Water Shut-off Treatments-Reduce Water and Accelerate Oil Production","year":2000,"lang":"en","type":"article","venue":"Journal of Canadian Petroleum Technology","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Water cut; Petroleum engineering; Microscale chemistry; Production (economics); Produced water; Oil production; Oil field; Environmental science; Geology; Mathematics","score_opus":0.005845484878393953,"score_gpt":0.19040162975654568,"score_spread":0.18455614487815172,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4241375058","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9823161,0.00095640286,0.000007044128,0.013096834,0.00023838587,0.000017009179,0.0000023298214,0.00006710104,0.0032988456],"genre_scores_gemma":[0.9918544,0.0020910557,0.00009620367,0.000054506723,0.00019050126,0.0000042601982,0.000004355043,0.000026285585,0.0056784176],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9989815,0.000016050057,0.0003004167,0.00013476062,0.000114611124,0.0004526639],"domain_scores_gemma":[0.9994996,0.0000033676235,0.00002482465,0.00019651685,0.000052208718,0.00022346101],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00013348609,0.00015842247,0.0002762265,0.0017124568,0.00010211031,0.000040139832,0.00017422272,0.00019653965,0.00050390005],"category_scores_gemma":[0.00000783782,0.00009790457,0.000073164054,0.00021565468,0.00006560848,0.000160604,0.000008726327,0.0003633742,0.00006624232],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00006709374,0.00007316332,0.0011061613,0.00008824493,0.0015685544,0.0009902291,0.0009032178,0.26211685,0.069519885,0.000007912293,0.011565987,0.6519927],"study_design_scores_gemma":[0.0005115046,0.00012343614,0.00023147934,0.000037047255,0.00015141194,0.0010349241,0.000090770816,0.0014034598,0.22511841,0.00014433157,0.77092195,0.00023128623],"about_ca_topic_score_codex":0.0018166306,"about_ca_topic_score_gemma":0.009536331,"teacher_disagreement_score":0.75935596,"about_ca_system_score_codex":0.00019698747,"about_ca_system_score_gemma":0.000036996567,"threshold_uncertainty_score":0.5517352},"labels":[],"label_agreement":null},{"id":"W4241765873","doi":"10.2523/90623-ms","title":"Combined Effect of Non-Darcy Flow and Formation Damage on Gas Well Performance of Dual-Porosity and Dual-Permeability Reservoirs","year":2004,"lang":"en","type":"article","venue":"Proceedings of SPE Annual Technical Conference and Exhibition","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Quest University Canada","funders":"","keywords":"Exhibition; Citation; Permeability (electromagnetism); Porosity; Dual (grammatical number); Dual purpose; Computer science; Engineering; Library science; Art history; Art; Mechanical engineering; Chemistry; Geotechnical engineering","score_opus":0.00654812958217834,"score_gpt":0.21612739710220125,"score_spread":0.2095792675200229,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4241765873","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9978546,0.000031609823,0.00015808364,0.00014661034,0.0000106279085,0.00021500648,0.000019962275,0.000051686748,0.0015118339],"genre_scores_gemma":[0.99889517,0.0007053957,0.00034059913,0.000005333968,0.00001662306,0.000009364473,0.000012843266,0.00000918877,0.000005470197],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.999057,0.000006392673,0.00036445982,0.0001956688,0.00021782465,0.00015863146],"domain_scores_gemma":[0.9994784,0.000047876187,0.00010991054,0.00008912573,0.00019562485,0.0000790798],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00043904854,0.00016459066,0.0003859309,0.00013412273,0.00005966959,0.000025178646,0.000059981103,0.00014488008,0.0000057896714],"category_scores_gemma":[0.00006887168,0.000136402,0.00004680595,0.00016764688,0.0002419604,0.0006256865,0.00006635215,0.0002059019,6.2147734e-7],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0019686017,0.0005754924,0.027862763,0.019475536,0.00015720217,0.00000517927,0.0037121535,0.01098125,0.91910315,0.00147075,0.0003998271,0.014288081],"study_design_scores_gemma":[0.0016742413,0.00286291,0.06790512,0.0010983397,0.0000972795,0.000011830515,0.0003360403,0.028397666,0.8958773,0.0014601727,0.000013425215,0.0002656978],"about_ca_topic_score_codex":0.000047796904,"about_ca_topic_score_gemma":0.0000069282396,"teacher_disagreement_score":0.040042356,"about_ca_system_score_codex":0.00002469761,"about_ca_system_score_gemma":0.000008033658,"threshold_uncertainty_score":0.55623126},"labels":[],"label_agreement":null},{"id":"W4242122175","doi":"10.2118/2009-067","title":"Evaluation of Recovery Technologies for the Grosmont Carbonate Reservoirs","year":2009,"lang":"en","type":"article","venue":"Canadian International Petroleum Conference","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"University of Calgary","keywords":"Carbonate; Geology; Computer science; Petroleum engineering; Materials science; Metallurgy","score_opus":0.02349691158141266,"score_gpt":0.2483191106695368,"score_spread":0.22482219908812415,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4242122175","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8002897,0.003557108,0.014017665,0.02873891,0.0021515554,0.0006345742,0.00036471305,0.00040756149,0.14983822],"genre_scores_gemma":[0.9992915,0.00016513129,0.00010178535,0.000040689112,0.00005035489,0.000045930192,0.0000233197,0.000007560559,0.00027375738],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9991055,0.000017703213,0.00018314,0.0001248155,0.00038512822,0.0001836915],"domain_scores_gemma":[0.9991522,0.00007303782,0.00004039545,0.00023449525,0.0004469876,0.00005287165],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005269286,0.00009495414,0.00011189147,0.0002464187,0.00006198478,0.00004695115,0.00047004534,0.000074558135,0.00007200097],"category_scores_gemma":[0.0003565447,0.00007530616,0.00008336139,0.00009644968,0.00004330412,0.00008562417,0.00000968683,0.00012685527,0.00000416087],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000055853884,0.0000041086655,0.00008597479,0.0000053373956,0.0001640136,8.122592e-7,0.000050260045,0.977347,0.000255185,0.00076879305,0.0018988732,0.019414052],"study_design_scores_gemma":[0.00021726452,0.000028647954,0.0039070942,0.000030660147,0.000084265936,0.0000018855976,0.00018721206,0.9719973,0.0015790003,0.0064798845,0.015378832,0.00010793338],"about_ca_topic_score_codex":0.007497246,"about_ca_topic_score_gemma":0.05081885,"teacher_disagreement_score":0.19900179,"about_ca_system_score_codex":0.00033330458,"about_ca_system_score_gemma":0.00022487869,"threshold_uncertainty_score":0.9991119},"labels":[],"label_agreement":null},{"id":"W4242321136","doi":"10.2523/131376-ms","title":"Fracture Permeability of Gas Shale: Effects of Roughness, Fracture Offset, Proppant, and Effective Stress","year":2010,"lang":"en","type":"article","venue":"Proceedings of International Oil and Gas Conference and Exhibition in China","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":29,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"ConocoPhillips (Canada)","funders":"University of Oklahoma","keywords":"Permeability (electromagnetism); Hydraulic fracturing; Geology; Oil shale; Geotechnical engineering; Surface finish; Surface roughness; Materials science; Petroleum engineering; Composite material","score_opus":0.0030381730789453363,"score_gpt":0.20780996294997947,"score_spread":0.20477178987103414,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4242321136","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99750465,0.00023296339,0.00006589128,0.00053978735,0.00006477752,0.000068702684,0.000019793375,0.000016321575,0.0014871265],"genre_scores_gemma":[0.9986101,0.0011608315,0.000104738625,0.000016909908,0.00004831719,0.000016037124,0.0000139656795,0.000008125421,0.000020983342],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9992632,0.0000055750143,0.00025611755,0.00019318353,0.00018072479,0.00010115775],"domain_scores_gemma":[0.99948895,0.00007921078,0.00012289526,0.000046853867,0.00020973569,0.000052370036],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00013103672,0.00014489032,0.00028842434,0.00014413928,0.00002804718,0.00002853481,0.000089646084,0.00013595015,0.00002387225],"category_scores_gemma":[0.00013114068,0.00011513627,0.000041208186,0.00007959118,0.00016514238,0.00025859676,0.000039676605,0.0003047211,1.1644215e-7],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00044659176,0.0006797884,0.6005871,0.01745347,0.00056053436,0.000009553048,0.01480919,0.0023657903,0.24275817,0.001999187,0.00035989596,0.1179707],"study_design_scores_gemma":[0.0012772372,0.00017237537,0.64540154,0.0015540912,0.000077765435,0.00002676576,0.00043250874,0.020405209,0.32395303,0.006140489,0.00026079966,0.0002981798],"about_ca_topic_score_codex":0.00021015201,"about_ca_topic_score_gemma":0.000032886397,"teacher_disagreement_score":0.11767252,"about_ca_system_score_codex":0.000009028546,"about_ca_system_score_gemma":0.000008849055,"threshold_uncertainty_score":0.46951205},"labels":[],"label_agreement":null},{"id":"W4242396926","doi":"10.2118/2009-100","title":"A 3D Finite Element Model for History Matching Hydraulic Fracturing in Unconsolidated Sands Formation","year":2009,"lang":"en","type":"article","venue":"Canadian International Petroleum Conference","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":8,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"Natural Sciences and Engineering Research Council of Canada; Western Canada Research Grid; U.S. Department of Energy","keywords":"Hydraulic fracturing; Finite element method; Geology; Matching (statistics); Geotechnical engineering; Petroleum engineering; Engineering; Structural engineering; Mathematics","score_opus":0.016373750104361616,"score_gpt":0.22189264118112575,"score_spread":0.20551889107676413,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4242396926","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.353045,0.0002875347,0.5982249,0.0025596484,0.000652308,0.00024311898,0.00012656848,0.00020903465,0.044651896],"genre_scores_gemma":[0.997403,0.000050490093,0.0008950231,0.00056909985,0.00007999044,0.000040107087,0.0001961471,0.000016441993,0.00074966985],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99892575,0.000011773503,0.00033144272,0.00018963858,0.0001839725,0.00035740796],"domain_scores_gemma":[0.99946636,0.00004058528,0.000051692346,0.00016130052,0.000078884834,0.00020116034],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00014545629,0.0001703079,0.00017802588,0.0006188947,0.000052709063,0.00006770411,0.00029963203,0.000089808345,0.00018686075],"category_scores_gemma":[0.000040864143,0.00018883267,0.000074277596,0.00006689714,0.000014039523,0.00032535044,0.000009525211,0.00022346659,0.00001758829],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000007598233,0.000007684027,0.00006066441,0.000015450189,0.000029041748,0.000008131844,0.0005808078,0.9963253,0.00014824582,0.0002173844,0.0012630492,0.0013366337],"study_design_scores_gemma":[0.00037852168,0.0000127729745,0.00059481245,0.000066449735,0.000010782103,0.0000028092302,0.000044684417,0.9736985,0.00016999118,0.00077558897,0.024043927,0.00020118174],"about_ca_topic_score_codex":0.006167586,"about_ca_topic_score_gemma":0.07565646,"teacher_disagreement_score":0.64435804,"about_ca_system_score_codex":0.0017372124,"about_ca_system_score_gemma":0.00022018002,"threshold_uncertainty_score":0.9412104},"labels":[],"label_agreement":null},{"id":"W4242442813","doi":"10.2118/05-09-01","title":"Pressure Transient Analysis in SAGD","year":2005,"lang":"en","type":"article","venue":"Journal of Canadian Petroleum Technology","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Petro-Canada","funders":"","keywords":"Injector; Petroleum engineering; Drilling; Steam injection; Geology; Pressure drop; Coalescence (physics); Steam-assisted gravity drainage; Oil sands; Mechanics; Engineering; Materials science; Mechanical engineering","score_opus":0.003311349743961348,"score_gpt":0.1843472184212492,"score_spread":0.18103586867728785,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4242442813","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.96123767,0.008216735,0.0039633755,0.018569948,0.00019396307,0.00004561818,0.000015688973,0.00010455695,0.0076524257],"genre_scores_gemma":[0.99861383,0.00038206467,0.0005941305,0.00006461306,0.0000871856,0.0000017933224,0.0000011045291,0.000014830705,0.00024046809],"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","domain_scores_codex":[0.9989061,0.000017196817,0.00044564062,0.00009674195,0.00016255541,0.00037179134],"domain_scores_gemma":[0.9994149,0.000014235297,0.00006856405,0.00021938678,0.00005111212,0.00023176755],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00020925647,0.00012344183,0.0004214372,0.010556877,0.000028364975,0.000016682241,0.00034068277,0.00023663545,0.00017999181],"category_scores_gemma":[0.00002756708,0.00011270397,0.0002186474,0.0027604613,0.00003859444,0.00009647556,0.000005979158,0.0005726377,0.000011520687],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000030675328,0.000011379281,0.0047911447,0.000008631232,0.0008101034,0.000119490614,0.000078854246,0.9877386,0.00016285555,0.000024033287,0.0016541132,0.0045977468],"study_design_scores_gemma":[0.00052768545,0.000058744317,0.011555094,0.00002810656,0.0007758074,0.00011504881,0.00019340466,0.15653202,0.0010760151,0.00006105926,0.82885313,0.0002239],"about_ca_topic_score_codex":0.0055862544,"about_ca_topic_score_gemma":0.46437162,"teacher_disagreement_score":0.83120656,"about_ca_system_score_codex":0.00025286945,"about_ca_system_score_gemma":0.000111366804,"threshold_uncertainty_score":0.94197905},"labels":[],"label_agreement":null},{"id":"W4242467495","doi":"10.2523/65514-ms","title":"Understanding Chemical-Potential-Related Transient Pore-Pressure Response To Improve Real-Time Borehole (In)Stability Predictions","year":2000,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Citation; Borehole; Computer science; Library science; Engineering","score_opus":0.010759386759622949,"score_gpt":0.20457685964608818,"score_spread":0.19381747288646523,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4242467495","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9591161,0.000056039276,0.0094308555,0.0012221914,0.00012387986,0.00034585327,0.00005049721,0.0008494697,0.028805131],"genre_scores_gemma":[0.9947385,0.000052432028,0.00032865812,0.000021421993,0.000034587498,0.000025991507,0.000025636882,0.000038303002,0.0047344384],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9984156,0.000084192056,0.00043430744,0.00037251267,0.00025829586,0.00043511257],"domain_scores_gemma":[0.99915135,0.000077658544,0.000015470505,0.0004876515,0.00002126728,0.000246587],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00044605497,0.00021372632,0.00028864192,0.00019094348,0.00008002259,0.000042783242,0.00018518923,0.00020044268,0.0039314944],"category_scores_gemma":[0.000034992,0.00019584518,0.00016912397,0.0005800499,0.000047545815,0.00011861256,0.000018019147,0.00029198776,0.00012215815],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00019967734,0.000067711095,0.000026579144,0.000026563257,0.00013830807,0.000020777248,0.00085782155,0.8589225,0.13749163,0.0000030997683,0.00197731,0.0002680149],"study_design_scores_gemma":[0.0011123088,0.000079335965,0.0022059435,0.00006767314,0.0001892559,0.00001181041,0.00032117593,0.9549925,0.034099616,0.00021763737,0.0061579263,0.00054481695],"about_ca_topic_score_codex":0.0003303581,"about_ca_topic_score_gemma":0.000041213752,"teacher_disagreement_score":0.10339202,"about_ca_system_score_codex":0.0002880609,"about_ca_system_score_gemma":0.00002503647,"threshold_uncertainty_score":0.99697906},"labels":[],"label_agreement":null},{"id":"W4242629609","doi":"10.2118/2003-231","title":"Effect of Sand Matrix Deformation on Solution Gas Drive in Heavy Oil Reservoirs","year":2003,"lang":"en","type":"article","venue":"Canadian International Petroleum Conference","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Matrix (chemical analysis); Petroleum engineering; Deformation (meteorology); Environmental science; Fossil fuel; Geology; Geotechnical engineering; Materials science; Waste management; Composite material; Engineering","score_opus":0.006867543827533613,"score_gpt":0.22562892933264778,"score_spread":0.21876138550511418,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4242629609","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9207786,0.00006354124,0.00058361894,0.00030816262,0.00032999046,0.000032748452,0.000028090388,0.000027670476,0.077847585],"genre_scores_gemma":[0.9992227,0.00007551626,0.000039969702,0.000019352085,0.00003202125,0.000016885626,0.000046526726,0.000012092847,0.0005349475],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99906343,0.000077292236,0.0002517369,0.00013762493,0.00022813243,0.00024175168],"domain_scores_gemma":[0.9994927,0.00008118303,0.000043075797,0.00016156398,0.00006781269,0.00015365612],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00030087546,0.00013244017,0.0001760731,0.0005699159,0.00003864619,0.00003746671,0.00020012197,0.00008910316,0.0002424175],"category_scores_gemma":[0.00016635907,0.00012692242,0.00006691264,0.00014696551,0.000031605912,0.00013690056,0.000006950552,0.00020443976,0.000058061618],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000036429905,0.000010523803,0.003339667,0.00008421659,0.00006894958,0.000016583761,0.00017905497,0.9923676,0.00065573794,0.0009645342,0.0006307277,0.0016459286],"study_design_scores_gemma":[0.0014194002,0.00022472526,0.003988313,0.00041323458,0.000032707027,0.000018210274,0.000083772145,0.9240878,0.05383476,0.00029214803,0.015179601,0.000425305],"about_ca_topic_score_codex":0.015356404,"about_ca_topic_score_gemma":0.044963703,"teacher_disagreement_score":0.0784441,"about_ca_system_score_codex":0.00050102803,"about_ca_system_score_gemma":0.00011119132,"threshold_uncertainty_score":0.99120045},"labels":[],"label_agreement":null},{"id":"W4242712922","doi":"10.2118/2001-051-ea","title":"Simulation of Sand Production in Unconsolidated Heavy Oil Reservoir","year":2001,"lang":"en","type":"article","venue":"Canadian International Petroleum Conference","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Petroleum engineering; Production (economics); Oil production; Geology; Reservoir simulation; Oil sands; Environmental science; Geotechnical engineering; Materials science","score_opus":0.016784333758010358,"score_gpt":0.24084349930169544,"score_spread":0.22405916554368507,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4242712922","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9625059,0.00006415915,0.00049994723,0.0009880142,0.00040892977,0.00002287742,0.000019413972,0.000040283478,0.0354505],"genre_scores_gemma":[0.99790657,0.00010336408,0.00003665528,0.000021767633,0.00009673278,0.000007941829,0.00005905939,0.000012034781,0.0017558569],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99917924,0.000022035361,0.00025716977,0.0001614453,0.00018077796,0.00019934164],"domain_scores_gemma":[0.9994665,0.000039287806,0.00003584893,0.00017348412,0.00015408179,0.00013081402],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00012141528,0.000101921316,0.00014062418,0.0005365215,0.000028195405,0.000032198066,0.00021076892,0.00007179589,0.00039673428],"category_scores_gemma":[0.00016562268,0.00010933071,0.000039392235,0.00024093427,0.00003581796,0.00016177463,0.000010333003,0.00015603288,0.000024540648],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000012215837,0.000008164968,0.0065971776,0.000013903405,0.000035277124,0.000014756274,0.00009319921,0.991956,0.00027730156,0.000021901451,0.00020942358,0.00076069613],"study_design_scores_gemma":[0.00021358625,0.000009042501,0.007338485,0.00008758166,0.000007180665,0.000004939306,0.000050912855,0.97463655,0.0016267067,0.00010769308,0.015781626,0.00013571656],"about_ca_topic_score_codex":0.03195244,"about_ca_topic_score_gemma":0.17893115,"teacher_disagreement_score":0.1469787,"about_ca_system_score_codex":0.00028709896,"about_ca_system_score_gemma":0.0001344068,"threshold_uncertainty_score":0.97449386},"labels":[],"label_agreement":null},{"id":"W4242824108","doi":"10.2523/58779-ms","title":"Gravel-Pack Evaluation Using a Memory Gamma-Gamma Density Tool","year":2000,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Oncolytics Biotech (Canada)","funders":"Shell Exploration and Production Company","keywords":"Citation; Computer science; Library science; Archaeology; History","score_opus":0.01752601197379165,"score_gpt":0.24169238499241805,"score_spread":0.2241663730186264,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4242824108","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9630381,0.00013857252,0.009258552,0.00004840911,0.00010229052,0.00012246771,0.0000010557712,0.00029272944,0.02699786],"genre_scores_gemma":[0.99609977,0.000039764185,0.0014445283,0.000053587093,0.00014561955,0.000005764601,0.000009725733,0.000024195162,0.0021770354],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9989596,0.00004752904,0.00021327038,0.00018040561,0.00034960356,0.00024957003],"domain_scores_gemma":[0.99951255,0.000024318631,0.000015328558,0.0003190601,0.000055342585,0.00007341005],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00036952813,0.00014704933,0.00018241927,0.00009096684,0.000089522044,0.00004864337,0.00010230513,0.00009264398,0.0042779353],"category_scores_gemma":[0.000025398282,0.00012821301,0.00011295799,0.00020498117,0.000019620018,0.00012709279,0.000012029627,0.0001328827,0.00040579232],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000042541897,0.000011432977,0.0001530814,0.000024554536,0.00008167639,0.000006607477,0.00015293751,0.958859,0.0016802789,0.0000019214442,0.000592213,0.03843204],"study_design_scores_gemma":[0.00025088683,0.0000057711723,0.0026191506,0.000017648335,0.00011929738,0.000014093776,0.000052723233,0.9826278,0.012622356,0.00010647643,0.0013546448,0.00020916374],"about_ca_topic_score_codex":0.00029801068,"about_ca_topic_score_gemma":0.00009964023,"teacher_disagreement_score":0.038222875,"about_ca_system_score_codex":0.0001217549,"about_ca_system_score_gemma":0.000023700693,"threshold_uncertainty_score":0.9966323},"labels":[],"label_agreement":null},{"id":"W4242842720","doi":"10.2118/2003-208","title":"Design and Performance of a Water Disposal Well Stimulation Treatment in a High Porosity and Permeability Sand","year":2003,"lang":"en","type":"article","venue":"Canadian International Petroleum Conference","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Nexen (Canada)","funders":"Consolidated Contractors Company","keywords":"Permeability (electromagnetism); Porosity; Geology; Environmental science; Geotechnical engineering; Chemistry","score_opus":0.009563559551681795,"score_gpt":0.19950411201029394,"score_spread":0.18994055245861216,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4242842720","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99720424,0.000039415936,0.0012938442,0.00009355756,0.000058210015,0.000055811804,0.000011525599,0.000008874007,0.0012344994],"genre_scores_gemma":[0.9995436,0.00007509708,0.00020143959,0.000007396331,0.000008496591,0.000008998236,0.000016209766,0.00000547021,0.0001332812],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9994938,0.000027906577,0.00013489176,0.00012853304,0.000075435404,0.00013944398],"domain_scores_gemma":[0.99973834,0.00002771581,0.000012563774,0.00007887092,0.000033097956,0.00010944417],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000104358274,0.00009007016,0.00012262947,0.0001509831,0.000029017916,0.000026210631,0.000051134222,0.00004303147,0.00015669374],"category_scores_gemma":[0.000011044178,0.00007267568,0.000014805196,0.000029500929,0.000042465846,0.00008700208,0.0000053276863,0.0000585011,0.000002812935],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00002812513,0.00002079432,0.25680688,0.000035331606,0.000060893748,0.000008394484,0.00067860214,0.74044275,0.0011369244,0.00013328662,0.0000101328305,0.00063787843],"study_design_scores_gemma":[0.00051016826,0.000067655215,0.3027633,0.000025255036,0.000014367295,0.0000063828625,0.000026538992,0.6889143,0.007010032,0.00012848861,0.00041111239,0.00012237235],"about_ca_topic_score_codex":0.020143414,"about_ca_topic_score_gemma":0.022846354,"teacher_disagreement_score":0.051528443,"about_ca_system_score_codex":0.0001866493,"about_ca_system_score_gemma":0.000058628644,"threshold_uncertainty_score":0.99498415},"labels":[],"label_agreement":null},{"id":"W4243212378","doi":"10.2118/106243-ms","title":"A New Technical Standard Procedure to Measure stimulation and Gravelpack Fluid Leakoff under Static Conditions","year":2007,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Oncolytics Biotech (Canada)","funders":"","keywords":"Well stimulation; Fracturing fluid; Petroleum engineering; Filtration (mathematics); Oil well; Core (optical fiber); Hydraulic fracturing; Viscosity; Measure (data warehouse); Filter (signal processing); Computer science; Geology; Process engineering; Materials science; Engineering; Reservoir engineering; Petroleum; Mathematics","score_opus":0.011223889998407684,"score_gpt":0.2583878782181346,"score_spread":0.2471639882197269,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4243212378","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.09360478,0.00009752564,0.89933085,0.0008065435,0.000041137388,0.00020643546,0.000008263882,0.00038625268,0.005518231],"genre_scores_gemma":[0.99146384,0.000008510424,0.0074730213,0.00014220583,0.000058748836,0.0000046025343,0.000014610583,0.000022757384,0.00081172783],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9991599,0.000007866759,0.00019919014,0.00016192904,0.00024165127,0.00022947564],"domain_scores_gemma":[0.9994735,0.000058686623,0.000011648571,0.00015068919,0.000049934693,0.0002555455],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00019156805,0.00012866095,0.00016301229,0.00015878023,0.000071589144,0.00004440332,0.00006170451,0.000091875954,0.00019146818],"category_scores_gemma":[0.000054028176,0.00010707746,0.00004187202,0.0002957969,0.000017221711,0.00007595768,0.000016250702,0.00013621619,0.00003327846],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00002816012,0.000013404813,0.00036700704,0.00006981724,0.0000986168,0.000006727253,0.00026135307,0.9639619,0.009313321,0.0004360564,0.02290453,0.0025390824],"study_design_scores_gemma":[0.008105863,0.0012995075,0.37901393,0.0010079581,0.0013558663,0.0002616447,0.003761417,0.4161089,0.09433714,0.023045667,0.06695811,0.004743975],"about_ca_topic_score_codex":0.000043757445,"about_ca_topic_score_gemma":0.0006668021,"teacher_disagreement_score":0.89785904,"about_ca_system_score_codex":0.0000839073,"about_ca_system_score_gemma":0.000034694724,"threshold_uncertainty_score":0.4366492},"labels":[],"label_agreement":null},{"id":"W4243336019","doi":"10.2523/80271-ms","title":"Identification of Mechanisms and Parameters of Formation Damage Associated with Chemical Flooding","year":2003,"lang":"en","type":"article","venue":"Proceedings of International Symposium on Oilfield Chemistry","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"ConocoPhillips (Canada)","funders":"","keywords":"Citation; Identification (biology); Download; Library science; Information retrieval; Computer science; Flooding (psychology); Chemistry; World Wide Web; Biology","score_opus":0.004307128743800154,"score_gpt":0.1864736447829195,"score_spread":0.18216651603911935,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4243336019","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.98951,0.000010776794,0.00089865725,0.000053748972,0.000028815599,0.000030166078,0.0000062119025,0.000021771666,0.009439878],"genre_scores_gemma":[0.9992957,0.00004211629,0.00056900457,0.00000414262,0.0000069718967,0.0000057146144,0.00000910848,0.00000821296,0.000059014463],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9993078,0.0000013130638,0.0002943033,0.00009625039,0.00023024033,0.00007010868],"domain_scores_gemma":[0.9995254,0.000041927986,0.00018596339,0.00004489781,0.00017445779,0.000027338532],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00012577839,0.000082798884,0.00014064547,0.000038552887,0.000011046935,0.000012934357,0.00011354975,0.000082019294,0.000013800684],"category_scores_gemma":[0.00013464526,0.00007596322,0.00004124631,0.000081707556,0.000029750901,0.00011252346,0.000011058918,0.000089226705,1.5634238e-7],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000012168835,0.000036220845,0.00026237036,0.00023777623,0.000114138464,1.4410286e-7,0.0001460654,0.004827335,0.9941054,0.00019392678,0.00002094693,0.00004352329],"study_design_scores_gemma":[0.00020979377,0.000015630043,0.000055526703,0.00015613456,0.00003103374,0.0000021384371,0.00016567734,0.015333062,0.983813,0.00014419471,0.000005454776,0.000068366644],"about_ca_topic_score_codex":0.000002753331,"about_ca_topic_score_gemma":1.6094903e-7,"teacher_disagreement_score":0.0105057275,"about_ca_system_score_codex":0.000029822872,"about_ca_system_score_gemma":0.0000036680933,"threshold_uncertainty_score":0.309769},"labels":[],"label_agreement":null},{"id":"W4243530027","doi":"10.2118/196902-ms","title":"Development and Application of Algorithm for Stress Inversion Based on Image Log Data","year":2019,"lang":"en","type":"article","venue":"SPE Russian Petroleum Technology Conference","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Optech (Canada)","funders":"","keywords":"Hydraulic fracturing; Geology; Inversion (geology); Breakout; Stress (linguistics); Offshore geotechnical engineering; Stress field; Petroleum engineering; Geomechanics; Drilling; Poromechanics; Anisotropy; Geotechnical engineering; Tectonics; Engineering; Seismology; Mechanical engineering; Structural engineering","score_opus":0.008883550649430541,"score_gpt":0.22414664477823995,"score_spread":0.2152630941288094,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4243530027","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.06761204,0.00009421937,0.9279196,0.000850143,0.00006791893,0.00023273252,0.00010444842,0.00029806045,0.002820837],"genre_scores_gemma":[0.933188,0.000027157334,0.06652228,0.000011874839,0.000009646749,0.000021904274,0.0001406583,0.000014314252,0.00006412617],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9992331,0.0000062397526,0.00018177606,0.00029530184,0.000104873885,0.00017865647],"domain_scores_gemma":[0.9991778,0.000027353271,0.000056026773,0.00067879556,0.000022157194,0.00003784866],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00009722721,0.0001313211,0.0002180893,0.0002966719,0.0000373382,0.000012726962,0.00041621647,0.00017018037,0.00002127628],"category_scores_gemma":[0.000011160325,0.00011826489,0.000020821988,0.00014383567,0.00007724811,0.00006173884,0.00009339404,0.0001572289,0.000025993435],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00003450278,0.0001532469,0.0044792835,0.0007834189,0.00023067193,0.0000063767757,0.000098421944,0.029063448,0.013803548,0.0026612268,0.00024355268,0.9484423],"study_design_scores_gemma":[0.0003848187,0.000039681756,0.0004249397,0.000063028994,0.000018553385,6.7565855e-7,0.00007210286,0.95010567,0.041993376,0.00014504953,0.006618837,0.00013329825],"about_ca_topic_score_codex":0.000010015149,"about_ca_topic_score_gemma":0.00002065809,"teacher_disagreement_score":0.948309,"about_ca_system_score_codex":0.000032806525,"about_ca_system_score_gemma":0.0000384054,"threshold_uncertainty_score":0.48227024},"labels":[],"label_agreement":null},{"id":"W4243567905","doi":"10.2118/173378-pa","title":"Applications of Geomechanics to Hydraulic Fracturing: Case Studies From Coal Stimulations","year":2017,"lang":"en","type":"article","venue":"SPE Production & Operations","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":11,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"ConocoPhillips (Canada)","funders":"","keywords":"Geomechanics; Hydraulic fracturing; Geology; Microseism; Petroleum engineering; Fracture (geology); Geotechnical engineering; Rock mechanics; Lithology; Well stimulation; Stress (linguistics); Mining engineering; Petrology; Reservoir engineering; Seismology; Petroleum","score_opus":0.02373641949724615,"score_gpt":0.29765106492427706,"score_spread":0.2739146454270309,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4243567905","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.2277134,0.00053130806,0.7628897,0.0055697653,0.00094735,0.0008258071,0.00011950842,0.0003321144,0.0010710631],"genre_scores_gemma":[0.97684604,0.0001333722,0.021459185,0.000028321796,0.0005705529,0.00018307615,0.000045079825,0.000026807047,0.0007075792],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99901694,0.000019808987,0.00033452758,0.00029952623,0.0001644071,0.00016479984],"domain_scores_gemma":[0.9985554,0.00002784966,0.00005631093,0.0010305351,0.00022842229,0.000101476406],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001296393,0.00015650672,0.00023481996,0.00017517264,0.00097100093,0.000111130474,0.00022015284,0.000065318694,0.00011267418],"category_scores_gemma":[0.00018674854,0.00015136853,0.00007954244,0.00016004198,0.0000509218,0.000314349,0.00007686096,0.0001641873,0.000105278086],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000018345581,0.000038105132,0.000086435706,0.000020375015,0.000181063,0.0000067966075,0.0009604268,0.9941293,0.0012538849,0.00005021589,0.0008735206,0.0023980713],"study_design_scores_gemma":[0.00066701416,0.00008752048,0.0014403556,0.00012033363,0.00072331744,0.0001922033,0.0037197173,0.8160905,0.073194675,0.0018163463,0.10083715,0.0011108418],"about_ca_topic_score_codex":0.00043064533,"about_ca_topic_score_gemma":0.00130292,"teacher_disagreement_score":0.74913263,"about_ca_system_score_codex":0.00006725133,"about_ca_system_score_gemma":0.000024886354,"threshold_uncertainty_score":0.7468253},"labels":[],"label_agreement":null},{"id":"W4243586529","doi":"10.2118/2009-186","title":"Experimental Study of Controlled Gravity Drainage in Fractured Porous Media","year":2009,"lang":"en","type":"article","venue":"Canadian International Petroleum Conference","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":12,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Waterloo","funders":"","keywords":"Porous medium; Geology; Drainage; Geotechnical engineering; Porosity; Petroleum engineering","score_opus":0.009624300814253516,"score_gpt":0.2341119160910651,"score_spread":0.22448761527681158,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4243586529","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9763937,0.00013501763,0.00012472451,0.00029384604,0.00029432148,0.00012292452,0.000021434993,0.000036564146,0.022577496],"genre_scores_gemma":[0.99963087,0.000005136207,0.000022015562,0.000073182986,0.000065530716,0.000018290644,0.000026418935,0.000009888717,0.00014867095],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.998929,0.000035784476,0.00033386762,0.00018246325,0.00027713072,0.00024173195],"domain_scores_gemma":[0.999441,0.000049258877,0.000050070503,0.0001913095,0.000069253096,0.00019909431],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00012738668,0.00015598927,0.000340344,0.00050281204,0.000029766425,0.000044233977,0.00037115262,0.00007254099,0.0003513803],"category_scores_gemma":[0.00007575348,0.00015154172,0.00006842243,0.00011806095,0.000025111141,0.00009934015,0.000010648212,0.00021416566,0.000010475307],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000300055,0.0012488576,0.011140724,0.00001748901,0.0006627889,0.0007592063,0.013534073,0.96165884,0.006084796,0.0015701698,0.001067238,0.0019557409],"study_design_scores_gemma":[0.023595275,0.00090171286,0.45933306,0.00018123878,0.000121855715,0.00002659101,0.009079814,0.49071208,0.008271144,0.001966877,0.0043646055,0.0014457441],"about_ca_topic_score_codex":0.033999942,"about_ca_topic_score_gemma":0.1593267,"teacher_disagreement_score":0.4709468,"about_ca_system_score_codex":0.0002866941,"about_ca_system_score_gemma":0.00009554352,"threshold_uncertainty_score":0.97243273},"labels":[],"label_agreement":null},{"id":"W4244142925","doi":"10.2523/93638-ms","title":"Dynamic Underbalanced Perforating on a Mature North Sea Field","year":2005,"lang":"en","type":"article","venue":"Proceedings of SPE European Formation Damage Conference","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":11,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"BGC Engineering (Canada)","funders":"","keywords":"Citation; Exhibition; Perforation; Search and rescue; Computer science; North sea; Operations research; Library science; History; Archaeology; Engineering; Geology; Artificial intelligence; Oceanography","score_opus":0.008658657575394009,"score_gpt":0.20398845482925806,"score_spread":0.19532979725386407,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4244142925","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.83450556,0.000030474608,0.0037297977,0.00048341803,0.000038328344,0.0000870319,0.0000061333376,0.0002462274,0.16087303],"genre_scores_gemma":[0.9974944,0.00013840581,0.0019221136,0.00009401401,0.000057378416,0.0000022565027,0.000021194228,0.000022936396,0.00024732933],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9992028,0.0000053311355,0.000286956,0.00012771154,0.00019441718,0.0001828039],"domain_scores_gemma":[0.99956954,0.000017585437,0.000104569306,0.00009775352,0.00014617473,0.00006436495],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000118330434,0.000152206,0.00015489923,0.00013054775,0.00007048481,0.00009848467,0.00025069504,0.000039146216,0.00010394205],"category_scores_gemma":[0.000053038508,0.000136788,0.000054144555,0.00019286336,0.000019989035,0.0005641728,0.000039882274,0.00028013365,0.00013239769],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00015569953,0.00024035023,0.011747677,0.003968607,0.0003499001,0.000015590826,0.016354403,0.64928275,0.036755875,0.001797043,0.025051484,0.2542806],"study_design_scores_gemma":[0.00028796395,0.000075408556,0.0060126134,0.00023134425,0.00002177202,0.0000042226807,0.00053360633,0.9751933,0.014858836,0.000048621107,0.0024822464,0.00025005385],"about_ca_topic_score_codex":0.0000023531215,"about_ca_topic_score_gemma":0.00001708726,"teacher_disagreement_score":0.32591054,"about_ca_system_score_codex":0.000040284787,"about_ca_system_score_gemma":0.000005868944,"threshold_uncertainty_score":0.5578053},"labels":[],"label_agreement":null},{"id":"W4244146105","doi":"10.2523/75666-ms","title":"Optimized Gas-Well Stimulating Using CO2-Miscible, Viscosified Hydrocarbon Fracturing Fluids","year":2002,"lang":"en","type":"article","venue":"Proceedings of SPE Gas Technology Symposium","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Petro-Canada","funders":"","keywords":"Citation; Art history; Library science; Engineering; Art; Computer science","score_opus":0.010042920504846606,"score_gpt":0.21102762793061103,"score_spread":0.2009847074257644,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4244146105","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9633534,0.0009891586,0.001708616,0.0014733382,0.00018784107,0.00029842314,0.0000026301548,0.0016226765,0.030363934],"genre_scores_gemma":[0.98329735,0.0009319728,0.015112818,0.000023361026,0.0001531668,0.000022816195,0.0000025773838,0.00012304021,0.00033289436],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9974041,0.00000512458,0.0007868016,0.0005759043,0.00039915345,0.00082892884],"domain_scores_gemma":[0.99907607,0.00004918342,0.00022139281,0.00032522163,0.00017659704,0.0001515423],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00025502927,0.00050409866,0.0008079755,0.0011882582,0.00019994409,0.000082051134,0.0006757575,0.00062356185,0.00013696811],"category_scores_gemma":[0.000079934485,0.00050270563,0.00022485775,0.0012100812,0.00023504386,0.00036124396,0.00021131625,0.0007744878,0.00005030505],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000016734348,0.00007229564,0.0009293408,0.00030839106,0.0002489765,0.000010809752,0.00021130347,0.5273383,0.4699384,0.00006619813,0.0003543204,0.0005048906],"study_design_scores_gemma":[0.0005931113,0.00006389428,0.0000083264995,0.00019700066,0.00014562548,0.000043771597,0.00013247681,0.59618914,0.4013148,0.00034416353,0.0006074641,0.00036022102],"about_ca_topic_score_codex":0.000035805046,"about_ca_topic_score_gemma":7.318696e-7,"teacher_disagreement_score":0.06885082,"about_ca_system_score_codex":0.00016905826,"about_ca_system_score_gemma":0.0000088523575,"threshold_uncertainty_score":0.99974245},"labels":[],"label_agreement":null},{"id":"W4244202605","doi":"10.1071/aj15005","title":"Fraccing forum","year":2016,"lang":"en","type":"article","venue":"The APPEA Journal","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Parliament; Oil and natural gas; Hydraulic fracturing; Political science; Natural (archaeology); Scale (ratio); Public relations; Environmental planning; Engineering; Public administration; Fossil fuel; Law; Geography; Petroleum engineering; Archaeology","score_opus":0.004926274593660487,"score_gpt":0.1924048985443233,"score_spread":0.1874786239506628,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4244202605","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.6035007,0.0030871872,0.34881848,0.020354344,0.0010849751,0.000069829606,0.0000021436522,0.00033797318,0.022744352],"genre_scores_gemma":[0.99834204,0.00031349584,0.000091247,0.00009660148,0.00039441447,9.658693e-7,8.020021e-8,0.000015443267,0.00074568845],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9994398,0.000022791786,0.00013269538,0.000044166554,0.00013266635,0.00022792246],"domain_scores_gemma":[0.9996677,0.00005608177,0.000024216151,0.00016634403,0.000015452735,0.000070194976],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00024435294,0.00007134068,0.000083816274,0.000047194793,0.00016393553,0.000045765984,0.00023502576,0.000029208597,0.0002809476],"category_scores_gemma":[0.000025684036,0.000029313964,0.00009409813,0.00007141058,0.00001774405,0.00009610382,0.000022497909,0.00018205219,0.00023119985],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000028561337,0.000033934717,0.0047970014,0.000033816323,0.0010482715,0.00013243344,0.0011537772,0.32664967,0.034527186,0.00022510783,0.16614592,0.46522433],"study_design_scores_gemma":[0.0023047063,0.00009765422,0.011186387,0.00063131214,0.00025620832,0.0020504666,0.001149696,0.050851554,0.0521233,0.016286591,0.86202025,0.0010418589],"about_ca_topic_score_codex":0.000003482351,"about_ca_topic_score_gemma":0.000005312796,"teacher_disagreement_score":0.69587433,"about_ca_system_score_codex":0.00003350004,"about_ca_system_score_gemma":0.0000064726014,"threshold_uncertainty_score":0.30761793},"labels":[],"label_agreement":null},{"id":"W4244213213","doi":"10.2118/2003-122","title":"Hydraulic Fracture Design Optimization for Deep Foothills Gas Wells","year":2003,"lang":"en","type":"article","venue":"Canadian International Petroleum Conference","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Foothills; Hydraulic fracturing; Petroleum engineering; Computer science; Geology","score_opus":0.012321815843834334,"score_gpt":0.2106109493003424,"score_spread":0.1982891334565081,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4244213213","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.003043631,0.00018386688,0.9603503,0.0022925285,0.0006826738,0.0001600359,0.000044402288,0.00011163762,0.033130966],"genre_scores_gemma":[0.9895488,0.00010308798,0.0078658685,0.00074467267,0.00013948727,0.00006452939,0.00011071322,0.000039905724,0.0013829493],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99890727,0.00003592352,0.00023371539,0.00024647702,0.00019620518,0.00038042964],"domain_scores_gemma":[0.9991144,0.000103437174,0.00004349889,0.00021458296,0.00017739144,0.00034671006],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00016226433,0.00020109955,0.00018079745,0.00034232024,0.0001117766,0.00015571123,0.00034084948,0.00015047129,0.0019973053],"category_scores_gemma":[0.00017486991,0.00020820781,0.00010807419,0.00011299649,0.000026883514,0.0001591907,0.0000058485534,0.00018833167,0.00006990647],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000035642763,0.0000057315733,0.00007311295,0.000011093949,0.00011175455,0.000006730194,0.00007034922,0.9920107,0.000021887676,0.0004299037,0.006931081,0.0003240757],"study_design_scores_gemma":[0.00023185369,0.000014746147,0.000054229815,0.000018843679,0.000020971178,0.0000073622027,0.000029649686,0.7491469,0.00088565476,0.00046014044,0.24893147,0.00019820724],"about_ca_topic_score_codex":0.0038033775,"about_ca_topic_score_gemma":0.009225605,"teacher_disagreement_score":0.98650515,"about_ca_system_score_codex":0.00044265765,"about_ca_system_score_gemma":0.00021447959,"threshold_uncertainty_score":0.998915},"labels":[],"label_agreement":null},{"id":"W4244298343","doi":"10.2523/132879-ms","title":"An Improved Triple Porosity Model for Evaluation of Naturally Fractured Reservoirs","year":2010,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":11,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Calgary","funders":"University of Calgary; ConocoPhillips","keywords":"Citation; Library science; Download; Computer science; World Wide Web; Geology","score_opus":0.013905099052856303,"score_gpt":0.2772134476066293,"score_spread":0.263308348553773,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4244298343","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.88930523,0.000063973355,0.10867895,0.000107750835,0.0002485008,0.00032991433,0.000019088671,0.00017455929,0.0010720328],"genre_scores_gemma":[0.9889221,0.0000040627087,0.010529006,0.00002458205,0.000078351295,0.000036403082,0.00006437062,0.000023553343,0.00031753795],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99909574,0.000020787644,0.00023550571,0.00016923767,0.00029245229,0.000186306],"domain_scores_gemma":[0.9990876,0.000035310433,0.000044200213,0.00043956778,0.0003041285,0.00008920819],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00080712425,0.0001226489,0.00019236618,0.000095736796,0.000058868976,0.000023927278,0.00022806393,0.0001818445,0.00010029735],"category_scores_gemma":[0.00015317589,0.00009715504,0.00012506677,0.000107528605,0.000020257301,0.00019978418,0.000012204541,0.00023567103,0.0000015012013],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000018475146,0.000028535063,0.000029991857,0.000029812743,0.000048680176,4.8253675e-8,0.00020984268,0.8336611,0.16355498,0.000010616056,0.0004901759,0.0019177615],"study_design_scores_gemma":[0.0006944245,0.000021709759,0.0007566807,0.0000027400586,0.00009200475,2.9208564e-7,0.000022573236,0.91961974,0.077811785,0.00071335083,0.00014364102,0.00012106104],"about_ca_topic_score_codex":0.00011904392,"about_ca_topic_score_gemma":0.0012785355,"teacher_disagreement_score":0.09961691,"about_ca_system_score_codex":0.000027462089,"about_ca_system_score_gemma":0.000046292735,"threshold_uncertainty_score":0.39618674},"labels":[],"label_agreement":null},{"id":"W4244317755","doi":"10.2523/131777-ms","title":"Microseismic Monitoring - Technology State of Play","year":2010,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Microsemi (Canada)","funders":"","keywords":"Microseism; Hydraulic fracturing; Computer science; State (computer science); Petroleum engineering; Unconventional oil; Current (fluid); Geology; Engineering; Seismology; Electrical engineering","score_opus":0.003225748467493749,"score_gpt":0.2045832954695006,"score_spread":0.20135754700200686,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4244317755","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.993152,0.00009046871,0.0028659063,0.00006575955,0.00028781994,0.000022073613,0.0000016018618,0.00027783873,0.003236523],"genre_scores_gemma":[0.9972952,0.000036560836,0.001992994,0.000002799736,0.000037682352,0.0000027036738,6.075298e-7,0.000013340558,0.00061810657],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9995999,0.000001959016,0.00012678215,0.00007189672,0.00005729845,0.0001422041],"domain_scores_gemma":[0.9997074,0.000013438376,0.000013060429,0.00020631941,0.00001827494,0.000041523075],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00004692363,0.00006847125,0.00011519403,0.00016772821,0.000021031341,0.000006671984,0.00013320087,0.00006666154,0.00007227823],"category_scores_gemma":[0.000014593199,0.000056807705,0.00003895935,0.00017957027,0.000035214154,0.000032177115,0.00002060786,0.00023017876,0.000032620886],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000010589416,0.000011399358,0.005049608,0.000032622153,0.00007792104,0.0000044688477,0.00011183925,0.15212381,0.8259047,0.000011462131,0.00020050838,0.016470602],"study_design_scores_gemma":[0.00007982339,0.000005821686,0.0017145729,0.0000073676815,0.000008285181,0.0000038784424,0.000024909881,0.010272222,0.9820774,0.00016904985,0.005551376,0.000085256295],"about_ca_topic_score_codex":0.00004497664,"about_ca_topic_score_gemma":0.000022294404,"teacher_disagreement_score":0.15617274,"about_ca_system_score_codex":0.000006100221,"about_ca_system_score_gemma":0.0000058058818,"threshold_uncertainty_score":0.23165509},"labels":[],"label_agreement":null},{"id":"W4244390141","doi":"10.2523/64794-ms","title":"Numerical Simulation Study of Water Injection Development in an Extra-low-permeability Fractured Reservoir, Xiaoguai Oilfield","year":2000,"lang":"en","type":"article","venue":"Proceedings of International Oil and Gas Conference and Exhibition in China","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"China; Exhibition; Beijing; Petroleum engineering; Citation; Library science; Geology; Engineering; Mining engineering; Computer science; Archaeology; Geography","score_opus":0.01145619853792824,"score_gpt":0.24490567143094039,"score_spread":0.23344947289301216,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4244390141","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9978524,0.000021656919,0.000043431493,0.0001469211,0.000028358323,0.000043865763,0.0000011831602,0.000018930268,0.0018432745],"genre_scores_gemma":[0.9996813,0.0001225141,0.00007762422,0.0000094816905,0.000024243738,0.000016920945,0.000012899779,0.0000059878034,0.000049014117],"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","domain_scores_codex":[0.9991185,0.0000090297435,0.00038019993,0.00018944027,0.00019446157,0.00010834359],"domain_scores_gemma":[0.9997538,0.0000207915,0.00003792605,0.000038857015,0.0001090871,0.00003953739],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00020023409,0.00010805609,0.00018491787,0.00019572917,0.0000295879,0.000034803707,0.00007500998,0.000074512434,0.00014861084],"category_scores_gemma":[0.00002341989,0.00008682487,0.000018569886,0.0000965265,0.000027012318,0.00037133996,0.000015177299,0.00015412111,6.646794e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0004324377,0.0011361417,0.2523017,0.00048513451,0.00007653264,0.0000034528946,0.039339494,0.58588034,0.008513233,0.000030908675,0.000011189239,0.11178944],"study_design_scores_gemma":[0.0017293465,0.00032378495,0.5313727,0.00040186296,0.000016495733,0.0000053859867,0.0018669709,0.43286708,0.029621644,0.0012900291,0.00018131665,0.0003233744],"about_ca_topic_score_codex":0.00030876475,"about_ca_topic_score_gemma":0.00015047885,"teacher_disagreement_score":0.279071,"about_ca_system_score_codex":0.000030455956,"about_ca_system_score_gemma":0.00000667445,"threshold_uncertainty_score":0.3540615},"labels":[],"label_agreement":null},{"id":"W4244575082","doi":"10.2118/158409-ms","title":"Simulation of Formation Damage after Long Term Water Flooding","year":2012,"lang":"en","type":"article","venue":"SPE Asia Pacific Oil and Gas Conference and Exhibition","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Petro-Canada","funders":"PetroChina Company Limited","keywords":"Water flooding; Petroleum engineering; Permeability (electromagnetism); Flooding (psychology); Water injection (oil production); Formation water; Geotechnical engineering; Pore water pressure; Wellbore; Environmental science; Enhanced oil recovery; Geology; Chemistry","score_opus":0.011440270790909363,"score_gpt":0.2156226992635581,"score_spread":0.20418242847264872,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4244575082","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.98885983,0.00021974338,0.0057573966,0.000101602425,0.000059055496,0.000020958028,0.000003932197,0.000041067287,0.0049364157],"genre_scores_gemma":[0.9992228,0.00045121557,0.000050620845,0.0000043581676,0.000076264274,0.0000056481854,0.000056501896,0.000007633793,0.00012491642],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9994859,0.00001653243,0.0001560526,0.00008085457,0.00008544855,0.00017518066],"domain_scores_gemma":[0.9997884,0.00001466467,0.000020439205,0.00008311699,0.000029005618,0.00006438988],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00010796729,0.000097567136,0.00012195275,0.00008700785,0.000050155162,0.000041015723,0.00001912036,0.00006627516,0.00007396588],"category_scores_gemma":[0.0000042959496,0.0000725773,0.00002882255,0.000042499,0.00003134422,0.00052044267,0.000013449778,0.00006947258,0.000011206637],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00016606426,0.00017319887,0.05909105,0.0036473898,0.00025380435,0.000019286055,0.03477901,0.15741651,0.095875844,0.00015828668,0.0001187658,0.6483008],"study_design_scores_gemma":[0.0013154295,0.000112407506,0.12126498,0.000792389,0.00030568623,0.000029884815,0.0034500288,0.6616401,0.20809181,0.00096517766,0.0011108062,0.0009213],"about_ca_topic_score_codex":0.0000067672277,"about_ca_topic_score_gemma":0.0000088407105,"teacher_disagreement_score":0.6473795,"about_ca_system_score_codex":0.000009687175,"about_ca_system_score_gemma":0.0000016676452,"threshold_uncertainty_score":0.29596165},"labels":[],"label_agreement":null},{"id":"W4244710426","doi":"10.4043/otc-20113-ms","title":"Sand Control in Long Horizontal Section Wells","year":2009,"lang":"en","type":"article","venue":"Proceedings of Offshore Technology Conference","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":9,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"Petrobras","keywords":"Section (typography); Geology; Control (management); Computer science; Artificial intelligence","score_opus":0.005087616156873211,"score_gpt":0.2023653659335352,"score_spread":0.19727774977666201,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4244710426","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9862603,0.00034619967,0.0020945924,0.00084301905,0.00007557875,0.00014037822,0.000001924465,0.00048238254,0.009755652],"genre_scores_gemma":[0.99949265,0.00014056142,0.00024540152,0.000018484037,0.000042100688,0.000010960447,0.0000017499092,0.000010994881,0.00003708303],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9990973,0.0000016546863,0.00028423383,0.00021006897,0.00012817072,0.00027860652],"domain_scores_gemma":[0.99967843,0.000010858031,0.000058027224,0.00009085534,0.00012020858,0.000041624207],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00012153005,0.00016400078,0.00033448712,0.0005716891,0.000027525964,0.000021447011,0.0002764182,0.0003086021,0.000024700028],"category_scores_gemma":[0.00004392351,0.00015701544,0.000053430937,0.0005580613,0.00009239248,0.00015161156,0.000017563481,0.0004093341,0.000007205024],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00016726888,0.00038978655,0.2740906,0.00055757473,0.00038288342,0.00006407893,0.0011126025,0.007829812,0.58736134,0.0058437153,0.0031861665,0.1190142],"study_design_scores_gemma":[0.0037590836,0.0011140644,0.17860307,0.0007827723,0.00020142965,0.00017195729,0.0012523874,0.13600366,0.6596498,0.014367602,0.0027186594,0.0013755455],"about_ca_topic_score_codex":0.00001077142,"about_ca_topic_score_gemma":0.000016341193,"teacher_disagreement_score":0.12817386,"about_ca_system_score_codex":0.00005161036,"about_ca_system_score_gemma":0.000012870191,"threshold_uncertainty_score":0.6402904},"labels":[],"label_agreement":null},{"id":"W4244792619","doi":"10.2523/81730-ms","title":"New Life for Old Wells - A Case Study of the Effects of Re-Stimulating Gas Wells Using Fracturing Through Coiled Tubing and Snubbing Techniques","year":2003,"lang":"en","type":"article","venue":"Proceedings of SPE/ICoTA Coiled Tubing Conference and Exhibition","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Schlumberger (Canada)","funders":"","keywords":"Exhibition; Citation; Library science; History; Art history; Computer science","score_opus":0.017272274619146294,"score_gpt":0.24510387461043434,"score_spread":0.22783159999128805,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4244792619","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9943792,0.00040789178,0.0037050375,0.000034891968,0.00008856172,0.0008475874,0.000003060752,0.00008939942,0.0004443475],"genre_scores_gemma":[0.99474293,0.0002550081,0.00482585,0.000018789353,0.00007079345,0.000022623924,0.0000012712642,0.000047387315,0.000015369384],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9982244,0.000024177842,0.0007328464,0.00038251217,0.00029433394,0.0003417578],"domain_scores_gemma":[0.9987062,0.00034102573,0.00040736073,0.00016724816,0.0002653602,0.00011275892],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00041272526,0.00033298717,0.00069499476,0.00020215832,0.00024030643,0.00010311858,0.00014178512,0.00017103212,0.000010791501],"category_scores_gemma":[0.0004660121,0.00028329706,0.00012681275,0.00034242266,0.00008904788,0.00051234727,0.0000872633,0.00028469128,1.1811323e-7],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0001394423,0.00034684886,0.02324299,0.011832768,0.0007777996,0.000031024025,0.036949992,0.02223641,0.8945138,0.0004516685,0.000112334164,0.009364931],"study_design_scores_gemma":[0.0020472144,0.00047408583,0.000353441,0.004832573,0.00064869714,0.00010951958,0.012891008,0.06876721,0.9081523,0.0011850499,0.000035580146,0.00050332566],"about_ca_topic_score_codex":0.001066822,"about_ca_topic_score_gemma":0.000023261338,"teacher_disagreement_score":0.046530798,"about_ca_system_score_codex":0.000043868484,"about_ca_system_score_gemma":0.000043728814,"threshold_uncertainty_score":0.9999619},"labels":[],"label_agreement":null},{"id":"W4245145083","doi":"10.2523/100906-ms","title":"Evolvement of Completion Methods in a High Pressure Fractured CarbonateReservoir: A Case Study","year":2006,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Petro-Canada","funders":"Chinese Academy of Sciences; Utah Agricultural Experiment Station","keywords":"Exhibition; Citation; Download; Computer science; Library science; World Wide Web; Information retrieval; Database; Archaeology; History","score_opus":0.012041330521482586,"score_gpt":0.284045671708465,"score_spread":0.2720043411869824,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4245145083","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.968544,0.000511075,0.028918857,0.000040234932,0.00007510006,0.00028296775,0.000005332282,0.0001310314,0.00149139],"genre_scores_gemma":[0.9914094,0.0000034492848,0.0082494,0.0000067552346,0.000033354838,0.000031664866,0.000009981721,0.000019995816,0.00023595893],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9988799,0.0001440817,0.00040052235,0.0001793792,0.00019796455,0.00019811807],"domain_scores_gemma":[0.99948525,0.00007587998,0.000039012244,0.00032283584,0.00003898556,0.000038034366],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003861111,0.00015395842,0.0003423962,0.00022791921,0.000026007814,0.000016532045,0.00012033135,0.00007456858,0.00018948168],"category_scores_gemma":[0.000011275902,0.00012376352,0.000076522156,0.00028648574,0.000015485837,0.000056535675,0.000038758615,0.00016319506,0.0000018913452],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000006631305,0.00025985905,0.010272067,0.00008798222,0.00016403181,0.0003256147,0.00062656926,0.9865369,0.0011507685,0.0000061778537,0.00025406343,0.000309314],"study_design_scores_gemma":[0.0021881377,0.00015928264,0.064808704,0.00004512812,0.00031397375,0.0000660349,0.0022321932,0.91235733,0.013476031,0.00029205807,0.003576701,0.0004844215],"about_ca_topic_score_codex":0.05684334,"about_ca_topic_score_gemma":0.008841975,"teacher_disagreement_score":0.07417959,"about_ca_system_score_codex":0.000041292755,"about_ca_system_score_gemma":0.000006589104,"threshold_uncertainty_score":0.9494372},"labels":[],"label_agreement":null},{"id":"W4245271846","doi":"10.2523/100529-ms","title":"Improving the Gas and Condensate Relative Permeability Using Chemical Treatments","year":2006,"lang":"en","type":"article","venue":"Proceedings of SPE Gas Technology Symposium","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":44,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Citation; Download; Library science; Computer science; Chemistry; World Wide Web","score_opus":0.00496492184633088,"score_gpt":0.19706446896051,"score_spread":0.19209954711417912,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4245271846","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99515647,0.00038054894,0.000118111966,0.0013732577,0.000033100623,0.00016452865,0.0000029412251,0.00031645276,0.002454585],"genre_scores_gemma":[0.9981839,0.00008775361,0.0015251782,0.000005413682,0.00004669766,0.000014131265,0.000001382003,0.00002584908,0.000109674445],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9990069,0.000002385086,0.00028595957,0.00027436935,0.00013241067,0.00029796915],"domain_scores_gemma":[0.99960226,0.000028479526,0.00009819779,0.00013284509,0.00010337152,0.00003485207],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00013897207,0.00020106808,0.0002867193,0.00018145931,0.000101222584,0.000026660176,0.00020213559,0.00025767126,0.0000046127657],"category_scores_gemma":[0.000039433227,0.00014681797,0.00007330251,0.00033570104,0.00042891808,0.00015390765,0.00010299398,0.00031038566,0.0000029026896],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000098412675,0.000040056733,0.0128676705,0.00012283766,0.0001542415,0.0000021767569,0.00013246732,0.0013362294,0.9837675,0.0006516578,0.00004592472,0.00086937373],"study_design_scores_gemma":[0.0004225752,0.00004866592,0.00048463853,0.0000555091,0.00027659076,0.00007673733,0.00030374783,0.0667628,0.9239896,0.007194394,0.00015094818,0.0002338248],"about_ca_topic_score_codex":0.00012275591,"about_ca_topic_score_gemma":0.000002135934,"teacher_disagreement_score":0.06542657,"about_ca_system_score_codex":0.000103993225,"about_ca_system_score_gemma":0.000008339302,"threshold_uncertainty_score":0.5987063},"labels":[],"label_agreement":null},{"id":"W4245295024","doi":"10.2118/133500-ms","title":"Sand on Demand: An Approach to Improving Productivity in Horizontal Wells under Heavy Oil Primary Production - Part II","year":2010,"lang":"en","type":"article","venue":"SPE Western Regional Meeting","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Permeability (electromagnetism); Oil sands; Petroleum engineering; Oil production; Geology; Productivity; Production (economics); Grain size; Geotechnical engineering; Environmental science; Materials science","score_opus":0.013240504689921165,"score_gpt":0.21904302561683167,"score_spread":0.2058025209269105,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4245295024","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99280334,0.00006627131,0.00037772802,0.0010711798,0.00066014874,0.00015961172,0.0000017739909,0.00020816001,0.004651799],"genre_scores_gemma":[0.99586785,0.000015232915,0.0015296057,0.00010906327,0.001680168,0.000040819083,0.000028497449,0.00005750946,0.0006712374],"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99817276,0.000068789355,0.00031179475,0.00062862126,0.00038404544,0.00043401145],"domain_scores_gemma":[0.99922806,0.00003417827,0.00006118675,0.000464838,0.000036901904,0.00017484673],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007178824,0.00026752494,0.00029915513,0.00023659666,0.00018892084,0.00006660732,0.0002064444,0.00014064643,0.000004531589],"category_scores_gemma":[0.000068661924,0.00024450308,0.000079718244,0.0002824305,0.000047522866,0.000292477,0.000074535565,0.0006302494,0.000019508012],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00013002881,0.0005336324,0.006949136,0.0004040493,0.00007951961,0.00001145103,0.0013730054,0.88644403,0.08296216,0.000028124083,0.00041041189,0.020674469],"study_design_scores_gemma":[0.0057381964,0.0020123099,0.32741666,0.0034215436,0.00052645174,0.0009153655,0.002776563,0.13659969,0.4277207,0.0011216501,0.08239309,0.009357797],"about_ca_topic_score_codex":0.0002809563,"about_ca_topic_score_gemma":0.00057235773,"teacher_disagreement_score":0.7498443,"about_ca_system_score_codex":0.00012350996,"about_ca_system_score_gemma":0.000034311663,"threshold_uncertainty_score":0.9970546},"labels":[],"label_agreement":null},{"id":"W4245559819","doi":"10.1190/tle40020154.1","title":"Reviews","year":2021,"lang":"en","type":"article","venue":"The Leading Edge","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Calgary Laboratory Services; University of Calgary","funders":"","keywords":"Computer science","score_opus":0.020717853256732373,"score_gpt":0.248271052598952,"score_spread":0.22755319934221963,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4245559819","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.13200286,0.100479424,0.043164194,0.00757514,0.0033132897,0.0002815406,0.000004384639,0.0015160525,0.7116631],"genre_scores_gemma":[0.9749291,0.0019935549,0.00022526406,0.00026354808,0.00039232115,0.000007788428,0.000003848806,0.000018855297,0.022165705],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9996175,0.000033344182,0.00009774722,0.0000680199,0.000053967517,0.00012937743],"domain_scores_gemma":[0.99963033,0.000042210144,0.000008664619,0.00028059568,0.000009749882,0.000028475872],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00016849885,0.00006191641,0.00012423685,0.00001705287,0.000058243564,0.0000260048,0.000117895586,0.000026261321,0.00013876187],"category_scores_gemma":[0.00005635683,0.000038596037,0.000082226594,0.00016719634,0.000013445074,0.000026120086,0.000018936578,0.0001389845,0.0014107546],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000016727458,0.000025869836,0.00024038373,0.00031602063,0.0002547784,0.00007725058,0.0024202352,0.20982152,0.016863782,0.00026737354,0.6739862,0.095724925],"study_design_scores_gemma":[0.00003574506,0.0000013194059,0.000101694524,0.000037752252,0.000026487265,0.000010374481,0.000019871055,0.007739684,0.0110598495,0.00009211695,0.9807994,0.00007572029],"about_ca_topic_score_codex":0.0000026474877,"about_ca_topic_score_gemma":0.000011723477,"teacher_disagreement_score":0.84292626,"about_ca_system_score_codex":0.000020619149,"about_ca_system_score_gemma":0.0000048910933,"threshold_uncertainty_score":0.99936676},"labels":[],"label_agreement":null},{"id":"W4245746752","doi":"10.2118/05-11-06","title":"Water Permeability Reduction Under Flow-Induced Polymer Adsorption","year":2005,"lang":"en","type":"article","venue":"Journal of Canadian Petroleum Technology","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":13,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Regina; University of Calgary","funders":"University of Regina","keywords":"Adsorption; Polymer; Permeability (electromagnetism); Chemical engineering; Produced water; Shear rate; Shear (geology); Porous medium; Materials science; Volumetric flow rate; Porosity; Polymer adsorption; Composite material; Petroleum engineering; Chemistry; Organic chemistry; Membrane; Thermodynamics; Rheology; Geology","score_opus":0.006763282978554527,"score_gpt":0.197097341580357,"score_spread":0.19033405860180247,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4245746752","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9785815,0.00062785216,0.0018423374,0.017102305,0.00038020266,0.000026734486,0.0000020611587,0.000101832076,0.0013351878],"genre_scores_gemma":[0.9986417,0.0001073711,0.00043272533,0.00006335245,0.00039958901,0.0000023948558,0.0000025033212,0.000024286419,0.0003260724],"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9988911,0.000023560553,0.0003944,0.000116746654,0.00016659209,0.0004076002],"domain_scores_gemma":[0.99936,0.0000060723187,0.000056128825,0.00024356051,0.00009215221,0.00024208089],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002256599,0.00014087526,0.00025934257,0.0026534372,0.000066135966,0.000023325152,0.00022515519,0.00031312378,0.00032063972],"category_scores_gemma":[0.00001407497,0.000109583794,0.00014446802,0.00039289935,0.000050475475,0.00018157349,0.000010599577,0.0005910202,0.00006960316],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000013825039,0.000029565015,0.00016221481,0.00001865354,0.00027577902,0.000031688156,0.00017201767,0.80645967,0.15753631,0.000049857757,0.0027070537,0.032543365],"study_design_scores_gemma":[0.0010165719,0.00023393579,0.0012215439,0.000057993864,0.00021578786,0.0017453695,0.0006093694,0.080394164,0.6913617,0.00074089936,0.22182877,0.00057389337],"about_ca_topic_score_codex":0.0025306502,"about_ca_topic_score_gemma":0.015767874,"teacher_disagreement_score":0.7260655,"about_ca_system_score_codex":0.0005968662,"about_ca_system_score_gemma":0.00009570521,"threshold_uncertainty_score":0.8798844},"labels":[],"label_agreement":null},{"id":"W4245829815","doi":"10.2118/2006-134","title":"The Origin, Prediction and Impact of Oil Viscosity Heterogeneity on the Production Characteristics of Tar Sand and Heavy Oil Reservoirs","year":2006,"lang":"en","type":"article","venue":"Canadian International Petroleum Conference","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":16,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Petroleum engineering; Oil production; tar (computing); Oil sands; Viscosity; Oil viscosity; Production (economics); Environmental science; Geology; Computer science; Materials science; Asphalt","score_opus":0.011025317718317423,"score_gpt":0.22127584028944863,"score_spread":0.21025052257113122,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4245829815","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99613404,0.00012058741,0.00003800874,0.00095046393,0.00021204079,0.000018156206,0.00018968369,0.000012841435,0.0023241863],"genre_scores_gemma":[0.99898845,0.0004530621,0.0000061873016,0.00000801854,0.0001224207,0.0000067597084,0.000024887271,0.000007794044,0.00038243382],"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","domain_scores_codex":[0.9993113,0.000032315154,0.00020969442,0.00013161142,0.00017506247,0.0001399944],"domain_scores_gemma":[0.99945736,0.00007786902,0.00006944065,0.0001797241,0.00013401672,0.00008156073],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00019210731,0.00010399764,0.00012484887,0.00010734572,0.00012609507,0.00005900177,0.00015316917,0.000046630004,0.000019538566],"category_scores_gemma":[0.000102518075,0.000067068184,0.000048931797,0.000064708365,0.00013593388,0.000068018075,0.00001554421,0.00014343028,9.883265e-7],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0004354119,0.000121178666,0.3257913,0.0003858672,0.001715236,0.000017738075,0.0007297568,0.6238442,0.017128758,0.0031218699,0.008919744,0.017788904],"study_design_scores_gemma":[0.00028622636,0.000116270676,0.7646688,0.00023851907,0.000067256835,0.00002293772,0.00007374363,0.21514252,0.01108747,0.00019928759,0.007863334,0.00023362454],"about_ca_topic_score_codex":0.03827741,"about_ca_topic_score_gemma":0.034791145,"teacher_disagreement_score":0.4388775,"about_ca_system_score_codex":0.00015850876,"about_ca_system_score_gemma":0.00008610963,"threshold_uncertainty_score":0.9828214},"labels":[],"label_agreement":null},{"id":"W4245852460","doi":"10.2523/iptc-11891-ms","title":"Post-Frac Analysis Based on Flowback Results Using Chemical Frac-Tracers","year":2008,"lang":"en","type":"article","venue":"International Petroleum Technology Conference","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":13,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Oncolytics Biotech (Canada)","funders":"","keywords":"TRACER; Fracturing fluid; Fracture (geology); Chemistry; Hydraulic fracturing; Petroleum engineering; Mineralogy; Geology; Geotechnical engineering; Physics","score_opus":0.01250010342000534,"score_gpt":0.23622223752693036,"score_spread":0.223722134106925,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4245852460","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9404802,0.000046866295,0.04620275,0.0031373526,0.00027362647,0.000047190042,0.000095855234,0.0007001725,0.009016006],"genre_scores_gemma":[0.9966511,0.000037164475,0.0025769586,0.00013682686,0.000085497304,0.000012722858,0.00011803108,0.000025347956,0.0003563521],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99833524,0.000020585732,0.0004252471,0.00043398383,0.00044941428,0.00033554845],"domain_scores_gemma":[0.9989321,0.00009841696,0.00009117224,0.00054644624,0.0002419131,0.00008993566],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00011667487,0.00026089553,0.00036530776,0.0014781633,0.000098836994,0.00003506165,0.0007457866,0.00035581892,0.00030799716],"category_scores_gemma":[0.0002494218,0.0002532724,0.00024902282,0.0007706001,0.00020766849,0.00010405335,0.000069538815,0.0006166064,0.00011133884],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000653916,0.000069694135,0.0030475324,0.000006337275,0.0008082055,0.00010251517,0.000041268893,0.9831827,0.011660341,0.00007604732,0.00024339375,0.000696525],"study_design_scores_gemma":[0.0005438098,0.00003422251,0.0018109599,0.000028606702,0.00014326515,0.00002164859,0.000042335454,0.97551346,0.019501274,0.00007495485,0.0020129683,0.0002725153],"about_ca_topic_score_codex":0.00011019726,"about_ca_topic_score_gemma":0.000040791492,"teacher_disagreement_score":0.056170918,"about_ca_system_score_codex":0.00023888417,"about_ca_system_score_gemma":0.00007194759,"threshold_uncertainty_score":0.99999195},"labels":[],"label_agreement":null},{"id":"W4245926528","doi":"10.2523/133611-ms","title":"Storage and Output Flow From Shale and Tight Gas Reservoirs","year":2010,"lang":"en","type":"article","venue":"Proceedings of SPE Western Regional Meeting","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Citation; Oil shale; Shale gas; Library science; Computer science; Geology; Geography; Paleontology","score_opus":0.01021156101720132,"score_gpt":0.2037620395886474,"score_spread":0.19355047857144606,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4245926528","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9959431,0.0006130934,0.000051581002,0.0006741667,0.00008875606,0.000067208464,0.000006233364,0.00011367075,0.0024421404],"genre_scores_gemma":[0.99411196,0.00041712617,0.0048247743,0.00003019471,0.00033403438,0.0000058461987,0.00000519119,0.000037653386,0.00023324457],"study_design_codex":"observational","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9989642,0.0000026469186,0.00025615326,0.00027991913,0.00026205942,0.00023502996],"domain_scores_gemma":[0.9995017,0.00008494279,0.000081902275,0.0000867609,0.000090848014,0.00015386278],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00021412082,0.00018786154,0.00027535058,0.00012750021,0.00008310505,0.000088902976,0.00016891652,0.00013113194,0.00001188675],"category_scores_gemma":[0.00008945508,0.00016971883,0.00005358751,0.000105349725,0.000113878756,0.00023608127,0.000098759614,0.00034389528,0.0000051724137],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00021972506,0.00016750659,0.6111976,0.0029937124,0.0010633046,0.000054559052,0.012387549,0.018692365,0.31697384,0.00024593412,0.0077251378,0.02827878],"study_design_scores_gemma":[0.0033096753,0.00023078601,0.2072568,0.003015663,0.00057273754,0.00026470958,0.0032270427,0.6117785,0.094494775,0.00502137,0.06812293,0.0027050201],"about_ca_topic_score_codex":0.00014767877,"about_ca_topic_score_gemma":0.000060758335,"teacher_disagreement_score":0.5930861,"about_ca_system_score_codex":0.000011733574,"about_ca_system_score_gemma":0.0000058882397,"threshold_uncertainty_score":0.6920933},"labels":[],"label_agreement":null},{"id":"W4246487483","doi":"10.2118/2007-053","title":"Underground Gas Storage in Partially Depleted Gas Reservoir","year":2007,"lang":"en","type":"article","venue":"Canadian International Petroleum Conference","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Citation; Natural gas field; Computer science; Library science; Petroleum engineering; Engineering; Natural gas; Waste management","score_opus":0.015044933580254096,"score_gpt":0.23112181786715308,"score_spread":0.21607688428689897,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4246487483","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.90141517,0.00009286656,0.0068258457,0.0016834661,0.000618013,0.00004942604,0.000028484748,0.000098316414,0.089188434],"genre_scores_gemma":[0.9982318,0.00004808692,0.000107503816,0.00015125716,0.00019060474,0.000009453223,0.00006860045,0.000028050317,0.0011646078],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9985372,0.000024918838,0.0003347473,0.00024789866,0.00030817147,0.0005470653],"domain_scores_gemma":[0.99908435,0.00007779975,0.00003472076,0.00025773965,0.00010520906,0.00044018132],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003348283,0.00018113601,0.00018359814,0.0007029674,0.00006329412,0.00012772091,0.0005059707,0.00012659858,0.0007289576],"category_scores_gemma":[0.00009968288,0.00019887823,0.00007334902,0.00023648224,0.000051142117,0.00018177081,0.000026086595,0.00036648236,0.00012818752],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000029256558,0.000026114873,0.016774576,0.000028107634,0.00019885204,0.0007730131,0.00038083133,0.9732301,0.00057703874,0.0026485885,0.004054005,0.0012794866],"study_design_scores_gemma":[0.00089659484,0.00003693033,0.087344445,0.00014562934,0.000025182788,0.00003916416,0.00042437756,0.7301361,0.00090595597,0.0020866152,0.17725395,0.00070506945],"about_ca_topic_score_codex":0.055034995,"about_ca_topic_score_gemma":0.8620628,"teacher_disagreement_score":0.8070278,"about_ca_system_score_codex":0.0008795886,"about_ca_system_score_gemma":0.00025384978,"threshold_uncertainty_score":0.9512576},"labels":[],"label_agreement":null},{"id":"W4246783795","doi":"10.2118/139846-pa","title":"A Method for Estimating Hydrocarbon Cumulative Production Distribution of Individual Wells in Naturally Fractured Carbonates, Sandstones, Shale Gas, Coalbed Methane and Tight Gas Formations","year":2010,"lang":"en","type":"article","venue":"Journal of Canadian Petroleum Technology","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":16,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Calgary","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Coalbed methane; Petroleum engineering; Geology; Oil shale; Drilling; Hydraulic fracturing; Natural gas; Carbonate; Coal mining; Coal; Paleontology","score_opus":0.005369345860341761,"score_gpt":0.23241718569257935,"score_spread":0.22704783983223759,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4246783795","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.975887,0.0008586198,0.018448059,0.0040472066,0.00037208817,0.00016685843,0.000070833004,0.000039443894,0.00010987493],"genre_scores_gemma":[0.96125317,0.00004800492,0.03850254,0.000015424472,0.000091055925,0.000011571043,0.000047286754,0.000017493428,0.000013479464],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9987888,0.000033254877,0.00056200713,0.00013155302,0.00018323245,0.00030119278],"domain_scores_gemma":[0.99914855,0.000112863265,0.00029260985,0.00015371486,0.00015112222,0.00014113465],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00067654345,0.00015847314,0.00042923042,0.0020555512,0.00005578513,0.000019492467,0.00020603885,0.00033915383,0.0000058973574],"category_scores_gemma":[0.00048721052,0.00014253843,0.00008503685,0.0006724495,0.00007138269,0.0001851853,0.000016394875,0.0008394168,2.1934227e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00012719186,0.000099228346,0.0047100894,0.00045154337,0.001160139,0.000070915776,0.002400448,0.8704633,0.05941051,0.0005972598,0.0022514882,0.058257848],"study_design_scores_gemma":[0.0020519195,0.0003073958,0.0056043887,0.0002513592,0.0004455883,0.0006696957,0.0005762231,0.87448514,0.08993599,0.0049801543,0.020192951,0.00049917854],"about_ca_topic_score_codex":0.004774729,"about_ca_topic_score_gemma":0.04984222,"teacher_disagreement_score":0.05775867,"about_ca_system_score_codex":0.0001498203,"about_ca_system_score_gemma":0.00015337716,"threshold_uncertainty_score":0.9674957},"labels":[],"label_agreement":null},{"id":"W4247095944","doi":"10.2523/132212-ms","title":"Static and Dynamic Testing of Silicate Scale Inhibitors","year":2010,"lang":"en","type":"article","venue":"Proceedings of International Oil and Gas Conference and Exhibition in China","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":21,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Scaling; Silicate; Carbonate; Oil field; Calcium silicate; Calcium carbonate; Chemistry; Materials science; Petroleum engineering; Chemical engineering; Geology; Mathematics; Engineering; Composite material; Organic chemistry","score_opus":0.005958368142152973,"score_gpt":0.21491848886616535,"score_spread":0.20896012072401238,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4247095944","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9940319,0.0000527651,0.00002477252,0.0005565382,0.00004423013,0.000014263551,0.0000066372845,0.000017544919,0.0052513503],"genre_scores_gemma":[0.9985253,0.0006625051,0.00072229037,0.000007936968,0.000018985877,0.0000050784643,0.000003875949,0.0000054284283,0.000048575897],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.999503,0.0000012509304,0.00020615882,0.0001134907,0.0001002718,0.0000758203],"domain_scores_gemma":[0.99974704,0.000030735464,0.000058398073,0.000020812799,0.000102873935,0.000040119874],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000109987115,0.00007826765,0.00013179558,0.00014653026,0.000021022008,0.000030912495,0.00004863195,0.00004509709,0.000010396945],"category_scores_gemma":[0.000061769315,0.0000695178,0.000014639429,0.000078763376,0.000092777744,0.00017214312,0.00002844672,0.00014044384,2.317781e-7],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000048271166,0.00010873389,0.20854127,0.0017713077,0.00009772063,0.0000022715944,0.004634612,0.0011019731,0.5726882,0.0013634787,0.00010142877,0.20954068],"study_design_scores_gemma":[0.0014040939,0.00014357264,0.3070513,0.001457587,0.000057434467,0.00007279035,0.0014111535,0.5670796,0.10221732,0.018280184,0.0003365595,0.000488401],"about_ca_topic_score_codex":0.00010277068,"about_ca_topic_score_gemma":0.000046111774,"teacher_disagreement_score":0.56597763,"about_ca_system_score_codex":0.000005338139,"about_ca_system_score_gemma":0.000005149144,"threshold_uncertainty_score":0.28348538},"labels":[],"label_agreement":null},{"id":"W4247227018","doi":"10.2523/107952-ms","title":"Incorporating Geomechanics into Petroleum Reservoir Numerical Simulation","year":2007,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Alberta","funders":"Petrobras","keywords":"Geomechanics; Citation; Glauber; Petroleum; Petroleum engineering; Geology; Excavation; Archaeology; Computer science; Library science; Geography; Geotechnical engineering; Paleontology","score_opus":0.009257335830318967,"score_gpt":0.24554007633844446,"score_spread":0.2362827405081255,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4247227018","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.121517375,0.00006716621,0.8681779,0.00008877564,0.00014235488,0.00003893588,3.613829e-7,0.00050361204,0.009463532],"genre_scores_gemma":[0.99370843,0.0000045345773,0.0056625297,0.00005010661,0.00018831698,0.0000021957937,0.000011252575,0.000030357063,0.0003422649],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99901485,0.000014489779,0.00029487928,0.00015675486,0.00024391823,0.0002750773],"domain_scores_gemma":[0.99942815,0.00012739742,0.000031174342,0.0002437539,0.000040427996,0.00012911191],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000443467,0.00013544834,0.00016316076,0.00016619722,0.00009827411,0.000036037138,0.00014339855,0.00011015185,0.00011638678],"category_scores_gemma":[0.00006946576,0.00011793738,0.00008254407,0.00033585535,0.000009046819,0.0001341465,0.00004077341,0.00022049464,0.000113244074],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000047259823,0.000009984224,0.00024057252,0.000022394886,0.000031221385,0.000010509413,0.00008008176,0.99639004,0.0005819826,0.000093284165,0.00014784113,0.0023873684],"study_design_scores_gemma":[0.00011277094,0.000017196102,0.0002337598,0.000008337627,0.0000120139675,0.0000014063686,0.00009891647,0.9913062,0.002501297,0.000775476,0.00477364,0.00015899738],"about_ca_topic_score_codex":0.00012777858,"about_ca_topic_score_gemma":0.0001193527,"teacher_disagreement_score":0.8721911,"about_ca_system_score_codex":0.00010011809,"about_ca_system_score_gemma":0.000008260544,"threshold_uncertainty_score":0.48093468},"labels":[],"label_agreement":null},{"id":"W4247333043","doi":"10.3997/2214-4609-pdb.148.iptc12332","title":"Effect of Mud Clasts on Stochastic Permeability Modeling for Steam Assisted Gravity Drainage (SAGD) Production Forecasting in the Athabasca Oil Sands, Canada","year":2008,"lang":"en","type":"article","venue":"IPTC 2008: International Petroleum Technology Conference","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Steam-assisted gravity drainage; Oil sands; Petroleum engineering; Clastic rock; Permeability (electromagnetism); Geology; Steam injection; Unconventional oil; Fossil fuel; Waste management; Engineering; Geochemistry; Sedimentary rock; Chemistry; Materials science","score_opus":0.016876863672996446,"score_gpt":0.23185228339486275,"score_spread":0.2149754197218663,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4247333043","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.97713107,0.000083974715,0.020319672,0.00086280395,0.000387637,0.00015246416,0.000035929334,0.00011592366,0.00091054913],"genre_scores_gemma":[0.9994365,0.000014915649,0.00012614822,0.000013557077,0.00007561979,0.00014484399,0.000036685808,0.000018560055,0.0001332003],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9984784,0.000072417366,0.00040332705,0.00034866782,0.0003944756,0.00030272282],"domain_scores_gemma":[0.9990386,0.0002861929,0.000104751976,0.0003589352,0.00017803162,0.000033526132],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005056342,0.00022850254,0.00033940093,0.00036449172,0.00013635181,0.000013854054,0.0005450658,0.00016558105,0.0000111526515],"category_scores_gemma":[0.0008790136,0.00017874427,0.00010329834,0.00027772097,0.00013210422,0.00008370869,0.0000450384,0.0005018231,0.0000013123552],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000103787424,0.00006597976,0.001812855,0.00011325705,0.00010368779,0.000016926431,0.00015978441,0.9883586,0.0005677713,0.000095811236,0.00011935686,0.008482148],"study_design_scores_gemma":[0.0005904515,0.00016555167,0.0015398742,0.00014550405,0.000031315143,0.00007164678,0.0001502053,0.9942779,0.0024784552,0.00021737609,0.00014731174,0.00018441564],"about_ca_topic_score_codex":0.011796347,"about_ca_topic_score_gemma":0.060579017,"teacher_disagreement_score":0.04878267,"about_ca_system_score_codex":0.00032700406,"about_ca_system_score_gemma":0.00013419571,"threshold_uncertainty_score":0.9947842},"labels":[],"label_agreement":null},{"id":"W4247472224","doi":"10.2523/104119-ms","title":"Openhole Cleanup of Deep, High-Temperature Horizontal Wells With aChelant-Based Acid System—Case Histories From Indonesia","year":2006,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"ConocoPhillips (Canada)","funders":"ConocoPhillips","keywords":"Exhibition; China; Citation; Beijing; Archaeology; Library science; History; Computer science","score_opus":0.002042458446470615,"score_gpt":0.1543120359820968,"score_spread":0.1522695775356262,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4247472224","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.98765,0.00062049157,0.0075235604,0.000049372633,0.00019869652,0.00012969843,0.00005889055,0.00035951755,0.0034097654],"genre_scores_gemma":[0.9973686,0.000002733031,0.0019383188,0.000013073125,0.0001900277,0.000014431033,0.00014950824,0.000049372436,0.00027398454],"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9988464,0.00003974567,0.00033173113,0.00025541056,0.00026824378,0.00025844458],"domain_scores_gemma":[0.9993123,0.000045403613,0.00006412814,0.00042741757,0.00005788209,0.0000928881],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000082203434,0.0002686593,0.00045085236,0.00012694027,0.00009231314,0.000055967896,0.00018941569,0.00019176699,0.00014738076],"category_scores_gemma":[0.000003079475,0.00019453639,0.00010936233,0.00024860757,0.00005277942,0.00012587558,0.000020237243,0.00023180956,0.000024640662],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00021550404,0.00017685423,0.005598624,0.0008288149,0.00072720385,0.0035306425,0.00033462586,0.91368556,0.06760784,0.00028945896,0.0065295333,0.00047533057],"study_design_scores_gemma":[0.002879697,0.00022557745,0.0038197788,0.00026691993,0.00053527125,0.00026634062,0.0017106885,0.050418764,0.93636394,0.000010760571,0.0024201297,0.0010821368],"about_ca_topic_score_codex":0.0066477493,"about_ca_topic_score_gemma":0.0020256445,"teacher_disagreement_score":0.8687561,"about_ca_system_score_codex":0.00014840848,"about_ca_system_score_gemma":0.000024198447,"threshold_uncertainty_score":0.9999671},"labels":[],"label_agreement":null},{"id":"W4247550182","doi":"10.2118/2009-005","title":"A Semi-Unsteady State Wellbore Steam/Water Flow Model for Prediction of Sandface Condition in Steam Injection Wells","year":2009,"lang":"en","type":"article","venue":"Canadian International Petroleum Conference","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Wellbore; Petroleum engineering; Steam injection; Flow (mathematics); Injection well; Environmental science; Mechanics; Geology","score_opus":0.010029258004491828,"score_gpt":0.21428744928290483,"score_spread":0.204258191278413,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4247550182","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8994364,0.000055213306,0.09044184,0.0006774169,0.00048251246,0.00020556623,0.0012337465,0.000083804196,0.00738348],"genre_scores_gemma":[0.9974086,0.00005707799,0.00012416298,0.00007665,0.00007161312,0.00002812068,0.0005814692,0.00001593941,0.001636341],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9989246,0.000016666823,0.0003483196,0.00021192945,0.00020369087,0.00029480885],"domain_scores_gemma":[0.99946654,0.00001854859,0.000045439938,0.00015077788,0.00015882844,0.00015985257],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00015743093,0.0001569343,0.00019938845,0.0005362498,0.000046110446,0.000043253465,0.00019768375,0.00010796303,0.00013527086],"category_scores_gemma":[0.000018984596,0.00015191325,0.000079375255,0.00008618702,0.00002661828,0.0002338089,0.0000070236056,0.00018716624,0.000013229408],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000020448559,0.000015477968,0.00049409195,0.000024816494,0.000051895306,0.0000028514735,0.00037607923,0.99535656,0.0015277383,0.00004033921,0.0013681275,0.00072155584],"study_design_scores_gemma":[0.00053290813,0.000058106958,0.0030672846,0.00007447658,0.000016164775,0.00000403659,0.00007034957,0.9888818,0.0038755515,0.00073169323,0.0025483707,0.00013925925],"about_ca_topic_score_codex":0.005119672,"about_ca_topic_score_gemma":0.04016401,"teacher_disagreement_score":0.09797221,"about_ca_system_score_codex":0.00046509446,"about_ca_system_score_gemma":0.00013062195,"threshold_uncertainty_score":0.9773505},"labels":[],"label_agreement":null},{"id":"W4247578150","doi":"10.2523/59778-ms","title":"Reservoir Souring in the Caroline Field","year":2000,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":15,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Shell (Canada)","funders":"","keywords":"Citation; Download; Library science; Computer science; World Wide Web","score_opus":0.006448322826714449,"score_gpt":0.211951515577243,"score_spread":0.20550319275052856,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4247578150","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.79440117,0.00021210771,0.00040506307,0.0016252587,0.000029666964,0.000040453277,3.4910184e-7,0.00012669807,0.20315926],"genre_scores_gemma":[0.9963413,0.00012678395,0.00009265149,0.0003315728,0.000107716274,0.0000074097097,0.0000015011799,0.0000084779695,0.0029825834],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9994947,0.000021005424,0.0001206411,0.00007714975,0.00011103369,0.00017548898],"domain_scores_gemma":[0.9996486,0.000076890494,0.0000032652092,0.00024234879,0.000003902885,0.000024999814],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00015556211,0.00007067599,0.00008543113,0.00005174233,0.00003435126,0.000024326295,0.00020893873,0.0000467515,0.0017167435],"category_scores_gemma":[0.000012087418,0.00004307531,0.000051519946,0.00019244941,0.0000067072137,0.00004602779,0.0000072048824,0.00019157729,0.00012007841],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000028973388,0.000010385495,0.0006292125,0.000013347087,0.000015751866,0.000020880309,0.0005417209,0.9858174,0.000030238769,0.000007056707,0.0068097203,0.0061013866],"study_design_scores_gemma":[0.0006594191,0.000049014234,0.011142941,0.00005990659,0.000035668094,0.000028811977,0.00071050273,0.63728803,0.0072664097,0.00051835435,0.3417458,0.0004951311],"about_ca_topic_score_codex":0.00040649105,"about_ca_topic_score_gemma":0.0006185345,"teacher_disagreement_score":0.34852937,"about_ca_system_score_codex":0.000011248066,"about_ca_system_score_gemma":0.000002571174,"threshold_uncertainty_score":0.9991958},"labels":[],"label_agreement":null},{"id":"W4247759890","doi":"10.2523/84500-ms","title":"Comprehensive Transient Modeling of Sand Production in Horizontal Wellbores","year":2003,"lang":"en","type":"article","venue":"Proceedings of SPE Annual Technical Conference and Exhibition","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Dalhousie University","funders":"Natural Sciences and Engineering Research Council of Canada; Killam Trusts","keywords":"Citation; Exhibition; Library science; Computer science; Engineering; Operations research; World Wide Web; Archaeology; History","score_opus":0.015343135608239643,"score_gpt":0.22696272202034803,"score_spread":0.2116195864121084,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4247759890","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9934412,0.00030955076,0.0011838465,0.000094394476,0.000025058613,0.000119385106,0.000004092929,0.000053837553,0.004768607],"genre_scores_gemma":[0.9985162,0.0008289986,0.00060741225,0.0000026328898,0.000021482987,0.000007862302,0.0000024076414,0.000008275107,0.0000047199483],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99925154,0.0000033984475,0.00029871566,0.00016623533,0.00014461324,0.00013549646],"domain_scores_gemma":[0.9996767,0.000008542932,0.000038992304,0.000041124098,0.00019371041,0.00004091922],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00012425553,0.00010596275,0.00024014513,0.00015415184,0.000023308286,0.000010718905,0.000049819097,0.00009591349,0.000008102631],"category_scores_gemma":[0.00003403422,0.00009707296,0.000045920693,0.00020038249,0.00006925854,0.00022152714,0.00000988176,0.00015578767,4.2357428e-7],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00011963273,0.00024897236,0.0017001539,0.0017275264,0.00006518226,0.0000025682534,0.0022861469,0.0740763,0.90955424,0.002604552,0.00038304258,0.007231699],"study_design_scores_gemma":[0.0008982499,0.00044035786,0.0028433155,0.0010027655,0.00008882805,0.000030733234,0.004561085,0.06220396,0.9176076,0.009334899,0.00046264802,0.000525524],"about_ca_topic_score_codex":0.000038467522,"about_ca_topic_score_gemma":0.000006747894,"teacher_disagreement_score":0.01187234,"about_ca_system_score_codex":0.000017080514,"about_ca_system_score_gemma":0.000008035913,"threshold_uncertainty_score":0.39585203},"labels":[],"label_agreement":null},{"id":"W4248218430","doi":"10.2523/75693-ms","title":"Estimating Gas Decline-Exponent Before Decline-Curve Analysis","year":2002,"lang":"en","type":"article","venue":"Proceedings of SPE Gas Technology Symposium","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"Texas A and M University","keywords":"Citation; Exponent; Computer science; Library science; Database; Algorithm","score_opus":0.006748293359896664,"score_gpt":0.2133810789621473,"score_spread":0.20663278560225065,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4248218430","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9770644,0.0008393308,0.0027134055,0.010978069,0.00017491313,0.00020469556,0.000008907827,0.0015799468,0.006436336],"genre_scores_gemma":[0.9802235,0.00061877945,0.018489257,0.000043265765,0.00016459398,0.000028921946,0.000009554765,0.00006776681,0.0003543761],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9975834,0.0000035279566,0.0008152873,0.0005137307,0.00042671652,0.000657355],"domain_scores_gemma":[0.998942,0.00003465953,0.00024979672,0.00034227388,0.00028561044,0.0001456319],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00030878372,0.00040952742,0.0008316342,0.0017784685,0.00013650773,0.00006430378,0.0008361632,0.0004999825,0.00015039029],"category_scores_gemma":[0.00015013214,0.0003842271,0.00039436747,0.0028986493,0.00023281442,0.00023191501,0.00033680093,0.00056633574,0.00008824788],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000034494777,0.0006465447,0.18305697,0.0013804995,0.008223895,0.000056284545,0.0018517362,0.69622684,0.07143946,0.0010619634,0.00815515,0.027866153],"study_design_scores_gemma":[0.00045898792,0.0001501111,0.0004629968,0.0001121188,0.0013848235,0.000041123927,0.00021252965,0.91316366,0.07820445,0.0028479083,0.0024405306,0.0005207562],"about_ca_topic_score_codex":0.00004443323,"about_ca_topic_score_gemma":0.000030342786,"teacher_disagreement_score":0.21693681,"about_ca_system_score_codex":0.00010722252,"about_ca_system_score_gemma":0.0000059564795,"threshold_uncertainty_score":0.99986094},"labels":[],"label_agreement":null},{"id":"W4248454586","doi":"10.2118/2005-193","title":"Optimization of Steam-Assisted Gravity Drainage in McMurray Reservoir","year":2005,"lang":"en","type":"article","venue":"Canadian International Petroleum Conference","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":28,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Steam-assisted gravity drainage; Petroleum engineering; Drainage; Geology; Computer science; Environmental science; Oil sands; Materials science","score_opus":0.011929788671544893,"score_gpt":0.22399099561401797,"score_spread":0.21206120694247307,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4248454586","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.85155445,0.00012983254,0.012149207,0.0021792934,0.00035176805,0.00007888483,0.000104526654,0.0000793828,0.13337266],"genre_scores_gemma":[0.99784744,0.00004483721,0.00075948203,0.000050542767,0.00008268751,0.000011568833,0.00007918567,0.000015988584,0.001108262],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99903256,0.00002903288,0.0003033654,0.00016958712,0.00021882921,0.0002466348],"domain_scores_gemma":[0.9994006,0.000031878946,0.00004568112,0.00020781213,0.00012538482,0.00018861158],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00015256538,0.00012671971,0.00017923972,0.00058506615,0.00003243134,0.000041255804,0.00038649043,0.00009260349,0.00071253476],"category_scores_gemma":[0.000074584925,0.000137557,0.00006421216,0.00020376034,0.000043978343,0.00018617201,0.000018976945,0.0002030153,0.000025688183],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000042548127,0.000012933444,0.0013678364,0.000014215037,0.00004105063,0.000010120638,0.000107498185,0.99683493,0.00018626991,0.00032447648,0.00042010672,0.000676312],"study_design_scores_gemma":[0.0003066042,0.000009248544,0.015583006,0.00006266972,0.000008497669,0.0000040647906,0.00007575492,0.96829396,0.0003975951,0.00008619903,0.015009158,0.00016323809],"about_ca_topic_score_codex":0.024394095,"about_ca_topic_score_gemma":0.2862164,"teacher_disagreement_score":0.2618223,"about_ca_system_score_codex":0.0004713771,"about_ca_system_score_gemma":0.00015401303,"threshold_uncertainty_score":0.9821026},"labels":[],"label_agreement":null},{"id":"W4248568756","doi":"10.2118/167167-ms","title":"Use of Pressure- and Rate-Transient Techniques for Analyzing Core Permeability Tests for Unconventional Reservoirs: Part 2","year":2013,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":9,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Permeability (electromagnetism); Transient analysis; Petroleum engineering; Test data; Transient (computer programming); Relative permeability; Work (physics); Production rate; Computer science; Materials science; Mechanics; Process engineering; Geology; Engineering; Chemistry; Geotechnical engineering; Transient response; Mechanical engineering; Physics; Electrical engineering; Porosity","score_opus":0.036122521837260564,"score_gpt":0.2702172221115978,"score_spread":0.23409470027433726,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4248568756","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.85846835,0.00052609807,0.13802002,0.00046427854,0.00010514509,0.0016416942,0.00014987723,0.00036370804,0.0002607941],"genre_scores_gemma":[0.98650366,0.00005458509,0.012162499,0.000017130378,0.000054879096,0.00033091428,0.00004604124,0.000021157595,0.00080914324],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9991616,0.000018032682,0.0003142444,0.0002037548,0.000094793526,0.0002075545],"domain_scores_gemma":[0.9990638,0.00037161203,0.000037477777,0.0002377156,0.0002094863,0.00007993143],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00030425715,0.00013207484,0.00025287637,0.000087964734,0.00006249002,0.000046135377,0.000089370624,0.000089659574,0.000120058714],"category_scores_gemma":[0.00017021716,0.00010472709,0.00015827862,0.00009536373,0.000059828562,0.00022433697,0.000018800112,0.000067341236,8.8272736e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00019179171,0.00044314092,0.046157364,0.007965835,0.0027645917,0.0000012969033,0.0007842556,0.7551724,0.06329597,0.00064972194,0.10915673,0.013416958],"study_design_scores_gemma":[0.0005845259,0.00019169268,0.024972847,0.00018436644,0.0004105487,0.0000017872131,0.00009036282,0.80983704,0.06165295,0.0017795078,0.09983206,0.00046232075],"about_ca_topic_score_codex":0.00022576678,"about_ca_topic_score_gemma":0.00012821618,"teacher_disagreement_score":0.12803528,"about_ca_system_score_codex":0.000014495257,"about_ca_system_score_gemma":0.000011828723,"threshold_uncertainty_score":0.4270647},"labels":[],"label_agreement":null},{"id":"W4248851858","doi":"10.2523/97791-ms","title":"Transient-Pressure Behavior of Cold Heavy-Oil Production Wells","year":2005,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Regina","funders":"","keywords":"Citation; Transient (computer programming); Petroleum engineering; Computer science; Oil production; Environmental science; Engineering; Library science; Operating system","score_opus":0.006790774374308872,"score_gpt":0.20737156003313384,"score_spread":0.20058078565882498,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4248851858","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9708599,0.0017044144,0.0015387231,0.0011025592,0.00058204244,0.0001293303,0.000010081956,0.00051903777,0.02355392],"genre_scores_gemma":[0.9813588,0.00011635906,0.0006583416,0.000017246308,0.00018747764,0.000012157247,0.000003183207,0.000015985906,0.017630398],"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9994072,0.000009373661,0.0001766305,0.00012032114,0.00014498645,0.00014152075],"domain_scores_gemma":[0.9996683,0.0000063878842,0.000014374041,0.0002182959,0.000042623167,0.000049998445],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00006892417,0.00008921598,0.00014391226,0.00007211961,0.000024877503,0.000007816801,0.000084952655,0.00006101082,0.0003728721],"category_scores_gemma":[0.000007957223,0.00007533577,0.00008644624,0.00013844507,0.000020302588,0.00009029898,0.000005614934,0.0000963897,0.000044631583],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000045844363,0.000083586325,0.00015278623,0.00010489178,0.00008511045,9.695227e-7,0.00024531523,0.9608012,0.019444063,0.0000056800354,0.010474663,0.008597173],"study_design_scores_gemma":[0.00017309072,0.000014764207,0.0008575491,0.000021809983,0.0001925377,0.000002716069,0.000049126334,0.025233254,0.7092751,6.898189e-7,0.26402366,0.00015570315],"about_ca_topic_score_codex":0.000081731945,"about_ca_topic_score_gemma":0.00007634111,"teacher_disagreement_score":0.9355679,"about_ca_system_score_codex":0.000014399874,"about_ca_system_score_gemma":0.0000050883878,"threshold_uncertainty_score":0.4082688},"labels":[],"label_agreement":null},{"id":"W4249015023","doi":"10.2523/62590-ms","title":"Poroelastic Effects of Cyclic Steam Stimulation in the Cold Lake Reservoir","year":2000,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Imperial Oil (Canada)","funders":"","keywords":"Poromechanics; Steam injection; Petroleum engineering; Stimulation; Geology; Environmental science; Geotechnical engineering; Neuroscience; Porous medium; Porosity","score_opus":0.004302294152987636,"score_gpt":0.20375028302920886,"score_spread":0.19944798887622123,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4249015023","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9809379,0.00014452644,0.00083150214,0.000097105374,0.000041627827,0.00013318927,0.0000010751797,0.000078374986,0.01773468],"genre_scores_gemma":[0.99879086,0.00005420798,0.00006339538,0.00003387252,0.00004857145,0.0000118004245,0.000005063049,0.000011306391,0.000980943],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9993482,0.000051494924,0.00018661552,0.00008680146,0.00017647819,0.00015040768],"domain_scores_gemma":[0.9993902,0.00032186194,0.00001262941,0.000239092,0.000009483633,0.000026748905],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00014556368,0.0000871497,0.00014358616,0.00008531082,0.000023902283,0.000011825711,0.00015648885,0.000056764486,0.00036613562],"category_scores_gemma":[0.000030178524,0.000056432535,0.000056526656,0.0003074723,0.000016975928,0.00006093292,0.0000064872665,0.00012758779,0.000051192466],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000036427302,0.00003060255,0.00075781415,0.000093254974,0.000023568813,0.000005837048,0.00023812184,0.99646395,0.00062076625,0.000008806162,0.0006623838,0.001091265],"study_design_scores_gemma":[0.0014072557,0.00013392053,0.18123324,0.00020216804,0.00011607025,0.0000060608727,0.00012270735,0.7763577,0.013787454,0.00019842085,0.026068525,0.00036649467],"about_ca_topic_score_codex":0.000104698156,"about_ca_topic_score_gemma":0.0004909459,"teacher_disagreement_score":0.22010624,"about_ca_system_score_codex":0.000016466458,"about_ca_system_score_gemma":0.000004742383,"threshold_uncertainty_score":0.40089282},"labels":[],"label_agreement":null},{"id":"W4249170655","doi":"10.2118/07-12-tl2","title":"Total Phosphorus Recovery in Flowback Fluids After Gelled Hydrocarbon Fracturing Fluid Treatments","year":2007,"lang":"en","type":"article","venue":"Journal of Canadian Petroleum Technology","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Petro-Canada","funders":"","keywords":"Phosphorus; Refinery; Chemistry; Phosphate; Phosphonate; Hydrocarbon; Environmental chemistry; Pulp and paper industry; Organic chemistry","score_opus":0.0029422973466390694,"score_gpt":0.18407923771930124,"score_spread":0.18113694037266218,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4249170655","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9896946,0.004715721,0.0006684148,0.0006531145,0.00050513307,0.000052231673,0.0000051716625,0.00006912194,0.0036365143],"genre_scores_gemma":[0.99801594,0.00083409046,0.00058571075,0.00006944802,0.00016436122,0.000005076391,0.0000020068514,0.000041323325,0.0002820699],"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","domain_scores_codex":[0.99806863,0.00001738449,0.0007221138,0.00018129052,0.00024358563,0.0007670154],"domain_scores_gemma":[0.99911255,0.000041544838,0.00009863303,0.0003129482,0.000049207658,0.00038513818],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00037611002,0.00026470632,0.0005267323,0.005554141,0.000048564852,0.000029242707,0.00030905264,0.00046620204,0.000106152285],"category_scores_gemma":[0.00006118929,0.00024695645,0.0002237324,0.001053737,0.00005601818,0.00016377486,0.000023377057,0.0007681215,0.000032141357],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00056662405,0.00021209528,0.05036461,0.00009956632,0.0022028172,0.018559491,0.0006495913,0.81919384,0.015262227,0.000020549802,0.0030571318,0.089811474],"study_design_scores_gemma":[0.015891118,0.0031068926,0.20804732,0.0016065706,0.001334688,0.007819335,0.0018490673,0.09930066,0.2956943,0.0032017804,0.35762626,0.0045220247],"about_ca_topic_score_codex":0.008125763,"about_ca_topic_score_gemma":0.065219514,"teacher_disagreement_score":0.71989316,"about_ca_system_score_codex":0.0011037843,"about_ca_system_score_gemma":0.00014771838,"threshold_uncertainty_score":0.9999983},"labels":[],"label_agreement":null},{"id":"W4249209168","doi":"10.2118/2002-140","title":"A Practical and Economic Fracturing Solution for Low Permeability Shallow Reservoirs","year":2002,"lang":"en","type":"article","venue":"Canadian International Petroleum Conference","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Petroleum engineering; Permeability (electromagnetism); Geology; Hydraulic fracturing; Chemistry","score_opus":0.024144783978684803,"score_gpt":0.2444661491205508,"score_spread":0.220321365141866,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4249209168","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.94047695,0.00013549128,0.019303748,0.013721854,0.0007763916,0.00015621902,0.0001831753,0.00013311284,0.02511308],"genre_scores_gemma":[0.99777573,0.00009824589,0.0008989447,0.00008578003,0.00021168395,0.000042982712,0.000031392956,0.000019075922,0.0008361686],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9990844,0.000016232012,0.0002064624,0.00026015367,0.00011571185,0.00031700102],"domain_scores_gemma":[0.9992844,0.000105778534,0.0000308458,0.00018314928,0.00006559501,0.00033026593],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00014022859,0.00014262574,0.00015400114,0.0002026067,0.00011512385,0.00015431408,0.00019380609,0.0001042606,0.001126799],"category_scores_gemma":[0.00014588608,0.00015383105,0.00007516286,0.000027776901,0.000062306724,0.00026083755,0.000021414524,0.00020293791,0.000072736664],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000055575052,0.0000832173,0.015205843,0.00033439777,0.00092934136,0.000086100285,0.0011691017,0.92150825,0.0008373616,0.0052308594,0.04666827,0.00789167],"study_design_scores_gemma":[0.0002252223,0.000014560408,0.003906549,0.000024749443,0.000015168979,0.0000150249025,0.000036246984,0.957657,0.00014121563,0.00026809028,0.037524167,0.00017200668],"about_ca_topic_score_codex":0.010586049,"about_ca_topic_score_gemma":0.12693845,"teacher_disagreement_score":0.116352394,"about_ca_system_score_codex":0.0005369667,"about_ca_system_score_gemma":0.000103910694,"threshold_uncertainty_score":0.9997863},"labels":[],"label_agreement":null},{"id":"W4249770998","doi":"10.2523/89450-ms","title":"Evaluation of Matrix-Fracture Imbibition Transfer Functions for Different Types of Oil, Rock and Aqueous Phase","year":2004,"lang":"en","type":"article","venue":"Proceedings of SPE/DOE Symposium on Improved Oil Recovery","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Imbibition; Citation; Computer science; Matrix (chemical analysis); Information retrieval; Materials science; Library science; Composite material; Botany","score_opus":0.009078916704246496,"score_gpt":0.24023302957364898,"score_spread":0.2311541128694025,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4249770998","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99340355,0.0006925724,0.0033745063,0.00031236457,0.00019736661,0.00020859264,0.00010553681,0.000071550014,0.001633964],"genre_scores_gemma":[0.99800676,0.0012165054,0.00022853736,0.000013573562,0.00010987044,0.00007141845,0.00003214998,0.000044829198,0.00027632652],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99850786,0.000006731908,0.000537227,0.0002741248,0.000449356,0.00022471316],"domain_scores_gemma":[0.9990012,0.00007483028,0.00014909507,0.000117276366,0.0005740172,0.000083578154],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00037920344,0.00025035327,0.0004656141,0.00032795718,0.00005524038,0.000027295113,0.00010889604,0.00019991172,0.000025039612],"category_scores_gemma":[0.000116294745,0.00021422245,0.00023800522,0.00020082506,0.000036494403,0.00024916237,0.000013094783,0.00017237347,0.000001324078],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0003888304,0.0003804208,0.00001535683,0.00206455,0.0004141427,1.252695e-7,0.00035611368,0.20050997,0.7597598,0.000028444587,0.00007740763,0.036004875],"study_design_scores_gemma":[0.0047713793,0.0011920503,0.00009838537,0.00050624,0.0012951313,0.0000057507086,0.00021339986,0.074389406,0.9161118,0.00084798964,0.0002508764,0.00031753868],"about_ca_topic_score_codex":0.000055965887,"about_ca_topic_score_gemma":0.000012997914,"teacher_disagreement_score":0.15635209,"about_ca_system_score_codex":0.00015112046,"about_ca_system_score_gemma":0.000045918503,"threshold_uncertainty_score":0.8735738},"labels":[],"label_agreement":null},{"id":"W4249993024","doi":"10.2523/108142-ms","title":"Hydraulic Fracture Diagnostics In The Williams Fork Formation, PiceanceBasin, Colorado Using Surface Microseismic Monitoring Technology","year":2007,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Microsemi (Canada)","funders":"","keywords":"Microseism; Geology; Borehole; Hydraulic fracturing; Seismology; Fracture (geology); Ridge; Geotechnical engineering; Petrology; Paleontology","score_opus":0.00954363514858234,"score_gpt":0.24085443600198211,"score_spread":0.23131080085339978,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4249993024","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8449123,0.001844002,0.15093334,0.0008381329,0.0002427933,0.00019252679,0.0000017071787,0.00027715394,0.00075804826],"genre_scores_gemma":[0.9956432,0.0005114443,0.0032666556,0.00033635137,0.00014731626,0.0000048101024,0.0000062042327,0.00003328008,0.00005074931],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99862254,0.0000245516,0.0004154791,0.00017706625,0.00022723098,0.0005331487],"domain_scores_gemma":[0.9991645,0.0002654873,0.0000590513,0.00039174297,0.000050848095,0.00006837458],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00048210382,0.00022657272,0.00024419522,0.0002566044,0.00017996517,0.00006852572,0.0003951467,0.00027066772,0.000014731415],"category_scores_gemma":[0.000097342876,0.00016566194,0.000076618846,0.0010561087,0.00005927432,0.00023863134,0.000035448415,0.00054480176,0.000022652945],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000037854597,0.000027153153,0.018577121,0.00004585674,0.00003208662,0.00003626719,0.00070899876,0.9772432,0.0015395774,0.000006725102,0.00086421997,0.0009150366],"study_design_scores_gemma":[0.0013135843,0.000082559454,0.02405591,0.00042652417,0.00018434467,0.00018293071,0.009889037,0.5282951,0.2907329,0.000830942,0.14265287,0.0013532868],"about_ca_topic_score_codex":0.0001876898,"about_ca_topic_score_gemma":0.0001224612,"teacher_disagreement_score":0.44894806,"about_ca_system_score_codex":0.00018040503,"about_ca_system_score_gemma":0.000015898486,"threshold_uncertainty_score":0.6755498},"labels":[],"label_agreement":null},{"id":"W4250016584","doi":"10.2118/04-05-03","title":"Simulating Cold Production by a Coupled Reservoir-Geomechanics Model With Sand Erosion","year":2004,"lang":"en","type":"article","venue":"Journal of Canadian Petroleum Technology","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Petro Geotech (Canada)","funders":"Towson University","keywords":"Geomechanics; Petroleum engineering; Permeability (electromagnetism); Geology; Geotechnical engineering; Pressure gradient; Capillary pressure; Cohesion (chemistry); Flow (mathematics); Pore water pressure; Residual oil; Erosion; Mechanics; Geomorphology; Porous medium; Porosity; Chemistry","score_opus":0.005546991473289926,"score_gpt":0.18711476620055406,"score_spread":0.18156777472726413,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4250016584","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9270179,0.0009384401,0.064948365,0.006480596,0.00016629005,0.00007689687,0.000008688312,0.00013789818,0.00022490947],"genre_scores_gemma":[0.99725217,0.00023160204,0.0021969387,0.00004538643,0.00007351936,0.0000040593504,0.0000027092476,0.00004142496,0.00015217556],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99877954,0.0000092497985,0.00037856563,0.0001518771,0.00026607956,0.00041470898],"domain_scores_gemma":[0.99915206,0.000011079864,0.00014895215,0.00026453508,0.00016212877,0.00026122245],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00022699444,0.00017459989,0.00033350984,0.00197216,0.00013218605,0.000032280645,0.00027319498,0.00026191783,0.000008489461],"category_scores_gemma":[0.000085091066,0.00014687463,0.0000726658,0.0009605807,0.000041402436,0.00016572216,0.000013650921,0.00066358544,0.0000036714316],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000143777,0.0000132190735,0.0000750609,0.000020526002,0.00008939742,0.000055227483,0.00003758856,0.96928084,0.02910648,0.000047693786,0.0011627554,0.00009686137],"study_design_scores_gemma":[0.0013389484,0.00035113376,0.000012124907,0.00022354693,0.0001203905,0.0002962515,0.00018364363,0.9480151,0.038126096,0.0010578106,0.009942303,0.00033264357],"about_ca_topic_score_codex":0.0037967733,"about_ca_topic_score_gemma":0.039879315,"teacher_disagreement_score":0.07023427,"about_ca_system_score_codex":0.000571576,"about_ca_system_score_gemma":0.00027643918,"threshold_uncertainty_score":0.9776404},"labels":[],"label_agreement":null},{"id":"W4250150990","doi":"10.2523/78248-ms","title":"The Geomechanical Prediction of Fracturing in the Circle Ridge Field, Wind River Basin, WY.","year":2002,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Golder Associates (Canada)","funders":"","keywords":"Citation; Geology; Ridge; Structural basin; Computer science; Library science; Paleontology","score_opus":0.008829870526623389,"score_gpt":0.18894639237222988,"score_spread":0.18011652184560648,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4250150990","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.96336687,0.0006276136,0.01076597,0.0022193047,0.00027379973,0.00015985421,0.0000064185338,0.00013492114,0.022445248],"genre_scores_gemma":[0.9992809,0.00026870304,0.000036330708,0.00011669946,0.00009368986,0.0000044533354,0.0000014874428,0.000008782467,0.00018890052],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9992826,0.00003999502,0.00020806905,0.000096540556,0.00019267261,0.00018011428],"domain_scores_gemma":[0.99936575,0.00027649626,0.000019910662,0.00029806248,0.000013145432,0.000026620688],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00026239108,0.0000779537,0.00010919159,0.000050582195,0.00008243446,0.00002451984,0.0002295682,0.00007985433,0.00022658987],"category_scores_gemma":[0.00005729166,0.00004487505,0.000084990315,0.00017191187,0.000025476165,0.00007084397,0.000022001523,0.00025602765,0.00002958559],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000019917534,0.00021466675,0.0043433793,0.00013459433,0.00036608442,0.00003748319,0.0050044735,0.8690759,0.0015168561,0.00017222326,0.035872836,0.083241574],"study_design_scores_gemma":[0.00066698424,0.0000926244,0.062787354,0.00006345829,0.000078082114,0.000017343285,0.00069775956,0.8511997,0.024987003,0.0004470121,0.058706257,0.00025643755],"about_ca_topic_score_codex":0.00019435697,"about_ca_topic_score_gemma":0.00006550972,"teacher_disagreement_score":0.08298513,"about_ca_system_score_codex":0.000019227353,"about_ca_system_score_gemma":0.0000018707225,"threshold_uncertainty_score":0.24810001},"labels":[],"label_agreement":null},{"id":"W4250950735","doi":"10.2523/77683-ms","title":"What is the Magic of Water in Producing Sand?","year":2002,"lang":"en","type":"article","venue":"Proceedings of SPE Annual Technical Conference and Exhibition","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Dalhousie University","funders":"","keywords":"Exhibition; Citation; Library science; MAGIC (telescope); Download; Art history; Computer science; World Wide Web; History; Physics","score_opus":0.014588675509184868,"score_gpt":0.2200830732899556,"score_spread":0.20549439778077075,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4250950735","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9923382,0.0005939299,0.000052913896,0.0023874254,0.000025035542,0.00012066045,0.000003045988,0.000054295957,0.00442451],"genre_scores_gemma":[0.9966314,0.0031039298,0.00008327668,0.0000432065,0.00003436124,0.0000066968973,0.0000014683036,0.000007458859,0.00008820358],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9993018,0.0000022487911,0.0002469031,0.00014869557,0.00014394069,0.00015641638],"domain_scores_gemma":[0.99974823,0.000013141203,0.00003151331,0.00006653563,0.000111121146,0.000029466548],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00018708617,0.00009421988,0.00018311485,0.00009596408,0.000023472207,0.000042075684,0.00010447774,0.00008005256,0.00011132769],"category_scores_gemma":[0.000017755714,0.000057238474,0.00004378034,0.00016522688,0.000094570205,0.0004618877,0.000039941213,0.00017079202,0.000005778689],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000063172425,0.0003069802,0.003662175,0.0021977203,0.000111686575,0.0000052211603,0.028430898,0.001458183,0.88726085,0.0008129922,0.011095565,0.06459454],"study_design_scores_gemma":[0.00044812763,0.0001729677,0.0029584346,0.0010346161,0.00006202844,0.00001982253,0.0037209047,0.014480324,0.9692092,0.005989088,0.0015723171,0.00033218585],"about_ca_topic_score_codex":0.00002534585,"about_ca_topic_score_gemma":0.0000038790763,"teacher_disagreement_score":0.08194832,"about_ca_system_score_codex":0.000010467047,"about_ca_system_score_gemma":0.0000015011994,"threshold_uncertainty_score":0.23341171},"labels":[],"label_agreement":null},{"id":"W4251227977","doi":"10.2523/90861-ms","title":"Rotary Sidewall Cores- A Cost Effective Means of Determining Young's Modulus","year":2004,"lang":"en","type":"article","venue":"Proceedings of SPE Annual Technical Conference and Exhibition","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Citation; Exhibition; Computer science; Library science; Download; World Wide Web; Art history; Information retrieval; History","score_opus":0.008945825121550142,"score_gpt":0.22452122357727267,"score_spread":0.21557539845572252,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4251227977","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9858107,0.000099564815,0.006132146,0.00012456032,0.000035164878,0.00037355538,0.000027136322,0.00017825418,0.0072188997],"genre_scores_gemma":[0.9983758,0.00026882865,0.0012072083,0.000010257568,0.000047083046,0.000050704155,0.0000072556004,0.000016031576,0.000016870421],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99905413,0.0000028772356,0.0003155912,0.00021090973,0.00021054549,0.00020592423],"domain_scores_gemma":[0.9994785,0.00002294928,0.000085178064,0.00006941364,0.00025478238,0.00008915311],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00016565523,0.00016423193,0.00033703694,0.00014616328,0.00004234143,0.000023716091,0.00012345995,0.00014892971,0.000014401211],"category_scores_gemma":[0.00007967066,0.00014769704,0.00008743119,0.00020681263,0.00014722878,0.00032040355,0.00005500728,0.00022128319,0.0000033390725],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00031955342,0.00041544982,0.0073729074,0.0025466338,0.00037251422,0.000029809038,0.0063735936,0.02520424,0.8683542,0.002948542,0.0012725802,0.08478998],"study_design_scores_gemma":[0.0021599662,0.001254531,0.033032633,0.0022201573,0.00030590428,0.000103886065,0.002349411,0.029056683,0.90985,0.018521283,0.00026892457,0.000876632],"about_ca_topic_score_codex":0.00011831829,"about_ca_topic_score_gemma":0.00003138176,"teacher_disagreement_score":0.08391334,"about_ca_system_score_codex":0.00004336269,"about_ca_system_score_gemma":0.000013811808,"threshold_uncertainty_score":0.60229105},"labels":[],"label_agreement":null},{"id":"W4251461819","doi":"10.1504/ijogct.2018.093140","title":"Selection of decline curve analysis method using the cumulative production incline rate for transient production data obtained from a multi-stage hydraulic fractured horizontal well in unconventional gas fields","year":2018,"lang":"en","type":"article","venue":"International Journal of Oil Gas and Coal Technology","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":8,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"Korea Institute of Energy Technology Evaluation and Planning","keywords":"Production (economics); Stage (stratigraphy); Environmental science; Cumulative distribution function; Transient (computer programming); Statistics; Geology; Mathematics; Computer science","score_opus":0.03630124713653688,"score_gpt":0.3415243833870888,"score_spread":0.3052231362505519,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4251461819","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.6094212,0.0001641041,0.38716182,0.0027272762,0.00041609298,0.000059219008,0.000026086811,0.000016226248,0.000008000487],"genre_scores_gemma":[0.9826058,0.00020437918,0.01656761,0.000023173683,0.0004806907,0.000004572462,0.00006195019,0.0000113662545,0.000040460625],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99871874,0.00008424084,0.00060393004,0.00023598965,0.00022993486,0.0001271801],"domain_scores_gemma":[0.9988746,0.000102875194,0.0003322544,0.00017917334,0.00048328645,0.000027816099],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008097813,0.00013266708,0.000317469,0.0007192595,0.00006319904,0.000022125141,0.00034739953,0.00014506473,0.000038807102],"category_scores_gemma":[0.00031239103,0.000099109624,0.00012478328,0.0004826381,0.00010167421,0.00020579537,0.00007033649,0.00031342785,2.480349e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00073172245,0.00024129644,0.006173294,0.000030123532,0.0033467473,0.000009826848,0.00060220424,0.9280854,0.023412826,0.000018230518,0.00006701667,0.03728133],"study_design_scores_gemma":[0.00086061977,0.00013971834,0.0036325399,0.000057413596,0.00044180997,0.000035230365,0.000257023,0.93782,0.053783957,0.00077222136,0.0020904872,0.00010897042],"about_ca_topic_score_codex":0.00034031254,"about_ca_topic_score_gemma":0.0030698383,"teacher_disagreement_score":0.37318462,"about_ca_system_score_codex":0.00009271128,"about_ca_system_score_gemma":0.00004007981,"threshold_uncertainty_score":0.4041573},"labels":[],"label_agreement":null},{"id":"W4251528109","doi":"10.1115/htr2008-58239","title":"Integration of Nuclear Energy Into Oil Sands Projects","year":2008,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Oil sands; Natural gas; Nuclear power; Greenhouse gas; Environmental science; Unconventional oil; Electricity generation; Waste management; Coal; Fossil fuel; Electricity; Renewable energy; Natural resource economics; Engineering; Asphalt; Geology; Economics; Power (physics)","score_opus":0.00929838141743678,"score_gpt":0.195090772769399,"score_spread":0.18579239135196224,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4251528109","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.74147844,0.000239929,0.016778458,0.000106381805,0.00012101084,0.000013776805,6.0743423e-7,0.00040005997,0.24086131],"genre_scores_gemma":[0.99638754,0.00031032422,0.0013164232,0.000026826205,0.000040436073,0.0000019756653,0.0000041922995,0.000012932349,0.001899349],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9996323,0.000007674824,0.00011977464,0.000065953696,0.00009443407,0.0000798475],"domain_scores_gemma":[0.99979705,0.000009980071,0.00001197492,0.00012748087,0.000022549857,0.000030988973],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000028599981,0.00006430257,0.0001073811,0.00008877838,0.000033432538,0.0000043661944,0.000067383335,0.000048743543,0.00013089595],"category_scores_gemma":[0.000011215533,0.00004831893,0.000055866978,0.0001492753,0.000021996275,0.000056739525,0.000010320161,0.000051137984,0.000013139396],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000038081762,0.00019700671,0.0003693502,0.0003908179,0.000589718,0.00005117078,0.013854429,0.5368446,0.23071654,0.0021775744,0.05646025,0.15831047],"study_design_scores_gemma":[0.00042316955,0.000076397904,0.0009908634,0.00006423909,0.000040778497,0.000020401932,0.0004206433,0.6929677,0.19260992,0.00010690572,0.1119152,0.00036374733],"about_ca_topic_score_codex":0.00067336345,"about_ca_topic_score_gemma":0.00012350058,"teacher_disagreement_score":0.25490907,"about_ca_system_score_codex":0.00001896391,"about_ca_system_score_gemma":0.0000066461093,"threshold_uncertainty_score":0.19703887},"labels":[],"label_agreement":null},{"id":"W4251642022","doi":"10.2523/iptc-11970-ms","title":"Killing of a Gas Well: Successful Implementation of Innovative Approaches in a Middle-Eastern Carbonate Field - A Field Case","year":2008,"lang":"en","type":"article","venue":"International Petroleum Technology Conference","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Casing; Tectonics; Petroleum engineering; Geology; Mining engineering; Engineering; Civil engineering; Seismology","score_opus":0.029033853756415547,"score_gpt":0.25774188145216265,"score_spread":0.2287080276957471,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4251642022","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9832405,0.00007327867,0.011866248,0.001050652,0.00008753345,0.000056056746,0.000009348377,0.00006442527,0.0035519951],"genre_scores_gemma":[0.99939436,0.000057619418,0.00042193854,0.000015664034,0.0000134298525,0.000026947224,0.000009282107,0.000009163193,0.000051593674],"study_design_codex":"observational","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9990856,0.000014658705,0.00042266794,0.00016609348,0.00015993793,0.00015106262],"domain_scores_gemma":[0.99946487,0.00008799816,0.00012139387,0.00016777994,0.00013999606,0.00001796623],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000084173924,0.000121821606,0.00023689527,0.0007505079,0.000018788802,0.0000057201455,0.00028534106,0.00014362972,0.00011462524],"category_scores_gemma":[0.000043920903,0.000121605626,0.000046775403,0.00040913417,0.00007860993,0.00008990479,0.00006762805,0.0002766253,0.0000018337308],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00011383459,0.0002324692,0.8360161,0.00031895447,0.0009974348,0.001665532,0.0037109407,0.117967196,0.0064980807,0.006475846,0.00008488424,0.02591871],"study_design_scores_gemma":[0.0016754825,0.0002894791,0.004295812,0.00023456194,0.000034356075,0.0006721243,0.006763176,0.62779045,0.35565197,0.0017624515,0.00039215072,0.00043798378],"about_ca_topic_score_codex":0.0011541032,"about_ca_topic_score_gemma":0.0010572772,"teacher_disagreement_score":0.8317203,"about_ca_system_score_codex":0.000037749764,"about_ca_system_score_gemma":0.000037179336,"threshold_uncertainty_score":0.49589333},"labels":[],"label_agreement":null},{"id":"W4251895859","doi":"10.2523/65510-ms","title":"Sand Production Prediction for Horizontal Wells in Gas Storage Reservoirs","year":2000,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":8,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Petroleum engineering; Production (economics); Geology; Environmental science; Petrology; Geotechnical engineering","score_opus":0.006373889371926081,"score_gpt":0.20169645460907026,"score_spread":0.1953225652371442,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4251895859","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9785532,0.00016132182,0.002455183,0.00040358404,0.00029675278,0.000246796,0.000008131016,0.0003071475,0.017567905],"genre_scores_gemma":[0.99329424,0.00020226296,0.000346074,0.000010305507,0.00030610897,0.000044506585,0.000028202408,0.00002194631,0.005746346],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99930334,0.000014550688,0.00018194068,0.00018139012,0.00011331356,0.00020544918],"domain_scores_gemma":[0.99972916,0.000016188596,0.0000087607405,0.00018224037,0.00001454287,0.00004913277],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00017147721,0.00010128517,0.00012706222,0.0001207319,0.000049035494,0.000022212887,0.00007096349,0.00007805685,0.00049087236],"category_scores_gemma":[0.000016458725,0.000089554866,0.00006379293,0.00019840959,0.000013327627,0.00016336328,0.000004477288,0.00011763498,0.0000450061],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000032333362,0.000029936398,0.00035763896,0.000055505378,0.000033795575,0.0000023480022,0.00021760892,0.97403634,0.0011204286,0.0000018009557,0.015378715,0.008733548],"study_design_scores_gemma":[0.0011377322,0.00017493982,0.007627235,0.00009045453,0.00006545023,0.00001455552,0.00026754645,0.74519026,0.04299524,0.00028739322,0.2016952,0.00045397782],"about_ca_topic_score_codex":0.00018420146,"about_ca_topic_score_gemma":0.00018725768,"teacher_disagreement_score":0.22884607,"about_ca_system_score_codex":0.00008561675,"about_ca_system_score_gemma":0.0000063147427,"threshold_uncertainty_score":0.5374708},"labels":[],"label_agreement":null},{"id":"W4251941537","doi":"10.2118/01-12-n2","title":"Well Test Analysis of Multi-Layered Naturally Fractured Reservoirs with Variable Thickness and Variable Fracture Spacing","year":2001,"lang":"en","type":"article","venue":"Journal of Canadian Petroleum Technology","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Geology; Wellbore; Outcrop; Fracture (geology); Permeability (electromagnetism); Petroleum engineering; Matrix (chemical analysis); Schematic; Petrology; Geotechnical engineering; Geomorphology; Engineering; Materials science","score_opus":0.004453203245678925,"score_gpt":0.19135752213086651,"score_spread":0.18690431888518758,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4251941537","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8903668,0.009360487,0.08212749,0.010747563,0.0003830526,0.00022162903,0.00008567518,0.0002860882,0.0064211977],"genre_scores_gemma":[0.9880624,0.00052818545,0.010804808,0.00015229346,0.00006438526,0.0000029052733,0.000009035593,0.0000448357,0.00033118683],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99813735,0.00003747763,0.0006489616,0.00024210406,0.00033934653,0.00059476244],"domain_scores_gemma":[0.9982094,0.00017211447,0.00036056733,0.00048562116,0.00037127134,0.00040102098],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00042800888,0.0003088835,0.0009838614,0.0068596983,0.00013603804,0.00005901422,0.0005202858,0.00062210846,0.00015189558],"category_scores_gemma":[0.00027798794,0.000241368,0.00015438428,0.0047401655,0.00013587614,0.00023861793,0.00003107426,0.0012825035,0.0000020672971],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000031923137,0.00003453349,0.028463403,0.00005186017,0.00253714,0.00028861364,0.000107729415,0.96556425,0.0020798843,0.0000347623,0.0006415446,0.0001643439],"study_design_scores_gemma":[0.0036524083,0.0006831131,0.03176595,0.00054277154,0.005801025,0.001775388,0.0015275789,0.6451077,0.0044633895,0.00059065875,0.30287495,0.001215082],"about_ca_topic_score_codex":0.016214954,"about_ca_topic_score_gemma":0.086116225,"teacher_disagreement_score":0.3204566,"about_ca_system_score_codex":0.00022448502,"about_ca_system_score_gemma":0.00029584486,"threshold_uncertainty_score":0.9903362},"labels":[],"label_agreement":null},{"id":"W4252026503","doi":"10.2523/100540-ms","title":"Semianalytical Model for Reservoirs With Forchheimer’s Non-Darcy Flow","year":2006,"lang":"en","type":"article","venue":"Proceedings of SPE Gas Technology Symposium","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Regina","funders":"","keywords":"Citation; Darcy's law; Computer science; Flow (mathematics); Operations research; Petroleum engineering; Geology; Engineering; Library science; Porous medium; Physics; Porosity; Geotechnical engineering; Mechanics","score_opus":0.0051344358833316775,"score_gpt":0.20116040990782397,"score_spread":0.1960259740244923,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4252026503","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.83304113,0.0004133275,0.114060104,0.013615681,0.00009911624,0.000971696,0.00004179184,0.0019139613,0.03584318],"genre_scores_gemma":[0.9691094,0.0000888508,0.028654994,0.0000144372625,0.00010196969,0.00011699415,0.000010380746,0.000080652,0.0018222978],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99837106,7.5281537e-7,0.000410831,0.0003823585,0.00024709522,0.0005879199],"domain_scores_gemma":[0.9992926,0.000024888088,0.0000904233,0.00021742056,0.000295433,0.00007922481],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00016407054,0.00029815786,0.00049409317,0.0006391824,0.00009559396,0.00004388858,0.0004928255,0.00040821653,0.0000058680266],"category_scores_gemma":[0.000019835927,0.0002515665,0.00015158848,0.0006934196,0.00025687434,0.0002557928,0.00007498012,0.00035637652,0.0000072159573],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00008757903,0.00012476635,0.0022238113,0.00065015256,0.00040422412,0.000004649727,0.000093325994,0.9220701,0.06056725,0.003401685,0.010010211,0.00036223335],"study_design_scores_gemma":[0.0005320326,0.00012021772,0.000021299944,0.00008566203,0.0001959261,0.000019269153,0.00010019001,0.83977526,0.15058297,0.0072180126,0.0010724814,0.00027669847],"about_ca_topic_score_codex":0.000022614971,"about_ca_topic_score_gemma":0.000022857312,"teacher_disagreement_score":0.13606828,"about_ca_system_score_codex":0.00008004809,"about_ca_system_score_gemma":0.000026766467,"threshold_uncertainty_score":0.9999937},"labels":[],"label_agreement":null},{"id":"W4252225445","doi":"10.2118/130722-ms","title":"First Successful Tight Gas Reservoir Completion and Fracture Stimulation in Sarah Formation, Rub Al-Khali Empty Quarter of Saudi Arabia","year":2010,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":9,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Drilling; Tight gas; Completion (oil and gas wells); Petroleum engineering; Quarter (Canadian coin); Geology; Permeability (electromagnetism); Fracture (geology); Well stimulation; Paleontology; Engineering; Hydraulic fracturing; Reservoir engineering; Archaeology; Mechanical engineering; Geography; Chemistry","score_opus":0.006551517205358686,"score_gpt":0.22244399779087856,"score_spread":0.21589248058551988,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4252225445","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9805932,0.00008092674,0.015054533,0.0018860565,0.000098501645,0.00013885465,0.0000060841903,0.00010232611,0.0020394889],"genre_scores_gemma":[0.9989687,0.000050428087,0.0006861604,0.00008167933,0.000056271736,0.000008241164,0.00006785421,0.00001624129,0.00006440033],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9989973,0.000027344446,0.00039701688,0.00016153468,0.00021999181,0.00019682018],"domain_scores_gemma":[0.99940795,0.000096461765,0.00006669346,0.00028316322,0.000073631185,0.000072125935],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00023240886,0.00015793307,0.00025528067,0.00022729656,0.00007488203,0.00004351556,0.000119624754,0.00016123042,0.00046950442],"category_scores_gemma":[0.000039893373,0.00012967698,0.00005856677,0.0002387366,0.000040702296,0.00040036876,0.000021226744,0.00028605812,0.000013744408],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000019910904,0.000048460162,0.062453795,0.00027975623,0.00004382183,0.000002893358,0.0011091018,0.9213721,0.002427371,0.000030033143,0.011892955,0.00031979883],"study_design_scores_gemma":[0.0005246327,0.000027823437,0.261951,0.00006050785,0.000021956459,0.0000052715986,0.00008989256,0.71570146,0.003774776,0.000358426,0.017273044,0.00021119973],"about_ca_topic_score_codex":0.0006472115,"about_ca_topic_score_gemma":0.007532097,"teacher_disagreement_score":0.20567062,"about_ca_system_score_codex":0.000029315335,"about_ca_system_score_gemma":0.0000062170334,"threshold_uncertainty_score":0.52880734},"labels":[],"label_agreement":null},{"id":"W4252332311","doi":"10.2118/2008-161","title":"Well Testing of Tight Gas Reservoirs","year":2008,"lang":"en","type":"article","venue":"Canadian International Petroleum Conference","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Calgary","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Tight gas; Petroleum engineering; Computer science; Geology; Hydraulic fracturing","score_opus":0.02059515639789899,"score_gpt":0.21129456330358568,"score_spread":0.19069940690568668,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4252332311","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7448041,0.00006805646,0.00057573133,0.00050231745,0.00029803743,0.000022279353,0.000033621127,0.0000614127,0.25363445],"genre_scores_gemma":[0.9966691,0.000076394754,0.00042591707,0.000043355863,0.00011720935,0.0000059338286,0.000025833022,0.00001698904,0.0026192458],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99912685,0.000012907095,0.00023083437,0.00014736401,0.00023275166,0.00024926194],"domain_scores_gemma":[0.9992594,0.000058862788,0.000037880884,0.00020132723,0.00018670796,0.00025579485],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000070840084,0.0001189867,0.00015554817,0.00034258806,0.00007287942,0.00002222436,0.00041918128,0.00006570132,0.00093469705],"category_scores_gemma":[0.000113164155,0.00012234277,0.00006462569,0.0001598601,0.000078328565,0.00010184409,0.000019617177,0.00018100803,0.00013060852],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000047502685,0.000012375851,0.023603601,0.000035229314,0.00018532798,0.00015838617,0.00023277513,0.96011317,0.0010703887,0.0003723571,0.013796817,0.00041481663],"study_design_scores_gemma":[0.0002976823,0.00002622813,0.018516777,0.000103752085,0.00001843608,0.00007297865,0.000070818176,0.8210223,0.0056615993,0.00022453586,0.15366437,0.00032053827],"about_ca_topic_score_codex":0.03512815,"about_ca_topic_score_gemma":0.035525344,"teacher_disagreement_score":0.25186503,"about_ca_system_score_codex":0.00016674731,"about_ca_system_score_gemma":0.00022182621,"threshold_uncertainty_score":0.9999786},"labels":[],"label_agreement":null},{"id":"W4252423949","doi":"10.2523/79694-ms","title":"Stabilized Finite Element Methods for Coupled Geomechanics - Reservoir Flow Simulations","year":2003,"lang":"en","type":"article","venue":"Proceedings of SPE Reservoir Simulation Symposium","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":19,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"University of Calgary","keywords":"Geomechanics; Finite element method; Geology; Flow (mathematics); Mechanics; Computer science; Geotechnical engineering; Physics; Thermodynamics","score_opus":0.023808998489110656,"score_gpt":0.31100893954574915,"score_spread":0.2871999410566385,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4252423949","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"methods","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.059005983,0.0004865242,0.9343668,0.00060933817,0.00036596745,0.0015497023,0.000078175035,0.00053007324,0.0030073873],"genre_scores_gemma":[0.900056,0.00025610215,0.09875374,0.000023469378,0.00012228965,0.00012134925,0.00006790082,0.00012087581,0.00047824456],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99715775,0.000040337374,0.0011014082,0.0005229998,0.000527999,0.0006494777],"domain_scores_gemma":[0.9968436,0.001151658,0.0002775577,0.0003675841,0.0011204854,0.00023911365],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0014835548,0.00043033945,0.00070859765,0.00052677165,0.0002557464,0.0001327512,0.00041160014,0.00028730475,0.00024686582],"category_scores_gemma":[0.0012199326,0.00042303823,0.00036135744,0.0009894941,0.00004500455,0.0005525716,0.0000720729,0.0002821024,0.000009726286],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00006961309,0.00008407418,0.00017518489,0.00061235786,0.00023716193,2.1274725e-7,0.00036315044,0.97443074,0.023186255,0.0003661086,0.00018752727,0.0002876175],"study_design_scores_gemma":[0.0013413689,0.00010418875,0.000011449435,0.00007670865,0.00016015401,7.3585284e-7,0.00015290958,0.91814893,0.031771038,0.0044660917,0.04335658,0.00040983397],"about_ca_topic_score_codex":0.000014007252,"about_ca_topic_score_gemma":0.000008894958,"teacher_disagreement_score":0.84105,"about_ca_system_score_codex":0.00023065948,"about_ca_system_score_gemma":0.000059680086,"threshold_uncertainty_score":0.99982214},"labels":[],"label_agreement":null},{"id":"W4252445435","doi":"10.1002/9781119166573.ch26","title":"Development of connected permeability in massive crystalline rocks through hydraulic fracture propagation and shearing accompanying fluid injection","year":2012,"lang":"en","type":"other","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Centre for Excellence in Mining Innovation; University of Alberta; University of British Columbia","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Interconnectivity; Hydraulic fracturing; Permeability (electromagnetism); Geology; Shearing (physics); Fluid dynamics; Geothermal gradient; Geotechnical engineering; Consolidation (business); Petrology; Petroleum engineering; Mechanics; Geophysics","score_opus":0.011636755896122024,"score_gpt":0.2276127191536247,"score_spread":0.21597596325750265,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4252445435","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.270847,0.0063774604,0.40636835,0.00021437647,0.000603886,0.0021077865,0.000020499769,0.0020548212,0.31140584],"genre_scores_gemma":[0.98836,0.000106187006,0.0050469926,0.000018643412,0.00014391351,0.000032268894,0.00008515299,0.0001922061,0.0060146647],"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","domain_scores_codex":[0.9986613,0.00004117918,0.0004864389,0.00029794686,0.00022345215,0.00028970372],"domain_scores_gemma":[0.99948585,0.000037575533,0.00012611569,0.0002515453,0.000033401204,0.0000655108],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00017107668,0.00032779417,0.0005319336,0.00032434388,0.000045586326,0.000023020853,0.00010506581,0.00043476807,0.00074013224],"category_scores_gemma":[0.00003539514,0.00027861667,0.000062881656,0.0002600059,0.000033727785,0.00013159428,0.000053235162,0.00038411532,0.000007749412],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000034092227,0.0002668374,0.00288404,0.004074739,0.00087904336,0.000006194502,0.009270317,0.95158684,0.00566792,0.000007007567,0.0068960283,0.018426932],"study_design_scores_gemma":[0.0034810961,0.00007360596,0.038934812,0.0037914047,0.0005095442,0.000030275407,0.0030174195,0.36614886,0.05245102,0.0001590736,0.5278046,0.003598285],"about_ca_topic_score_codex":0.0009180249,"about_ca_topic_score_gemma":0.001151785,"teacher_disagreement_score":0.71751297,"about_ca_system_score_codex":0.00016948191,"about_ca_system_score_gemma":0.000037156424,"threshold_uncertainty_score":0.9999666},"labels":[],"label_agreement":null},{"id":"W4252471219","doi":"10.2118/2004-125","title":"Casing Impairment Induced by Shear Slip Along a Weak Layer in Shale due to Fluid (Steam) Injection","year":2004,"lang":"en","type":"article","venue":"Canadian International Petroleum Conference","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Calgary","funders":"Hong Kong Polytechnic University","keywords":"Casing; Oil shale; Shear (geology); Slip (aerodynamics); Geology; Geotechnical engineering; Petroleum engineering; Materials science; Petrology; Engineering","score_opus":0.011625496406216506,"score_gpt":0.22390632833702986,"score_spread":0.21228083193081335,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4252471219","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9832101,0.000045625526,0.0029167247,0.0020273877,0.00053680217,0.00008882575,0.000044277538,0.00007278482,0.011057483],"genre_scores_gemma":[0.99902403,0.000009779527,0.00009886573,0.00025382385,0.00011244906,0.000037232145,0.000050177503,0.000026410353,0.00038719943],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9987814,0.00001673263,0.00027768867,0.00026967068,0.0002542383,0.00040027185],"domain_scores_gemma":[0.9992897,0.000015359821,0.000024285915,0.00018369018,0.000074864554,0.00041209586],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00012948799,0.00018142503,0.00018784938,0.00063369045,0.000068182744,0.00012195163,0.000295602,0.00011126852,0.0002523068],"category_scores_gemma":[0.00004147656,0.00020314562,0.000062965475,0.00023357109,0.000015199094,0.00017124019,0.000025817544,0.00028131052,0.0001447224],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000008757052,0.00002340786,0.0022253634,0.0000125641545,0.00007878072,0.00008782517,0.00058655755,0.98972416,0.005097391,0.00013976877,0.0012967524,0.0007186801],"study_design_scores_gemma":[0.004861819,0.0005532068,0.15878554,0.0013122262,0.00008572434,0.00048270423,0.0028966144,0.7003797,0.045553785,0.000983684,0.08110537,0.0029995842],"about_ca_topic_score_codex":0.24269901,"about_ca_topic_score_gemma":0.38491943,"teacher_disagreement_score":0.2893444,"about_ca_system_score_codex":0.0017312479,"about_ca_system_score_gemma":0.00027684803,"threshold_uncertainty_score":0.82840383},"labels":[],"label_agreement":null},{"id":"W4252498503","doi":"10.31223/osf.io/dgh4k","title":"A radial hydraulic fracture with pressure-dependent leak-off","year":2020,"lang":"en","type":"preprint","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Dalhousie University","funders":"Skolkovo Institute of Science and Technology","keywords":"Mechanics; Fracture (geology); Fluid dynamics; Hydraulic fracturing; Geology; Brittleness; Geotechnical engineering; Materials science; Physics; Composite material","score_opus":0.008578037857628885,"score_gpt":0.20879775679741702,"score_spread":0.20021971893978813,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4252498503","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.016185774,0.028205052,0.65218633,0.020051718,0.003281908,0.0027255476,0.0002516619,0.011846771,0.26526526],"genre_scores_gemma":[0.99336034,0.0005835404,0.00082185457,0.0007366944,0.0010452893,0.00008188701,0.0001362265,0.00017704855,0.0030570915],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9976327,0.000057011563,0.00041514906,0.0007653698,0.00060761336,0.0005221659],"domain_scores_gemma":[0.9985243,0.000053309413,0.000092281756,0.0008860701,0.000054608405,0.0003894441],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000110530564,0.00070187874,0.0008588747,0.00018811137,0.00008234309,0.00022458188,0.000747659,0.0006935953,0.0009265241],"category_scores_gemma":[0.000026425652,0.0005201604,0.0003347313,0.0001895562,0.00005338172,0.00008787828,0.00034416196,0.0021741882,0.0002556945],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000027492471,0.000026402582,0.000055993572,0.00051144225,0.0015616316,0.000118431846,0.00040551307,0.9723751,0.000045446035,0.0000036541544,0.023774266,0.0010946266],"study_design_scores_gemma":[0.0006953755,0.000067898116,0.00041118107,0.00021358799,0.0010612181,0.000025424153,0.00007158175,0.5203937,0.004125525,0.00023774452,0.47135827,0.0013384769],"about_ca_topic_score_codex":0.00059591525,"about_ca_topic_score_gemma":0.000323763,"teacher_disagreement_score":0.9771746,"about_ca_system_score_codex":0.000081016056,"about_ca_system_score_gemma":0.000099151715,"threshold_uncertainty_score":0.99998677},"labels":[],"label_agreement":null},{"id":"W4252663431","doi":"10.2523/79007-ms","title":"Horizontal Water Disposal Well Performance in a High Porosity andPermeability Reservoir","year":2002,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Nexen (Canada)","funders":"","keywords":"Porosity; Permeability (electromagnetism); Geology; Petroleum engineering; Petrology; Geotechnical engineering; Chemistry","score_opus":0.006491690307287697,"score_gpt":0.17715335494887327,"score_spread":0.17066166464158558,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4252663431","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.98127705,0.00007124947,0.0001480099,0.00028817146,0.00012845948,0.00007717732,0.0000024711126,0.00023375926,0.017773647],"genre_scores_gemma":[0.9979562,0.00009920158,0.00013190115,0.000021272743,0.000078202356,0.000011070897,0.0000116332985,0.000019410152,0.0016710897],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9989138,0.000028099335,0.00024172617,0.00022346491,0.00018294368,0.00040992815],"domain_scores_gemma":[0.9995121,0.000018230694,0.000007784061,0.0003485588,0.000015402526,0.00009792535],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00018765191,0.00016618428,0.00022706247,0.000100365345,0.00006523951,0.000031615404,0.00018817761,0.000105432104,0.0019914045],"category_scores_gemma":[0.000007450859,0.00011009567,0.000079695375,0.00015748986,0.000039111015,0.00022047361,0.000054514516,0.00026757517,0.00046116754],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000049463684,0.00038974732,0.25627944,0.00038140113,0.00012220179,0.00008025771,0.0017376869,0.72911274,0.0046182666,0.000016392378,0.004184498,0.0030279143],"study_design_scores_gemma":[0.0009559358,0.000095490606,0.22139312,0.000034578152,0.000025354087,0.000011114037,0.00007621265,0.7071405,0.05917476,0.00004931782,0.010466547,0.0005770745],"about_ca_topic_score_codex":0.00045433937,"about_ca_topic_score_gemma":0.00066825876,"teacher_disagreement_score":0.054556493,"about_ca_system_score_codex":0.00010276013,"about_ca_system_score_gemma":0.0000020203183,"threshold_uncertainty_score":0.9989209},"labels":[],"label_agreement":null},{"id":"W4252802798","doi":"10.4095/314921","title":"Fluid storage and circulation in carbonates","year":2019,"lang":"en","type":"report","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Natural Resources Canada","funders":"","keywords":"Circulation (fluid dynamics); Geology; Petroleum engineering; Mechanics; Physics","score_opus":0.012097518727508496,"score_gpt":0.2302847306156263,"score_spread":0.2181872118881178,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4252802798","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.41365322,0.012934109,0.00083386485,0.00005339443,0.0010847539,0.00024460806,0.000010404039,0.00036696967,0.57081866],"genre_scores_gemma":[0.99147487,0.002061001,0.000024879904,0.00000453318,0.000116350384,0.00000555197,0.000052232142,0.000035940167,0.006224638],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9991973,0.000010691434,0.00021171627,0.00017760092,0.00025856923,0.00014413058],"domain_scores_gemma":[0.9996658,0.000029341485,0.000023078252,0.00021203925,0.000032283708,0.000037486585],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00020182529,0.00015917128,0.0003117134,0.00026279714,0.000010074134,0.00002551168,0.000058771453,0.00026217938,0.00010188111],"category_scores_gemma":[0.000028643026,0.00013742674,0.000060489583,0.00011084864,0.000008722989,0.000039876766,0.00002057363,0.00024693875,0.000020603147],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[4.675224e-7,0.0000040828654,0.0038617642,0.00051677274,0.00009829023,0.000018510127,0.000062278836,0.9914893,0.00011233408,6.02374e-7,0.0022665747,0.0015690457],"study_design_scores_gemma":[0.0003007677,0.000011133666,0.07417343,0.00035249456,0.00013554547,0.00003198383,0.00004525477,0.7994213,0.00022455488,0.00005259683,0.12443952,0.0008114259],"about_ca_topic_score_codex":0.0013644436,"about_ca_topic_score_gemma":0.0003145372,"teacher_disagreement_score":0.5778217,"about_ca_system_score_codex":0.00017926394,"about_ca_system_score_gemma":0.000053906988,"threshold_uncertainty_score":0.56041},"labels":[],"label_agreement":null},{"id":"W4252803235","doi":"10.2523/90273-ms","title":"Sand Production Prediction: A New Set of Criteria for Modeling Based on Large-Scale Transient Experiments and Numerical Investigation","year":2004,"lang":"en","type":"article","venue":"Proceedings of SPE Annual Technical Conference and Exhibition","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Dalhousie University","funders":"Natural Sciences and Engineering Research Council of Canada; Killam Trusts","keywords":"Citation; Exhibition; Computer science; Scale (ratio); Set (abstract data type); Information retrieval; Operations research; Library science; Engineering; Archaeology; History; Geography; Cartography","score_opus":0.026899221131253693,"score_gpt":0.2640880564667617,"score_spread":0.237188835335508,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4252803235","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8410619,0.000075423755,0.15720505,0.00094592123,0.000037023652,0.00027952317,0.00004502179,0.00010920221,0.00024093856],"genre_scores_gemma":[0.99453336,0.00007099074,0.0052079656,0.00002016867,0.00009831917,0.0000270706,0.000026593323,0.0000106866155,0.0000048732395],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9992464,0.0000021542032,0.00025884932,0.00021023361,0.00015619631,0.00012614489],"domain_scores_gemma":[0.99966085,0.0000075615662,0.0000447399,0.000045493638,0.000154273,0.0000870545],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00014109287,0.00011272952,0.00019248464,0.000102661965,0.000048954327,0.00002130298,0.00003931941,0.0001031544,0.0000052881655],"category_scores_gemma":[0.000035389425,0.000103879116,0.00004184148,0.00012359433,0.00004794415,0.00024622967,0.000009730761,0.00009322046,1.6785923e-7],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00053933804,0.00025482298,0.00043598755,0.0017830813,0.00007045591,4.8264053e-7,0.0068736207,0.19308868,0.7901428,0.0009550165,0.0013344504,0.004521288],"study_design_scores_gemma":[0.0013410737,0.00069996004,0.00052767154,0.0007563362,0.00008582267,0.000005306445,0.0010432048,0.547612,0.4421656,0.005418957,0.0001234676,0.0002205769],"about_ca_topic_score_codex":0.000018320352,"about_ca_topic_score_gemma":0.0000012863004,"teacher_disagreement_score":0.35452333,"about_ca_system_score_codex":0.000023530376,"about_ca_system_score_gemma":0.000017262339,"threshold_uncertainty_score":0.42360675},"labels":[],"label_agreement":null},{"id":"W4253240605","doi":"10.1002/essoar.10504880.1","title":"Produced water treatment and reuse in hydraulic fracturing: Using laboratory research to select and implement technology at field-scale","year":2020,"lang":"en","type":"preprint","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"ConocoPhillips (Canada)","funders":"","keywords":"Produced water; Reuse; Settling; Sedimentation; Materials science; Environmental science; Colloid; Hydraulic fracturing; Chemical engineering; Petroleum engineering; Environmental engineering; Geology; Waste management; Engineering; Sediment","score_opus":0.03828338786463322,"score_gpt":0.32132936837721254,"score_spread":0.28304598051257934,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4253240605","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.986807,0.0007574043,0.00020627203,0.010999477,0.00007309499,0.0006750325,0.000010347763,0.00024712263,0.00022423697],"genre_scores_gemma":[0.9973647,0.00055438466,0.0014454734,0.00013371145,0.000116008145,0.00015765587,0.00001898956,0.00006034555,0.00014871858],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9977687,0.0000987952,0.00039188395,0.00084252306,0.00022803836,0.00067003135],"domain_scores_gemma":[0.99872386,0.000070428185,0.0000226574,0.0008786393,0.000070777074,0.00023362628],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00033755714,0.00037826548,0.0005761236,0.00086850405,0.00013142846,0.000090839385,0.00030897357,0.00042665264,0.00007115847],"category_scores_gemma":[0.00008628974,0.00027884744,0.000052634045,0.0004192155,0.00003639391,0.00005586707,0.0017807338,0.0008512661,0.000018053226],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00017043496,0.00020318652,0.012424142,0.0019082102,0.0011546013,0.00032703704,0.0143881235,0.3412501,0.61742425,0.0000072988264,0.0044810483,0.006261594],"study_design_scores_gemma":[0.00040929322,0.0001925458,0.00042317196,0.00011949724,0.000059744358,0.0000085421425,0.0002244583,0.016852094,0.9613197,0.00023149638,0.019698795,0.00046069766],"about_ca_topic_score_codex":0.0011278493,"about_ca_topic_score_gemma":0.0010973477,"teacher_disagreement_score":0.34389544,"about_ca_system_score_codex":0.00061814947,"about_ca_system_score_gemma":0.00005555355,"threshold_uncertainty_score":0.9999664},"labels":[],"label_agreement":null},{"id":"W4253350994","doi":"10.2118/2008-110","title":"Effect of Fracture Dip and Fracture Tortuosity on Petrophysical Evaluation of Naturally Fractured Reservoirs","year":2008,"lang":"en","type":"article","venue":"Canadian International Petroleum Conference","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":7,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Tortuosity; Petrophysics; Fracture (geology); Geology; Petroleum engineering; Geotechnical engineering; Porosity","score_opus":0.010602110504260532,"score_gpt":0.2393466337314309,"score_spread":0.22874452322717037,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4253350994","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99277264,0.0002505708,0.00028814675,0.00067580474,0.0002436007,0.0001052476,0.000067039306,0.000030191717,0.0055667544],"genre_scores_gemma":[0.9993991,0.000073234274,0.00003139188,0.000111150795,0.00013504953,0.000012725318,0.000091361704,0.000019522045,0.00012641237],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9983564,0.00011290224,0.00027781678,0.0002452961,0.0007840324,0.00022354054],"domain_scores_gemma":[0.99882513,0.00019491816,0.00010122816,0.00028137292,0.00035326977,0.0002441075],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002970971,0.00022402217,0.00035271718,0.00034503834,0.00007747397,0.000022554716,0.00033977398,0.00019011865,0.0003586317],"category_scores_gemma":[0.00029489712,0.00018817751,0.00012640131,0.000114785646,0.00012052404,0.0001367059,0.000020298216,0.00045748518,0.000007874095],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00010665156,0.00002708213,0.0069001676,0.00009034536,0.0003880063,0.000029733943,0.00043959642,0.98658776,0.0014833075,0.00006577694,0.0026672874,0.0012142806],"study_design_scores_gemma":[0.0019923784,0.00053583324,0.28146508,0.00029606986,0.0002869532,0.000031053223,0.000049411537,0.6449063,0.05336995,0.00025140287,0.016194044,0.0006215501],"about_ca_topic_score_codex":0.009645794,"about_ca_topic_score_gemma":0.0053988933,"teacher_disagreement_score":0.34168148,"about_ca_system_score_codex":0.00025951458,"about_ca_system_score_gemma":0.00020636292,"threshold_uncertainty_score":0.9969491},"labels":[],"label_agreement":null},{"id":"W4253416591","doi":"10.2118/spe-173346-ms","title":"Water-Induced Fracture Conductivity Damage in Shale Formations","year":2015,"lang":"en","type":"article","venue":"SPE Hydraulic Fracturing Technology Conference","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"ConocoPhillips (Canada)","funders":"","keywords":"Oil shale; Geology; Fracture (geology); Embedment; Conductivity; Geotechnical engineering; Mineralogy","score_opus":0.025925222016651532,"score_gpt":0.24202144314999297,"score_spread":0.21609622113334143,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4253416591","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.96539634,0.00015563876,0.013601905,0.004555174,0.0003278317,0.0002600217,0.0000055707233,0.0015428985,0.014154638],"genre_scores_gemma":[0.9985478,0.000038465758,0.0008357681,0.00014984708,0.00008948843,0.0000639942,0.00003893065,0.00005271871,0.00018300657],"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99786115,0.000053173462,0.0004996907,0.0004557672,0.00031639056,0.00081384333],"domain_scores_gemma":[0.9986224,0.000046695044,0.00007013947,0.0009218277,0.00011634242,0.00022259167],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00035273124,0.00042266736,0.0005521016,0.0009659728,0.00011891152,0.00009360982,0.0007612013,0.00066383486,0.0002259389],"category_scores_gemma":[0.00015827494,0.00034975764,0.0000992031,0.00062278396,0.00015574264,0.00058859057,0.00020115735,0.0013778309,0.00039887175],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00005271644,0.00038973245,0.0068814023,0.00028043016,0.00041787804,0.00054427714,0.0067327823,0.9275205,0.032883678,0.00060623896,0.00421124,0.01947909],"study_design_scores_gemma":[0.0023437478,0.00014681256,0.006088152,0.0002330998,0.0000935055,0.00012231348,0.0018262743,0.22733618,0.6756711,0.025145438,0.059277788,0.0017156131],"about_ca_topic_score_codex":0.0003220324,"about_ca_topic_score_gemma":0.00051599485,"teacher_disagreement_score":0.70018435,"about_ca_system_score_codex":0.00024566072,"about_ca_system_score_gemma":0.000078048084,"threshold_uncertainty_score":0.99989545},"labels":[],"label_agreement":null},{"id":"W4253497888","doi":"10.2523/78978-ms","title":"Fully Coupled Chemico-Geomechanics Model and Applications to Wellbore Stability in Shale Formation in an Underbalanced Field Conditions","year":2002,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Petro Geotech (Canada)","funders":"","keywords":"Geomechanics; Oil shale; Citation; Petroleum engineering; Asphaltene; Wellbore; Computer science; Geology; Engineering; Library science; Geotechnical engineering; Chemical engineering; Waste management","score_opus":0.017738851435436714,"score_gpt":0.23535391107127498,"score_spread":0.21761505963583827,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4253497888","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.71785945,0.000034902692,0.27963573,0.0003149357,0.000006456737,0.00021990876,0.000008816516,0.0000975247,0.0018222807],"genre_scores_gemma":[0.9991388,0.00005135096,0.0004808492,0.00010602317,0.0000099922545,0.00012481958,0.00003438587,0.000007842547,0.000045977766],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9994584,0.0000066600865,0.00018786045,0.00013278471,0.00006849482,0.0001458198],"domain_scores_gemma":[0.9996678,0.000030715426,0.0000108902,0.0001987779,0.000018338425,0.00007342977],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000066625296,0.000079610654,0.000117207586,0.00011362521,0.00003141352,0.00002140179,0.00007618223,0.00007288785,0.00015410894],"category_scores_gemma":[0.000010961965,0.000080031554,0.000018087907,0.00025574,0.000005252955,0.00018063207,0.000015475747,0.00011612208,0.000010718025],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000017678313,0.000046926372,0.00022363599,0.000045724235,0.000003946422,4.883603e-7,0.00050188013,0.99210924,0.0063877655,0.00011390442,0.000118425676,0.000446322],"study_design_scores_gemma":[0.00018176876,0.000009989071,0.00023862532,0.000007784055,0.0000040374894,7.991854e-7,0.00023687333,0.99473447,0.0035942614,0.0008490517,0.00004340859,0.00009891368],"about_ca_topic_score_codex":0.000069852125,"about_ca_topic_score_gemma":0.002372153,"teacher_disagreement_score":0.28127933,"about_ca_system_score_codex":0.0000731645,"about_ca_system_score_gemma":0.0000028518475,"threshold_uncertainty_score":0.3263592},"labels":[],"label_agreement":null},{"id":"W4253573130","doi":"10.2118/2007-152","title":"Coupled Geomechanics-Reservoir Simulation of UTF Phase A Project Using a Full Permeability Tensor","year":2007,"lang":"en","type":"article","venue":"Canadian International Petroleum Conference","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Geomechanics; Permeability (electromagnetism); Geology; Reservoir simulation; Computer science; Petroleum engineering; Geotechnical engineering; Chemistry","score_opus":0.028706598178257242,"score_gpt":0.28814845450850846,"score_spread":0.2594418563302512,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4253573130","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.85770404,0.00003493196,0.13880031,0.000078830206,0.000310308,0.00010776653,0.000107861895,0.000061190556,0.0027947796],"genre_scores_gemma":[0.9991884,0.000008682501,0.00038582482,0.000026458027,0.00013066507,0.0000062212225,0.00006517154,0.000022730374,0.00016584648],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9986284,0.000020291034,0.00041325914,0.00023627726,0.00033286982,0.00036893156],"domain_scores_gemma":[0.9988659,0.000084510495,0.00008059963,0.000269024,0.000453789,0.00024616625],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003742484,0.00017595109,0.00023503437,0.0006081098,0.000070264214,0.00005307822,0.00034806263,0.00011824893,0.00052451884],"category_scores_gemma":[0.00024976756,0.00018180358,0.00011912985,0.00022401426,0.000044982688,0.00015831961,0.000023610442,0.00021112479,0.000012293606],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000041951425,0.000029083047,0.00032071804,0.00003737078,0.00011664518,0.000019416137,0.0001640137,0.99531335,0.003440103,0.000113544986,0.000042065214,0.00036172298],"study_design_scores_gemma":[0.0005387913,0.00003843177,0.00046496897,0.000036346173,0.000027857412,0.000006070578,0.00014052849,0.99398667,0.000510514,0.000101116806,0.0039660903,0.00018263272],"about_ca_topic_score_codex":0.029285507,"about_ca_topic_score_gemma":0.0888395,"teacher_disagreement_score":0.14148438,"about_ca_system_score_codex":0.00058171985,"about_ca_system_score_gemma":0.00035483672,"threshold_uncertainty_score":0.9771786},"labels":[],"label_agreement":null},{"id":"W4253645226","doi":"10.2523/130689-ms","title":"Selective Fracturing of a Series of Perforations in a Horizontal Well Using a Resettable Straddle System","year":2010,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Straddle; Series (stratigraphy); Computer science; Geology; Petroleum engineering; Business","score_opus":0.0064402139266259845,"score_gpt":0.20661766850514546,"score_spread":0.2001774545785195,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4253645226","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9852477,0.000047407913,0.0027110754,0.000009052964,0.00008536313,0.00008701414,0.000007045658,0.00006556026,0.011739809],"genre_scores_gemma":[0.99730426,0.0000040224136,0.0025219216,5.7016643e-7,0.00003976321,0.0000056362255,0.000003015693,0.000015896383,0.000104929604],"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9992832,0.000016477847,0.00029305406,0.000106223946,0.00013315494,0.00016789515],"domain_scores_gemma":[0.99964625,0.000033590695,0.000045857803,0.00018379421,0.000052099404,0.00003838192],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00015220408,0.000099779754,0.00025145218,0.0002189743,0.000037605096,0.000011699428,0.00009681865,0.00009144154,0.00006159208],"category_scores_gemma":[0.000020608608,0.00008846621,0.00006690847,0.00039077687,0.00003212918,0.00019793057,0.000018770623,0.00024750127,0.0000022123281],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000015277135,0.000040796185,0.00394743,0.00048978697,0.000105649604,0.000004415793,0.0010736854,0.77012795,0.2239416,0.00013102498,0.00004322055,0.000079148405],"study_design_scores_gemma":[0.00023711081,0.000043572083,0.0028599785,0.00012147933,0.000026868409,0.000014106699,0.002772958,0.44923586,0.5443988,0.000022054346,0.000118085605,0.00014913562],"about_ca_topic_score_codex":0.0016768674,"about_ca_topic_score_gemma":0.0029827594,"teacher_disagreement_score":0.32089213,"about_ca_system_score_codex":0.000048716167,"about_ca_system_score_gemma":0.00003961206,"threshold_uncertainty_score":0.36075473},"labels":[],"label_agreement":null},{"id":"W4253829956","doi":"10.2523/65484-ms","title":"Material-Balance Method for Production Rejuvenation With Horizontal Wells","year":2000,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Calgary","funders":"Vedecká Grantová Agentúra MŠVVaŠ SR a SAV","keywords":"Citation; Balance (ability); Computer science; Production (economics); Operations research; Library science; Engineering","score_opus":0.004332302302196866,"score_gpt":0.2171612802222946,"score_spread":0.21282897792009775,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4253829956","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.5176484,0.000066578,0.44958556,0.0014293223,0.0005067627,0.00047447524,0.000014534041,0.00091284,0.029361563],"genre_scores_gemma":[0.9494278,0.0000405638,0.04142524,0.000025254314,0.0002662275,0.00004639624,0.000032702636,0.000024477386,0.008711339],"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99955136,0.000011044171,0.00009737752,0.00013359805,0.000080368816,0.00012626885],"domain_scores_gemma":[0.99980205,0.000010392949,0.000009543918,0.00013029327,0.000020044869,0.00002764929],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00011548658,0.00008006801,0.000103379505,0.000037860733,0.000042727388,0.000022756356,0.000048089154,0.00003924898,0.0004892758],"category_scores_gemma":[0.0000048012134,0.000057864087,0.000031943146,0.00009630452,0.000008810222,0.000096500335,0.0000017792652,0.000038617094,0.000031467203],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00006778577,0.00002195278,0.00004040253,0.00008802411,0.00010957414,0.0000014547809,0.00014406328,0.9357445,0.012047884,0.000019493798,0.008614612,0.043100256],"study_design_scores_gemma":[0.00042027322,0.00012266837,0.0005103111,0.000038094913,0.00007636818,0.000023033344,0.00006763491,0.31423873,0.49389488,0.00015299553,0.19011104,0.00034395416],"about_ca_topic_score_codex":0.00006819807,"about_ca_topic_score_gemma":0.000033436627,"teacher_disagreement_score":0.62150574,"about_ca_system_score_codex":0.000030446468,"about_ca_system_score_gemma":0.000004082407,"threshold_uncertainty_score":0.5357227},"labels":[],"label_agreement":null},{"id":"W4253956472","doi":"10.2118/spe-172947-ms","title":"Fracture Identification and Comprehensive Evaluation of the Parameters by Dual Laterolog Data","year":2015,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":9,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Geology; Borehole; Fracture (geology); Petroleum engineering; Permeability (electromagnetism); Porosity; Drilling; Carbonate; Geotechnical engineering; Engineering; Materials science; Mechanical engineering","score_opus":0.06034377109528988,"score_gpt":0.28352426993431923,"score_spread":0.22318049883902935,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4253956472","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99482095,0.0006363554,0.0034012715,0.0005825109,0.000108393695,0.00009556144,0.000017167724,0.000034278903,0.00030351744],"genre_scores_gemma":[0.9996639,0.000021848327,0.000093525836,0.000057915775,0.000010764998,0.000002525521,0.00007810203,0.000005255886,0.00006614541],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9994087,0.000060200233,0.00011975007,0.0001026639,0.00024920978,0.000059467882],"domain_scores_gemma":[0.9994083,0.000028922479,0.000030224577,0.00042085777,0.00008049887,0.00003121658],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00032059176,0.00005453637,0.000078321405,0.000021302609,0.00001995489,0.000018263438,0.00014212787,0.000047647918,0.000012621419],"category_scores_gemma":[0.000058154325,0.00003368937,0.000014454031,0.00006738735,0.000032483604,0.00009790579,0.000051630403,0.00006765833,0.000004150987],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000031139907,0.000010876822,0.0008982565,0.000020803125,0.0001351833,1.2193703e-7,0.00035491108,0.9404543,0.0029991623,9.807302e-7,0.05251332,0.0026089882],"study_design_scores_gemma":[0.00027746384,0.000006301519,0.011917003,0.0000052700584,0.00017190317,0.0000018714551,0.00019617297,0.9711274,0.0117812045,0.00015221153,0.004294843,0.00006834997],"about_ca_topic_score_codex":0.000109641565,"about_ca_topic_score_gemma":0.000026998097,"teacher_disagreement_score":0.048218478,"about_ca_system_score_codex":0.000014864284,"about_ca_system_score_gemma":0.000008459959,"threshold_uncertainty_score":0.13738127},"labels":[],"label_agreement":null},{"id":"W4253969032","doi":"10.2118/spe-172968-ms","title":"Performance Evaluation of A Horizontal Well with Multiple Fractures Using A Slab Source Function","year":2015,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Regina","funders":"","keywords":"Slab; Discretization; Mechanics; Fracture (geology); Bilinear interpolation; Geology; Conductivity; Anisotropy; Flow (mathematics); Geotechnical engineering; Mathematics; Mathematical analysis; Physics; Geophysics; Optics","score_opus":0.02038096538601764,"score_gpt":0.23638202711827958,"score_spread":0.21600106173226194,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4253969032","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.93941313,0.00014536068,0.054089144,0.0000062783047,0.000074873766,0.0000841652,4.864014e-7,0.00010011019,0.006086453],"genre_scores_gemma":[0.9989251,0.000004409271,0.0008751198,0.0000065501017,0.00007421359,0.0000052572273,0.0000069230773,0.000017672206,0.00008476745],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9991834,0.000025712003,0.0001319663,0.00009999982,0.00043449522,0.0001244341],"domain_scores_gemma":[0.9995885,0.000015754109,0.000033541794,0.0001556804,0.00014459046,0.00006197041],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00032700022,0.00009942592,0.00012750518,0.000094104056,0.000032760527,0.000012774993,0.000054642464,0.000055490375,0.000090170586],"category_scores_gemma":[0.000023422803,0.000070465685,0.000035109773,0.00016392666,0.000017666074,0.00014056063,0.00001004304,0.00008975951,0.000014616835],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000035712477,0.000012669184,0.0052619283,0.00001960042,0.00007455421,2.0812189e-7,0.00024837223,0.9876019,0.0016052369,1.5583716e-7,0.00014065935,0.004999052],"study_design_scores_gemma":[0.0006361733,0.00008240979,0.0036241817,0.000023145767,0.00015209497,0.0000037953846,0.00028165983,0.9752107,0.018820936,0.0000026453165,0.0010585644,0.000103678714],"about_ca_topic_score_codex":0.00031392588,"about_ca_topic_score_gemma":0.00014312917,"teacher_disagreement_score":0.05951196,"about_ca_system_score_codex":0.00008491313,"about_ca_system_score_gemma":0.000037163394,"threshold_uncertainty_score":0.2873507},"labels":[],"label_agreement":null},{"id":"W4254014106","doi":"10.2118/07-02-01","title":"Well Testing Analysis for Variable Permeability Reservoirs","year":2007,"lang":"en","type":"article","venue":"Journal of Canadian Petroleum Technology","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Regina","funders":"","keywords":"Permeability (electromagnetism); Homogeneous; Second derivative; Geology; Mathematics; Mathematical analysis; Chemistry","score_opus":0.010533788899945409,"score_gpt":0.21647863457949357,"score_spread":0.20594484567954816,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4254014106","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7953802,0.0010844696,0.17731696,0.0028811416,0.00049395976,0.00012075029,0.000032048414,0.00022789426,0.02246261],"genre_scores_gemma":[0.9827863,0.000026000578,0.016674312,0.000050357852,0.00016471144,0.0000026084977,0.0000032178361,0.000027444486,0.0002650393],"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","domain_scores_codex":[0.99827164,0.000015983549,0.00067590055,0.00016183415,0.00019888613,0.0006757302],"domain_scores_gemma":[0.99845654,0.00023436811,0.00016513951,0.00037788905,0.00036124713,0.00040481437],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0014550424,0.00016988546,0.0005316611,0.007465173,0.00013644433,0.000032837328,0.00049779605,0.0003307275,0.000088086366],"category_scores_gemma":[0.00071138993,0.00015796821,0.000287283,0.0044005965,0.000079929916,0.00010574272,0.000017312448,0.00055238814,0.0000062218796],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000016021695,0.000017358761,0.04099156,0.000051026404,0.0012980024,0.00009200155,0.00003271742,0.9529347,0.000936254,0.00012855716,0.0021260416,0.001375756],"study_design_scores_gemma":[0.0013236237,0.00047462474,0.02812439,0.00008690639,0.0023302434,0.0003407661,0.0009373216,0.2872076,0.00631851,0.0038179995,0.66824377,0.0007942322],"about_ca_topic_score_codex":0.008166441,"about_ca_topic_score_gemma":0.12884551,"teacher_disagreement_score":0.6661177,"about_ca_system_score_codex":0.00047950092,"about_ca_system_score_gemma":0.00021968447,"threshold_uncertainty_score":0.99843824},"labels":[],"label_agreement":null},{"id":"W4254021628","doi":"10.2523/97169-ms","title":"Multidimensional Velocity-Based Model of Formation Permeability Damage: Validation, Damage Characterization, and Field Application","year":2005,"lang":"en","type":"article","venue":"Proceedings of SPE Annual Technical Conference and Exhibition","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Permeability (electromagnetism); Characterization (materials science); Materials science; Computer science; Chemistry; Nanotechnology","score_opus":0.011238698883284924,"score_gpt":0.22816693984154604,"score_spread":0.2169282409582611,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4254021628","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8498536,0.000008541523,0.14892104,0.0006977057,0.000003901551,0.00013547248,0.000028806155,0.00007509997,0.00027586683],"genre_scores_gemma":[0.99444795,0.000100858226,0.0052549858,0.00003772441,0.000027953538,0.000018357867,0.00009582033,0.0000070908372,0.000009234724],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99926984,0.0000034678817,0.00031591736,0.00015323891,0.00016102451,0.00009649816],"domain_scores_gemma":[0.99937695,0.000026042584,0.00009647124,0.00006325054,0.00038626316,0.00005100853],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00019828038,0.000102377955,0.0001693724,0.00010038329,0.000052988966,0.000018689638,0.00005647561,0.00011955584,0.000011900602],"category_scores_gemma":[0.000059218353,0.000097704775,0.00003095648,0.00012241019,0.000072842406,0.00059147464,0.000027208358,0.000115454044,9.041827e-7],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000040275117,0.00008784394,0.0010739457,0.0005976313,0.0000116264455,4.408323e-8,0.00047752509,0.016490122,0.963961,0.0015959602,0.00012610572,0.015537938],"study_design_scores_gemma":[0.0001858103,0.000040971,0.0044098184,0.00006209414,0.000022627368,6.4703653e-7,0.000073180185,0.67977697,0.31461692,0.0006315609,0.00008155922,0.0000978433],"about_ca_topic_score_codex":0.000007984405,"about_ca_topic_score_gemma":0.0000044957173,"teacher_disagreement_score":0.66328686,"about_ca_system_score_codex":0.000019017038,"about_ca_system_score_gemma":0.000011717469,"threshold_uncertainty_score":0.3984285},"labels":[],"label_agreement":null},{"id":"W4254052949","doi":"10.2118/03-03-06","title":"Sand Production in Oil Sand Under Heavy Oil Foamy Flow","year":2003,"lang":"en","type":"article","venue":"Journal of Canadian Petroleum Technology","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":14,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Calgary","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Oil sands; Geomechanics; Petroleum engineering; Environmental science; Overburden; Unconventional oil; Oil production; Geology; Petroleum; Oil field; Gas oil ratio; Flow (mathematics); Fossil fuel; Geotechnical engineering; Waste management; Materials science; Engineering; Asphalt","score_opus":0.005829546847277895,"score_gpt":0.19168158330184423,"score_spread":0.18585203645456633,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4254052949","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.95127827,0.006472093,0.000644827,0.01629358,0.0012787418,0.000019454272,0.000004687824,0.000110528585,0.023897832],"genre_scores_gemma":[0.99669665,0.0012739622,0.00074174855,0.00006760313,0.00012237782,0.0000032264575,8.8957836e-7,0.000027410839,0.0010661052],"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","domain_scores_codex":[0.9988103,0.000034832086,0.00041507825,0.00013792659,0.00016496662,0.0004368875],"domain_scores_gemma":[0.99936754,0.000015752314,0.00008105561,0.00024238105,0.000068673384,0.0002246078],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00032390188,0.00015506837,0.00034742695,0.003826515,0.00006222195,0.00002500394,0.00020472855,0.0002832819,0.00008427079],"category_scores_gemma":[0.00015435611,0.00014365176,0.0000973999,0.0011046657,0.000063217085,0.0001160156,0.0000061472656,0.0007118461,0.0000135577775],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000011538908,0.000028512111,0.0016079546,0.000058302307,0.00018904122,0.0002799323,0.00007709626,0.9606233,0.0016026944,0.00007507465,0.0063288384,0.029117698],"study_design_scores_gemma":[0.002642794,0.0002717527,0.001915787,0.00042884098,0.0002086848,0.0032736396,0.0009599628,0.018767972,0.055344563,0.0030062774,0.9121887,0.0009910049],"about_ca_topic_score_codex":0.0026941965,"about_ca_topic_score_gemma":0.09118219,"teacher_disagreement_score":0.9418554,"about_ca_system_score_codex":0.00046412012,"about_ca_system_score_gemma":0.0002426919,"threshold_uncertainty_score":0.9254014},"labels":[],"label_agreement":null},{"id":"W4254265019","doi":"10.2523/82227-ms","title":"SQUEEZE Modelling: Treatment Design and Case Histories","year":2003,"lang":"en","type":"article","venue":"Proceedings of SPE European Formation Damage Conference","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":56,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Nalcor Energy (Canada)","funders":"","keywords":"Citation; Exhibition; Download; Computer science; Library science; Operations research; Information retrieval; Engineering; World Wide Web; History; Archaeology","score_opus":0.03489092898355912,"score_gpt":0.20549178850014313,"score_spread":0.17060085951658402,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4254265019","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.48504817,0.00029642123,0.39854813,0.00005443166,0.00006945831,0.0002076965,0.0000040937334,0.00025053145,0.11552108],"genre_scores_gemma":[0.9887793,0.0004761027,0.0103877075,0.0000040869795,0.000016145199,0.0000036037206,0.0000022543081,0.000018683899,0.00031209394],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9994183,0.000012019726,0.00023504691,0.00010997953,0.000092015114,0.00013265021],"domain_scores_gemma":[0.9996368,0.000016447868,0.000068215544,0.000066347486,0.00013597212,0.00007616045],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001811221,0.00013810527,0.0001481374,0.00010801505,0.00007405978,0.00007752501,0.00007069723,0.00002569418,0.00002941621],"category_scores_gemma":[0.000026075997,0.00012034083,0.000031709165,0.00010178439,0.000042910517,0.00044926925,0.000012562813,0.00007035253,0.000012140788],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000034896508,0.000112078254,0.00022120212,0.0009490311,0.0002020374,0.00017248916,0.024524052,0.94078,0.008111271,0.0074238433,0.0015168124,0.01595232],"study_design_scores_gemma":[0.000449442,0.000114162096,0.0000145881895,0.0000573934,0.00007399129,0.00023211938,0.0014682066,0.9384523,0.043854207,0.00036069154,0.014647282,0.00027560824],"about_ca_topic_score_codex":0.000008557146,"about_ca_topic_score_gemma":9.159632e-7,"teacher_disagreement_score":0.50373113,"about_ca_system_score_codex":0.000052996038,"about_ca_system_score_gemma":0.000007781463,"threshold_uncertainty_score":0.49073568},"labels":[],"label_agreement":null},{"id":"W4254393001","doi":"10.2523/75162-ms","title":"Improved Oil Sweep through Discrete Fracture Network Modeling of Gel Injections in the South Oregon Basin Field, Wyoming","year":2002,"lang":"en","type":"article","venue":"Proceedings of SPE/DOE Improved Oil Recovery Symposium","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Golder Associates (Canada)","funders":"","keywords":"Citation; Computer science; Environmental science; Library science","score_opus":0.008302740790974192,"score_gpt":0.19941388394820286,"score_spread":0.19111114315722866,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4254393001","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.92162323,0.0028392845,0.013064169,0.004984597,0.0012223248,0.00043470846,0.000054488886,0.000477908,0.055299267],"genre_scores_gemma":[0.9937765,0.0023480873,0.0019771412,0.0002678373,0.00058425445,0.000061785264,0.0000088941215,0.000092431605,0.0008830429],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99724555,0.00002061185,0.0010263973,0.0005273976,0.00040983368,0.00077022146],"domain_scores_gemma":[0.9987663,0.00019826731,0.0003537317,0.00036856908,0.00020999066,0.00010316299],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00053288176,0.00050147256,0.0007731933,0.00026236163,0.00018377764,0.00014664867,0.0006859093,0.00043146513,0.00005435007],"category_scores_gemma":[0.00019345502,0.00039054407,0.000448458,0.00092496193,0.00007391414,0.0008142632,0.00011044473,0.00097300106,0.0000050006124],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0001339875,0.00012141494,0.0004585791,0.0012601031,0.0003642126,0.0000026231787,0.0075140693,0.9492307,0.032743204,0.000022431273,0.001176267,0.0069724144],"study_design_scores_gemma":[0.0007589932,0.00020653865,0.000041237963,0.00047721306,0.00022807172,0.000013689431,0.0018249032,0.9765541,0.017445233,0.00030319937,0.0016046338,0.00054219924],"about_ca_topic_score_codex":0.0013583113,"about_ca_topic_score_gemma":0.00009841765,"teacher_disagreement_score":0.07215328,"about_ca_system_score_codex":0.00012456832,"about_ca_system_score_gemma":0.000024085832,"threshold_uncertainty_score":0.9998546},"labels":[],"label_agreement":null},{"id":"W4254455584","doi":"10.2118/100576-ms","title":"Well Testing of Tight Gas Reservoirs","year":2006,"lang":"en","type":"article","venue":"SPE Gas Technology Symposium","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":9,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Tight gas; Petroleum engineering; Permeability (electromagnetism); Inflow; Fossil fuel; Geology; Hydrostatic test; Natural gas field; Environmental science; Hydraulic fracturing; Natural gas; Engineering; Chemistry","score_opus":0.004940313918877539,"score_gpt":0.19221977061939532,"score_spread":0.1872794567005178,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4254455584","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8544737,0.0009187567,0.0015152497,0.0048484867,0.00026320427,0.00015027083,0.000006690072,0.0018495708,0.13597405],"genre_scores_gemma":[0.99457514,0.00011841045,0.0034822992,0.000010810024,0.00013279526,0.000013531628,0.0000097350885,0.000049590853,0.0016076579],"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9986968,0.000015744017,0.0003992121,0.00026147702,0.00018088073,0.00044590028],"domain_scores_gemma":[0.9991244,0.000058999452,0.00007484912,0.00061890454,0.00007689326,0.000045919976],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00013974361,0.00021567714,0.00034307977,0.00058052136,0.00007527803,0.000014507581,0.00044222813,0.00034854983,0.00006752762],"category_scores_gemma":[0.000043701973,0.0002007072,0.000102841266,0.0010420355,0.00019663648,0.00006692267,0.00009269082,0.00037564972,0.00013840797],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000078933035,0.00009326385,0.019215379,0.00021260808,0.00016757417,0.00009008929,0.000035506324,0.7629153,0.19946094,0.00065214705,0.016057786,0.001091483],"study_design_scores_gemma":[0.00052312313,0.000117645126,0.00071323034,0.00014687114,0.00013417914,0.00007707387,0.00008296874,0.08633226,0.824522,0.007870178,0.078932434,0.0005480347],"about_ca_topic_score_codex":0.00023084976,"about_ca_topic_score_gemma":0.0000942852,"teacher_disagreement_score":0.67658305,"about_ca_system_score_codex":0.000059260703,"about_ca_system_score_gemma":0.000016393267,"threshold_uncertainty_score":0.8184602},"labels":[],"label_agreement":null},{"id":"W4254457894","doi":"10.2118/2006-149","title":"Surface Heave Induced by Steam Stimulation in Oil Sand Reservoirs","year":2006,"lang":"en","type":"article","venue":"Canadian International Petroleum Conference","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Calgary","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Steam injection; Oil sands; Petroleum engineering; Geology; Geotechnical engineering; Stimulation; Environmental science; Materials science; Composite material","score_opus":0.011850415898173717,"score_gpt":0.2213158670449553,"score_spread":0.20946545114678158,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4254457894","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.93036276,0.00013390441,0.00028384928,0.0011716207,0.00030226153,0.000024598483,0.000078910576,0.000063159314,0.06757892],"genre_scores_gemma":[0.9959848,0.000042391548,0.000042482527,0.000051857613,0.0001005492,0.0000078289595,0.00021745394,0.000021697582,0.0035309317],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99889046,0.000027313512,0.00027625263,0.00021891776,0.00025778255,0.00032926197],"domain_scores_gemma":[0.9994659,0.000045476325,0.000032375534,0.00018005412,0.000087758744,0.0001884489],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00012077943,0.00015842795,0.00016387232,0.00031054506,0.000052129348,0.00010759926,0.00030823238,0.00012029791,0.00040881065],"category_scores_gemma":[0.000032736105,0.00017594261,0.000048576887,0.0001702465,0.000025467085,0.00017623357,0.000015280379,0.00026594516,0.00006457036],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000004815831,0.000010698539,0.004270886,0.00001008812,0.000029007831,0.000015795607,0.000044203294,0.98658603,0.003177366,0.000097988675,0.0053619,0.00039122457],"study_design_scores_gemma":[0.0006235109,0.000015190331,0.018455872,0.00007777833,0.000009949383,0.000003516523,0.000068401256,0.93975383,0.0026519427,0.00029272938,0.03768195,0.0003653526],"about_ca_topic_score_codex":0.2090356,"about_ca_topic_score_gemma":0.33526093,"teacher_disagreement_score":0.12622534,"about_ca_system_score_codex":0.0006074861,"about_ca_system_score_gemma":0.00014660213,"threshold_uncertainty_score":0.7962315},"labels":[],"label_agreement":null},{"id":"W4254467301","doi":"10.2523/129686-ms","title":"Reservoir Simulation of Steam Fracturing in Early Cycle Cyclic Steam Stimulation","year":2010,"lang":"en","type":"article","venue":"Proceedings of SPE Improved Oil Recovery Symposium","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Citation; Engineering; Steam injection; Petroleum engineering; Library science; Computer science","score_opus":0.004922574800108255,"score_gpt":0.21554152080790184,"score_spread":0.2106189460077936,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4254467301","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99038243,0.00008754437,0.0001478569,0.000099592056,0.00034723573,0.00016400237,0.000010760972,0.00015620994,0.008604382],"genre_scores_gemma":[0.99855745,0.00021522173,0.0006033877,0.000007831514,0.00019045932,0.00001800608,0.000008533453,0.000071081544,0.0003280412],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9979595,0.000007133588,0.00086151226,0.0003622781,0.0003924065,0.00041715158],"domain_scores_gemma":[0.99889106,0.00016981848,0.00031708623,0.00023712133,0.0002618899,0.00012304026],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0004565627,0.0002991914,0.0005296412,0.0005971406,0.00005144697,0.000060220562,0.00035035264,0.00033324983,0.000028880077],"category_scores_gemma":[0.00020570472,0.00030224968,0.00019595027,0.00055110466,0.000061340295,0.0009976885,0.000078016456,0.0006255972,0.0000079843585],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00006769201,0.000059795024,0.003511903,0.00041117938,0.000050983213,4.2899413e-7,0.00032460183,0.5728711,0.4179518,0.0000028605823,0.000010195939,0.004737479],"study_design_scores_gemma":[0.00089181116,0.00015764381,0.015190644,0.00021834797,0.000066064276,0.0000018012116,0.00011640599,0.6562473,0.32593417,0.00039358958,0.00039828752,0.0003839014],"about_ca_topic_score_codex":0.00039736694,"about_ca_topic_score_gemma":0.000073398965,"teacher_disagreement_score":0.09201762,"about_ca_system_score_codex":0.000098645585,"about_ca_system_score_gemma":0.000027561418,"threshold_uncertainty_score":0.99994296},"labels":[],"label_agreement":null},{"id":"W4254497485","doi":"10.17771/pucrio.acad.35848","title":"ANALYTICAL MODELS FOR THERMAL WELLBORE EFFECTS ON PRESSURE TRANSIENT TESTING","year":2018,"lang":"en","type":"dissertation","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Workplace Health, Safety and Compensation Commission","funders":"Pontifícia Universidade Católica do Rio de Janeiro; Petrobras; Coordenação de Aperfeiçoamento de Pessoal de Nível Superior","keywords":"Mechanics; Transient (computer programming); Casing; Laplace transform; Petroleum engineering; Geology; Thermodynamics; Physics; Mathematics","score_opus":0.012605854845848178,"score_gpt":0.242860823370066,"score_spread":0.23025496852421784,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4254497485","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.35360333,0.0014022937,0.05175001,0.00013141434,0.0020847255,0.0017625784,0.00007834579,0.0017747532,0.58741254],"genre_scores_gemma":[0.9848047,0.000012783403,0.0014722315,0.00003234947,0.0005976606,0.00009816657,0.00037062884,0.000111145215,0.012500351],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99879766,0.00001698414,0.00025230928,0.00032619253,0.00026070463,0.0003461335],"domain_scores_gemma":[0.99921477,0.0002475353,0.00003447685,0.0002944103,0.00009670317,0.00011209791],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00010865441,0.00034058554,0.00040844383,0.00015913784,0.00009085806,0.00004901733,0.00020018434,0.00039158468,0.00007341986],"category_scores_gemma":[0.000057523695,0.00026240209,0.00027127782,0.00015254505,0.000011171444,0.000054530807,0.0000041375934,0.00029831016,0.000027782433],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00004548777,0.0000254682,0.0000022979561,0.0016646556,0.0005915731,0.0000044025987,0.00036916122,0.9816294,0.00026156282,0.0000444843,0.004658137,0.010703425],"study_design_scores_gemma":[0.00024202901,0.00011182969,0.00013378393,0.00030932043,0.00059504557,3.949363e-7,0.00006010192,0.98148257,0.013001183,0.00009176498,0.003637929,0.0003340602],"about_ca_topic_score_codex":0.000029373037,"about_ca_topic_score_gemma":0.000050831477,"teacher_disagreement_score":0.6312013,"about_ca_system_score_codex":0.000027356526,"about_ca_system_score_gemma":0.000022296274,"threshold_uncertainty_score":0.99998283},"labels":[],"label_agreement":null},{"id":"W4254730368","doi":"10.2118/2006-024","title":"Application of Material Balance and Volumetrics to Determine Reservoir Fluid Saturations and Fluid Contact Levels","year":2006,"lang":"en","type":"article","venue":"Canadian International Petroleum Conference","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Balance (ability); Petroleum engineering; Material balance; Geology; Fluid dynamics; Reservoir simulation; Mechanics; Engineering; Process engineering; Physics","score_opus":0.010350649948605729,"score_gpt":0.21378296842429234,"score_spread":0.2034323184756866,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4254730368","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9780319,0.00009081941,0.017136829,0.00063144177,0.00017966326,0.00007565139,0.0004892029,0.000033862936,0.0033306638],"genre_scores_gemma":[0.99873585,0.000026126307,0.00042675654,0.00003995757,0.00012852195,0.000019156945,0.00010998533,0.000012531929,0.0005011393],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9992612,0.000009303878,0.0002300117,0.00017980099,0.00014984273,0.00016984882],"domain_scores_gemma":[0.99945146,0.000039886214,0.000034022967,0.00015305729,0.00013694509,0.00018464988],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00006750962,0.00011467126,0.00015427661,0.0003754414,0.000054290715,0.00012350947,0.0001783966,0.00006577037,0.00007922855],"category_scores_gemma":[0.000061613995,0.00012175115,0.000023771887,0.00014310614,0.000033748565,0.00013847224,0.000025278046,0.00007335933,0.0000091488055],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00010416038,0.0000685204,0.13299169,0.00035205178,0.0004950954,0.000059298363,0.00054403633,0.5620007,0.25732931,0.008732148,0.016374333,0.020948658],"study_design_scores_gemma":[0.00030099106,0.000034852375,0.19181153,0.000044155462,0.0000212892,0.000016091759,0.000029543286,0.76964283,0.0042987443,0.00025358045,0.033286337,0.00026005198],"about_ca_topic_score_codex":0.02352608,"about_ca_topic_score_gemma":0.03629184,"teacher_disagreement_score":0.25303057,"about_ca_system_score_codex":0.000118356096,"about_ca_system_score_gemma":0.000059550002,"threshold_uncertainty_score":0.9829763},"labels":[],"label_agreement":null},{"id":"W4254732430","doi":"10.2523/99445-ms","title":"Numerical Investigation on Hydraulic Fracture Cleanup and Its Impact on the Productivity of a Gas Well With a Non-Newtonian Fluid Model","year":2006,"lang":"en","type":"article","venue":"Proceedings of SPE Gas Technology Symposium","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Hydraulic fracturing; Citation; Petroleum engineering; Tight gas; Environmental science; Computer science; Geology; Mining engineering; Library science","score_opus":0.004361695088614754,"score_gpt":0.1922556003193468,"score_spread":0.18789390523073204,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4254732430","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9795986,0.00009773153,0.00023902996,0.015948456,0.0000143017905,0.00032243892,0.0000034789855,0.00023181095,0.003544182],"genre_scores_gemma":[0.9992237,0.000086899134,0.00039960997,0.000057126912,0.00005888522,0.000032403637,0.000002563442,0.000044069762,0.00009473629],"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9987337,0.000004162508,0.0002894006,0.00036562321,0.00028194205,0.00032518758],"domain_scores_gemma":[0.99937004,0.000032348787,0.00016702207,0.00021458922,0.00015252308,0.00006345921],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00017563434,0.00030986522,0.00042063897,0.00043233173,0.000082471655,0.000024218263,0.00028587208,0.00028494213,0.000004950455],"category_scores_gemma":[0.000038956554,0.00019172471,0.00008317453,0.00069963105,0.0002410831,0.00015652605,0.000039108705,0.00052792364,0.0000071042587],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00012509535,0.00013899694,0.0040560695,0.0002790702,0.00017081696,0.000002099431,0.00027254064,0.7011484,0.29153362,0.0004006597,0.0016857098,0.00018696254],"study_design_scores_gemma":[0.0002323801,0.0003889882,0.00076549023,0.00015157208,0.000068877685,0.000018743549,0.000047774225,0.3070652,0.68889946,0.002064843,0.000116777686,0.00017988744],"about_ca_topic_score_codex":0.000077533776,"about_ca_topic_score_gemma":0.0000029617115,"teacher_disagreement_score":0.39736584,"about_ca_system_score_codex":0.00007066754,"about_ca_system_score_gemma":0.000022562326,"threshold_uncertainty_score":0.7818307},"labels":[],"label_agreement":null},{"id":"W4254745146","doi":"10.31223/osf.io/5sgwz","title":"Cohesive-Zone Effects in Hydraulic Fracture Propagation","year":2019,"lang":"en","type":"preprint","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":11,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Dalhousie University","funders":"Ministry of Education and Science of the Russian Federation","keywords":"Hydraulic fracturing; Dissipation; Mechanics; Fracture (geology); Newtonian fluid; Asymptote; Geotechnical engineering; Fluid dynamics; Materials science; Linear elasticity; Tight gas; Viscosity; Geology; Breakage; Structural engineering; Composite material; Geometry; Thermodynamics; Finite element method; Engineering; Physics; Mathematics","score_opus":0.005114213731072959,"score_gpt":0.21073452999463996,"score_spread":0.205620316263567,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4254745146","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.37073183,0.0053052325,0.5516259,0.0018026563,0.0027303048,0.0028200008,0.000013677074,0.0021756315,0.0627948],"genre_scores_gemma":[0.9967331,0.00021806995,0.0005189941,0.00025159863,0.00021394761,0.00009919536,0.00013511228,0.00007596509,0.0017539612],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.998445,0.000069229965,0.00036787658,0.0004454086,0.00030932348,0.00036320087],"domain_scores_gemma":[0.9989797,0.00012045925,0.0000689431,0.00070210506,0.00003693646,0.000091877235],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00018151877,0.00041401922,0.00062392966,0.00039199772,0.000024074174,0.000079635975,0.000340605,0.00069561135,0.00014299138],"category_scores_gemma":[0.000046581754,0.00034681996,0.00020880607,0.00024636235,0.000019261486,0.00008051492,0.00016594477,0.0013375398,0.0003966618],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000041303306,0.000026349626,0.0005647649,0.0014706885,0.00013437953,0.000030208066,0.0002106459,0.992672,0.0001497307,0.0000034646066,0.0031845528,0.0015490613],"study_design_scores_gemma":[0.0005498512,0.000025644238,0.013573742,0.00073184515,0.000117478725,0.000003616339,0.000027656144,0.9543224,0.014417928,0.0003379117,0.015065085,0.0008268175],"about_ca_topic_score_codex":0.0005830886,"about_ca_topic_score_gemma":0.0001437434,"teacher_disagreement_score":0.62600136,"about_ca_system_score_codex":0.00022016256,"about_ca_system_score_gemma":0.000046088368,"threshold_uncertainty_score":0.9998984},"labels":[],"label_agreement":null},{"id":"W4255003897","doi":"10.1190/1.9781560802235.ch8","title":"8. Elastic Property Changes in a Bitumen Reservoir during Steam Injection","year":2010,"lang":"en","type":"book-chapter","venue":"Society of Exploration Geophysicists eBooks","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Oil sands; Steam-assisted gravity drainage; Asphalt; Geology; Archaeology; Hydrology (agriculture); Geochemistry; Geomorphology; Geotechnical engineering; Geography","score_opus":0.015405941093566187,"score_gpt":0.20744569371776186,"score_spread":0.19203975262419568,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4255003897","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.2202452,0.0012969767,0.0058735823,0.0010175128,0.0031714567,0.0043461695,0.00021541817,0.0027860682,0.7610476],"genre_scores_gemma":[0.7142308,0.00044212144,0.00040835605,0.00004075584,0.0009108474,0.00016129587,0.00015063956,0.00023795941,0.28341725],"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99834937,0.000015462942,0.00049728807,0.00039175886,0.00043782772,0.00030831038],"domain_scores_gemma":[0.9990368,0.000034608838,0.00021433894,0.00050358236,0.00013157891,0.00007908911],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00015679712,0.00044142964,0.0006048198,0.00021465292,0.00012825649,0.000044591117,0.00023222558,0.000564831,0.00004471637],"category_scores_gemma":[0.000008143801,0.00037302016,0.0003709931,0.00006742999,0.00013896538,0.00018754457,0.000079482415,0.0009839722,0.00004195238],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00025353167,0.00029449895,0.000045951572,0.013093446,0.003471906,0.000054577667,0.04831415,0.59431446,0.31056696,0.0011365382,0.0049095773,0.02354442],"study_design_scores_gemma":[0.0095777,0.0019046796,0.0010197172,0.01319381,0.001961138,0.0000562646,0.00519937,0.16868792,0.43383288,0.09418812,0.25848857,0.011889842],"about_ca_topic_score_codex":0.00011450111,"about_ca_topic_score_gemma":0.00075778173,"teacher_disagreement_score":0.49398556,"about_ca_system_score_codex":0.0001765265,"about_ca_system_score_gemma":0.000052204483,"threshold_uncertainty_score":0.99987215},"labels":[],"label_agreement":null},{"id":"W4255110532","doi":"10.2523/100226-ms","title":"Modeling of Stress-Dependent Hydraulic Fracturing in a Dynamic Flow Simulation","year":2006,"lang":"en","type":"article","venue":"Proceedings of SPE EUROPEC/EAGE Annual Conference and Exhibition","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Microsemi (Canada)","funders":"","keywords":"Citation; Exhibition; Hydraulic fracturing; Geology; Work flow; Computer science; Mining engineering; Petroleum engineering; Engineering; Archaeology; Library science; Geography","score_opus":0.008452328935626967,"score_gpt":0.21583915989856894,"score_spread":0.20738683096294197,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4255110532","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9849115,0.00026005326,0.010900525,0.000039703868,0.000028850165,0.00011153446,0.000022628878,0.00007400917,0.0036512013],"genre_scores_gemma":[0.9991139,0.00031940185,0.00040254125,0.000006309161,0.000058502494,0.0000042231754,0.000026141992,0.000024820774,0.000044125416],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99882513,0.0000062741683,0.0004763694,0.00023605983,0.00024212361,0.00021403619],"domain_scores_gemma":[0.99955577,0.00002086761,0.00008947494,0.00006917102,0.00021977982,0.000044926],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00017268331,0.0001780655,0.0002923261,0.00029367,0.000036788482,0.00004843205,0.0001051065,0.000091899994,0.000020173315],"category_scores_gemma":[0.000030173393,0.00017500325,0.00005682784,0.00020697227,0.000037132824,0.0005494189,0.000043036558,0.0002046058,0.000002818222],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00002112091,0.000042506705,0.00069012726,0.00034416205,0.000014966117,0.0000037263837,0.0009444949,0.98613423,0.009587637,0.000024818952,0.000007293757,0.0021849072],"study_design_scores_gemma":[0.0003204224,0.000043162294,0.0022584193,0.00035845896,0.00002752421,0.0000019751858,0.0007965584,0.9810747,0.0142693175,0.0006581556,0.000015665128,0.00017563844],"about_ca_topic_score_codex":0.0002617715,"about_ca_topic_score_gemma":0.00006365062,"teacher_disagreement_score":0.014202441,"about_ca_system_score_codex":0.000030466343,"about_ca_system_score_gemma":0.000008652863,"threshold_uncertainty_score":0.71364254},"labels":[],"label_agreement":null},{"id":"W4255171035","doi":"10.2523/75703-ms","title":"Why Plot the Equivalent Time Derivative on Shut-in Time Coordinates?","year":2002,"lang":"en","type":"article","venue":"Proceedings of SPE Gas Technology Symposium","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Citation; Plot (graphics); Library science; Derivative (finance); Download; Computer science; Operations research; World Wide Web; Engineering; Mathematics; Business; Statistics","score_opus":0.006263078963223154,"score_gpt":0.18896711616777115,"score_spread":0.182704037204548,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4255171035","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.93180317,0.0004786879,0.000032092114,0.029360894,0.00006870043,0.00035437875,0.0000050850854,0.0009919361,0.036905054],"genre_scores_gemma":[0.9971275,0.0004256382,0.00017520021,0.00015383567,0.000053618336,0.00005139734,0.0000015063827,0.000054531578,0.0019567735],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9985945,0.0000041624103,0.00035611502,0.00031015486,0.0002683559,0.00046670102],"domain_scores_gemma":[0.9994867,0.00005344708,0.00009767636,0.00021396653,0.00009609949,0.000052119558],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00019563823,0.00027011655,0.0004007202,0.0006178339,0.00007527323,0.00003427428,0.00075628853,0.00029526613,0.00024318004],"category_scores_gemma":[0.00006913759,0.000204228,0.00010305974,0.00097137596,0.00025165192,0.0001243336,0.00013882654,0.0005256635,0.00048618016],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00009561619,0.00091598945,0.008163625,0.00058857596,0.0011225155,0.000048325728,0.0025192117,0.047518417,0.79816324,0.0019727468,0.13372818,0.0051635923],"study_design_scores_gemma":[0.0011556183,0.00060335064,0.0002736592,0.00052996044,0.00016514614,0.00005739674,0.00041073601,0.15980446,0.7970642,0.0031543267,0.035931155,0.0008499863],"about_ca_topic_score_codex":0.000010891873,"about_ca_topic_score_gemma":0.0000011502055,"teacher_disagreement_score":0.112286046,"about_ca_system_score_codex":0.00011082194,"about_ca_system_score_gemma":0.0000030160093,"threshold_uncertainty_score":0.8328176},"labels":[],"label_agreement":null},{"id":"W4255300542","doi":"10.2523/97949-ms","title":"Geomechanical Model of Oil Sands","year":2005,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Alberta","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Geomechanics; Oil sands; Petroleum engineering; Geology; Steam injection; Geotechnical engineering; Unconventional oil; Enhanced oil recovery; Materials science; Asphalt; Oil shale","score_opus":0.00918792159956039,"score_gpt":0.20458344393806968,"score_spread":0.1953955223385093,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4255300542","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.43022305,0.0002904436,0.35008687,0.00048053186,0.000056119687,0.000013773304,0.0000039152715,0.00040945856,0.21843584],"genre_scores_gemma":[0.991977,0.00008154968,0.0037677195,0.000031422474,0.000049055056,0.0000013805958,0.0000013069933,0.000008783975,0.004081782],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9996373,0.000002446188,0.00011678196,0.000055094155,0.00008625275,0.00010212644],"domain_scores_gemma":[0.9997964,0.000009480678,0.0000062022814,0.00013447957,0.000010314749,0.00004312597],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00004911264,0.00005234761,0.00010231414,0.000043632,0.0000101716505,0.000003820878,0.000076413984,0.000045559504,0.0002659056],"category_scores_gemma":[0.000005031016,0.000040661314,0.0000642651,0.000060796785,0.0000070884194,0.00003662013,0.000012396195,0.00006222433,0.000040824227],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[7.4307667e-7,0.000008873061,0.0000040564387,0.0000144051655,0.00002480625,1.7583271e-7,0.000028899845,0.98479754,0.0032420375,0.00006761862,0.0009332877,0.010877552],"study_design_scores_gemma":[0.00007710504,0.0000028699146,0.0000045898746,0.0000037440302,0.000010278602,4.4126693e-7,0.000005618472,0.96472204,0.032771263,0.00004735528,0.002302039,0.000052655425],"about_ca_topic_score_codex":0.00001093506,"about_ca_topic_score_gemma":0.000021327696,"teacher_disagreement_score":0.5617539,"about_ca_system_score_codex":0.000012443738,"about_ca_system_score_gemma":0.000003969068,"threshold_uncertainty_score":0.29114798},"labels":[],"label_agreement":null},{"id":"W4255330528","doi":"10.2118/76805-jpt","title":"Reservoir Compaction","year":2002,"lang":"en","type":"article","venue":"Journal of Petroleum Technology","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":49,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Compaction; Subsidence; Geology; Groundwater-related subsidence; North sea; Ground subsidence; Work (physics); Petroleum engineering; Engineering; Mining engineering; Geotechnical engineering; Oceanography; Geomorphology; Structural basin; Mechanical engineering","score_opus":0.009783975963545589,"score_gpt":0.20952375750811034,"score_spread":0.19973978154456476,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4255330528","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9692874,0.0036941424,0.012498698,0.0042663957,0.0005513328,0.000019099838,0.0000010726762,0.0003116926,0.009370153],"genre_scores_gemma":[0.9982344,0.0005355046,0.0006033876,0.000016163065,0.00016089823,8.0057026e-7,2.1139508e-7,0.000015753338,0.00043286217],"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","domain_scores_codex":[0.99924386,0.000013838772,0.00032187795,0.00005963307,0.00016922003,0.0001915591],"domain_scores_gemma":[0.9995599,0.000022116938,0.00010125005,0.00019226456,0.000063542546,0.000060929644],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001286685,0.00009519587,0.0002527395,0.0007595277,0.000040484978,0.000014549299,0.000259325,0.0001619202,0.00026116727],"category_scores_gemma":[0.000053231593,0.00007728767,0.0001233876,0.00034002718,0.00004614642,0.00011042513,0.00001714197,0.0005344509,0.000076717864],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000010085256,0.00008621189,0.0022406823,0.00004185618,0.00037031676,0.00018696205,0.00008551684,0.9387681,0.0079377005,0.000060963255,0.039345108,0.010866504],"study_design_scores_gemma":[0.0015444494,0.00052723795,0.0019273633,0.00012929013,0.00019099857,0.0017560534,0.00049403927,0.4545803,0.026833193,0.001630936,0.5099346,0.00045149666],"about_ca_topic_score_codex":0.0000025558772,"about_ca_topic_score_gemma":0.000005861295,"teacher_disagreement_score":0.48418778,"about_ca_system_score_codex":0.00008604871,"about_ca_system_score_gemma":0.0000037845637,"threshold_uncertainty_score":0.31516996},"labels":[],"label_agreement":null},{"id":"W4255336429","doi":"10.2523/97279-ms","title":"North Slope Heavy-Oil Sand-Control Strategy: Detailed Case Study of Sand Production Predictions and Field Measurements for Alaskan Heavy-Oil Multilateral Field Developments","year":2005,"lang":"en","type":"article","venue":"Proceedings of SPE Annual Technical Conference and Exhibition","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"ConocoPhillips (Canada)","funders":"ConocoPhillips","keywords":"Art history; Exhibition; Archaeology; History; Library science; Art; Computer science","score_opus":0.02444090293240919,"score_gpt":0.25492167564913887,"score_spread":0.23048077271672968,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4255336429","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9978978,0.00009725167,0.000614518,0.00027321684,0.00003560708,0.00025980687,0.000019592793,0.00009759178,0.00070461817],"genre_scores_gemma":[0.9987492,0.00028267462,0.0006908067,0.000020148269,0.000101250494,0.00008820497,0.0000072967628,0.000013395764,0.000047015015],"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9988103,0.0000059308436,0.0004601368,0.00029499718,0.00021439466,0.0002142206],"domain_scores_gemma":[0.99931186,0.00003472715,0.000099077995,0.000073306306,0.00038317326,0.000097847915],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00021149141,0.00018797272,0.0003238941,0.00012373683,0.00012928675,0.000048887363,0.00007280477,0.00013226777,0.000008728344],"category_scores_gemma":[0.00009156995,0.00016706497,0.00004938938,0.00012759019,0.00004262184,0.00044260276,0.000029756473,0.00019075182,3.1591864e-7],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0038583188,0.004138402,0.1160184,0.005697745,0.0020169432,0.00004976833,0.016480012,0.019254781,0.12903202,0.000042905216,0.006565684,0.69684505],"study_design_scores_gemma":[0.014921209,0.007132069,0.03142376,0.0018017245,0.0017859789,0.0007331862,0.011574991,0.053795487,0.8733081,0.0003118924,0.0009739229,0.0022376743],"about_ca_topic_score_codex":0.00017510731,"about_ca_topic_score_gemma":0.00048849767,"teacher_disagreement_score":0.7442761,"about_ca_system_score_codex":0.000027723596,"about_ca_system_score_gemma":0.000017537914,"threshold_uncertainty_score":0.68127114},"labels":[],"label_agreement":null},{"id":"W4255338283","doi":"10.2523/71671-ms","title":"Extreme Overbalance Perforating and One-Trip Perforate and Gravel Pack-Combination of Two Techniques for Successful High Rate Gas Well Completions in the Ha'py Field","year":2001,"lang":"en","type":"article","venue":"Proceedings of SPE Annual Technical Conference and Exhibition","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Carbon Engineering (Canada)","funders":"","keywords":"Natural gas field; Petroleum engineering; Field (mathematics); Computer science; Geology; Engineering; Waste management; Mathematics; Natural gas","score_opus":0.02150084406605583,"score_gpt":0.2517270060374575,"score_spread":0.2302261619714017,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4255338283","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99036086,0.000105798266,0.0059908954,0.0015536149,0.000008582945,0.00029421604,0.000018085424,0.000056606506,0.0016113207],"genre_scores_gemma":[0.99649316,0.0017286505,0.0016286335,0.0000420123,0.000027698412,0.000041271705,0.000016027316,0.0000063731463,0.000016165443],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99928516,0.00000707095,0.0002828209,0.00017285037,0.000107936794,0.00014413238],"domain_scores_gemma":[0.99950767,0.000107232525,0.000084147454,0.00005415492,0.00021751132,0.00002930635],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00039940595,0.00011866479,0.0002370959,0.0001331412,0.00008250059,0.00005438567,0.00008662915,0.00008490227,0.0000056179924],"category_scores_gemma":[0.0000774078,0.00009665659,0.000029305844,0.00020603127,0.0000979864,0.00028823913,0.000032278014,0.00017120417,1.0384154e-7],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0007435022,0.0008812228,0.10210331,0.006879755,0.00019908512,0.000007104444,0.004966727,0.000691866,0.6359091,0.15851809,0.0028199179,0.08628037],"study_design_scores_gemma":[0.004385085,0.0022998704,0.08618737,0.0038783746,0.00038064484,0.00006422479,0.0068768784,0.16771841,0.46909827,0.25663814,0.0011654812,0.0013072328],"about_ca_topic_score_codex":0.00012509148,"about_ca_topic_score_gemma":0.000060177874,"teacher_disagreement_score":0.16702655,"about_ca_system_score_codex":0.000011876784,"about_ca_system_score_gemma":0.000008125087,"threshold_uncertainty_score":0.39415416},"labels":[],"label_agreement":null},{"id":"W4255421233","doi":"10.1007/978-3-319-12127-7_159-1","title":"Hydraulic Fracturing","year":2018,"lang":"en","type":"book-chapter","venue":"Encyclopedia of earth sciences series/Encyclopedia of earth sciences","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Hydraulic fracturing; Petroleum engineering; Geology","score_opus":0.01280002768699042,"score_gpt":0.22609211670441115,"score_spread":0.21329208901742072,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4255421233","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.029294446,0.0039497185,0.00021045243,0.00016531699,0.0024854632,0.000496782,0.00010483904,0.00031631498,0.9629767],"genre_scores_gemma":[0.20016144,0.08035441,0.018447198,0.0001905693,0.0036811163,0.000053323896,0.000075174525,0.0003300148,0.6967068],"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","domain_scores_codex":[0.9921646,0.00007852004,0.0020580126,0.0015343941,0.0027487238,0.0014157221],"domain_scores_gemma":[0.99648327,0.0004658973,0.0010506528,0.0011271618,0.00035507185,0.0005179671],"candidate_categories":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0017992747,0.0012064698,0.0018282331,0.0015483146,0.00076838146,0.00017582029,0.0027580103,0.0007174313,0.0054578227],"category_scores_gemma":[0.00027811655,0.0010252711,0.000736571,0.0012394888,0.006458837,0.0015981294,0.00045088847,0.0009031212,0.0003769675],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0003767535,0.0008124095,0.02502506,0.008388194,0.0034696434,0.0005508288,0.021107282,0.8153144,0.0016518283,0.023407305,0.044934485,0.054961797],"study_design_scores_gemma":[0.0004031581,0.0013861355,0.002733329,0.0011448216,0.0002952497,0.000053706462,0.0004151879,0.003643392,0.0027615482,0.007498887,0.9776102,0.0020543977],"about_ca_topic_score_codex":0.0001797815,"about_ca_topic_score_gemma":0.001106741,"teacher_disagreement_score":0.9326757,"about_ca_system_score_codex":0.000014483968,"about_ca_system_score_gemma":0.0007943059,"threshold_uncertainty_score":0.9992198},"labels":[],"label_agreement":null},{"id":"W4255627269","doi":"10.2523/79009-ms","title":"Steam Conformance Along Horizontal Wells at Cold Lake","year":2002,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Imperial Oil (Canada)","funders":"","keywords":"Citation; Petroleum; Steam injection; Library science; Petroleum engineering; Computer science; Engineering; Geology","score_opus":0.007004684701766625,"score_gpt":0.17468123174714179,"score_spread":0.16767654704537516,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4255627269","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.6097791,0.0008680871,0.0012466692,0.00018482185,0.00034544765,0.000097135366,0.000010579237,0.00070134184,0.3867668],"genre_scores_gemma":[0.96836895,0.00026878002,0.00009112408,0.00008473751,0.00010283547,0.000005536965,0.0000059767303,0.000019277795,0.031052802],"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","domain_scores_codex":[0.999318,0.0000057082398,0.00016375956,0.00011054222,0.0001507442,0.00025125802],"domain_scores_gemma":[0.99963653,0.000021849253,0.000013664276,0.00021606505,0.000012083595,0.000099790486],"candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00004820373,0.00012195871,0.00015031308,0.00005907708,0.00006798788,0.000024496967,0.00012412756,0.000070578,0.003771836],"category_scores_gemma":[0.0000041437665,0.00010103561,0.00008346339,0.000121894605,0.000020536358,0.00010622061,0.000029718996,0.00011371073,0.0020184836],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000068569443,0.00008333763,0.0045151054,0.00018314384,0.00047358315,0.0001036748,0.0006483324,0.5872888,0.0037931511,0.000114050796,0.39549384,0.00729613],"study_design_scores_gemma":[0.00028301348,0.00002441741,0.00070867874,0.000013518303,0.0000227843,0.0000101506275,0.00003518029,0.24668288,0.023317138,0.000001743771,0.72865367,0.00024681244],"about_ca_topic_score_codex":0.000050235507,"about_ca_topic_score_gemma":0.0009637191,"teacher_disagreement_score":0.3585898,"about_ca_system_score_codex":0.00004715468,"about_ca_system_score_gemma":0.0000015199988,"threshold_uncertainty_score":0.99875855},"labels":[],"label_agreement":null},{"id":"W4255925841","doi":"10.11159/icgre20.203","title":"Influence of Groundwater Velocity and Surface Temperature on HeatFlow in Aquifers","year":2020,"lang":"en","type":"article","venue":"Proceedings of the World Congress on Civil, Structural, and Environmental Engineering","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Aquifer; Groundwater; Environmental science; Groundwater flow; Flow (mathematics); Geology; Heat flow; Hydrology (agriculture); Surface (topology); Petroleum engineering; Mechanics; Geotechnical engineering; Meteorology; Thermal; Physics","score_opus":0.003604823169406444,"score_gpt":0.1686933725892952,"score_spread":0.16508854941988876,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4255925841","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9992703,0.00020089267,9.635381e-7,0.00022982637,0.000061979976,0.00010419502,0.000010672202,0.00003343803,0.00008772057],"genre_scores_gemma":[0.99963254,0.00015304249,0.000079701866,0.000050274473,0.000019609035,0.0000029720782,0.0000014991497,0.000022693052,0.000037647213],"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99921525,0.0000029584673,0.0002121149,0.0002008913,0.0001841038,0.00018466322],"domain_scores_gemma":[0.9997671,0.000030080553,0.00004173288,0.0000727655,0.0000047678673,0.00008352315],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000047269725,0.00021048778,0.0002708585,0.00007140578,0.000040779403,0.00002505489,0.00016255579,0.000058470065,0.000007794454],"category_scores_gemma":[0.000014515292,0.0001550638,0.00004822742,0.00016350781,0.00008722829,0.00013890298,0.00007767999,0.0003004343,3.8108186e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000024474124,0.000005723353,0.008507009,0.000305301,0.000046571135,8.707136e-7,0.00027570565,0.88757473,0.10309325,0.000028845374,0.000036046935,0.00010145773],"study_design_scores_gemma":[0.0009787102,0.00015232364,0.28200457,0.00075324654,0.00006183633,0.000009629034,0.00028674823,0.33175936,0.38300362,0.000054596967,0.00032551165,0.0006098483],"about_ca_topic_score_codex":0.000019411904,"about_ca_topic_score_gemma":0.000009495731,"teacher_disagreement_score":0.5558154,"about_ca_system_score_codex":0.000039378192,"about_ca_system_score_gemma":0.0000014270769,"threshold_uncertainty_score":0.63233185},"labels":[],"label_agreement":null},{"id":"W4255947786","doi":"10.2118/02-11-04","title":"Improved Estimation of Gas Well Deliverability From Single-Point Tests","year":2002,"lang":"en","type":"article","venue":"Journal of Canadian Petroleum Technology","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":8,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Dimensionless quantity; Standard deviation; Absolute deviation; Exponent; Mathematics; Approximation error; Point (geometry); Inflow; Standard error; Statistics; Mechanics; Mathematical analysis; Physics; Geometry","score_opus":0.006771038361592847,"score_gpt":0.17866136006082192,"score_spread":0.17189032169922908,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4255947786","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9865698,0.001404679,0.006146131,0.0033450357,0.00021804453,0.00003743179,0.000017526976,0.00007230879,0.0021890285],"genre_scores_gemma":[0.9964337,0.00014866328,0.003264068,0.000028239463,0.00005827868,0.0000012197918,0.000001977643,0.000018270595,0.000045593508],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.998929,0.000019949142,0.00053103786,0.00010589,0.00014069665,0.00027339652],"domain_scores_gemma":[0.99913996,0.000053532378,0.00018225824,0.00029470198,0.00012082203,0.0002087203],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00014312814,0.00013328504,0.00036760888,0.0018484987,0.00003762072,0.000014685633,0.0002966988,0.00024191459,0.00034352278],"category_scores_gemma":[0.00019089141,0.00012382225,0.00013715438,0.00053888856,0.0000825802,0.00011458264,0.0000129105865,0.00042981046,0.000017164999],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000012861582,0.00010139539,0.0022429968,0.0000644374,0.00045714885,0.00015090735,0.00018998595,0.897367,0.02673297,0.000016346039,0.005091454,0.067572504],"study_design_scores_gemma":[0.00069383567,0.00032358684,0.001247687,0.00009473363,0.00015136233,0.00013166502,0.00013533607,0.9400606,0.04021696,0.0010837668,0.015606631,0.00025381902],"about_ca_topic_score_codex":0.012680212,"about_ca_topic_score_gemma":0.050752856,"teacher_disagreement_score":0.067318685,"about_ca_system_score_codex":0.00033463025,"about_ca_system_score_gemma":0.00004614624,"threshold_uncertainty_score":0.99389446},"labels":[],"label_agreement":null},{"id":"W4256219210","doi":"10.2523/78235-ms","title":"Assessment of several sand prediction models with particular reference to HPHT wells","year":2002,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Dalhousie University","funders":"","keywords":"Petroleum engineering; Geology; Geotechnical engineering","score_opus":0.016185189139644337,"score_gpt":0.22005870676243916,"score_spread":0.20387351762279482,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4256219210","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.40180048,0.00008997766,0.45942384,0.00013320128,0.00003351532,0.00010741558,0.0000059070308,0.00018464903,0.13822101],"genre_scores_gemma":[0.9939754,0.000074649244,0.004632107,0.000027533364,0.00001647964,0.000010351125,0.0000034001703,0.000010455419,0.0012496357],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9994014,0.000011000457,0.00014168884,0.00011317086,0.0001926226,0.00014015129],"domain_scores_gemma":[0.99967057,0.000010413172,0.000012159931,0.00019529214,0.00002845766,0.00008310782],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00005559147,0.00008474831,0.0001345498,0.00006034773,0.00002225077,0.000013576572,0.00006456265,0.000038947303,0.00040292123],"category_scores_gemma":[0.0000018107769,0.000059619695,0.00002945784,0.00014757882,0.000009600442,0.00009469462,0.000011356363,0.00007928685,0.000016471855],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00000123699,0.000019772962,0.00031729147,0.000020068766,0.00007142123,0.0000021097826,0.00011366971,0.99774724,0.00036977904,0.0000339284,0.0011122301,0.00019122465],"study_design_scores_gemma":[0.00013897034,0.00005305367,0.002918939,0.000024351852,0.000033666474,0.0000015569043,0.00002168228,0.99170274,0.003278683,0.000016476619,0.001726697,0.00008317714],"about_ca_topic_score_codex":0.000079787584,"about_ca_topic_score_gemma":0.000017533193,"teacher_disagreement_score":0.5921749,"about_ca_system_score_codex":0.000030226212,"about_ca_system_score_gemma":0.0000035400565,"threshold_uncertainty_score":0.44117048},"labels":[],"label_agreement":null},{"id":"W4256356763","doi":"10.2118/168594-pa","title":"Calibration of Well Logs With Mini-Frac Data for Estimating the Minimum Horizontal Stress in the Tight-Gas Monteith Formation of the Western Canada Sedimentary Basin: A Case Study","year":2015,"lang":"en","type":"article","venue":"SPE Production & Operations","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Calgary","funders":"Natural Sciences and Engineering Research Council of Canada; Alberta Innovates; University of Calgary; ConocoPhillips","keywords":"Biot number; Geology; Hydraulic fracturing; Constant (computer programming); Calibration; Stress (linguistics); Geotechnical engineering; Petroleum engineering; Mathematics; Mechanics; Statistics; Physics","score_opus":0.024565057031997375,"score_gpt":0.24809065324738405,"score_spread":0.22352559621538667,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4256356763","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.96557856,0.000054052703,0.027208261,0.0054955473,0.00034463106,0.0011407022,0.00011159079,0.00001567877,0.000051009567],"genre_scores_gemma":[0.99637616,0.0000017270297,0.003140371,0.00003275695,0.00016873475,0.00007170308,0.00013799313,0.000011408725,0.00005914181],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99901897,0.00012120196,0.00032442465,0.00015682793,0.000274806,0.000103756785],"domain_scores_gemma":[0.999093,0.00004075841,0.00007282643,0.00066447724,0.0001056246,0.00002334503],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00045843387,0.00010457166,0.0001293427,0.000044364086,0.00018109265,0.000041428182,0.00027848675,0.000022399578,0.0000028780455],"category_scores_gemma":[0.00005661724,0.000052776217,0.000020888394,0.00026395466,0.00003623655,0.0004274975,0.000042146705,0.00012230266,1.8487148e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000011202232,0.00008488821,0.0021422121,0.000038605398,0.000046585,0.0000039075894,0.0070773065,0.986932,0.000053765758,8.245116e-7,0.0034191953,0.00018950399],"study_design_scores_gemma":[0.00039504137,0.000103163315,0.00023564092,0.00003868324,0.00013634833,0.000095146075,0.031277485,0.9633373,0.0037887422,0.0000025447225,0.0005008366,0.000089079535],"about_ca_topic_score_codex":0.17439643,"about_ca_topic_score_gemma":0.75967413,"teacher_disagreement_score":0.58527774,"about_ca_system_score_codex":0.00006670195,"about_ca_system_score_gemma":0.000151923,"threshold_uncertainty_score":0.83110136},"labels":[],"label_agreement":null},{"id":"W4256493419","doi":"10.2523/100428-ms","title":"Three-Dimensional Permeability Utilizing a New Gas-Spot Permeameter","year":2006,"lang":"en","type":"article","venue":"Proceedings of SPE Gas Technology Symposium","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Dalhousie University","funders":"","keywords":"Citation; Permeameter; Computer science; Coring; Library science; Information retrieval; World Wide Web; Petroleum engineering; Engineering; Environmental science; Mechanical engineering; Drilling","score_opus":0.006500689630361311,"score_gpt":0.1991003228681024,"score_spread":0.19259963323774107,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4256493419","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9830892,0.000519819,0.00036614158,0.005003958,0.00013096079,0.00019557364,0.0000044040717,0.0011654629,0.0095244525],"genre_scores_gemma":[0.9936958,0.000065566295,0.0055841566,0.000020399506,0.00018192599,0.000020027275,0.0000049152977,0.000058406167,0.00036882496],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9980879,0.000001762926,0.0005280664,0.0004781687,0.00032716242,0.0005769761],"domain_scores_gemma":[0.9992986,0.000029079341,0.00011196921,0.00025973472,0.00019791123,0.00010270577],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00020620787,0.0003386245,0.0005089791,0.00062158593,0.00010155701,0.000037182548,0.00047715276,0.00044829922,0.000099083125],"category_scores_gemma":[0.00005189841,0.00031443755,0.00021267078,0.00075314846,0.00029067916,0.00020381183,0.00015039474,0.00050592324,0.00005349257],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000060522958,0.00027151627,0.05919585,0.00060905097,0.0003605592,0.000015551448,0.00016771893,0.02605461,0.8876184,0.0024814953,0.017184433,0.005980289],"study_design_scores_gemma":[0.0010905262,0.00022298215,0.0041258135,0.00026770614,0.0002946517,0.00015137104,0.00022998244,0.07757984,0.8618924,0.04411118,0.009030079,0.00100344],"about_ca_topic_score_codex":0.00024618686,"about_ca_topic_score_gemma":0.00004898085,"teacher_disagreement_score":0.05507004,"about_ca_system_score_codex":0.00011807623,"about_ca_system_score_gemma":0.000030537354,"threshold_uncertainty_score":0.9999308},"labels":[],"label_agreement":null},{"id":"W4256677330","doi":"10.2523/86480-ms","title":"Application of New Fracturing Technique Improves Stimulation Success for Openhole Horizontal Completions","year":2004,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":11,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Exhibition; Citation; Library science; Engineering; Operations research; Computer science; Archaeology; History","score_opus":0.009013696977914612,"score_gpt":0.25279953788434456,"score_spread":0.24378584090642996,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4256677330","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.08856408,0.000041955336,0.90967345,0.00010352038,0.000027049558,0.00041370036,0.000005770545,0.00019538293,0.00097509095],"genre_scores_gemma":[0.97258556,0.00000619766,0.027069569,0.000008464241,0.00007954406,0.000093488474,0.00006223694,0.00001925901,0.00007567673],"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99945444,0.0000032035284,0.00020840518,0.000120543125,0.00008940631,0.0001240218],"domain_scores_gemma":[0.9996622,0.000025511474,0.000036121008,0.00018440583,0.000036658806,0.000055064746],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00007101163,0.00009406189,0.00014581023,0.000095370946,0.000056693832,0.000018859242,0.00012542072,0.00007136398,0.000018844157],"category_scores_gemma":[0.000011572673,0.00008536941,0.00008130384,0.00013418944,0.00001333006,0.0001332926,0.000015520529,0.00007118465,0.0000056400554],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000043498694,0.000020672282,0.00010481241,0.000060383707,0.000032825006,9.564916e-8,0.00005520047,0.91369087,0.08084922,0.00021929503,0.00009841591,0.0048638517],"study_design_scores_gemma":[0.00072210736,0.000067146466,0.0071176244,0.000031572006,0.00005839441,0.0000022521344,0.000039349896,0.25388008,0.7309799,0.0025818904,0.0042745867,0.0002450633],"about_ca_topic_score_codex":0.0010274588,"about_ca_topic_score_gemma":0.00015182993,"teacher_disagreement_score":0.88402146,"about_ca_system_score_codex":0.000059282793,"about_ca_system_score_gemma":0.000017232722,"threshold_uncertainty_score":0.34812635},"labels":[],"label_agreement":null},{"id":"W4280620166","doi":"10.1016/j.petsci.2022.05.006","title":"Numerical investigation of refracturing with/without temporarily plugging diverters in tight reservoirs","year":2022,"lang":"en","type":"article","venue":"Petroleum Science","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":38,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary; Geomechanica (Canada)","funders":"Fundamental Research Funds for the Central Universities; Institute of Rock and Soil Mechanics, Chinese Academy of Sciences; State Key Laboratory of Geomechanics and Geotechnical Engineering; National Natural Science Foundation of China","keywords":"Petroleum engineering; Geology; Fracture (geology); Geotechnical engineering","score_opus":0.008093595117565458,"score_gpt":0.20777456504014133,"score_spread":0.19968096992257586,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4280620166","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9955048,0.000084486615,0.0017152888,0.00022311282,0.00010486474,0.000050862443,0.0000023300315,0.00010158346,0.0022126886],"genre_scores_gemma":[0.99917334,0.0000055933483,0.00064891705,0.00003509239,0.000018170778,0.000024077755,0.000003335761,0.000015623133,0.00007584157],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9982694,0.000049105394,0.0002639948,0.000294725,0.0007790668,0.00034373562],"domain_scores_gemma":[0.9994307,0.000045268545,0.00007178996,0.000310214,0.000027199967,0.00011479052],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007392075,0.00012613498,0.00021486607,0.0005546438,0.00025729364,0.00003999459,0.0005390567,0.000021860187,0.000042819847],"category_scores_gemma":[0.00003881365,0.000108451124,0.000040081097,0.0013658047,0.00022368509,0.00035922223,0.00013074477,0.00035107412,0.0000033485228],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00001008374,0.000008344113,0.14871064,0.00002432062,0.000007859492,0.000010574966,0.0006427807,0.8459547,0.0044478057,0.0000032731552,0.000029308218,0.00015029055],"study_design_scores_gemma":[0.00039304356,0.000080652404,0.11769017,0.00005941149,0.000013004445,0.000014061747,0.00064140576,0.8645259,0.015742857,0.00005789009,0.00050835265,0.00027324707],"about_ca_topic_score_codex":0.00062112254,"about_ca_topic_score_gemma":0.00004247694,"teacher_disagreement_score":0.031020463,"about_ca_system_score_codex":0.00026957004,"about_ca_system_score_gemma":0.00009472478,"threshold_uncertainty_score":0.44225085},"labels":[],"label_agreement":null},{"id":"W4280637087","doi":"10.1016/j.jngse.2022.104624","title":"Analytical well-test model for hydraulicly fractured wells with multiwell interference in double porosity gas reservoirs","year":2022,"lang":"en","type":"article","venue":"Journal of Natural Gas Science and Engineering","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":30,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"China Scholarship Council; National Natural Science Foundation of China","keywords":"Superposition principle; Interference (communication); Dimensionless quantity; Fracture (geology); Tight gas; Porosity; Petroleum engineering; Geology; Mechanics; Boundary value problem; Flow (mathematics); Well test (oil and gas); Geotechnical engineering; Mineralogy; Computer science; Mathematics; Channel (broadcasting); Mathematical analysis; Hydraulic fracturing; Physics","score_opus":0.009525713981210502,"score_gpt":0.22494527260557676,"score_spread":0.21541955862436626,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4280637087","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9835152,0.00065757026,0.014651619,0.000617241,0.00024631125,0.00012672234,0.000003632364,0.000041495052,0.00014018126],"genre_scores_gemma":[0.9972047,0.0001004155,0.0024602232,0.00004562594,0.000066611974,0.000006665331,0.0000012187365,0.00002008662,0.00009440636],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9983534,0.000008389054,0.00038593888,0.00022214768,0.0005744944,0.00045562853],"domain_scores_gemma":[0.9992667,0.000121204204,0.000086473025,0.00016872979,0.00015221321,0.00020470981],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000950172,0.00019548864,0.000340673,0.00059107406,0.00018161436,0.00010371007,0.00050730654,0.000047284204,0.000010485173],"category_scores_gemma":[0.0001194659,0.00014798668,0.00009126979,0.0008515254,0.0000901915,0.0005234055,0.000107545304,0.0008449977,5.826121e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000083237566,0.000030920473,0.0005509958,0.000045951136,0.000023894998,0.000033534325,0.0004500922,0.9922967,0.0060026553,0.0000068101003,0.00023290125,0.00024232482],"study_design_scores_gemma":[0.0008195683,0.00013237415,0.0009910718,0.00006394948,0.00003074212,0.00011015403,0.00013564782,0.99304926,0.0037825813,0.000022565075,0.00065931614,0.00020277752],"about_ca_topic_score_codex":0.000027165903,"about_ca_topic_score_gemma":0.000026119178,"teacher_disagreement_score":0.013689519,"about_ca_system_score_codex":0.00027611648,"about_ca_system_score_gemma":0.00008836296,"threshold_uncertainty_score":0.6034721},"labels":[],"label_agreement":null},{"id":"W4281388631","doi":"10.1016/j.petrol.2022.110671","title":"In situ stress field in the Athabasca oil sands deposits: Field measurement, stress-field modeling, and engineering implications","year":2022,"lang":"en","type":"article","venue":"Journal of Petroleum Science and Engineering","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":11,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Concordia University; Geomechanica (Canada); University of Calgary","funders":"","keywords":"Oil sands; Field (mathematics); Stress field; Geology; Stress (linguistics); Oil field; Geotechnical engineering; Petroleum engineering; Asphalt; Engineering; Materials science; Finite element method; Composite material","score_opus":0.00992036886654829,"score_gpt":0.21719709357147446,"score_spread":0.20727672470492617,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4281388631","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9816244,0.0022154734,0.013817485,0.0017554549,0.0002084643,0.000027661024,0.0000020362486,0.00002156641,0.00032742837],"genre_scores_gemma":[0.99923337,0.00034552848,0.00020666546,0.0001022847,0.000082974584,0.000012327272,3.0452009e-7,0.000010528445,0.00000602957],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9986451,0.000014563118,0.00034562164,0.00014638274,0.0005429973,0.00030533166],"domain_scores_gemma":[0.99950486,0.00013475647,0.00004479389,0.00016677723,0.00005290622,0.000095914205],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0010621184,0.00013671376,0.00020131544,0.0005497643,0.00015329104,0.00010984936,0.0003998724,0.000042676995,0.0000073025976],"category_scores_gemma":[0.00023762305,0.000112677735,0.00005182258,0.00065899617,0.000011372578,0.00036115706,0.000083463194,0.0006535091,1.4387359e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000004231318,0.000018737319,0.0026781657,0.00006108388,0.000017742697,0.000022627011,0.00062990753,0.9846003,0.010937895,0.000018412442,0.0000651594,0.00094573747],"study_design_scores_gemma":[0.00039835458,0.00014124281,0.007311201,0.00018528246,0.00003242935,0.00012993535,0.0008881112,0.9833131,0.0067393817,0.000013790647,0.0006135904,0.00023359348],"about_ca_topic_score_codex":0.00011214935,"about_ca_topic_score_gemma":0.00017065741,"teacher_disagreement_score":0.017608928,"about_ca_system_score_codex":0.00012105879,"about_ca_system_score_gemma":0.000041288986,"threshold_uncertainty_score":0.45948645},"labels":[],"label_agreement":null},{"id":"W4281488935","doi":"10.3390/min12060663","title":"Semi-Analytical Modeling of Geological Features Based Heterogeneous Reservoirs Using the Boundary Element Method","year":2022,"lang":"en","type":"article","venue":"Minerals","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Regina","funders":"Faculty of Graduate Studies and Research, University of Alberta; Petroleum Technology Research Centre; University of Regina","keywords":"Discretization; Boundary element method; Geology; Flexibility (engineering); Fracture (geology); Flow (mathematics); Computer science; Fluid dynamics; Boundary (topology); Domain (mathematical analysis); Reservoir engineering; Boundary value problem; Reservoir simulation; Finite element method; Petroleum engineering; Mechanics; Geotechnical engineering; Geometry; Engineering; Mathematics; Structural engineering","score_opus":0.031191156986514604,"score_gpt":0.28784266079486104,"score_spread":0.25665150380834645,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4281488935","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8057346,0.0018643099,0.18978533,0.0010515316,0.00015502713,0.00018531643,0.0000356602,0.00013629952,0.0010519499],"genre_scores_gemma":[0.9941142,0.000009625496,0.00515661,0.00021734639,0.00008507151,0.000026450596,0.000021578668,0.000026440237,0.00034263468],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99833524,0.0002704539,0.0003775477,0.00022277114,0.00046077292,0.00033321508],"domain_scores_gemma":[0.9992663,0.00015332543,0.000045554305,0.000424485,0.000038233335,0.000072051356],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007965023,0.00017379333,0.00033851658,0.00012613872,0.0002784958,0.000033852455,0.00037096613,0.00006148382,0.00062430237],"category_scores_gemma":[0.000052686737,0.00011880499,0.0002686675,0.00029678352,0.000044083583,0.000029101477,0.00016592885,0.00039259926,0.0000013018888],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000016317119,0.000029573972,0.000043813645,0.000028816034,0.00017908675,0.000025647689,0.00010532712,0.9920528,0.0063049095,0.000008413215,0.0011508196,0.000054455384],"study_design_scores_gemma":[0.00016626756,0.000034646207,0.0000058483247,0.000007608322,0.00012735663,0.000025641342,0.00011526764,0.9903234,0.0041498006,0.00010971066,0.004790674,0.00014375469],"about_ca_topic_score_codex":0.000317905,"about_ca_topic_score_gemma":0.00002911648,"teacher_disagreement_score":0.18837966,"about_ca_system_score_codex":0.00011038672,"about_ca_system_score_gemma":0.00003223138,"threshold_uncertainty_score":0.6835673},"labels":[],"label_agreement":null},{"id":"W4281737232","doi":"10.1155/2022/2044561","title":"Stability Evaluation of Proppant in Fractures of Gas Storage in Yulin Gas Field","year":2022,"lang":"en","type":"article","venue":"Advances in Civil Engineering","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Petro-Canada","funders":"Natural Science Basic Research Program of Shaanxi Province; Key Research and Development Projects of Shaanxi Province; Xi'an Shiyou University; National Natural Science Foundation of China","keywords":"Backflow; Natural gas field; Petroleum engineering; Critical ionization velocity; Saturation (graph theory); Materials science; Flow (mathematics); Permeability (electromagnetism); Geology; Natural gas; Mechanics; Environmental science; Geotechnical engineering; Engineering; Waste management; Chemistry","score_opus":0.009427277503118772,"score_gpt":0.2547043466719357,"score_spread":0.24527706916881692,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4281737232","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9891264,0.006632661,0.0031325703,0.000029543526,0.00017760633,0.00019909449,0.0000058648106,0.00003559397,0.0006606788],"genre_scores_gemma":[0.99928707,0.0003247205,0.00025757204,0.0000033830981,0.000016013448,0.0000867971,0.000005537249,0.000017248909,0.0000016316438],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9986522,0.00007308829,0.00046952156,0.00017273374,0.00041842274,0.0002140087],"domain_scores_gemma":[0.9994578,0.0001938398,0.000054145552,0.00024265388,0.000026960544,0.000024617193],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0010833343,0.00012788417,0.00031134347,0.00038931886,0.000011261974,0.0000030914264,0.00017516305,0.000048009464,0.00020819329],"category_scores_gemma":[0.0002878855,0.00013492686,0.000054898246,0.0006148767,0.000012401389,0.00016785144,0.000053005675,0.0004070439,2.559955e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000012458804,0.000053599317,0.0055938666,0.0002691193,0.000009685035,0.000005869615,0.000902173,0.9853204,0.0021283806,0.0000053565273,0.0000031706202,0.0056959577],"study_design_scores_gemma":[0.00046723717,0.000040597886,0.007814628,0.0001245039,0.000011682905,0.0000010263358,0.00029952932,0.97108436,0.019410817,0.00018500573,0.00041011747,0.00015047935],"about_ca_topic_score_codex":0.00022549188,"about_ca_topic_score_gemma":0.002768048,"teacher_disagreement_score":0.017282438,"about_ca_system_score_codex":0.00026006685,"about_ca_system_score_gemma":0.000028380317,"threshold_uncertainty_score":0.5502158},"labels":[],"label_agreement":null},{"id":"W4281738567","doi":"10.1017/s0016756822000371","title":"Continuous versus punctuated vein widening in the Marcellus Formation, USA: the fine line between pressure fringes and hydraulic fractures","year":2022,"lang":"en","type":"article","venue":"Geological Magazine","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Shell (Canada)","funders":"","keywords":"Geology; Calcite; Hydraulic fracturing; Brittleness; Fracture (geology); Vein; Fluid pressure; Deformation (meteorology); Petrology; Geotechnical engineering; Mineralogy; Materials science; Composite material; Mechanics","score_opus":0.01617676569230063,"score_gpt":0.2311548368973584,"score_spread":0.2149780712050578,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4281738567","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.98533857,0.0032055636,0.001168229,0.006421181,0.00013137954,0.00028252846,0.000016752674,0.00014691912,0.0032888607],"genre_scores_gemma":[0.9988128,0.000092698705,0.00006286668,0.00024273526,0.00017578785,0.000077134064,0.00006518812,0.000014097478,0.00045671433],"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","domain_scores_codex":[0.99854785,0.00023080727,0.00032366617,0.00021380515,0.00032540908,0.00035846827],"domain_scores_gemma":[0.99881476,0.00073762285,0.00006220269,0.00030886754,0.000024190438,0.000052357776],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00065042055,0.00021093208,0.00030751247,0.000093924435,0.00032528525,0.00006859388,0.0004656093,0.000090819885,0.0005846758],"category_scores_gemma":[0.00024028789,0.00011136387,0.0000745128,0.00039021682,0.00009739865,0.00008702694,0.00024860768,0.00081848254,0.000029820754],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000088673725,0.000038152717,0.0064893914,0.000045166344,0.00015466074,0.000073152754,0.0013819156,0.9786233,0.00016569116,0.000022138856,0.006095828,0.006821945],"study_design_scores_gemma":[0.0025252465,0.00057273917,0.4242925,0.000026451004,0.00037125123,0.000067416906,0.0007115168,0.21025209,0.0003843434,0.0008402266,0.35936284,0.0005933618],"about_ca_topic_score_codex":0.00011221478,"about_ca_topic_score_gemma":0.0002458735,"teacher_disagreement_score":0.76837116,"about_ca_system_score_codex":0.00002835251,"about_ca_system_score_gemma":0.0000063102907,"threshold_uncertainty_score":0.640179},"labels":[],"label_agreement":null},{"id":"W4281747046","doi":"10.2118/210561-pa","title":"Numerical Simulation of Proppant Transport and Placement in Hydraulic Fractures with the Hybrid Perkins-Kern-Nordgren-Carter (PKN-C) Model and Particle Tracking Algorithm","year":2022,"lang":"en","type":"article","venue":"SPE Journal","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Regina","funders":"","keywords":"Mechanics; Geology; Newtonian fluid; Settling; Drag; Hydraulic fracturing; Discrete element method; Geotechnical engineering; Computer simulation; Non-Newtonian fluid; Lift (data mining); Simulation; Engineering; Physics; Computer science","score_opus":0.008825994175891836,"score_gpt":0.22268273394704272,"score_spread":0.21385673977115088,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4281747046","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9276624,0.0005727188,0.07102116,0.0005325562,0.00003022178,0.000092329414,0.000004373997,0.000015811807,0.00006843812],"genre_scores_gemma":[0.9993537,0.00007479214,0.00041240003,0.000051981944,0.00005299277,0.0000073794113,0.0000019125166,0.000017784858,0.000027029506],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9991027,0.000044586464,0.00023467847,0.00011538342,0.00031140642,0.0001912251],"domain_scores_gemma":[0.9997175,0.00003720043,0.00006031969,0.000094526265,0.000018991717,0.00007149877],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00028591658,0.00011478621,0.00018487821,0.00007029414,0.00015619819,0.000031744396,0.00007894288,0.000018885774,0.000052620657],"category_scores_gemma":[0.000003910121,0.000072429204,0.000043664044,0.000109995955,0.000031182506,0.00011004171,0.000014809962,0.0004173392,2.45848e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000035841367,0.000033603068,0.0025494637,0.000016186252,0.00006325244,0.000036519148,0.0018132576,0.9865478,0.00017512104,5.5040726e-7,0.000028752946,0.008699609],"study_design_scores_gemma":[0.0005173054,0.00008605104,0.009331451,0.000018285587,0.000052046915,0.000084394145,0.00037025093,0.988223,0.0005472969,0.000036848207,0.000630822,0.00010225764],"about_ca_topic_score_codex":0.000033603763,"about_ca_topic_score_gemma":0.000023470337,"teacher_disagreement_score":0.07169134,"about_ca_system_score_codex":0.000051332856,"about_ca_system_score_gemma":0.000021961796,"threshold_uncertainty_score":0.29535773},"labels":[],"label_agreement":null},{"id":"W4282013082","doi":"10.5539/enrr.v12n1p80","title":"Novel Approach to Well Tests Data Processing","year":2022,"lang":"en","type":"article","venue":"Environment and Natural Resources Research","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Laplace transform; Data processing; Computer science; Drawdown (hydrology); Bounded function; Function (biology); Applied mathematics; Mathematics; Mathematical analysis; Aquifer; Engineering; Groundwater; Geotechnical engineering","score_opus":0.03984539772996401,"score_gpt":0.2817681655203388,"score_spread":0.24192276779037478,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4282013082","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.96175504,0.01565804,0.0017435292,0.00090513227,0.00008509304,0.00050235,0.00005221909,0.00018654187,0.019112073],"genre_scores_gemma":[0.9935562,0.0001758147,0.0012745564,0.000036474063,0.00011747939,0.000047008783,0.000078393285,0.00003083835,0.004683256],"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","domain_scores_codex":[0.9979445,0.00007849484,0.00014551882,0.00043219607,0.0009403712,0.00045895643],"domain_scores_gemma":[0.9991909,0.00008944428,0.000012504382,0.00053003937,0.00000651142,0.00017060197],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009242565,0.0001312922,0.0001452434,0.00026553374,0.00059658464,0.00009825638,0.00076127273,0.000038623188,0.00014394644],"category_scores_gemma":[0.00003766853,0.00011143926,0.000026514916,0.00038452045,0.00008369401,0.00010581373,0.0014593151,0.000889866,0.00004085208],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00008277725,0.0002849981,0.0012978583,0.0002366981,0.00014094429,0.000022225131,0.003514643,0.8785841,0.020331843,0.000006714599,0.017799038,0.07769818],"study_design_scores_gemma":[0.00020631285,0.000040529943,0.0052240635,0.00000856657,0.000010391386,0.000012889111,0.0007709278,0.3525752,0.00024065259,0.000007635648,0.64070386,0.00019892919],"about_ca_topic_score_codex":0.00005554342,"about_ca_topic_score_gemma":0.0000035695086,"teacher_disagreement_score":0.62290484,"about_ca_system_score_codex":0.00011731966,"about_ca_system_score_gemma":0.0000071936074,"threshold_uncertainty_score":0.4588507},"labels":[],"label_agreement":null},{"id":"W4282966173","doi":"10.2118/210560-pa","title":"Estimating Reservoir Permeability and Fracture Surface Area Using the Flowback DFIT (DFIT-FBA)","year":2022,"lang":"en","type":"article","venue":"SPE Reservoir Evaluation & Engineering","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":15,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Permeability (electromagnetism); Hydraulic fracturing; Petroleum engineering; Geology; Fracture (geology); Reservoir simulation; Tight gas; Geotechnical engineering; Chemistry","score_opus":0.031011177091939197,"score_gpt":0.27803103432550247,"score_spread":0.24701985723356326,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4282966173","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9575648,0.0030718972,0.036040824,0.0011560617,0.00059623213,0.0006453456,0.000026940608,0.00047435088,0.0004235841],"genre_scores_gemma":[0.9923513,0.000061468105,0.006863483,0.00005238786,0.00029526502,0.00009101257,0.000062696876,0.000115211034,0.00010716003],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.996306,0.00030190664,0.0006294915,0.0005765415,0.0014963116,0.0006897312],"domain_scores_gemma":[0.99808216,0.00039495376,0.00011336163,0.0010156636,0.00019339462,0.00020044368],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0033198667,0.00045968173,0.00048351876,0.00021518707,0.00085168134,0.00020554359,0.0006184159,0.00014330295,0.00083204],"category_scores_gemma":[0.00065148313,0.00039808473,0.0002014468,0.0009527228,0.0000696643,0.00036914492,0.00039790865,0.0011670557,0.0000103818975],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000010590819,0.000019902858,0.00071671983,0.0001420234,0.00014926502,0.000006688997,0.0008157613,0.99440706,0.0028821644,0.000006696203,0.0005439603,0.00029918342],"study_design_scores_gemma":[0.0004029136,0.00003026183,0.001738293,0.00006370984,0.00016921968,0.0000360154,0.00044919588,0.9902977,0.00081011315,0.0001930551,0.0053615007,0.000448019],"about_ca_topic_score_codex":0.0002270443,"about_ca_topic_score_gemma":0.000043258744,"teacher_disagreement_score":0.034786552,"about_ca_system_score_codex":0.00075289316,"about_ca_system_score_gemma":0.000110898436,"threshold_uncertainty_score":0.9998471},"labels":[],"label_agreement":null},{"id":"W4283328008","doi":"10.1017/jfm.2022.430","title":"Sunset similarity solution for a receding hydraulic fracture","year":2022,"lang":"en","type":"article","venue":"Journal of Fluid Mechanics","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":12,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of British Columbia","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Asymptote; Polynomial; Mathematics; Fracture (geology); Mathematical analysis; RADIUS; Sunset; Physics; Geometry; Geology; Optics; Computer science; Geotechnical engineering","score_opus":0.012782885796229047,"score_gpt":0.22849957442319555,"score_spread":0.2157166886269665,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4283328008","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.035411615,0.0020795607,0.9576451,0.0025230146,0.0018490177,0.00016569572,0.000035257584,0.00010205687,0.00018865196],"genre_scores_gemma":[0.9963124,0.00024481738,0.0025121758,0.00040324533,0.00040934896,0.000010748868,0.000011530393,0.00003480852,0.000060917875],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9987963,0.000047289694,0.00041584668,0.00010002057,0.0003858305,0.0002547095],"domain_scores_gemma":[0.9993852,0.00008938618,0.00014824762,0.00016157537,0.00010381748,0.00011177741],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008839569,0.00013443401,0.00029353346,0.00021833088,0.00024287277,0.000029541407,0.00027258156,0.000084317224,0.00014207955],"category_scores_gemma":[0.000119535944,0.00012393374,0.0003186529,0.0002312126,0.0000043615437,0.00013681166,0.00004555654,0.00057935494,0.000001678141],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000046044795,0.000036378686,0.0000030531564,0.000053807747,0.00017892178,0.000019160725,0.00027346506,0.9384562,0.016165957,0.000034498295,0.04300499,0.0017275495],"study_design_scores_gemma":[0.0004426379,0.00018255952,0.0000067533642,0.000018630128,0.00012581659,0.00011638166,0.0001383385,0.7716818,0.009746369,0.0013732981,0.21602231,0.00014509463],"about_ca_topic_score_codex":0.0000074851464,"about_ca_topic_score_gemma":0.0000041495236,"teacher_disagreement_score":0.9609008,"about_ca_system_score_codex":0.0002536104,"about_ca_system_score_gemma":0.000045653564,"threshold_uncertainty_score":0.5053872},"labels":[],"label_agreement":null},{"id":"W4283647014","doi":"10.1007/s11440-022-01607-4","title":"Characterization of hydraulic fracture configuration based on complex in situ stress field of a tight oil reservoir in Junggar Basin, Northwest China","year":2022,"lang":"en","type":"article","venue":"Acta Geotechnica","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":14,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"National Major Science and Technology Projects of China","keywords":"Geology; Stress field; Hydraulic fracturing; Structural basin; Fracture (geology); Stress (linguistics); Oil field; Geotechnical engineering; Petrology; Petroleum engineering; Geomorphology; Structural engineering; Engineering; Finite element method","score_opus":0.006208583603260391,"score_gpt":0.21222045764387773,"score_spread":0.20601187404061733,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4283647014","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9942778,0.000022395285,0.00064095954,0.0023821732,0.00005495672,0.00014443572,0.00008863929,0.0000815333,0.002307122],"genre_scores_gemma":[0.99893665,0.00004971672,0.000036608395,0.00021806157,0.000022368176,0.00004515614,0.00061558885,0.00002628766,0.000049581944],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9985954,0.00011023117,0.000505217,0.00022459774,0.00035144543,0.00021308019],"domain_scores_gemma":[0.99916595,0.00011799227,0.00015184718,0.0004938508,0.000029328605,0.00004100034],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00023343472,0.00017530081,0.00039101086,0.00050793996,0.000052330965,0.0000103518905,0.0003354093,0.00014258838,0.00038114542],"category_scores_gemma":[0.000066995664,0.00017654044,0.00009603651,0.0007395048,0.000024860603,0.00009733966,0.0000552169,0.00053876446,0.0000015266988],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00006200705,0.00018867195,0.0011452923,0.00016039169,0.000019553632,0.000012420797,0.00026313035,0.85819167,0.13913843,0.0000031291813,0.0001870813,0.00062820874],"study_design_scores_gemma":[0.0012808314,0.0002881229,0.32397187,0.00030867127,0.000040809813,0.0000024766573,0.000087631764,0.4620667,0.18765955,0.000019362598,0.02381603,0.00045793992],"about_ca_topic_score_codex":0.0014422224,"about_ca_topic_score_gemma":0.00090073695,"teacher_disagreement_score":0.396125,"about_ca_system_score_codex":0.000097586366,"about_ca_system_score_gemma":0.000039396866,"threshold_uncertainty_score":0.71991104},"labels":[],"label_agreement":null},{"id":"W4284713802","doi":"10.1007/s12517-022-10507-6","title":"Investigation of present-day in situ stresses in a shale gas reservoir of Sichuan Basin, China: field measurement, stress field modeling, and engineering implications","year":2022,"lang":"en","type":"article","venue":"Arabian Journal of Geosciences","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Geomechanica (Canada); University of Calgary","funders":"","keywords":"Geology; Shale gas; Natural gas field; Structural basin; Stress field; Oil shale; Field (mathematics); China; Sichuan basin; Petroleum engineering; Geotechnical engineering; Geomorphology; Petrology; Geochemistry; Paleontology; Natural gas; Engineering; Archaeology; Geography","score_opus":0.020439616195862348,"score_gpt":0.2261117981513451,"score_spread":0.20567218195548276,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4284713802","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9950482,0.00095655763,0.0025320582,0.0011855585,0.00007116575,0.00005725033,0.0000053899066,0.000006341023,0.00013744],"genre_scores_gemma":[0.99949914,0.0001883864,0.0002630525,0.000009957086,0.00002345558,0.0000051827315,8.2468836e-7,0.0000053000676,0.000004679435],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9988091,0.00006481675,0.00048386693,0.00010826988,0.00037956782,0.0001543583],"domain_scores_gemma":[0.9994694,0.00012208984,0.00014040698,0.00013241837,0.000070729184,0.0000649363],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008828614,0.000083390536,0.00022581578,0.00044387818,0.000049769824,0.000018041992,0.0002999157,0.00003065605,0.000014728102],"category_scores_gemma":[0.00030496408,0.000076029224,0.000053420335,0.00055163656,0.000033142325,0.00023100503,0.000055278866,0.00026173308,4.0184208e-8],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000058632613,0.00002162152,0.07726554,0.0000791086,0.000018041776,0.0000036267186,0.0014996493,0.913159,0.0072680945,0.000008880605,0.000046083176,0.0006245057],"study_design_scores_gemma":[0.0005753645,0.00039025088,0.17586859,0.0006136068,0.00004452236,0.000020364105,0.0024229677,0.75081635,0.06780873,0.0011061158,0.000085281994,0.00024785555],"about_ca_topic_score_codex":0.0007836704,"about_ca_topic_score_gemma":0.00082419696,"teacher_disagreement_score":0.16234264,"about_ca_system_score_codex":0.000036913945,"about_ca_system_score_gemma":0.000056677367,"threshold_uncertainty_score":0.31003815},"labels":[],"label_agreement":null},{"id":"W4285188943","doi":"10.2139/ssrn.4126138","title":"Simulation Study of Novel Methods for Water Reinjection Efficiency Improvement of a Doublet System in Guantao Sandstone Geothermal Reservoir","year":2022,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Geothermal gradient; Petroleum engineering; Geology; Environmental science; Petrology; Geochemistry; Geophysics","score_opus":0.012535457190028612,"score_gpt":0.2924764617890045,"score_spread":0.27994100459897586,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4285188943","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.73737,0.00026939338,0.26188794,0.000013957398,0.000118655604,0.00028508995,0.0000020648718,0.000020657679,0.00003222568],"genre_scores_gemma":[0.99949515,0.000020854555,0.00026831264,0.0000015610273,0.00005101644,0.000051525996,0.0000041360427,0.000026542693,0.00008090028],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9980882,0.000108290275,0.000586189,0.00014568647,0.0002718995,0.00079972984],"domain_scores_gemma":[0.999508,0.00008729189,0.00013358863,0.00017753728,0.00006668883,0.000026873255],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0037063733,0.00012120928,0.00030510963,0.0003710525,0.00014451567,0.000009862055,0.00020230723,0.000039180133,0.0000126277655],"category_scores_gemma":[0.000022266186,0.00009513116,0.00012335824,0.00028091032,0.0000097483935,0.00007286656,0.000047172674,0.0006956408,1.63917e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00016299365,0.0003405166,0.000106119194,0.000088108485,0.00022562375,5.3968375e-7,0.0011795303,0.9605414,0.035497088,0.000044698365,8.054924e-7,0.0018125764],"study_design_scores_gemma":[0.002895634,0.0015460636,0.0000804744,0.0000193326,0.000091679416,0.000017562425,0.009045919,0.9737153,0.012227769,0.00015703628,0.00007959358,0.00012363376],"about_ca_topic_score_codex":0.00052973715,"about_ca_topic_score_gemma":0.0002881881,"teacher_disagreement_score":0.26212513,"about_ca_system_score_codex":0.0010573168,"about_ca_system_score_gemma":0.00011985593,"threshold_uncertainty_score":0.3879336},"labels":[],"label_agreement":null},{"id":"W4285205177","doi":"10.2139/ssrn.4145118","title":"Investigation of Shale Imbibition Capability and the Influencing Factors Based on a Convenient Method","year":2022,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Imbibition; Oil shale; Petroleum engineering; Shale gas; Geology; Engineering; Waste management","score_opus":0.006649052969570382,"score_gpt":0.2104838873902625,"score_spread":0.2038348344206921,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4285205177","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9779308,0.00038640207,0.02112073,0.00031062364,0.000052436917,0.00007704875,0.0000027306928,0.000023914921,0.00009532947],"genre_scores_gemma":[0.99975026,0.00006890847,0.000070938404,0.00004589942,0.000023973364,0.000008722462,0.000004005287,0.000010327724,0.00001694821],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9987213,0.00028860907,0.00021513001,0.00009192048,0.00025264607,0.00043039952],"domain_scores_gemma":[0.99955076,0.00018127679,0.000079230515,0.00012299464,0.000025474728,0.000040240186],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0024001698,0.00008583087,0.00015296745,0.000118771095,0.00022699307,0.000015362943,0.00010418111,0.000024411707,0.000029056646],"category_scores_gemma":[0.00006381116,0.000058842223,0.00009701221,0.00019058258,0.00005231054,0.000048752303,0.00001810654,0.0010824375,3.1779467e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00004750947,0.0000091495385,0.0046035084,0.00002267895,0.00009524994,4.7585792e-7,0.0012210269,0.9910557,0.001187727,0.00092111184,0.000009906263,0.0008259451],"study_design_scores_gemma":[0.0023021307,0.00034301274,0.009825586,0.00003178632,0.00018011192,0.000065854896,0.006050243,0.9143638,0.010754736,0.055691782,0.00014331823,0.00024765954],"about_ca_topic_score_codex":0.00023699802,"about_ca_topic_score_gemma":0.00008708538,"teacher_disagreement_score":0.07669193,"about_ca_system_score_codex":0.0005523641,"about_ca_system_score_gemma":0.00021534313,"threshold_uncertainty_score":0.4702712},"labels":[],"label_agreement":null},{"id":"W4285255490","doi":"10.15530/urtec-2022-3719909","title":"A Numerical Simulation of Microseismic Depletion Delineation for Duverney Oilfield in Canada Using a Fast Approach for a Fully Coupled 3D Quasistatic Poroelastic Modeling","year":2022,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Quasistatic process; Poromechanics; Microseism; Geology; Numerical models; Seismology; Numerical modeling; Geophysics; Geotechnical engineering; Physics; Porous medium; Porosity","score_opus":0.017129073297089962,"score_gpt":0.2301846297935969,"score_spread":0.21305555649650695,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4285255490","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.33548924,0.000031661155,0.66411775,0.000013457488,0.000043810625,0.00025276392,0.00001843065,0.00002171042,0.0000111611525],"genre_scores_gemma":[0.97437066,0.0000016685847,0.025229232,0.000034122382,0.000026265705,0.00012931289,0.00016176587,0.000027657456,0.000019310324],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9989588,0.000024031324,0.000435979,0.00017474209,0.00019576162,0.000210632],"domain_scores_gemma":[0.9995238,0.00019284716,0.00006345661,0.000110804,0.000069609465,0.00003945636],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00018242217,0.000118648706,0.00024900798,0.00014282126,0.00009733531,0.000011274497,0.000083968975,0.000034890207,0.00001998753],"category_scores_gemma":[0.000084184685,0.00012428801,0.00007986704,0.0002386091,0.000004160164,0.000053687654,0.000014314059,0.00010353925,5.927198e-8],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00005812655,0.000024917801,0.00012119707,0.00023803105,0.000041527986,3.676633e-7,0.00016368301,0.9981647,0.0006961728,0.0000019765826,0.000011654613,0.0004776495],"study_design_scores_gemma":[0.00060585554,0.000030381594,0.000014859819,0.000011650609,0.00005939925,0.0000016791785,0.0005944152,0.9984104,0.0000986254,0.000014490798,0.000021973861,0.00013626028],"about_ca_topic_score_codex":0.37575042,"about_ca_topic_score_gemma":0.08048166,"teacher_disagreement_score":0.63888854,"about_ca_system_score_codex":0.00086194655,"about_ca_system_score_gemma":0.00026607767,"threshold_uncertainty_score":0.9362972},"labels":[],"label_agreement":null},{"id":"W4285384162","doi":"10.1016/j.petrol.2022.110859","title":"Novel laboratory methodology for fines migration testing for SAGD wells","year":2022,"lang":"en","type":"article","venue":"Journal of Petroleum Science and Engineering","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Petroleum engineering; Geology","score_opus":0.02940388739805256,"score_gpt":0.2552255012030878,"score_spread":0.22582161380503524,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4285384162","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.542728,0.0007397079,0.45524132,0.00036032102,0.00077306415,0.00006459399,0.00001778933,0.00004234524,0.000032850425],"genre_scores_gemma":[0.9165656,0.000017330394,0.08307692,0.00003465393,0.00024660563,0.00001920792,7.599464e-7,0.000015215567,0.000023686334],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.999168,0.000008078918,0.00025636482,0.00010059847,0.00023727637,0.00022969866],"domain_scores_gemma":[0.9991917,0.0003771962,0.00007733688,0.00007148095,0.00019980734,0.00008248293],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0020299694,0.00008938783,0.00019511933,0.000382935,0.00021420077,0.00004606637,0.00019171037,0.00002307411,0.0000026416335],"category_scores_gemma":[0.0007911556,0.0000804464,0.00006243926,0.00043598583,0.000029639265,0.0002220067,0.000028501794,0.00015826235,1.014545e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000046719074,0.000005255295,0.00007894359,0.000046452325,0.000017100718,7.970615e-7,0.00009207547,0.7210403,0.27788287,0.000013871739,0.00019443315,0.0006232087],"study_design_scores_gemma":[0.00038192488,0.00020305451,0.0009216819,0.000020319816,0.000046016386,0.00006196123,0.00023963151,0.9641706,0.011281121,0.00003171794,0.02250789,0.00013410051],"about_ca_topic_score_codex":0.0000064051915,"about_ca_topic_score_gemma":0.0000022529332,"teacher_disagreement_score":0.37383762,"about_ca_system_score_codex":0.000097373246,"about_ca_system_score_gemma":0.000074897805,"threshold_uncertainty_score":0.3280509},"labels":[],"label_agreement":null},{"id":"W4285593515","doi":"10.1002/nag.3416","title":"A robust finite element‐finite volume strategy for viscosity‐dominated hydraulic fracture propagation using an asymptotic tip enrichment","year":2022,"lang":"en","type":"article","venue":"International Journal for Numerical and Analytical Methods in Geomechanics","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":7,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Ottawa","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Discretization; Finite volume method; Finite element method; Mechanics; Fracture (geology); Fluid dynamics; Mathematics; Physics; Mathematical analysis; Geology; Engineering; Geotechnical engineering; Structural engineering","score_opus":0.045236842269506944,"score_gpt":0.3469337458035681,"score_spread":0.3016969035340612,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4285593515","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"methods","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.005399728,0.0001811101,0.9925657,0.0007793352,0.0006658944,0.00028116634,0.000053924265,0.000046851288,0.00002632789],"genre_scores_gemma":[0.8914251,0.000079972546,0.107244186,0.00039541902,0.00043869237,0.00008732821,0.00010443891,0.00005407897,0.00017078573],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9978438,0.00023665589,0.0006742755,0.00033788916,0.00048392997,0.00042345581],"domain_scores_gemma":[0.99877226,0.0005028862,0.00016215464,0.00013458045,0.00019599502,0.00023211063],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0014424386,0.00025075197,0.0004103454,0.00044312907,0.0003029095,0.00020071541,0.00039407864,0.00010946269,0.00020813786],"category_scores_gemma":[0.00038794518,0.00022630388,0.0002413107,0.00035272722,0.000021427219,0.00023566135,0.00010832632,0.0006550889,8.935486e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00011643941,0.00019044231,0.000037488415,0.000029127079,0.0002879138,0.000021736098,0.00009053479,0.97718036,0.00038536784,0.00021258544,0.00007842116,0.021369588],"study_design_scores_gemma":[0.0009170399,0.00037249742,0.00003463027,0.0000270117,0.00014367946,0.00006301185,0.00021172152,0.9791128,0.00032516156,0.007265813,0.011248929,0.00027769496],"about_ca_topic_score_codex":0.00003323479,"about_ca_topic_score_gemma":0.0000025620554,"teacher_disagreement_score":0.88602537,"about_ca_system_score_codex":0.0004520434,"about_ca_system_score_gemma":0.00005481667,"threshold_uncertainty_score":0.9228404},"labels":[],"label_agreement":null},{"id":"W4286007428","doi":"10.1016/j.upstre.2022.100079","title":"Sensitivity Analysis of Factors Affecting Fracture Height and Aperture","year":2022,"lang":"en","type":"article","venue":"Upstream Oil and Gas Technology","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Waterloo","funders":"","keywords":"Fracture (geology); Geomechanics; Geology; Sensitivity (control systems); Geotechnical engineering; Groundwater; Bedding; Permeability (electromagnetism); Geometry; Engineering; Mathematics","score_opus":0.003217413042726967,"score_gpt":0.1884537928889544,"score_spread":0.18523637984622743,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4286007428","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9968134,0.0011819069,0.00026419613,0.00094579696,0.000029314537,0.00001407662,0.000030938707,0.00023705959,0.0004833088],"genre_scores_gemma":[0.9993698,0.00036321377,0.00007888078,0.0000362419,0.00001032301,0.0000041359367,0.000029523177,0.000013489081,0.00009441462],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9993116,0.00003738628,0.00013998206,0.00021554863,0.00010616742,0.00018931186],"domain_scores_gemma":[0.9995007,0.00017474983,0.000045158027,0.00022075616,0.000013897837,0.000044763816],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000115877,0.0001523836,0.00039893464,0.0006717812,0.00016114974,0.000009124334,0.0000705012,0.00015338259,0.000054743083],"category_scores_gemma":[0.00005045787,0.00012496463,0.00009560144,0.00092514296,0.00008658683,0.000030319898,0.00010783289,0.00039627712,3.1472158e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000020654512,0.00013007897,0.21880458,0.000233963,0.0058522453,0.00012712137,0.0028805032,0.67064273,0.008989055,0.000045036115,0.00037721373,0.091896795],"study_design_scores_gemma":[0.0022373565,0.00069600996,0.15563293,0.00011264169,0.010019126,0.0004596373,0.027459545,0.6053503,0.106179945,0.0015749008,0.087415956,0.0028616702],"about_ca_topic_score_codex":0.00019167189,"about_ca_topic_score_gemma":0.00017513732,"teacher_disagreement_score":0.09719089,"about_ca_system_score_codex":0.000022874667,"about_ca_system_score_gemma":0.0000042617007,"threshold_uncertainty_score":0.509591},"labels":[],"label_agreement":null},{"id":"W4286698136","doi":"10.1038/s41598-022-16693-3","title":"Mitigating risks from hydraulic fracturing-induced seismicity in unconventional reservoirs: case study","year":2022,"lang":"en","type":"article","venue":"Scientific Reports","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":15,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Calgary","funders":"Natural Sciences and Engineering Research Council of Canada; Alberta Innovates; Canadian Network for Research and Innovation in Machining Technology, Natural Sciences and Engineering Research Council of Canada; Energi Simulation","keywords":"Hydraulic fracturing; Induced seismicity; Geology; Microseism; Unconventional oil; Petroleum engineering; Seismology; Paleontology","score_opus":0.030485206052530082,"score_gpt":0.2731102298588179,"score_spread":0.2426250238062878,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4286698136","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99421614,0.00015652741,0.00014928088,0.00009158001,0.0039566527,0.0003898802,0.000011781503,0.0002668478,0.0007612868],"genre_scores_gemma":[0.9991019,7.6386306e-7,0.00014501988,0.00003096228,0.000120041084,0.00014037752,0.000097036835,0.000042021504,0.00032187728],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99640554,0.00024651558,0.00090606225,0.00092281285,0.0010212081,0.00049785577],"domain_scores_gemma":[0.99834704,0.00011376388,0.00020127409,0.0011027538,0.000057887668,0.00017725454],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.002376733,0.0002537833,0.0003639694,0.0005084911,0.0008997887,0.00026754438,0.0002898758,0.00006864583,0.00084683805],"category_scores_gemma":[0.00013285465,0.0002643674,0.00019312513,0.0011230981,0.00006070324,0.00024270816,0.0003159291,0.00081031513,0.000018147604],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000040815085,0.00026814337,0.039969396,0.000019472296,0.00011869412,0.039401256,0.003177971,0.91353995,0.0013215778,2.7432026e-7,0.001576896,0.00060228084],"study_design_scores_gemma":[0.0029960833,0.00030591176,0.048748013,0.00020662884,0.000425553,0.01152941,0.06295379,0.7874221,0.028522413,0.010329632,0.043508127,0.003052333],"about_ca_topic_score_codex":0.018573252,"about_ca_topic_score_gemma":0.002309275,"teacher_disagreement_score":0.12611786,"about_ca_system_score_codex":0.00034613008,"about_ca_system_score_gemma":0.00009268304,"threshold_uncertainty_score":0.99998087},"labels":[],"label_agreement":null},{"id":"W4286811363","doi":"10.2139/ssrn.4170645","title":"Self-Remediation of Trace and Heavy Metal Content in Flowback Waters from Hydraulic Fracturing","year":2022,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Hydraulic fracturing; Environmental remediation; TRACE (psycholinguistics); Petroleum engineering; Environmental science; Trace metal; Geology; Mining engineering; Waste management; Metal; Engineering; Metallurgy; Contamination; Materials science","score_opus":0.0065121969929140475,"score_gpt":0.19043072834773977,"score_spread":0.18391853135482572,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4286811363","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9905601,0.006941362,0.0017365381,0.00035060637,0.00015415676,0.00007100308,0.0000039177985,0.000046709356,0.00013557276],"genre_scores_gemma":[0.9964925,0.0031489902,0.00014048949,0.000021857495,0.00009539621,0.000008088808,0.000008936692,0.000024623714,0.00005912126],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99827343,0.00009367414,0.00035210393,0.00014386406,0.00029328887,0.0008436108],"domain_scores_gemma":[0.99967587,0.000051339084,0.00007667774,0.00011419137,0.000016269363,0.000065645785],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00079847133,0.0001381884,0.00026403737,0.00020604841,0.00011067271,0.00001992341,0.00016512298,0.00004565363,0.00004279579],"category_scores_gemma":[0.000016221336,0.000125957,0.00010554237,0.00015761825,0.0000141112105,0.00011853735,0.00003972119,0.0014982449,0.0000024820838],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00013504968,0.00018528146,0.005950815,0.00006020444,0.0015501507,0.000030845225,0.0047680773,0.96999747,0.005726121,0.00014881877,0.000051803596,0.011395367],"study_design_scores_gemma":[0.014022161,0.0018054304,0.046395343,0.00019362876,0.0015681706,0.0011234318,0.032072954,0.73233557,0.08217477,0.062506996,0.02289053,0.0029110236],"about_ca_topic_score_codex":0.0005543286,"about_ca_topic_score_gemma":0.0005015065,"teacher_disagreement_score":0.23766191,"about_ca_system_score_codex":0.000713727,"about_ca_system_score_gemma":0.00012970746,"threshold_uncertainty_score":0.6509212},"labels":[],"label_agreement":null},{"id":"W4288755958","doi":"10.1142/s0218348x2250133x","title":"CHARACTERIZATION OF FRACTAL-LIKE FRACTURE NETWORK USING TRACER FLOWBACK TESTS FOR A MULTIFRACTURED HORIZONTAL WELL IN A TIGHT FORMATION","year":2022,"lang":"en","type":"article","venue":"Fractals","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Regina","funders":"Natural Sciences and Engineering Research Council of Canada; Mitacs","keywords":"Fracture (geology); TRACER; Tight gas; Fractal; Discretization; Complex fracture; Matrix (chemical analysis); Hydraulic fracturing; Geology; Advection; Mechanics; Geometry; Computer science; Mathematics; Petroleum engineering; Materials science; Geotechnical engineering; Mathematical analysis; Physics; Composite material","score_opus":0.010053598991617476,"score_gpt":0.22736271722096338,"score_spread":0.2173091182293459,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4288755958","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.94846046,0.00041267395,0.04913413,0.00012089121,0.0005776777,0.0007207122,0.00013040792,0.00014804733,0.0002950042],"genre_scores_gemma":[0.99685776,0.00004609334,0.0013626075,0.00019347576,0.00032861295,0.00015390854,0.0008754246,0.00008156415,0.000100521946],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99802625,0.000094180316,0.00070552743,0.0002885669,0.00040092022,0.00048456644],"domain_scores_gemma":[0.9990811,0.00015728422,0.00026904116,0.00033510782,0.000064402535,0.00009311484],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00040910908,0.00030409978,0.0005439559,0.0003151986,0.00021359115,0.000043331675,0.00025226973,0.0001990816,0.0005278653],"category_scores_gemma":[0.000037178892,0.0003060733,0.0002435063,0.000618525,0.000022518525,0.00055316417,0.00006204102,0.0004924209,0.000009177515],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00011355526,0.000121616795,0.0005689511,0.00019880448,0.00009097617,0.000009763226,0.0010471334,0.89408004,0.10084364,9.2676737e-7,0.0010793236,0.0018452929],"study_design_scores_gemma":[0.0013562973,0.00011440564,0.010796496,0.00010284541,0.0001103374,0.000022112625,0.00018142861,0.8571411,0.026492229,0.0000643193,0.103060655,0.0005577735],"about_ca_topic_score_codex":0.00006661578,"about_ca_topic_score_gemma":0.00006797804,"teacher_disagreement_score":0.101981334,"about_ca_system_score_codex":0.00030013215,"about_ca_system_score_gemma":0.000040019764,"threshold_uncertainty_score":0.99993914},"labels":[],"label_agreement":null},{"id":"W4291247486","doi":"10.1155/2022/6343707","title":"Application of Temperature Fall-Off Interpretation Method in Superheavy Oil or Oil Sand SAGD Process","year":2022,"lang":"en","type":"article","venue":"Geofluids","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"National Science and Technology Major Project","keywords":"Petroleum engineering; Inflection point; Stage (stratigraphy); Thermal conduction; Thermal; Process (computing); Borehole; Geology; Mechanics; Environmental science; Geotechnical engineering; Materials science; Thermodynamics; Computer science; Mathematics","score_opus":0.005017520434261193,"score_gpt":0.2497844006646613,"score_spread":0.2447668802304001,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4291247486","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.98019844,0.002356858,0.013298399,0.00027072264,0.00016268902,0.00007293144,0.000038501956,0.00019113546,0.0034103417],"genre_scores_gemma":[0.9982263,0.00019631805,0.0005369732,0.000048922142,0.000043236592,0.0001708211,0.00007794073,0.000025412519,0.00067410385],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9989915,0.000075451164,0.00029422564,0.0002018722,0.000242724,0.00019425889],"domain_scores_gemma":[0.9995907,0.000059639275,0.000027804206,0.00023995918,0.000039257324,0.000042626663],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00036107688,0.00012887293,0.00023527141,0.00020375491,0.000072473886,0.000017439594,0.00021041864,0.00007642983,0.00011879939],"category_scores_gemma":[0.000038386635,0.00011137041,0.00006641335,0.00062106457,0.0000151426575,0.00009155593,0.000045496232,0.0003007633,0.000005254656],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00006614993,0.00005509308,0.00065445394,0.00040519048,0.00006625783,0.000005249523,0.0030865213,0.8785438,0.02480248,0.0000065773215,0.00034980208,0.091958426],"study_design_scores_gemma":[0.00084325264,0.00009425461,0.0017902775,0.00009305185,0.00008313161,0.000022516782,0.0017335105,0.93331933,0.044944815,0.00009091616,0.016552005,0.00043293473],"about_ca_topic_score_codex":0.00022254956,"about_ca_topic_score_gemma":0.00011602629,"teacher_disagreement_score":0.091525495,"about_ca_system_score_codex":0.00009425697,"about_ca_system_score_gemma":0.000034735473,"threshold_uncertainty_score":0.45415536},"labels":[],"label_agreement":null},{"id":"W4291754385","doi":"10.1190/image2022-3749361.1","title":"Stress rotations and compounding pore-pressures from multiple well injections","year":2022,"lang":"en","type":"article","venue":"Second International Meeting for Applied Geoscience &amp; Energy","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Microsemi (Canada)","funders":"","keywords":"Compounding; Stress (linguistics); Materials science; Computer science; Composite material","score_opus":0.009959168954946149,"score_gpt":0.21953995512465357,"score_spread":0.20958078616970743,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4291754385","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8476391,0.00032718276,0.11905088,0.00023877202,0.0018187104,0.0001807424,0.0009644525,0.00032433693,0.029455839],"genre_scores_gemma":[0.99137396,0.000019323817,0.00500827,0.00010684321,0.00019677171,0.00023187234,0.0006856872,0.000024094477,0.0023531858],"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","domain_scores_codex":[0.998813,0.00002035184,0.00026134457,0.00033708263,0.00031923657,0.00024902663],"domain_scores_gemma":[0.9993008,0.00031446604,0.00007856954,0.00017565014,0.000046427613,0.000084118474],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00020045192,0.00014787645,0.00015273559,0.00024465667,0.00069624,0.00012668903,0.00037953205,0.000039025876,0.0005538005],"category_scores_gemma":[0.00006148514,0.00015857418,0.00007248431,0.00021507118,0.00007185745,0.00011816057,0.00015556508,0.00016449936,0.0000043799578],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000116024385,0.00003490316,0.0006652527,0.000012334497,0.000098308396,5.864129e-7,0.0005474705,0.98311645,0.011636883,0.0010306723,0.0014263854,0.0014191265],"study_design_scores_gemma":[0.000481352,0.000013683861,0.0011421854,0.000018102859,0.000033048313,0.0000068624704,0.0008675088,0.3112832,0.005330456,0.0023137126,0.6781697,0.000340163],"about_ca_topic_score_codex":0.001348496,"about_ca_topic_score_gemma":0.0032914365,"teacher_disagreement_score":0.6767433,"about_ca_system_score_codex":0.00009608242,"about_ca_system_score_gemma":0.00001789074,"threshold_uncertainty_score":0.64664674},"labels":[],"label_agreement":null},{"id":"W4292259389","doi":"10.1016/j.mechrescom.2022.103961","title":"A theoretical model for 3D hydraulic fracture intersecting with natural fracture","year":2022,"lang":"en","type":"article","venue":"Mechanics Research Communications","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":9,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"McMaster University","funders":"","keywords":"Slippage; Hydraulic fracturing; Fracture (geology); Geology; Geotechnical engineering; Cohesion (chemistry); Mechanics; Classification of discontinuities; Oil shale; Materials science; Mathematics; Composite material","score_opus":0.03685451034859441,"score_gpt":0.32396528399539726,"score_spread":0.2871107736468028,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4292259389","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"methods","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0018585215,0.002159862,0.9781633,0.012441661,0.000093434974,0.0008678172,0.0000661503,0.00046431908,0.003884961],"genre_scores_gemma":[0.9813108,0.00017324247,0.016632076,0.00047197877,0.000046687233,0.00085363234,0.00016717482,0.00008057712,0.00026382503],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99778235,0.00034470065,0.00025320184,0.00027846426,0.0007409596,0.0006003296],"domain_scores_gemma":[0.99681276,0.0008595541,0.00003914213,0.0018845275,0.00025883238,0.00014520255],"candidate_categories":["sts","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.0014953868,0.00019210126,0.00023892669,0.00036118212,0.0016852169,0.00011289549,0.001875854,0.00009661901,0.00025445805],"category_scores_gemma":[0.00023475762,0.0001619065,0.00013742414,0.00073225977,0.00013017602,0.00011959972,0.0008059503,0.0028235088,0.000008928085],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00003875657,0.00008045185,0.0000013885244,0.0000377272,0.00015587118,0.0000023988978,0.0023283716,0.98178554,0.00021363563,0.010785543,0.0034642166,0.0011060734],"study_design_scores_gemma":[0.00027008468,0.00007437,0.0000011498157,0.00002048947,0.00003099352,0.000011888058,0.0012470137,0.93463224,0.00021237503,0.0119119445,0.05139677,0.00019068435],"about_ca_topic_score_codex":0.0000646595,"about_ca_topic_score_gemma":0.00015003551,"teacher_disagreement_score":0.9794523,"about_ca_system_score_codex":0.0003605208,"about_ca_system_score_gemma":0.000107748936,"threshold_uncertainty_score":0.9996145},"labels":[],"label_agreement":null},{"id":"W4292615707","doi":"10.1017/jfm.2022.623","title":"Multiscale tip asymptotics for a deflating hydraulic fracture with leak-off","year":2022,"lang":"en","type":"article","venue":"Journal of Fluid Mechanics","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":14,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of British Columbia","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Asymptote; Fracture (geology); Mechanics; Front (military); Geology; Physics; Geotechnical engineering; Geometry; Mathematics","score_opus":0.00682740418228004,"score_gpt":0.20552735467349253,"score_spread":0.1986999504912125,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4292615707","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.16253924,0.002917936,0.8326672,0.0006414663,0.00065468164,0.00021567919,0.000019851395,0.00010432398,0.00023961707],"genre_scores_gemma":[0.993806,0.0001321545,0.005256927,0.0002608602,0.00031164516,0.000011937757,0.0000071530535,0.00006702898,0.00014626389],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99860185,0.000040017185,0.00044845074,0.00012483873,0.00048182218,0.0003030214],"domain_scores_gemma":[0.9992051,0.00015403781,0.00019326512,0.000181934,0.000123627,0.00014200924],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00047624754,0.00018718875,0.0003678044,0.00020299981,0.0002366056,0.00004044651,0.00028107193,0.000077784054,0.00008802923],"category_scores_gemma":[0.00008282267,0.00014909642,0.0002491652,0.00026427582,0.000007413766,0.0001272534,0.00004704237,0.0006131306,0.0000025212612],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00006145257,0.000044215678,0.000023663357,0.000063891915,0.00028914557,0.00004357629,0.00039260017,0.9906476,0.002924471,0.000017803564,0.0030174374,0.0024741273],"study_design_scores_gemma":[0.0010865619,0.00046886958,0.000019689942,0.00006964891,0.00026112303,0.00029486787,0.0005085113,0.92461073,0.0073462497,0.00018185368,0.06491614,0.0002357445],"about_ca_topic_score_codex":0.0000047270587,"about_ca_topic_score_gemma":0.00001126438,"teacher_disagreement_score":0.83126676,"about_ca_system_score_codex":0.0001542912,"about_ca_system_score_gemma":0.000060077542,"threshold_uncertainty_score":0.60799754},"labels":[],"label_agreement":null},{"id":"W4293116080","doi":"10.1002/cjce.24624","title":"A non‐cross‐linked <scp> CO <sub>2</sub> </scp> foam fracturing fluid with low friction","year":2022,"lang":"en","type":"article","venue":"The Canadian Journal of Chemical Engineering","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"Yangtze University","keywords":"Fracturing fluid; Surface tension; Sodium; Chemistry; Guar gum; Potassium; Polymer; Materials science; Chemical engineering; Composite material; Chromatography; Organic chemistry; Thermodynamics","score_opus":0.0035607766407587957,"score_gpt":0.17363323123570368,"score_spread":0.17007245459494488,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4293116080","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99536973,0.00055448763,0.0032057886,0.0001107875,0.00032218476,0.000081574035,0.000010772657,0.00007486312,0.00026983776],"genre_scores_gemma":[0.9992611,0.000012849163,0.000117328316,0.00005929035,0.00042299734,0.000014320001,0.00000859388,0.000079235586,0.000024326553],"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9983503,0.000017594666,0.0004112243,0.00014526767,0.00042717697,0.00064842636],"domain_scores_gemma":[0.9987637,0.0001400014,0.00010110317,0.00026655756,0.00007770743,0.0006509315],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003610137,0.00025485046,0.00033347262,0.00034008885,0.00028667002,0.00012846674,0.00049779384,0.00010077741,0.000029799177],"category_scores_gemma":[0.00012101538,0.00020336601,0.0002003546,0.00044835807,0.000051912502,0.0001624676,0.000027211672,0.0013494969,0.000007874491],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000037287111,0.0000055997984,0.0001152097,0.000042362342,0.0001861238,0.000115526316,0.00043697646,0.8442818,0.15381911,0.0000016547277,0.00071646983,0.00027546936],"study_design_scores_gemma":[0.0005831599,0.00005879594,0.0007384936,0.00010172628,0.00010931329,0.0005339117,0.00007168918,0.26878828,0.72238773,0.000015348713,0.0064148237,0.00019675188],"about_ca_topic_score_codex":0.00029771632,"about_ca_topic_score_gemma":0.00010212638,"teacher_disagreement_score":0.57549345,"about_ca_system_score_codex":0.0007242116,"about_ca_system_score_gemma":0.00023213643,"threshold_uncertainty_score":0.82930255},"labels":[],"label_agreement":null},{"id":"W4293190915","doi":"10.2139/ssrn.4176144","title":"Permeability Decline by Fines Migration Near Sand Control Screens in Steam Assisted Gravity Drainage: A Numerical Assessment","year":2022,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Permeability (electromagnetism); Drainage; Steam-assisted gravity drainage; Geotechnical engineering; Geology; Petroleum engineering; Environmental science; Archaeology; Geography; Chemistry; Ecology","score_opus":0.004234750557413109,"score_gpt":0.23377618597730992,"score_spread":0.22954143541989683,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4293190915","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.91017586,0.0027296261,0.08377312,0.0025874611,0.00013404607,0.00019546732,0.000028662698,0.00010141904,0.00027433634],"genre_scores_gemma":[0.9991163,0.00030746238,0.00011603159,0.000079477424,0.00009073278,0.00003511236,0.000043659027,0.000028535418,0.00018271145],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9971399,0.00037627164,0.00045533446,0.00023211361,0.0004913591,0.0013050266],"domain_scores_gemma":[0.9994388,0.00009843966,0.00009377103,0.0002150343,0.000045369205,0.000108590815],"candidate_categories":["research_integrity"],"consensus_categories":[],"category_scores_codex":[0.0022309362,0.00020161681,0.00035756736,0.0001274257,0.0004126375,0.0000871459,0.00027297778,0.00006722476,0.00012245747],"category_scores_gemma":[0.00007134062,0.0001845091,0.00019870109,0.00041918797,0.000036406334,0.00010413616,0.00005356521,0.0026937835,0.0000031056152],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000121764046,0.00039948174,0.026568439,0.000026258971,0.0005944353,0.000025338037,0.00018380457,0.94800174,0.0027278815,0.00014371263,0.0011008197,0.02010634],"study_design_scores_gemma":[0.0039083115,0.00065979076,0.076447226,0.000016823129,0.00020362767,0.000344215,0.000989352,0.8972136,0.00010854184,0.009230188,0.010260218,0.00061809865],"about_ca_topic_score_codex":0.0005681423,"about_ca_topic_score_gemma":0.0018885045,"teacher_disagreement_score":0.08894042,"about_ca_system_score_codex":0.0020253109,"about_ca_system_score_gemma":0.000559039,"threshold_uncertainty_score":0.999607},"labels":[],"label_agreement":null},{"id":"W4293231054","doi":"10.2118/208938-pa","title":"Characterization of Wormhole Growth and Propagation Dynamics During Cold Heavy Oil Production with Sand (CHOPS) Processes by Integrating Rate Transient Analysis and a Pressure-Gradient-Based Sand Failure Criterion","year":2022,"lang":"en","type":"article","venue":"SPE Journal","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":9,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Regina","funders":"","keywords":"Wormhole; Transient (computer programming); Mechanics; Transient flow; Pressure gradient; Production rate; Sink (geography); Materials science; Petroleum engineering; Geotechnical engineering; Geology; Computer science; Steady state (chemistry); Engineering; Physics; Chemistry; Process engineering","score_opus":0.002350554734145298,"score_gpt":0.1717318573030225,"score_spread":0.1693813025688772,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4293231054","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.97507423,0.0003421462,0.023908276,0.0004367283,0.000048561506,0.00009786639,0.000037749553,0.000038042577,0.000016408125],"genre_scores_gemma":[0.999088,0.00027269684,0.00039409316,0.000006873065,0.000049490143,0.000020098147,0.00008617394,0.000021801861,0.00006080279],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9989722,0.00008560556,0.00030873314,0.00020369096,0.00026249158,0.00016731006],"domain_scores_gemma":[0.9995178,0.000014685305,0.00018140176,0.000090568436,0.00011582168,0.00007970748],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00026898313,0.00015739366,0.00026318873,0.00036544524,0.00034030507,0.00012608788,0.000061813,0.000037135465,0.000014359203],"category_scores_gemma":[0.000032967262,0.00012794383,0.000046150133,0.00084521685,0.00004068629,0.00029911497,0.000012968774,0.00030812045,4.2109086e-8],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0002462168,0.00009211714,0.008868037,0.0014639702,0.0007459914,0.00000868235,0.001976571,0.28526136,0.7002333,9.589097e-7,0.000014655802,0.0010881581],"study_design_scores_gemma":[0.0013691781,0.00028122895,0.012285501,0.00035226677,0.0016442788,0.00012452304,0.00082433195,0.5107258,0.47177133,0.0000057559255,0.00017584376,0.0004400019],"about_ca_topic_score_codex":0.000033652097,"about_ca_topic_score_gemma":0.00011882392,"teacher_disagreement_score":0.22846195,"about_ca_system_score_codex":0.000066187684,"about_ca_system_score_gemma":0.000033587254,"threshold_uncertainty_score":0.5217398},"labels":[],"label_agreement":null},{"id":"W4294191273","doi":"10.1002/cjce.24635","title":"A capillary bundle model for the forced imbibition in the shale matrix with dual‐wettability","year":2022,"lang":"en","type":"article","venue":"The Canadian Journal of Chemical Engineering","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":22,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"National Natural Science Foundation of China","keywords":"Imbibition; Nanopore; Wetting; Oil shale; Capillary pressure; Capillary action; Materials science; Porous medium; Petroleum engineering; Geotechnical engineering; Chemical engineering; Porosity; Composite material; Geology; Nanotechnology; Engineering","score_opus":0.008062992916917672,"score_gpt":0.192214285528233,"score_spread":0.18415129261131533,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4294191273","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9741983,0.0014312497,0.020551877,0.0033386557,0.000117194235,0.00024398831,0.000022625038,0.000022218535,0.00007393069],"genre_scores_gemma":[0.9995029,0.0000044855815,0.0001981117,0.000092907176,0.00011307166,0.000039993374,0.0000034647267,0.000023207605,0.000021834538],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9991809,0.000020460637,0.00023377346,0.00006826958,0.00021887025,0.00027771137],"domain_scores_gemma":[0.99936,0.00024040858,0.000039580653,0.00021653285,0.00003443301,0.00010899238],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00071013876,0.000110965186,0.00015398701,0.00009622054,0.00017966301,0.000047465015,0.00039587542,0.000034073106,0.000022409626],"category_scores_gemma":[0.000066110704,0.000058341153,0.00012251223,0.00026784668,0.000036683825,0.000056427914,0.000014000121,0.00060175196,3.0516784e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000098096925,0.0000046504224,0.00001690748,0.000025770574,0.000051300492,0.000009876327,0.0010400674,0.99689364,0.0013608099,0.00004232305,0.0004983114,0.00004652171],"study_design_scores_gemma":[0.00024121195,0.000023818158,0.00003596494,0.00001625888,0.00005402433,0.0001629601,0.00017676284,0.99613416,0.0019096917,0.00014618492,0.0010061204,0.000092858325],"about_ca_topic_score_codex":0.001025234,"about_ca_topic_score_gemma":0.0010099674,"teacher_disagreement_score":0.025304664,"about_ca_system_score_codex":0.00028971012,"about_ca_system_score_gemma":0.00013433753,"threshold_uncertainty_score":0.2614346},"labels":[],"label_agreement":null},{"id":"W4294569144","doi":"","title":"Finite discrete element framework for investigating the effect of temperature-dependent dynamic viscosity on hydraulic fracturing","year":2016,"lang":"en","type":"book-chapter","venue":"HAL (Le Centre pour la Communication Scientifique Directe)","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Hydraulic fracturing; Viscosity; Finite element method; Materials science; Mechanics; Element (criminal law); Petroleum engineering; Geology; Structural engineering; Composite material; Engineering; Physics; Political science","score_opus":0.0062888556205065145,"score_gpt":0.217164710596085,"score_spread":0.21087585497557848,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4294569144","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.031135025,0.003979239,0.64369875,0.0103571685,0.0007792024,0.0027548096,0.0005168967,0.00092053064,0.30585837],"genre_scores_gemma":[0.95463836,0.0004825824,0.0030918354,0.00006775085,0.00006287692,0.00009116324,0.00016366568,0.00013754694,0.041264243],"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99729544,0.000756876,0.00058034563,0.00050190894,0.00050203875,0.00036336586],"domain_scores_gemma":[0.9920024,0.0055193463,0.0003871395,0.0016479258,0.000297561,0.00014562215],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0027986849,0.0004922975,0.00057089253,0.00018521244,0.0003708566,0.00014480595,0.0008858807,0.0004002898,0.0000856593],"category_scores_gemma":[0.0010954328,0.00033050476,0.00038671197,0.00008756453,0.00018730326,0.00007611168,0.0002166777,0.00085732626,0.00002961341],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00033704285,0.00044145065,0.0008181758,0.008733947,0.008352306,0.000041894822,0.018330619,0.41630453,0.02723329,0.25416163,0.0034364378,0.2618087],"study_design_scores_gemma":[0.002890707,0.000025243222,0.00047523208,0.032978233,0.0011550895,0.000011181831,0.000058154466,0.20585655,0.6472815,0.037503645,0.06904516,0.0027192747],"about_ca_topic_score_codex":0.000044936027,"about_ca_topic_score_gemma":0.0001994437,"teacher_disagreement_score":0.92350334,"about_ca_system_score_codex":0.00017433932,"about_ca_system_score_gemma":0.000038814283,"threshold_uncertainty_score":0.9999147},"labels":[],"label_agreement":null},{"id":"W4295362459","doi":"10.1002/cjce.24640","title":"Prediction of critical total drawdown in sand production from gas wells: Machine learning approach","year":2022,"lang":"en","type":"article","venue":"The Canadian Journal of Chemical Engineering","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":25,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"Qatar National Library; Yayasan UTP; Universiti Teknologi Petronas","keywords":"Statistics; Support vector machine; Mathematics; Drawdown (hydrology); Soil science; Machine learning; Computer science; Geotechnical engineering; Environmental science; Geology","score_opus":0.00649210500253696,"score_gpt":0.17026078126764804,"score_spread":0.16376867626511107,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4295362459","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9959578,0.0014092141,0.0016080443,0.0003942128,0.00036695795,0.000043950673,0.000019443944,0.00002333753,0.00017707316],"genre_scores_gemma":[0.99942577,0.0000047223093,0.00027886883,0.0000048151674,0.00023539059,0.0000040856403,0.000012112011,0.000021792779,0.000012458974],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9991075,0.000033707678,0.00033577383,0.00008568103,0.00022363724,0.0002136948],"domain_scores_gemma":[0.9995798,0.000070067355,0.00004119468,0.00010937359,0.00003114531,0.00016845591],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003593841,0.00010246557,0.00021024242,0.00022291444,0.00006875947,0.000018868488,0.00017854944,0.000048752972,0.00008811561],"category_scores_gemma":[0.0002622502,0.00008816563,0.000090789,0.00027896068,0.000042801934,0.00007654197,0.000017408398,0.0009652044,4.0181575e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000006032605,0.000010443839,0.00027418925,0.000037963313,0.00004824503,0.000013028405,0.0006350706,0.97615606,0.022531213,0.0000043654386,0.00007871061,0.00020469235],"study_design_scores_gemma":[0.00021955915,0.000027815553,0.000332916,0.00004849096,0.000057721936,0.00016055843,0.000089129106,0.948268,0.049957156,0.00004889615,0.00067499676,0.00011477674],"about_ca_topic_score_codex":0.0023358718,"about_ca_topic_score_gemma":0.000060237835,"teacher_disagreement_score":0.027888063,"about_ca_system_score_codex":0.00027221144,"about_ca_system_score_gemma":0.000069538255,"threshold_uncertainty_score":0.41933864},"labels":[],"label_agreement":null},{"id":"W4296100674","doi":"10.3390/en15186744","title":"Investigation on Swelling Performance of Oil Sands and Its Impact on Oil Production during SAGD Processes","year":2022,"lang":"en","type":"article","venue":"Energies","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Swelling; Distilled water; Materials science; Petroleum engineering; Geotechnical engineering; Steam injection; Mineralogy; Composite material; Geology; Chemistry; Chromatography","score_opus":0.009986887727139312,"score_gpt":0.2055708334464326,"score_spread":0.19558394571929327,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4296100674","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99814606,0.00092836854,6.416468e-7,0.00006322906,0.00011269397,0.000010559491,0.0000027797123,0.00010979088,0.0006258822],"genre_scores_gemma":[0.99760216,0.0013962622,0.00001472988,0.0000056073354,0.000104528655,0.000021890586,0.000009405237,0.0000174818,0.00082791876],"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9993946,0.000018281451,0.0001312717,0.00013785562,0.00019515818,0.00012284637],"domain_scores_gemma":[0.9997688,0.000024636232,0.000039865765,0.00011074467,0.000024542462,0.000031427615],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000101833495,0.00010847702,0.00012476287,0.00016617237,0.00017210036,0.000014554722,0.00006352349,0.000023350107,0.000020697249],"category_scores_gemma":[0.000039529423,0.000090399495,0.000029766024,0.00027628694,0.000015969208,0.00011451137,0.000021483273,0.00014641255,0.0000016220133],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000027761327,0.000008100935,0.00052996306,0.00058085134,0.00003632041,7.889873e-7,0.0007207203,0.9749686,0.021368235,0.0000015202886,0.000030512467,0.0017265964],"study_design_scores_gemma":[0.00014323238,0.00010322383,0.0050697364,0.00016251906,0.000022240903,0.0000056704985,0.00017690587,0.069139816,0.9248008,0.0000060761286,0.00020950005,0.00016028299],"about_ca_topic_score_codex":0.000019638372,"about_ca_topic_score_gemma":0.000003766728,"teacher_disagreement_score":0.90582883,"about_ca_system_score_codex":0.00005801703,"about_ca_system_score_gemma":0.000017229624,"threshold_uncertainty_score":0.36863846},"labels":[],"label_agreement":null},{"id":"W4297216003","doi":"10.1016/j.petsci.2022.09.021","title":"A semi-analytical rate-transient analysis model for light oil reservoirs exhibiting reservoir heterogeneity and multiphase flow","year":2022,"lang":"en","type":"article","venue":"Petroleum Science","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":14,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Geoscience BC; University of Calgary","funders":"National Key Research and Development Program of China; Natural Sciences and Engineering Research Council of Canada; National Natural Science Foundation of China","keywords":"Petroleum engineering; Transient flow; Transient (computer programming); Multiphase flow; Flow (mathematics); Reservoir simulation; Reservoir modeling; Geology; Petroleum reservoir; Transient analysis; Environmental science; Engineering; Mechanics; Computer science; Geomorphology; Transient response; Physics","score_opus":0.017072090919160055,"score_gpt":0.25966623597234495,"score_spread":0.24259414505318488,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4297216003","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.88559735,0.0003679633,0.11203955,0.00074832956,0.00009799277,0.00007498387,0.00010261785,0.00019636816,0.00077483145],"genre_scores_gemma":[0.99568206,0.00004419923,0.0032413779,0.00008948222,0.00005153635,0.00013860245,0.000023683573,0.000032697924,0.0006963343],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9968877,0.00008995118,0.00047634044,0.00082016137,0.00086576515,0.00086010166],"domain_scores_gemma":[0.99853396,0.00017497997,0.00006806962,0.00068329304,0.00011810725,0.00042160705],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0023690788,0.00028383758,0.0005001622,0.0008991803,0.0012460658,0.00020904746,0.0007450457,0.00005799871,0.000035005203],"category_scores_gemma":[0.00024023537,0.00026564358,0.00037509832,0.0022864062,0.00023498852,0.00032162745,0.00030695339,0.00039090365,0.0000030275849],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000032343876,0.000049277263,0.0010005813,0.000052416657,0.00019808831,0.000012080158,0.00038214997,0.9920311,0.0057392227,0.000008466568,0.00016526566,0.0003290114],"study_design_scores_gemma":[0.00046875453,0.000040470884,0.0003852295,0.000008692379,0.00040913527,0.000006345176,0.00022471054,0.99430084,0.0027267765,0.000021344358,0.0010825811,0.00032511028],"about_ca_topic_score_codex":0.000083415194,"about_ca_topic_score_gemma":0.00035155506,"teacher_disagreement_score":0.11008473,"about_ca_system_score_codex":0.00030264477,"about_ca_system_score_gemma":0.00009915305,"threshold_uncertainty_score":0.99997956},"labels":[],"label_agreement":null},{"id":"W4297348394","doi":"10.56952/arma-2022-0368","title":"Fully Coupled THM Formulations with Two-Phase Fluid Flow in Naturally Fractured Media","year":2022,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Petro Geotech (Canada)","funders":"","keywords":"Poromechanics; Porous medium; Permeability (electromagnetism); Fluid dynamics; Porosity; Materials science; Mechanics; Geology; Geotechnical engineering; Chemistry","score_opus":0.005753315269333266,"score_gpt":0.22602845965636256,"score_spread":0.2202751443870293,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4297348394","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9501174,0.0006526359,0.04110641,0.0007982656,0.00030718095,0.0002876483,0.00003540073,0.00064065616,0.0060544],"genre_scores_gemma":[0.99668705,0.000011648806,0.0024884867,0.00014172414,0.00006905217,0.00005734513,0.00016662937,0.000033023993,0.00034505007],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9989276,0.000026633727,0.00023062422,0.00018132741,0.000348144,0.00028567124],"domain_scores_gemma":[0.99948436,0.00009676845,0.000022124674,0.00027574517,0.000028179822,0.00009281065],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00014952922,0.0001658087,0.0002203265,0.0002456425,0.00014756455,0.000033231994,0.00019383783,0.000044347627,0.0018393974],"category_scores_gemma":[0.000024840414,0.0001262695,0.00007467192,0.00053845206,0.000015490961,0.0001322363,0.000046200035,0.00042414354,0.000016587119],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000032955395,0.00005067884,0.000096193275,0.000009444169,0.000075405515,0.000052395928,0.00069505663,0.9962953,0.0008157063,0.000018666155,0.0007489442,0.0011092775],"study_design_scores_gemma":[0.0017475769,0.000042640357,0.0008412445,0.000006085162,0.00002996688,0.000011502603,0.00015551406,0.9904591,0.0006045702,0.00007610231,0.0058101616,0.00021555864],"about_ca_topic_score_codex":0.00021311923,"about_ca_topic_score_gemma":0.0014981504,"teacher_disagreement_score":0.046569638,"about_ca_system_score_codex":0.00012498384,"about_ca_system_score_gemma":0.000034194436,"threshold_uncertainty_score":0.999073},"labels":[],"label_agreement":null},{"id":"W4297348421","doi":"10.56952/arma-2022-0288","title":"Investigation of Proppant Shear Behavior Along Fracture/Fault Lines; A Gouge Analogy for Fracture Stability and Earthquake Potential","year":2022,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Hydraulic fracturing; Shearing (physics); Geology; Comminution; Geotechnical engineering; Shear (geology); Fault gouge; Fracture (geology); Slip (aerodynamics); Materials science; Fault (geology); Petrology; Engineering; Seismology","score_opus":0.012985550534648121,"score_gpt":0.22402846440232949,"score_spread":0.21104291386768137,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4297348421","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9668903,0.00033752495,0.031308252,0.00064886577,0.000118612275,0.00045393803,0.000062679974,0.00012878055,0.00005104246],"genre_scores_gemma":[0.9980553,0.000015460773,0.0013211898,0.00014731349,0.000090503774,0.00015875437,0.00011375118,0.000029775021,0.0000679595],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.998766,0.00006880896,0.0003819341,0.00027241494,0.00026333402,0.00024750264],"domain_scores_gemma":[0.9993912,0.00006843806,0.00007018812,0.00027916412,0.00007470186,0.00011631103],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00032409656,0.0001767102,0.0003166512,0.00013484007,0.00017921919,0.000024297999,0.00012985295,0.00010062653,0.00034435815],"category_scores_gemma":[0.00003849041,0.0001499102,0.00014117545,0.00019822801,0.00007062905,0.00010166015,0.00005857125,0.00035896612,0.0000010203122],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000053434997,0.00007200124,0.008872861,0.00030770342,0.00017159276,0.000012701515,0.0010024536,0.97647536,0.008141542,0.00000699479,0.0011936381,0.0036897291],"study_design_scores_gemma":[0.0019556764,0.00055567326,0.26975694,0.000028074348,0.0007535139,0.00004984937,0.0009090971,0.5928135,0.09308292,0.0005238009,0.038651526,0.00091946876],"about_ca_topic_score_codex":0.0005579788,"about_ca_topic_score_gemma":0.00015836261,"teacher_disagreement_score":0.38366187,"about_ca_system_score_codex":0.000047593272,"about_ca_system_score_gemma":0.000044561704,"threshold_uncertainty_score":0.6113161},"labels":[],"label_agreement":null},{"id":"W4297348683","doi":"10.56952/arma-2022-0172","title":"Viscoelastic Stress Relaxation for Estimating Shmin Magnitude in Deep Sedimentary Formations","year":2022,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Kootenay Association for Science & Technology","funders":"Curtin University of Technology; Commonwealth Scientific and Industrial Research Organisation; Australian Government","keywords":"Geology; Creep; Viscoelasticity; Stress (linguistics); Sedimentary rock; Stress relaxation; Rheology; Geotechnical engineering; Geothermal gradient; Deformation (meteorology); Geophysics; Materials science","score_opus":0.006461252625180436,"score_gpt":0.2209740980496356,"score_spread":0.21451284542445517,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4297348683","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.1714678,0.000090273,0.8248039,0.00025632879,0.00029402543,0.00026048583,0.000027616668,0.00022743746,0.002572156],"genre_scores_gemma":[0.97143626,0.0000022493907,0.027916519,0.000048372593,0.00004449251,0.00022415144,0.00015879142,0.000016075786,0.00015306339],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99938136,0.000017161783,0.00021385103,0.00009046166,0.00013099176,0.00016615533],"domain_scores_gemma":[0.9997258,0.00010471741,0.00002486536,0.00010205737,0.0000106484795,0.00003186495],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00013946719,0.00007759331,0.000095566276,0.00017087966,0.00015484521,0.000020651942,0.00009659272,0.000019988363,0.0003483607],"category_scores_gemma":[0.00003257014,0.000077683966,0.00004742982,0.0001973839,0.0000053882695,0.00013730668,0.000038122624,0.0001381173,0.0000074563227],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000024730732,0.000022021906,0.0002881983,0.00006199237,0.000023578717,0.0000013604761,0.0005451326,0.99601233,0.00004667966,0.00001613021,0.0004874282,0.0024926534],"study_design_scores_gemma":[0.00026314883,0.000020807394,0.00056246115,0.000010322915,0.00002202406,0.0000018412203,0.0007720081,0.99723345,0.0003445498,0.00012349345,0.00054806576,0.00009781941],"about_ca_topic_score_codex":0.00012148915,"about_ca_topic_score_gemma":0.00023649528,"teacher_disagreement_score":0.7999685,"about_ca_system_score_codex":0.00013799655,"about_ca_system_score_gemma":0.0000075212592,"threshold_uncertainty_score":0.38143057},"labels":[],"label_agreement":null},{"id":"W4297348882","doi":"10.56952/arma-2022-0740","title":"Non-Cubic Law Fracture Flow Phenomena","year":2022,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Waterloo","funders":"","keywords":"Hagen–Poiseuille equation; Laminar flow; Mechanics; Fracture (geology); Flow (mathematics); Mass flux; Fluid dynamics; Law; Physics; Geology; Materials science; Geotechnical engineering","score_opus":0.00414063364736027,"score_gpt":0.18646335789967103,"score_spread":0.18232272425231075,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4297348882","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.05689878,0.0011502369,0.050198175,0.0018329177,0.0009879414,0.0002343499,0.000025462054,0.0016286611,0.8870435],"genre_scores_gemma":[0.9943063,0.000012776399,0.00037550228,0.0007728722,0.00016905984,0.000030332845,0.000024467443,0.000029009121,0.0042796484],"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","domain_scores_codex":[0.9993033,0.000011914242,0.0001213142,0.00013475135,0.000205172,0.00022356183],"domain_scores_gemma":[0.9996232,0.00001779176,0.000010088007,0.00026513656,0.000007925605,0.00007588111],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00008707222,0.00011497359,0.0001443701,0.00006399874,0.00020569957,0.000026556432,0.00019877717,0.000031876236,0.006250012],"category_scores_gemma":[0.0000017207788,0.000098915894,0.000096373056,0.00019084029,0.00001349545,0.00005634962,0.00006517344,0.0003101249,0.00014139213],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000014050568,0.000014120183,0.000015012922,0.000013787456,0.0000727074,0.000010620634,0.00018198306,0.984003,0.00015142905,0.00003046546,0.0147999665,0.0007055213],"study_design_scores_gemma":[0.00013649733,0.000014170243,0.000060098188,0.0000014927177,0.000018320898,0.000004076753,0.00013559175,0.4558314,0.0013567011,0.00009130905,0.54219234,0.00015801593],"about_ca_topic_score_codex":0.00019768515,"about_ca_topic_score_gemma":0.000046232362,"teacher_disagreement_score":0.93740755,"about_ca_system_score_codex":0.00007446632,"about_ca_system_score_gemma":0.000006377356,"threshold_uncertainty_score":0.9946584},"labels":[],"label_agreement":null},{"id":"W4297349259","doi":"10.56952/arma-2022-0731","title":"Inertia Dominant and Transient Flow in Fractures - Beyond the Cubic Law","year":2022,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Waterloo","funders":"","keywords":"Hagen–Poiseuille equation; Mechanics; Reynolds number; Flow (mathematics); Laminar flow; Hele-Shaw flow; Incompressible flow; Fluid dynamics; Physics; Stokes flow; Open-channel flow; Law; Turbulence","score_opus":0.0034653358179582232,"score_gpt":0.19389601596194314,"score_spread":0.19043068014398493,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4297349259","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.962897,0.0028421741,0.0017860527,0.0037502323,0.00023685451,0.00015932551,0.000008768314,0.000115441944,0.028204173],"genre_scores_gemma":[0.9990292,0.00005902358,0.000083428364,0.00046225826,0.000026304886,0.000030837724,0.0000049390906,0.00001266208,0.00029132157],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9994198,0.000035438505,0.00013072483,0.00011036313,0.00014031629,0.00016334146],"domain_scores_gemma":[0.9997407,0.000049368828,0.000007315865,0.00016287983,0.0000035504324,0.000036163776],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00016645544,0.00009029937,0.00012105134,0.000060287337,0.00013719332,0.000023087732,0.00012121666,0.000023968656,0.00046914024],"category_scores_gemma":[0.0000034466173,0.000054534357,0.000046925506,0.0001554399,0.00002964946,0.00003701072,0.000039168295,0.0002601433,0.0000036602246],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000055092646,0.000015565442,0.00006211123,0.000012319329,0.000032579985,0.000016099959,0.0011857823,0.99337465,0.00073384313,0.00008432675,0.0027280038,0.0017491921],"study_design_scores_gemma":[0.000547442,0.00003419075,0.004714136,0.000006310236,0.00004397671,0.000021672697,0.0007716569,0.7215411,0.0063013537,0.0002875821,0.26547652,0.00025401634],"about_ca_topic_score_codex":0.0006497735,"about_ca_topic_score_gemma":0.0012827294,"teacher_disagreement_score":0.27183354,"about_ca_system_score_codex":0.000029268294,"about_ca_system_score_gemma":0.0000043013624,"threshold_uncertainty_score":0.5136757},"labels":[],"label_agreement":null},{"id":"W4297349487","doi":"10.56952/arma-2022-0543","title":"Experimental Facility for Testing Unconventional Reservoirs: Effect of Geomechanics on Multiphase Flow Properties","year":2022,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Geomechanics; Effective stress; Geotechnical engineering; Pore water pressure; Porosity; Geology; Multiphase flow; Permeability (electromagnetism); Petroleum engineering; Fluid dynamics; Oil sands; Overpressure; Overburden; Consolidation (business); Stress (linguistics); Overburden pressure; Materials science; Mechanics; Asphalt","score_opus":0.026731296799725395,"score_gpt":0.24225689866130287,"score_spread":0.2155256018615775,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4297349487","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.90890884,0.000326669,0.08912403,0.000053066877,0.00025382085,0.00048441545,0.00011884407,0.00030120902,0.00042912966],"genre_scores_gemma":[0.99748856,7.380636e-7,0.0018104345,0.000011002758,0.000023458264,0.0002862109,0.000042243857,0.000013068197,0.00032426976],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99912196,0.000058953632,0.00021339595,0.00017144576,0.00025396227,0.00018029963],"domain_scores_gemma":[0.99950534,0.00017350649,0.000026334044,0.0002177927,0.000030493216,0.000046528694],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00037670598,0.00012973107,0.00020068554,0.00009106946,0.0001656544,0.000014201851,0.00017598558,0.00002927186,0.00017091545],"category_scores_gemma":[0.00013606607,0.00010208944,0.00015612831,0.00015009908,0.000011411681,0.00006104019,0.00008188871,0.00013154231,0.000004179998],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00007498729,0.00007485289,0.000033426964,0.00016863208,0.000078690355,0.0000017620011,0.000104357394,0.9694358,0.028342605,0.000008580177,0.0002452329,0.0014310855],"study_design_scores_gemma":[0.0005402884,0.00041407652,0.0000036047027,0.000010355661,0.000010772917,0.0000014505263,0.00009171524,0.6936252,0.304472,0.000010534068,0.0007320184,0.000087966364],"about_ca_topic_score_codex":0.000053256037,"about_ca_topic_score_gemma":0.0000028815257,"teacher_disagreement_score":0.2761294,"about_ca_system_score_codex":0.00010126505,"about_ca_system_score_gemma":0.000013315796,"threshold_uncertainty_score":0.41630864},"labels":[],"label_agreement":null},{"id":"W4297549817","doi":"10.1007/s11242-022-01857-6","title":"Poro-Mechanical Coupling for Flow Diagnostics","year":2022,"lang":"en","type":"article","venue":"Transport in Porous Media","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"Energi Simulation","keywords":"Flow (mathematics); Mechanics; Hydrogeology; Reservoir simulation; Fluid dynamics; Coupling (piping); Fluid mechanics; Uncertainty quantification; Geomechanics; Porous medium; Reservoir engineering; Statistical physics; Computer science; Geology; Geotechnical engineering; Physics; Porosity; Engineering; Mechanical engineering; Petroleum engineering","score_opus":0.010379096435194522,"score_gpt":0.21267924665297233,"score_spread":0.2023001502177778,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4297549817","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9478064,0.0020838487,0.045811217,0.00033304564,0.0019306971,0.00046271642,0.00032061798,0.00056820526,0.000683212],"genre_scores_gemma":[0.9974845,0.00033543547,0.0013123808,0.00006777882,0.00016439447,0.00018798259,0.00032854322,0.000055784887,0.000063219944],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99878526,0.000007666309,0.00035027583,0.00020455442,0.0002864826,0.00036577135],"domain_scores_gemma":[0.9993865,0.00025428622,0.000022890854,0.00021608936,0.000015534953,0.000104732244],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00033940328,0.00015526287,0.00028718155,0.00013081453,0.00008973404,0.0000058792198,0.00022604007,0.00007329185,0.00032489374],"category_scores_gemma":[0.0000423991,0.00016419019,0.0001231252,0.00023962032,0.000016622467,0.000038747166,0.000012191796,0.00036068424,0.000006185193],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000016805532,0.00005847734,0.0014148611,0.00006164161,0.000039747385,0.0001466707,0.00073673093,0.99505717,0.00006404632,0.000027826127,0.0007157908,0.0016602591],"study_design_scores_gemma":[0.0014179815,0.00008341763,0.004644085,0.00003683001,0.0001503332,0.000020208287,0.00053935195,0.9610817,0.0014602172,0.00065053126,0.029339682,0.0005757065],"about_ca_topic_score_codex":0.000066734734,"about_ca_topic_score_gemma":0.00034015643,"teacher_disagreement_score":0.04967804,"about_ca_system_score_codex":0.00010043145,"about_ca_system_score_gemma":0.00002903459,"threshold_uncertainty_score":0.66954815},"labels":[],"label_agreement":null},{"id":"W4297809508","doi":"10.2118/208888-pa","title":"Characterization of the Giant Chicontepec Tight Oil Paleochannel in Mexico and Integration with Actual Cumulative Oil Production","year":2022,"lang":"en","type":"article","venue":"SPE Reservoir Evaluation & Engineering","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Oil in place; Oil shale; Geology; Petrophysics; Petroleum engineering; Tight oil; Shale oil; Mineralogy; Porosity; Petroleum; Geotechnical engineering; Paleontology","score_opus":0.014174997886264673,"score_gpt":0.2240728551395137,"score_spread":0.20989785725324903,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4297809508","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.996358,0.000109208755,0.0016676405,0.0005119678,0.0002610581,0.0005866907,0.000010782207,0.000084905136,0.00040974614],"genre_scores_gemma":[0.99825484,0.000051642113,0.00016470662,0.000006362881,0.00006654552,0.0011075741,0.0000640126,0.000034609227,0.00024972393],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9984181,0.00013182589,0.00034985217,0.00024409305,0.000659442,0.00019667021],"domain_scores_gemma":[0.99941593,0.000039608378,0.000102933685,0.00028846273,0.00011156322,0.000041519655],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008227946,0.00018769389,0.00021663781,0.00029444118,0.000116431016,0.000026342155,0.00015377291,0.000045386314,0.00007446333],"category_scores_gemma":[0.00015425206,0.00014280557,0.000046806388,0.00074081036,0.000026330052,0.00026630814,0.000067360845,0.00035361628,9.998004e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000033281718,0.000028102488,0.00023516151,0.000085673695,0.000046149886,7.270077e-7,0.0013778439,0.9189777,0.071886,0.00001489084,0.00000583361,0.007308656],"study_design_scores_gemma":[0.0006014229,0.000058032852,0.020399753,0.00015756923,0.000047690424,0.00000817595,0.00028411578,0.9350751,0.04280415,0.000015137104,0.00035935285,0.00018950686],"about_ca_topic_score_codex":0.000047042246,"about_ca_topic_score_gemma":0.00021358962,"teacher_disagreement_score":0.02908185,"about_ca_system_score_codex":0.00024115747,"about_ca_system_score_gemma":0.000048423084,"threshold_uncertainty_score":0.58234423},"labels":[],"label_agreement":null},{"id":"W4297916242","doi":"10.2118/210224-ms","title":"RTA-Assisted Numerical History-Matching and Co-Optimization of CO2 Storage and HnP Performance for a Near Critical Gas Condensate Shale Well","year":2022,"lang":"en","type":"article","venue":"SPE Annual Technical Conference and Exhibition","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":10,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Reservoir simulation; Calibration; Computer science; Shale gas; Workflow; Flow (mathematics); Matching (statistics); Petroleum engineering; Mathematical optimization; Oil shale; Applied mathematics; Algorithm; Mechanics; Geology; Mathematics; Physics; Statistics","score_opus":0.016794786954228053,"score_gpt":0.24484291850701967,"score_spread":0.2280481315527916,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4297916242","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.90921026,0.00057797495,0.088281825,0.0004297971,0.000066189925,0.00022368076,0.00011166318,0.00016007756,0.00093854015],"genre_scores_gemma":[0.99778944,0.00019959752,0.0017592598,0.00006065441,0.000023139353,0.000034904828,0.000059172373,0.000015846748,0.000057957837],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9991594,0.000039122144,0.00023974775,0.00021939074,0.00016360695,0.00017874008],"domain_scores_gemma":[0.99958444,0.00010864932,0.00004045088,0.00010696953,0.00006526004,0.000094206254],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00021039479,0.00012751903,0.00025967634,0.00007162537,0.00018788091,0.000031104246,0.000058522044,0.000084622305,0.00018368872],"category_scores_gemma":[0.000043314292,0.00012639286,0.00004309213,0.00007277685,0.00018054883,0.00017079563,0.000055184853,0.00023968636,9.72397e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0010247494,0.000662184,0.0018057525,0.004229542,0.0003294902,0.0000763718,0.006799836,0.8941822,0.049671467,0.006220997,0.013362311,0.021635069],"study_design_scores_gemma":[0.00079028617,0.000584959,0.0015830018,0.00009517094,0.00012883717,0.00008027863,0.0006052058,0.985917,0.0012021865,0.0006565334,0.007972351,0.00038422816],"about_ca_topic_score_codex":0.00004042542,"about_ca_topic_score_gemma":0.0000050873095,"teacher_disagreement_score":0.09173473,"about_ca_system_score_codex":0.00006347899,"about_ca_system_score_gemma":0.000025271924,"threshold_uncertainty_score":0.51541513},"labels":[],"label_agreement":null},{"id":"W4297916323","doi":"10.2118/209962-ms","title":"Transient Analysis of Sandface and Wellbore Temperature in Naturally Fractured Geothermal Reservoirs: Numerical and Analytical Approaches","year":2022,"lang":"en","type":"article","venue":"SPE Annual Technical Conference and Exhibition","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Mechanics; Adiabatic process; Heat transfer; Geothermal gradient; Thermal conduction; Joule–Thomson effect; Thermodynamics; Geology; Materials science; Physics; Geophysics","score_opus":0.014481287233887965,"score_gpt":0.22804498325185474,"score_spread":0.21356369601796676,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4297916323","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9957214,0.0011063134,0.0011175795,0.0010676073,0.000016436014,0.00013088726,0.00011075521,0.000069203474,0.0006598265],"genre_scores_gemma":[0.9993237,0.00027551307,0.00017132821,0.000054620094,0.000017004995,0.000017987317,0.0000942667,0.000011884147,0.0000336609],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99879736,0.00008348872,0.00030754678,0.00032709452,0.00025980733,0.00022473006],"domain_scores_gemma":[0.99958754,0.000068635294,0.000036014775,0.00016568408,0.00003247034,0.0001096476],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00026950566,0.00017605319,0.00045273712,0.0003456311,0.000092902796,0.00003931381,0.000101152866,0.000158302,0.0001007975],"category_scores_gemma":[0.000026537306,0.00015009266,0.000089924935,0.00075218093,0.00013705762,0.00013618001,0.00008405374,0.00059888384,3.1504356e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0009603364,0.00075003377,0.022451792,0.00079233595,0.0023105093,0.00020541578,0.0109689245,0.91239595,0.02445603,0.0036028165,0.0029189412,0.018186925],"study_design_scores_gemma":[0.0012405963,0.00044294214,0.28655645,0.00009289563,0.0009959233,0.000041410825,0.0034552764,0.7013235,0.0015251297,0.00073776644,0.002797461,0.0007906458],"about_ca_topic_score_codex":0.00009896019,"about_ca_topic_score_gemma":0.00013922523,"teacher_disagreement_score":0.26410466,"about_ca_system_score_codex":0.00003113427,"about_ca_system_score_gemma":0.000015288837,"threshold_uncertainty_score":0.6120601},"labels":[],"label_agreement":null},{"id":"W4297916405","doi":"10.2118/210048-ms","title":"Formation Failure Analysis for Longitudinally Fractured Horizontal Wells Completed by Multistage Fracturing Sleeves","year":2022,"lang":"en","type":"article","venue":"SPE Annual Technical Conference and Exhibition","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"ConocoPhillips (Canada)","funders":"","keywords":"Geology; Geotechnical engineering; Borehole; Fracture (geology); Finite element method; Inflow; Hydraulic fracturing; Stress (linguistics); Drawdown (hydrology); Drilling; Flow (mathematics); Compression (physics); Petroleum engineering; Materials science; Engineering; Aquifer; Structural engineering; Groundwater; Mechanics","score_opus":0.011273617993754089,"score_gpt":0.2287164004242261,"score_spread":0.21744278243047202,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4297916405","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.3206705,0.00040251084,0.6747616,0.0011444855,0.000084679436,0.0005031661,0.0012778228,0.00059702864,0.00055822433],"genre_scores_gemma":[0.99716926,0.00006792339,0.00089599413,0.00008368026,0.000058904887,0.00011599102,0.0015136197,0.000022250142,0.00007238295],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99866945,0.000044665736,0.00035734646,0.00031331668,0.00029625432,0.0003189701],"domain_scores_gemma":[0.99943066,0.00008077055,0.000082925886,0.00021101002,0.000080718135,0.00011390494],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00021458174,0.000223823,0.00036898203,0.00025973227,0.00039065946,0.00010041629,0.00017346878,0.00012798044,0.0002934041],"category_scores_gemma":[0.000027189128,0.00021717453,0.00021220131,0.0004179799,0.000051325464,0.00038212075,0.00008588823,0.00039779043,0.0000050081157],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0005881089,0.0007167845,0.0026706562,0.00090392516,0.0032844772,0.00009241001,0.004431322,0.57116497,0.23727901,0.0009854472,0.1529767,0.024906209],"study_design_scores_gemma":[0.003432784,0.0013143598,0.016083274,0.00011323335,0.0023900848,0.00007197296,0.0053701065,0.7167889,0.063035876,0.002502033,0.1862788,0.0026185755],"about_ca_topic_score_codex":0.00010475993,"about_ca_topic_score_gemma":0.00022019893,"teacher_disagreement_score":0.6764988,"about_ca_system_score_codex":0.00010442599,"about_ca_system_score_gemma":0.000010620183,"threshold_uncertainty_score":0.885612},"labels":[],"label_agreement":null},{"id":"W4297916406","doi":"10.2118/210287-ms","title":"An Integrated Method to Mitigate Hazards from Hydraulic Fracturing-Induced Earthquakes in the Duvernay Shale Play","year":2022,"lang":"en","type":"article","venue":"SPE Annual Technical Conference and Exhibition","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Induced seismicity; Hydraulic fracturing; Geology; Precambrian; Seismology; Basement; Microseism; Rock mass classification; Oil shale; Mining engineering; Petrology; Geotechnical engineering; Geochemistry; Engineering","score_opus":0.01439573314739677,"score_gpt":0.2673377756667995,"score_spread":0.2529420425194027,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4297916406","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9698961,0.000065000975,0.02655343,0.0014174017,0.000062968735,0.0002296553,0.00015567921,0.00025683705,0.001362969],"genre_scores_gemma":[0.997773,0.000023151495,0.0012566214,0.00055115996,0.00008489258,0.000101979174,0.00016315978,0.000021350294,0.000024719973],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9984389,0.00025254922,0.00029226503,0.00036373723,0.00034931384,0.00030322882],"domain_scores_gemma":[0.99935216,0.00011561005,0.0000341099,0.00034429386,0.000040442417,0.00011340508],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005658505,0.0002064714,0.00027196712,0.00017453279,0.00019379721,0.00011056637,0.00035526502,0.00011940746,0.00033646732],"category_scores_gemma":[0.000039477763,0.00015969409,0.000075913114,0.0004184313,0.000032292046,0.0002273279,0.00008227472,0.0007489443,0.000020567213],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0003746193,0.00083303376,0.0016386017,0.00010668866,0.00027017013,0.00064079463,0.025097797,0.47341406,0.23950204,0.0011777625,0.012640241,0.2443042],"study_design_scores_gemma":[0.004164849,0.0039828597,0.22897951,0.00063847925,0.00045138874,0.00026513048,0.04091604,0.38821355,0.15774268,0.03465885,0.13539751,0.0045891562],"about_ca_topic_score_codex":0.0017186184,"about_ca_topic_score_gemma":0.0009866,"teacher_disagreement_score":0.23971504,"about_ca_system_score_codex":0.000067776185,"about_ca_system_score_gemma":0.000030582407,"threshold_uncertainty_score":0.6512136},"labels":[],"label_agreement":null},{"id":"W4297916475","doi":"10.2118/210266-ms","title":"Best Practices in DFIT Interpretation - Comparative Analysis of 83 DFITs in the Canadian Duvernay Shale Play","year":2022,"lang":"en","type":"article","venue":"SPE Annual Technical Conference and Exhibition","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Alberta Energy","funders":"","keywords":"Closure (psychology); Petroleum engineering; Permeability (electromagnetism); Oil shale; Directive; Geology; Engineering; Computer science; Law; Chemistry","score_opus":0.03994588700565632,"score_gpt":0.3039844377206484,"score_spread":0.2640385507149921,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4297916475","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.98600996,0.00014623243,0.00036693993,0.0005960018,0.000022087528,0.0001370101,0.00009555716,0.00002191595,0.012604324],"genre_scores_gemma":[0.99967086,0.00006463902,0.000029526309,0.00005752307,0.0000090034455,0.000036376987,0.00009984585,0.0000033677616,0.000028846409],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9991347,0.000112185226,0.00024556927,0.00015431317,0.00020193182,0.00015130092],"domain_scores_gemma":[0.9995929,0.00011269544,0.000080825645,0.0001311271,0.00003835559,0.00004409618],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00040712112,0.0000879516,0.00022857531,0.0004946241,0.00008545194,0.000035724923,0.00015513599,0.000059358066,0.00014407223],"category_scores_gemma":[0.000050933162,0.00007313188,0.00005415866,0.00095412385,0.00004947191,0.00019038467,0.000030811312,0.00036903247,0.0000028600405],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00011996372,0.0003052825,0.025018485,0.000091699934,0.00045886796,0.000106868596,0.03482579,0.9289202,0.0018722586,0.0018262087,0.0013620894,0.005092275],"study_design_scores_gemma":[0.0007603807,0.0005001668,0.30070367,0.00017457818,0.00074047135,0.00002288099,0.03546394,0.6542844,0.0011542977,0.0014543899,0.004096956,0.00064385583],"about_ca_topic_score_codex":0.07450412,"about_ca_topic_score_gemma":0.6127238,"teacher_disagreement_score":0.5382197,"about_ca_system_score_codex":0.00011506432,"about_ca_system_score_gemma":0.00004371934,"threshold_uncertainty_score":0.9316588},"labels":[],"label_agreement":null},{"id":"W4297919749","doi":"10.2118/210017-ms","title":"Experimental Investigation of Hydraulic Fracturing on the Montney Formation","year":2022,"lang":"en","type":"article","venue":"SPE Annual Technical Conference and Exhibition","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"ConocoPhillips (Canada)","funders":"","keywords":"Acoustic emission; Geology; Hydraulic fracturing; Classification of discontinuities; Viscosity; Fracture (geology); Slip (aerodynamics); Geotechnical engineering; Materials science; Composite material","score_opus":0.018325399358190175,"score_gpt":0.23021255882107555,"score_spread":0.2118871594628854,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4297919749","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99180573,0.00011636548,0.0024755257,0.0010415115,0.00003898205,0.00013541435,0.000019716827,0.00013134004,0.0042353887],"genre_scores_gemma":[0.999606,0.00003364704,0.000044799555,0.00016110984,0.00003004931,0.000051851985,0.000036903803,0.000008470394,0.000027127742],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99931383,0.000046868558,0.00019084418,0.00011020718,0.00022348843,0.00011474257],"domain_scores_gemma":[0.9997053,0.000045664103,0.00004371104,0.00014132254,0.000023470468,0.000040523042],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00018050325,0.00009221554,0.000111105386,0.00007948356,0.00016990866,0.000020429257,0.00009841532,0.00004346624,0.00016435294],"category_scores_gemma":[0.000015594922,0.00007068768,0.000047233334,0.00013556167,0.000057278587,0.00017453446,0.000056995166,0.00024642734,0.000005627529],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00017047413,0.00023702029,0.00033893326,0.00024784508,0.00012414182,0.000019162138,0.010347464,0.31366652,0.6297675,0.013380131,0.020518415,0.011182416],"study_design_scores_gemma":[0.00041457548,0.0004962989,0.0043538753,0.00009999342,0.000036454174,0.000024653864,0.004828407,0.07254803,0.9068982,0.0067469557,0.0031896282,0.00036291097],"about_ca_topic_score_codex":0.000038420025,"about_ca_topic_score_gemma":0.0000056338795,"teacher_disagreement_score":0.27713072,"about_ca_system_score_codex":0.000046972502,"about_ca_system_score_gemma":0.000007595108,"threshold_uncertainty_score":0.288256},"labels":[],"label_agreement":null},{"id":"W4297991078","doi":"10.1016/j.petsci.2022.09.029","title":"Well interference evaluation considering complex fracture networks through pressure and rate transient analysis in unconventional reservoirs","year":2022,"lang":"en","type":"article","venue":"Petroleum Science","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":30,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"China Postdoctoral Science Foundation; Northeast Petroleum University; China National Petroleum Corporation; Ministry of Education of the People's Republic of China; Computer Modelling Group","keywords":"Transient analysis; Transient (computer programming); Interference (communication); Volumetric flow rate; Fracture (geology); Petroleum engineering; Engineering; Mechanics; Computer science; Physics; Electrical engineering; Geotechnical engineering; Transient response; Channel (broadcasting)","score_opus":0.02071585134722126,"score_gpt":0.2612448430859874,"score_spread":0.24052899173876613,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4297991078","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.93342674,0.0018058656,0.06105607,0.0006900407,0.00024815334,0.00017259199,0.000015173551,0.00010729137,0.0024780836],"genre_scores_gemma":[0.9994092,0.000060691284,0.00022625421,0.00010486322,0.000025865591,0.00005243015,0.000028163662,0.000010253483,0.00008226967],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99800086,0.00017322409,0.00030609046,0.00044615642,0.0006948835,0.00037878903],"domain_scores_gemma":[0.9993867,0.00009906596,0.000059420443,0.00029872687,0.000066796536,0.0000892721],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0018081332,0.00016055888,0.0002708657,0.00046655725,0.00038572084,0.000113984395,0.00038798238,0.000037648188,0.00093175506],"category_scores_gemma":[0.000046215508,0.00015569462,0.000096165066,0.0018439001,0.00020983536,0.00032408378,0.00014077924,0.00043544112,0.00000242063],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000009837818,0.000019058873,0.0063129603,0.000015882088,0.00012427427,0.0000048980546,0.0004951599,0.9923263,0.00044375172,0.000009219478,0.00012313758,0.000115479976],"study_design_scores_gemma":[0.00026901168,0.000020214999,0.087562144,0.0000109853145,0.00023102385,0.0000040702766,0.0003858436,0.9088649,0.00011179427,0.00008878695,0.0022925285,0.00015867397],"about_ca_topic_score_codex":0.00038750423,"about_ca_topic_score_gemma":0.0005849683,"teacher_disagreement_score":0.08346142,"about_ca_system_score_codex":0.00015027559,"about_ca_system_score_gemma":0.00006279749,"threshold_uncertainty_score":0.9999815},"labels":[],"label_agreement":null},{"id":"W4300812911","doi":"10.2118/9781613994580-04","title":"Completion for Gas and Liquid-Rich Shales","year":2018,"lang":"en","type":"book-chapter","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Apache (Canada)","funders":"","keywords":"Petroleum engineering; Geology","score_opus":0.01652360845541195,"score_gpt":0.21864262142638594,"score_spread":0.20211901297097398,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4300812911","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0019152542,0.0013909168,0.02941072,0.00016443599,0.00020611649,0.00021184233,0.00003034445,0.00039109963,0.96627927],"genre_scores_gemma":[0.083345674,0.0014526718,0.0020956327,0.00010743632,0.0011286477,0.000023158636,0.0001885928,0.00015175572,0.9115064],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99941856,0.0000019730692,0.00016289095,0.00017871494,0.00009760702,0.0001402797],"domain_scores_gemma":[0.99963534,0.000048015227,0.000024240173,0.00018320832,0.00004643639,0.000062744104],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00006829698,0.00019694626,0.00027077176,0.00011264162,0.000053353342,0.000028468083,0.000079319485,0.00022013356,0.0010342229],"category_scores_gemma":[0.0000067957494,0.00016451973,0.00009907328,0.000010111989,0.000045406072,0.000026900425,0.000025072475,0.00010950345,0.000092548995],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00023536888,0.00005434829,0.000030090916,0.006120777,0.00597132,0.0000460344,0.0015642104,0.059225522,0.0010940238,0.035434645,0.8664892,0.023734502],"study_design_scores_gemma":[0.00015229417,0.00009754598,0.000008263427,0.00010686185,0.00015782849,0.0000065955587,0.000008036888,0.02006659,0.0004066372,0.002921293,0.9757088,0.00035929],"about_ca_topic_score_codex":0.00000961976,"about_ca_topic_score_gemma":0.00007089439,"teacher_disagreement_score":0.10921961,"about_ca_system_score_codex":0.000027127277,"about_ca_system_score_gemma":0.000004850982,"threshold_uncertainty_score":0.99987894},"labels":[],"label_agreement":null},{"id":"W4302413140","doi":"10.2118/9781613994580-08","title":"Shale Gas and Liquid-Rich Shale","year":2018,"lang":"en","type":"book-chapter","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Oil shale; Geology; Shale gas; Petroleum engineering; Oil shale gas; Geochemistry; Shell in situ conversion process; Unconventional oil; Paleontology","score_opus":0.009125761305448956,"score_gpt":0.19713649978554415,"score_spread":0.1880107384800952,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4302413140","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0039342716,0.0017799302,0.0007444415,0.00007382738,0.00017602688,0.00007486473,0.000012133009,0.000397887,0.9928066],"genre_scores_gemma":[0.06041652,0.0013800043,0.00027488885,0.00007074329,0.00061654893,0.0000047204126,0.00003360301,0.00010933348,0.9370936],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9990707,0.0000035347307,0.00022348916,0.00028419352,0.00018400724,0.00023406222],"domain_scores_gemma":[0.9993702,0.000031898395,0.000028937744,0.00038914706,0.000039109316,0.00014068068],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00007560536,0.00031449017,0.00036575127,0.00016899758,0.000056766137,0.0000458012,0.0001626966,0.00037149884,0.008675739],"category_scores_gemma":[0.000007011953,0.00026334065,0.0001213235,0.000024624936,0.000070941365,0.00005043649,0.00007751383,0.0002940328,0.0009999045],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00011677006,0.00008663462,0.00010090348,0.0036540723,0.008029885,0.00089479017,0.0030661395,0.031172484,0.0007431593,0.007887181,0.9173967,0.026851239],"study_design_scores_gemma":[0.0002115171,0.00012219581,0.00001414641,0.00020943003,0.00027267626,0.000039303002,0.000023395767,0.011590133,0.0010876361,0.0018777635,0.98363906,0.00091276405],"about_ca_topic_score_codex":0.000026984922,"about_ca_topic_score_gemma":0.00007181739,"teacher_disagreement_score":0.06624229,"about_ca_system_score_codex":0.000038814596,"about_ca_system_score_gemma":0.000010423533,"threshold_uncertainty_score":0.9999819},"labels":[],"label_agreement":null},{"id":"W4302561194","doi":"10.2118/2005-195","title":"Effect of Solution Gas on 1D Steam Rise in Oil Sands","year":2005,"lang":"en","type":"article","venue":"Canadian International Petroleum Conference","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":7,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Encana (Canada)","funders":"","keywords":"Petroleum engineering; Steam injection; Oil sands; Environmental science; Fossil fuel; Geology; Unconventional oil; Materials science; Waste management; Engineering; Composite material","score_opus":0.006114654561991778,"score_gpt":0.21777905198412348,"score_spread":0.2116643974221317,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4302561194","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9297464,0.00009376915,0.00017605413,0.0010668082,0.00024220592,0.000018260233,0.00003196568,0.000031392257,0.06859314],"genre_scores_gemma":[0.99850386,0.00010251803,0.000023483128,0.000035004217,0.00012450409,0.000012362565,0.000025463341,0.000011637549,0.0011611502],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99922526,0.000038127237,0.00019548147,0.00013601221,0.00018951239,0.00021558376],"domain_scores_gemma":[0.99956155,0.00006443404,0.000028003702,0.00014644954,0.000041571526,0.0001579721],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00019921844,0.00011877219,0.00016186266,0.0004754065,0.000023379518,0.000023400786,0.00024017054,0.000072857,0.000430088],"category_scores_gemma":[0.000064761676,0.00011473334,0.000065549786,0.00009319107,0.000029078743,0.00008474602,0.000009558664,0.00019468107,0.000086282824],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000024885363,0.000012528709,0.0020770826,0.000035397,0.00006569138,0.000014301827,0.00008760384,0.96086633,0.00045696166,0.0001618489,0.0012511485,0.034946218],"study_design_scores_gemma":[0.0006636255,0.000088303364,0.0038400255,0.00015882464,0.000015635296,0.0000042331494,0.000012551942,0.9450613,0.006023812,0.000020367857,0.043921508,0.00018975818],"about_ca_topic_score_codex":0.01760749,"about_ca_topic_score_gemma":0.14478903,"teacher_disagreement_score":0.12718154,"about_ca_system_score_codex":0.00045583496,"about_ca_system_score_gemma":0.00008066439,"threshold_uncertainty_score":0.98893434},"labels":[],"label_agreement":null},{"id":"W4303710001","doi":"10.46690/ager.2023.01.07","title":"Understanding hydraulic fracture mechanisms: From the laboratory to numerical modelling","year":2022,"lang":"en","type":"article","venue":"ADVANCES IN GEO-ENERGY RESEARCH","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":44,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Toronto","funders":"Natural Sciences and Engineering Research Council of Canada; Energi Simulation","keywords":"Fracture (geology); Geology; Hydraulic fracturing; Bed; Grid; Multiphysics; Anisotropy; Oil shale; Geotechnical engineering; Bedding; Mechanics; Geometry; Structural engineering; Mathematics; Engineering; Finite element method","score_opus":0.05101664692730387,"score_gpt":0.29357242939295364,"score_spread":0.24255578246564977,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4303710001","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0031598422,0.008074011,0.9813468,0.0025736166,0.00032485902,0.00013186908,0.000034208224,0.00016342086,0.004191378],"genre_scores_gemma":[0.99640423,0.0011191249,0.0011174544,0.0006816353,0.00021694311,0.00019619758,0.000028545606,0.000056646742,0.00017924978],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.997036,0.00044785967,0.00027581913,0.00042249504,0.0010910163,0.00072683557],"domain_scores_gemma":[0.9984197,0.0007879635,0.000023983308,0.00055454177,0.000051275743,0.00016251452],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0010500997,0.00019145569,0.00025500517,0.00033166088,0.0006842199,0.00008508431,0.0008318143,0.0000818795,0.0003957474],"category_scores_gemma":[0.00006956778,0.00015463553,0.00007583002,0.001958267,0.00005888763,0.0002414017,0.00033809667,0.0013286504,0.00002330021],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000022577007,0.000024872414,0.00004612185,0.000008079819,0.000038564664,0.00004413772,0.0005985171,0.9951951,0.00010008882,0.0013715152,0.0018113983,0.0007390461],"study_design_scores_gemma":[0.00014292204,0.000040745595,0.000011029518,0.000021660448,0.0000058970854,0.0000012289945,0.0023752789,0.6065374,0.0006343153,0.023581067,0.3664549,0.00019358686],"about_ca_topic_score_codex":0.0013522047,"about_ca_topic_score_gemma":0.00031707287,"teacher_disagreement_score":0.99324435,"about_ca_system_score_codex":0.0007032531,"about_ca_system_score_gemma":0.000060283473,"threshold_uncertainty_score":0.63058543},"labels":[],"label_agreement":null},{"id":"W4304698262","doi":"10.21203/rs.3.rs-2143211/v1","title":"Automated Classification of Well Test Responses in Naturally Fractured Reservoirs Using Unsupervised Machine Learning","year":2022,"lang":"en","type":"preprint","venue":"Research Square","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"Energi Simulation; Heriot-Watt University","keywords":"Computer science; Test (biology); Artificial intelligence; Machine learning; Geology; Paleontology","score_opus":0.04710994904147749,"score_gpt":0.35338154072499633,"score_spread":0.30627159168351886,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4304698262","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.989248,0.0059566833,0.0001668978,0.0004185898,0.00020493733,0.0008192813,0.00018990731,0.00097575533,0.0020199635],"genre_scores_gemma":[0.99655354,0.00113151,0.00059027015,0.00000513113,0.00009286425,0.00011622982,0.0007279484,0.00014258143,0.0006399276],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9941252,0.0016664782,0.0008921344,0.0007195796,0.0017544945,0.00084214646],"domain_scores_gemma":[0.99637383,0.0017336017,0.00016978226,0.0011219854,0.00041201457,0.00018878943],"candidate_categories":["metaepi_narrow","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.0032567715,0.00043305906,0.0007706948,0.0024780554,0.00031909347,0.0001400622,0.0010781899,0.00062198227,0.00076972926],"category_scores_gemma":[0.0025475202,0.00042504212,0.00029557836,0.001995679,0.00014816628,0.00013168374,0.0010285265,0.0061969804,0.000019863819],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0001310104,0.0001233864,0.020453323,0.0019759466,0.00013231393,0.000094608724,0.0010083187,0.9625499,0.012976713,0.0000023898149,0.00034199713,0.00021007952],"study_design_scores_gemma":[0.00042285636,0.00008334464,0.057814613,0.0007461291,0.000029609639,0.0000030900428,0.00074736396,0.9336726,0.0019229003,0.00006209956,0.0041171205,0.00037826758],"about_ca_topic_score_codex":0.0028979494,"about_ca_topic_score_gemma":0.00051819027,"teacher_disagreement_score":0.03736129,"about_ca_system_score_codex":0.0010384552,"about_ca_system_score_gemma":0.00038345603,"threshold_uncertainty_score":0.9998201},"labels":[],"label_agreement":null},{"id":"W4304890615","doi":"10.1002/cjce.24719","title":"Research on the viscosity‐increasing mechanism and performance analysis of modified polysaccharide natural polymer fracturing fluid gel","year":2022,"lang":"en","type":"article","venue":"The Canadian Journal of Chemical Engineering","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"Natural Science Foundation of Chongqing; National Natural Science Foundation of China","keywords":"Guar gum; Materials science; Composite material; Dynamic mechanical analysis; Viscoelasticity; Swelling; Shear rate; Microstructure; Thickening agent; Chemical engineering; Viscosity; Polymer; Chemistry","score_opus":0.013614556662874842,"score_gpt":0.22076682153169963,"score_spread":0.2071522648688248,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4304890615","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99765146,0.0012606714,0.0002548082,0.00054095784,0.00013054913,0.00004854816,0.000006988644,0.000014627675,0.00009140967],"genre_scores_gemma":[0.9997494,0.000017006001,0.000033642147,0.000050851402,0.00009868752,0.000004623395,0.0000014464122,0.000026447384,0.00001789312],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9985302,0.00008157337,0.00034395335,0.00011099841,0.00052813505,0.00040514654],"domain_scores_gemma":[0.99889416,0.00045563417,0.000069522575,0.00026952755,0.00006929282,0.0002418837],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0014467384,0.0001505112,0.00031967732,0.00084534637,0.00033953975,0.000064745785,0.0005499999,0.00005204856,0.000063279425],"category_scores_gemma":[0.00011620722,0.00010066896,0.00018736091,0.0010313699,0.00007109385,0.00007920187,0.00006286015,0.0013899583,5.3695925e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00001998948,0.0000038524245,0.00005447204,0.00002151574,0.00072278106,0.000015505528,0.00045734746,0.91833913,0.07990349,0.00026511605,0.000029633942,0.00016715276],"study_design_scores_gemma":[0.00011029196,0.000026844273,0.0006846009,0.00004620858,0.00026541014,0.000050667553,0.00012666594,0.7731457,0.22533126,0.000035578218,0.000044592696,0.00013220437],"about_ca_topic_score_codex":0.003097434,"about_ca_topic_score_gemma":0.00012477173,"teacher_disagreement_score":0.14542776,"about_ca_system_score_codex":0.0003019646,"about_ca_system_score_gemma":0.00009535976,"threshold_uncertainty_score":0.60387546},"labels":[],"label_agreement":null},{"id":"W4306154096","doi":"10.2118/210628-ms","title":"Implications of Recent Research into the Application of Graded Particles or Micro-Proppants for Coal Seam Gas and Shale Hydraulic Fracturing","year":2022,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Hydraulic fracturing; Petroleum engineering; Oil shale; Coal; Coalbed methane; Permeability (electromagnetism); Natural gas; Shale gas; Reservoir simulation; Tight gas; Geology; Unconventional oil; Environmental science; Coal mining; Mining engineering; Engineering; Waste management","score_opus":0.05294866169133164,"score_gpt":0.326779928910117,"score_spread":0.27383126721878537,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4306154096","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9795272,0.0005258174,0.016028788,0.0025892137,0.000025010813,0.0006061946,0.000019392122,0.000063845815,0.00061454374],"genre_scores_gemma":[0.9977795,0.00028047586,0.0013313346,0.000030206493,0.000026098045,0.0004365871,0.000017557319,0.0000189707,0.00007930728],"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9990239,0.00006461379,0.00028420062,0.00017151455,0.0002366785,0.0002190961],"domain_scores_gemma":[0.99911284,0.00031687526,0.000050868344,0.00036785982,0.00009530239,0.000056265268],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006599521,0.00008157068,0.00016277685,0.000116865085,0.0002996738,0.000016097496,0.00027821964,0.000032461623,0.00008936536],"category_scores_gemma":[0.00006450022,0.000055110453,0.00004768277,0.00042137972,0.000090116795,0.00004272831,0.00017502876,0.00017950076,0.0000012427937],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00020236788,0.00036844346,0.0047178706,0.00083261,0.00047318774,8.0868585e-7,0.008066139,0.45619774,0.3662362,0.0007380628,0.0033586975,0.15880784],"study_design_scores_gemma":[0.0009121403,0.0002413491,0.01291639,0.000025407038,0.0001229376,0.000012983028,0.004740337,0.23636572,0.66638273,0.00898323,0.06898723,0.0003095263],"about_ca_topic_score_codex":0.00040483044,"about_ca_topic_score_gemma":0.00012916182,"teacher_disagreement_score":0.30014655,"about_ca_system_score_codex":0.00006236352,"about_ca_system_score_gemma":0.000032756427,"threshold_uncertainty_score":0.23048788},"labels":[],"label_agreement":null},{"id":"W4306377037","doi":"10.3390/en15207616","title":"Characterization of a Non-Darcy Flow and Development of New Correlation of NON-Darcy Coefficient","year":2022,"lang":"en","type":"article","venue":"Energies","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":12,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Darcy's law; Permeability (electromagnetism); Mechanics; Porosity; Compressibility; Pressure gradient; Porous medium; Darcy number; Geotechnical engineering; Geology; Materials science; Reynolds number; Chemistry; Physics","score_opus":0.005883803525442636,"score_gpt":0.19704551217288765,"score_spread":0.19116170864744503,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4306377037","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9010756,0.0000863057,0.098477595,0.000012018886,0.00010728917,0.000045920297,0.000008904124,0.000017433013,0.00016894909],"genre_scores_gemma":[0.9967957,0.000036207777,0.002697765,0.000002806753,0.000016850514,0.0000075056205,0.00007252191,0.000011528182,0.0003590756],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99932873,0.000013147715,0.0002874744,0.0000854948,0.00019969293,0.00008548682],"domain_scores_gemma":[0.9997197,0.000019798772,0.00008798153,0.00011417363,0.000029599061,0.000028781578],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00010602994,0.00007837727,0.00019065822,0.00015535121,0.000050042298,0.0000066810303,0.00007471939,0.00002677354,0.000050123974],"category_scores_gemma":[0.0000065925824,0.00007622773,0.000034736415,0.00020151357,0.00002097908,0.00007417948,0.000058751084,0.00006179892,4.894435e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000071825793,0.000028545712,0.0004181238,0.00009980208,0.00005316073,4.042514e-7,0.0034602347,0.89592195,0.09481671,0.000005630745,0.00003524349,0.005153041],"study_design_scores_gemma":[0.00039358635,0.000049566974,0.042808957,0.000060067247,0.00003499419,0.0000013327768,0.0007308304,0.6288515,0.32393837,0.0000045236657,0.0029831806,0.00014310554],"about_ca_topic_score_codex":0.000060278868,"about_ca_topic_score_gemma":0.000009837863,"teacher_disagreement_score":0.26707044,"about_ca_system_score_codex":0.000028879713,"about_ca_system_score_gemma":0.000051678096,"threshold_uncertainty_score":0.31084767},"labels":[],"label_agreement":null},{"id":"W4306740394","doi":"10.1016/j.petrol.2022.111134","title":"Analysis of fracture interference – Coupling of flow and geomechanical computations with discrete fracture modeling using MRST","year":2022,"lang":"en","type":"article","venue":"Journal of Petroleum Science and Engineering","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":26,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"Natural Sciences and Engineering Research Council of Canada; China Scholarship Council; University of Alberta","keywords":"Fracture (geology); Poromechanics; Computation; Discretization; Coupling (piping); Matrix (chemical analysis); Computer science; Flow (mathematics); Geomechanics; Hydraulic fracturing; Reservoir simulation; Domain (mathematical analysis); Geology; Mechanics; Geotechnical engineering; Algorithm; Porous medium; Petroleum engineering; Engineering; Mathematics; Materials science; Physics; Mechanical engineering; Porosity; Mathematical analysis","score_opus":0.007850560602588482,"score_gpt":0.2182809536161614,"score_spread":0.21043039301357291,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4306740394","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.55767417,0.00035689253,0.44187757,0.000030220073,0.000035441255,0.000011272344,0.000003987219,0.000007182375,0.0000032354092],"genre_scores_gemma":[0.99585044,0.00006758944,0.004031568,0.000009627028,0.00002666517,7.0983094e-7,0.000001271409,0.000011207641,9.137396e-7],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9987329,0.0000061282117,0.00040130498,0.00013340874,0.000536313,0.00018991037],"domain_scores_gemma":[0.9993923,0.00006450759,0.00015055595,0.00011761644,0.00015714564,0.00011790628],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000626731,0.00012820929,0.00043354335,0.00096396776,0.00014149363,0.000041143347,0.00021618082,0.000032665044,0.000010948843],"category_scores_gemma":[0.000043831173,0.000100589416,0.0000902712,0.0011225708,0.00006851231,0.00027586156,0.00007301487,0.0004008323,1.6901415e-8],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000010572078,0.000008847651,0.0005724693,0.00005190221,0.00029750008,0.0000059362696,0.00042714365,0.98975945,0.008791779,0.0000023025113,9.511984e-7,0.000071176546],"study_design_scores_gemma":[0.00015732703,0.00008162648,0.0007665276,0.00007725453,0.00044832643,0.000036107325,0.0005481467,0.9970104,0.0007438723,0.000005110113,0.000017157046,0.000108150445],"about_ca_topic_score_codex":0.000035454443,"about_ca_topic_score_gemma":0.0000045961833,"teacher_disagreement_score":0.43817627,"about_ca_system_score_codex":0.000075105,"about_ca_system_score_gemma":0.00005844862,"threshold_uncertainty_score":0.41019174},"labels":[],"label_agreement":null},{"id":"W4307664163","doi":"10.2118/211024-ms","title":"Data Analytics and Machine Learning Predictive Modeling for Unconventional Reservoir Performance Utilizing Geoengineering and Completion Data: Sweet Spot Identification and Completion Design Optimization","year":2022,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Completion (oil and gas wells); Data quality; Quality (philosophy); Computer science; Analytics; Data mining; Reservoir simulation; Machine learning; Petroleum engineering; Artificial intelligence; Engineering","score_opus":0.10204715829461819,"score_gpt":0.26422465340623796,"score_spread":0.16217749511161977,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4307664163","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.096439354,0.0007677947,0.9019259,0.00009619444,0.00006966267,0.0002556407,0.00026758193,0.00015399254,0.000023831379],"genre_scores_gemma":[0.97290516,0.00088644784,0.01991707,0.0000072524695,0.000056779274,0.000029054818,0.006114549,0.000032535787,0.000051181447],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9986956,0.00006841596,0.0003422701,0.000446581,0.00025312885,0.00019400154],"domain_scores_gemma":[0.9992843,0.0001266935,0.00006796368,0.0003896352,0.00006293417,0.00006842986],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0012140876,0.00016173799,0.00021148614,0.00021341187,0.0005949742,0.00012717917,0.0002415445,0.000044259246,0.000021119862],"category_scores_gemma":[0.00008804203,0.00017500666,0.000016762946,0.00019733286,0.000031088646,0.00069182616,0.0004548239,0.00025000362,2.5579706e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00003336206,0.000010887795,0.0006176569,0.00018137033,0.00009395747,3.7100958e-7,0.000090094036,0.9981956,0.00020079604,0.000017289743,0.00007519738,0.00048340473],"study_design_scores_gemma":[0.00041038322,0.000046568257,0.0009744148,0.000029465169,0.00013040732,0.000015398633,0.0002745437,0.9973909,0.000038998583,0.000027194515,0.00048085037,0.00018086833],"about_ca_topic_score_codex":0.00006520948,"about_ca_topic_score_gemma":0.000020199552,"teacher_disagreement_score":0.88200885,"about_ca_system_score_codex":0.00006694338,"about_ca_system_score_gemma":0.000012259964,"threshold_uncertainty_score":0.7136564},"labels":[],"label_agreement":null},{"id":"W4307665524","doi":"10.2118/211100-ms","title":"Fault Identification for the Purposes of Evaluating the Risk of Induced Seismicity: A Novel Application of the Flowback DFIT (DFIT-FBA)","year":2022,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Hydraulic fracturing; Microseism; Induced seismicity; Geology; Petroleum engineering; Permeability (electromagnetism); Slippage; Tight gas; Geomechanics; Fracture (geology); Fault (geology); Geotechnical engineering; Seismology; Engineering; Structural engineering","score_opus":0.025053225343755304,"score_gpt":0.27685475150576166,"score_spread":0.25180152616200635,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4307665524","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.85150045,0.00015197419,0.14655575,0.0006744141,0.00010765994,0.00071973476,0.000059108785,0.000029316514,0.00020157735],"genre_scores_gemma":[0.9991345,0.000021745798,0.00028812102,0.0000317251,0.0000332421,0.0002537843,0.0000093667595,0.000016517708,0.00021102288],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9988145,0.00008407419,0.0004474591,0.00013023874,0.00041038173,0.00011334157],"domain_scores_gemma":[0.9984075,0.0004788373,0.00030395726,0.00066422217,0.00013293006,0.000012558775],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0013164971,0.00009301028,0.00017704867,0.000051190505,0.00026035498,0.000011454677,0.0005638513,0.000037607504,0.000024975287],"category_scores_gemma":[0.00024045607,0.00004741957,0.00020479031,0.00047347305,0.000049007816,0.00003881189,0.00011009578,0.00019067505,8.375116e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000009041345,0.00003176244,0.00026916957,0.00006437169,0.00019544408,3.718718e-9,0.00065400155,0.8420817,0.14880614,0.000074497984,0.00011686596,0.0076969485],"study_design_scores_gemma":[0.00017697111,0.00002675207,0.0058729383,0.000007601038,0.00023614957,5.394073e-7,0.00096361013,0.8620575,0.12984763,0.00018753568,0.00056966796,0.000053118314],"about_ca_topic_score_codex":0.0011011155,"about_ca_topic_score_gemma":0.00007717401,"teacher_disagreement_score":0.14763401,"about_ca_system_score_codex":0.00003841511,"about_ca_system_score_gemma":0.000027103348,"threshold_uncertainty_score":0.20024663},"labels":[],"label_agreement":null},{"id":"W4307912364","doi":"10.1007/s13202-022-01578-y","title":"Research and application of acid fracturing stimulation mechanism in ultra-deep subsalt dolomite reservoir in Tarim Basin","year":2022,"lang":"en","type":"article","venue":"Journal of Petroleum Exploration and Production Technology","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":11,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Wellhead; Petroleum engineering; Carbonate; Geology; Fracture (geology); Dolomite; Hydraulic fracturing; Tarim basin; Materials science; Geochemistry; Geotechnical engineering; Metallurgy","score_opus":0.01715438636356958,"score_gpt":0.26704707127261024,"score_spread":0.24989268490904065,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4307912364","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9655597,0.0011037417,0.027962405,0.005026325,0.00014533177,0.0001255866,0.0000010866171,0.000037751983,0.000038050694],"genre_scores_gemma":[0.9983156,0.000978189,0.00056004204,0.000005772802,0.00006480328,0.000036178986,0.0000048336137,0.000013784504,0.000020812979],"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99867755,0.00014591351,0.00053640694,0.00018103087,0.00029942257,0.00015964477],"domain_scores_gemma":[0.99944764,0.000039534214,0.0001788947,0.00017174406,0.00012958923,0.000032564752],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0016791121,0.00009143471,0.0002500634,0.0022727407,0.00010696754,0.000015545513,0.0001197431,0.000112204005,0.000010614431],"category_scores_gemma":[0.00014110777,0.000092189206,0.000024631949,0.0009930559,0.00006583841,0.00037237615,0.000039783692,0.0008353293,5.5215065e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00010537287,0.00008057235,0.0030703708,0.000070103815,0.000019533813,0.0000057265984,0.000878294,0.9144119,0.07315618,0.00023419138,0.000025927808,0.007941834],"study_design_scores_gemma":[0.0023812486,0.0011086854,0.009531071,0.00011454622,0.000041072402,0.00023288121,0.014529837,0.3714441,0.5289801,0.06782482,0.0034106043,0.00040101926],"about_ca_topic_score_codex":0.000047069225,"about_ca_topic_score_gemma":0.00014177378,"teacher_disagreement_score":0.5429678,"about_ca_system_score_codex":0.00015240359,"about_ca_system_score_gemma":0.000021051786,"threshold_uncertainty_score":0.37593666},"labels":[],"label_agreement":null},{"id":"W4308605053","doi":"10.1016/j.egyr.2022.10.431","title":"Corrigendum to “Optimization design of horizontal well fracture stage placement in shale gas reservoirs based on an efficient variable-fidelity surrogate model and intelligent algorithm” [Energy Rep. 8 (2022) 3589–3599]","year":2022,"lang":"en","type":"erratum","venue":"Energy Reports","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Fidelity; Variable (mathematics); Shale gas; Oil shale; Stage (stratigraphy); Petroleum engineering; Geology; Fracture (geology); High fidelity; Energy (signal processing); Algorithm; Computer science; Geotechnical engineering; Engineering; Mathematics; Statistics","score_opus":0.011405122311108157,"score_gpt":0.21830943990935062,"score_spread":0.20690431759824246,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4308605053","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"methods","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00050848856,0.0009596591,0.98628694,0.000050977484,0.006481156,0.0003574761,0.0001256969,0.00022520342,0.005004417],"genre_scores_gemma":[0.5417146,0.006184285,0.10227532,0.0015638847,0.002495556,0.0022084827,0.027460884,0.0019891653,0.3141078],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99470526,0.0003743969,0.0015492189,0.0013390064,0.0013092234,0.0007228865],"domain_scores_gemma":[0.99714607,0.00008209539,0.0005670216,0.001599793,0.00017341664,0.00043157925],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0015032829,0.0007935614,0.0010996914,0.0009953553,0.00018843089,0.00008238715,0.0003823929,0.00066021545,0.0009319285],"category_scores_gemma":[0.00012071847,0.00080113305,0.00020961942,0.0008765965,0.00004752661,0.00009858785,0.0002252034,0.0010238112,6.705848e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00012479689,0.00029379033,0.000009779917,0.00013720687,0.00014618946,0.00066708337,0.000171811,0.92505467,0.000028191103,0.000006701085,0.07293615,0.0004236145],"study_design_scores_gemma":[0.00022918363,0.00034915854,0.00000619734,0.00020584493,0.00009821727,0.00001820612,0.00010081575,0.9180129,0.0007866258,0.000026650287,0.07949144,0.0006747373],"about_ca_topic_score_codex":0.004390459,"about_ca_topic_score_gemma":0.000618112,"teacher_disagreement_score":0.8840116,"about_ca_system_score_codex":0.00095915457,"about_ca_system_score_gemma":0.000442841,"threshold_uncertainty_score":0.99998134},"labels":[],"label_agreement":null},{"id":"W4308887525","doi":"10.1016/j.petrol.2022.111187","title":"Interwell Stratigraphic Correlation Detection based on knowledge-enhanced few-shot learning","year":2022,"lang":"en","type":"article","venue":"Journal of Petroleum Science and Engineering","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":8,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Toronto","funders":"China Scholarship Council; China University of Petroleum, Beijing; National Natural Science Foundation of China","keywords":"Generalizability theory; Softmax function; Computer science; Artificial intelligence; Matching (statistics); Machine learning; Data mining; Pattern recognition (psychology); Deep learning; Mathematics","score_opus":0.005360737307447395,"score_gpt":0.20294588622607918,"score_spread":0.19758514891863177,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4308887525","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8636252,0.00025976327,0.13411684,0.000033034416,0.0006901751,0.000021787013,4.0127492e-7,0.00006395961,0.001188806],"genre_scores_gemma":[0.9996878,0.000034778546,0.00012812983,0.000007894559,0.00008975657,0.000003233361,3.623646e-7,0.000012189645,0.00003586272],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9989813,0.00002147787,0.00024152809,0.00011202578,0.00044225116,0.00020144634],"domain_scores_gemma":[0.999605,0.00006181112,0.00007219968,0.00008198817,0.00007203926,0.00010698948],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008891559,0.00010842797,0.00015161234,0.0008219946,0.0002665004,0.00007015986,0.00017147677,0.000025708792,0.00002372028],"category_scores_gemma":[0.00009946288,0.00010007581,0.00007262408,0.00069299387,0.00003325046,0.00024489398,0.000022889431,0.00062274316,0.0000016246267],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00000849893,0.000011568832,0.00009316636,0.00002234327,0.000011340547,0.0000041107787,0.00018587275,0.9339263,0.06364568,0.0000019958804,0.000009631628,0.002079511],"study_design_scores_gemma":[0.00021292325,0.00024340748,0.0022493151,0.00004436412,0.000017552647,0.000023419538,0.00023057304,0.98733425,0.008583398,0.0000027057722,0.0009494908,0.00010858994],"about_ca_topic_score_codex":0.0000028803506,"about_ca_topic_score_gemma":0.0000036773279,"teacher_disagreement_score":0.13606256,"about_ca_system_score_codex":0.00018209248,"about_ca_system_score_gemma":0.000053109445,"threshold_uncertainty_score":0.40809733},"labels":[],"label_agreement":null},{"id":"W4309484293","doi":"10.1016/j.heliyon.2022.e11659","title":"Influences of real-time acid-rock reaction heat on etched fracture dimensions during acid fracturing of carbonate reservoirs and field applications","year":2022,"lang":"en","type":"article","venue":"Heliyon","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":10,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"China National Petroleum Corporation; National Natural Science Foundation of China","keywords":"Fracture (geology); Dolomite; Carbonate; Geology; Mineralogy; Tarim basin; Heat transfer; Materials science; Geotechnical engineering; Metallurgy; Thermodynamics; Geochemistry","score_opus":0.005787299503243862,"score_gpt":0.22172482346738445,"score_spread":0.2159375239641406,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4309484293","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99630743,0.0016154238,0.00011524075,0.00028807754,0.00005879301,0.00017996287,0.000025165116,0.00012820442,0.0012817202],"genre_scores_gemma":[0.9980199,0.0015318213,0.00010870748,0.000040660765,0.00005535052,0.000081629514,0.000020624966,0.000029187238,0.000112150046],"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9987827,0.000055625693,0.0003583322,0.00024963237,0.00033792356,0.00021577443],"domain_scores_gemma":[0.99922,0.00013717895,0.00009076386,0.00042475935,0.000043099237,0.000084176274],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00014295212,0.00017667633,0.00031068112,0.00026801886,0.00022365224,0.000010587482,0.00017183388,0.00011117877,0.000098162964],"category_scores_gemma":[0.00003905853,0.00016785732,0.00010212914,0.00034657473,0.000022666118,0.000097213415,0.00010311682,0.0004327844,0.0000051230895],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000039388564,0.00003185568,0.0004183665,0.0003117752,0.000080519356,0.0000032368941,0.00048348325,0.5008695,0.49758875,0.0000021985245,0.00004089737,0.00012997563],"study_design_scores_gemma":[0.00041004168,0.00012452851,0.01726793,0.00022575317,0.0000894152,0.000011892898,0.0005844708,0.009169181,0.96934104,0.00006891633,0.0024107504,0.00029609943],"about_ca_topic_score_codex":0.00030153504,"about_ca_topic_score_gemma":0.000029417244,"teacher_disagreement_score":0.49170035,"about_ca_system_score_codex":0.00006942082,"about_ca_system_score_gemma":0.000016786797,"threshold_uncertainty_score":0.6845023},"labels":[],"label_agreement":null},{"id":"W4310290469","doi":"10.56952/igs-2022-183","title":"Digital Simulation of Blockage-Removing Mechanism Upon Microfracturing of Unconsolidated Sandstone Formation","year":2022,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Geology; Hydraulic fracturing; Permeability (electromagnetism); Geotechnical engineering; Petroleum engineering; Wellbore; Petrology","score_opus":0.006405328174709651,"score_gpt":0.20445808631408127,"score_spread":0.19805275813937162,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4310290469","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.85336316,0.00007722923,0.14281559,0.000016811418,0.000076817865,0.000078848454,0.000020696609,0.00012935547,0.0034214738],"genre_scores_gemma":[0.9994666,0.0000067015044,0.00023756675,0.000005990719,0.000015067478,0.000003949544,0.000050162347,0.000017306822,0.0001966305],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99917597,0.000018974408,0.00035753034,0.00008907106,0.00022622722,0.00013220526],"domain_scores_gemma":[0.9995963,0.000067868015,0.00009409538,0.00017277698,0.00003737377,0.000031590575],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00013384304,0.00009846006,0.0001937802,0.00022535391,0.000072225266,0.000014987283,0.000114724215,0.000036113168,0.00024811408],"category_scores_gemma":[0.000022689064,0.00009572462,0.00009351791,0.000251242,0.000008706444,0.00023757578,0.00006819857,0.00012401889,0.000002855443],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000008347515,0.000019451894,0.000022952438,0.000076625984,0.000055842756,0.0000013331058,0.00029355928,0.9577071,0.039600402,0.00000856441,0.00002657584,0.0021792478],"study_design_scores_gemma":[0.00018249388,0.000019719677,0.000042786207,0.000011332626,0.000022341757,0.0000032050327,0.0002669732,0.7075231,0.29135737,0.00007072224,0.00041753415,0.00008242424],"about_ca_topic_score_codex":0.000042751577,"about_ca_topic_score_gemma":0.000004843163,"teacher_disagreement_score":0.25175697,"about_ca_system_score_codex":0.00006562561,"about_ca_system_score_gemma":0.000008511758,"threshold_uncertainty_score":0.39035368},"labels":[],"label_agreement":null},{"id":"W4310359912","doi":"10.56952/igs-2022-106","title":"What Can We Learn From the Child/Infill Well Fracturing in Shale Gas Reservoir? Some Interesting Insights","year":2022,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Waterloo","funders":"","keywords":"Infill; Geology; Geomechanics; Microseism; Oil shale; Natural gas field; Tight gas; Petroleum engineering; Shale gas; Geotechnical engineering; Petrology; Hydraulic fracturing; Seismology; Engineering; Paleontology; Natural gas; Structural engineering","score_opus":0.01154011120922079,"score_gpt":0.21014928068562094,"score_spread":0.19860916947640014,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4310359912","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9797376,0.005369591,0.00010463634,0.0055514593,0.00071404607,0.00016058833,0.000008004568,0.0003532438,0.00800084],"genre_scores_gemma":[0.99646664,0.001121823,0.00006272928,0.0005595894,0.00035012676,0.00004175868,0.0000432817,0.00006345047,0.0012906218],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99818355,0.00016054221,0.0004079401,0.00037506974,0.00040274503,0.0004701503],"domain_scores_gemma":[0.998863,0.00032887817,0.00005531924,0.00062656414,0.0000151285385,0.00011114822],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00026405865,0.00026736243,0.000308739,0.00022023541,0.00043666706,0.00022840696,0.00072698266,0.00007888565,0.001461032],"category_scores_gemma":[0.00005353887,0.00019614535,0.00015398914,0.00043956513,0.00003720502,0.00045752522,0.00045503827,0.0012690701,0.00006917475],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000008962462,0.000029070854,0.0011520701,0.000022279703,0.00010231346,0.00007311795,0.0056610145,0.98942417,0.0001357102,0.000016310927,0.001575536,0.0017994517],"study_design_scores_gemma":[0.001279987,0.00007630416,0.007888657,0.0005876181,0.00009271081,0.000035151166,0.029123617,0.6951399,0.008901939,0.0029618202,0.2526821,0.0012302061],"about_ca_topic_score_codex":0.0047128247,"about_ca_topic_score_gemma":0.006066621,"teacher_disagreement_score":0.29428428,"about_ca_system_score_codex":0.00022921505,"about_ca_system_score_gemma":0.00002059582,"threshold_uncertainty_score":0.99945176},"labels":[],"label_agreement":null},{"id":"W4310359924","doi":"10.56952/igs-2022-127","title":"Compaction and Subsidence Geomechanics: A Case Study from the North Sea","year":2022,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Institute on Governance","funders":"","keywords":"Overburden; Groundwater-related subsidence; Natural gas field; Compaction; Subsidence; Geomechanics; Petroleum engineering; Environmental science; Geology; Mining engineering; Geotechnical engineering; Natural gas; Structural basin; Engineering; Geomorphology; Waste management","score_opus":0.012698334354362748,"score_gpt":0.21502846417569896,"score_spread":0.20233012982133622,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4310359924","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.995854,0.00019868046,0.0033986943,0.00009945217,0.00008812553,0.000093211005,0.000010090409,0.00012159956,0.00013610767],"genre_scores_gemma":[0.99977386,0.000013419808,0.000019127701,0.000047003254,0.000037585367,0.000019691275,0.000005387145,0.000008517811,0.00007543345],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99953735,0.000046414512,0.000083476734,0.00010448046,0.00013545682,0.00009283556],"domain_scores_gemma":[0.9996759,0.00008181149,0.000010367191,0.00018784718,0.000007209985,0.000036811856],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00010658227,0.00006550859,0.0000810863,0.000027669885,0.00027186555,0.000033052078,0.00008231598,0.00000877767,0.00029288055],"category_scores_gemma":[0.0000055845862,0.000044425848,0.000025141715,0.00014866755,0.0000049418836,0.000044139677,0.000065703236,0.00017889788,0.0000073236274],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000030643032,0.00003804353,0.05064153,0.0000034806194,0.0001783849,0.00063755125,0.0024484552,0.9440009,0.000012960449,0.0000012289812,0.00097049295,0.0010639306],"study_design_scores_gemma":[0.00020550426,0.000047649875,0.012869,0.0000012225903,0.000090666166,0.0002492911,0.017406667,0.9677626,0.000026558524,0.00003046158,0.0011912882,0.00011912677],"about_ca_topic_score_codex":0.017842105,"about_ca_topic_score_gemma":0.013830655,"teacher_disagreement_score":0.03777253,"about_ca_system_score_codex":0.000033253487,"about_ca_system_score_gemma":0.000004170482,"threshold_uncertainty_score":0.9886982},"labels":[],"label_agreement":null},{"id":"W4310811814","doi":"10.2118/212851-pa","title":"Analysis of Multiple Flow/Buildup Tests Including a 5-Year Buildup: Case Study of an Australian Shale Gas Well","year":2022,"lang":"en","type":"article","venue":"SPE Reservoir Evaluation & Engineering","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Oil shale; Geology; Casing; Shale gas; Petroleum engineering; Drilling; Hydraulic fracturing; Permeability (electromagnetism); Flow (mathematics); Geotechnical engineering; Petrology; Mechanics; Paleontology; Chemistry; Materials science","score_opus":0.0408331822817268,"score_gpt":0.30878676276740274,"score_spread":0.26795358048567597,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4310811814","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99720603,0.00020077432,0.0013918491,0.000027117707,0.00017775045,0.00056076114,0.000058341684,0.00021306057,0.00016429508],"genre_scores_gemma":[0.99762803,0.000016190112,0.0018820285,0.000002189215,0.00007508989,0.00014215858,0.00012033432,0.00007592127,0.000058043526],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99660885,0.00025213786,0.0008948524,0.00045628016,0.0013464033,0.00044146038],"domain_scores_gemma":[0.9982261,0.00021227896,0.00017612615,0.0009558557,0.0002358211,0.00019380996],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0019763815,0.00033117025,0.000741552,0.001640164,0.00019545176,0.000037662372,0.00048368514,0.0000918564,0.0008946083],"category_scores_gemma":[0.00027475884,0.0003661699,0.0003071822,0.0031546988,0.000022400727,0.00027060308,0.0002372653,0.00045397755,0.0000048394727],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000018829604,0.00029200545,0.008263678,0.0001096808,0.0016789691,0.00013550725,0.002648051,0.9827379,0.0034402914,0.0000012866477,0.000042927724,0.0006308525],"study_design_scores_gemma":[0.0010744231,0.00021550783,0.0056282827,0.000024948558,0.0017459375,0.00004217657,0.005202341,0.98361844,0.0018666921,0.000005606699,0.00023843592,0.0003372],"about_ca_topic_score_codex":0.0019959356,"about_ca_topic_score_gemma":0.0012366743,"teacher_disagreement_score":0.0026353954,"about_ca_system_score_codex":0.00036672666,"about_ca_system_score_gemma":0.00005261912,"threshold_uncertainty_score":0.999879},"labels":[],"label_agreement":null},{"id":"W4310869811","doi":"10.2118/212302-pa","title":"Improvement to Gravity Drainage Recovery by Repressurization as a Criterion to Screen and Rank Naturally Fractured Reservoirs for Gas Injection","year":2022,"lang":"en","type":"article","venue":"SPE Reservoir Evaluation & Engineering","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Petroleum engineering; Enhanced oil recovery; Oil in place; Geology; Permeability (electromagnetism); Fossil fuel; Water injection (oil production); Natural gas field; Drainage; Natural gas; Environmental science; Engineering; Waste management; Petroleum; Chemistry","score_opus":0.009082526294552954,"score_gpt":0.2572686334548637,"score_spread":0.24818610716031078,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4310869811","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7923049,0.0013278527,0.19793257,0.003377694,0.0008665468,0.002992,0.00018631773,0.0005913634,0.00042080396],"genre_scores_gemma":[0.9932785,0.000066833636,0.0039253104,0.00024446758,0.00021428212,0.0011578741,0.0005090833,0.00011113315,0.00049250043],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99723667,0.00011937881,0.00051497295,0.00062452845,0.0009910294,0.00051341415],"domain_scores_gemma":[0.9986981,0.00014823578,0.00007819513,0.000550849,0.0002437652,0.0002808583],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001960983,0.00034275363,0.0003668014,0.00062108994,0.0003829099,0.00018325858,0.0003190846,0.0001230585,0.00014750854],"category_scores_gemma":[0.00088585005,0.00038326532,0.00014167285,0.0008752151,0.000009645037,0.00036235902,0.0002423332,0.00038910875,0.000010597436],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00014411254,0.000023072713,0.000013811663,0.000116235955,0.00012282499,0.000001827559,0.0006228872,0.93089795,0.05584101,0.000013160276,0.0055181915,0.0066849124],"study_design_scores_gemma":[0.0010820673,0.0006694412,0.00066371745,0.0000861109,0.00016206954,0.000009516682,0.00022640433,0.9172825,0.018073404,0.0006998796,0.06037804,0.00066684483],"about_ca_topic_score_codex":0.00038807365,"about_ca_topic_score_gemma":0.000067144145,"teacher_disagreement_score":0.20097366,"about_ca_system_score_codex":0.0006869886,"about_ca_system_score_gemma":0.000048976504,"threshold_uncertainty_score":0.99986196},"labels":[],"label_agreement":null},{"id":"W4311050704","doi":"10.3390/en15239094","title":"Diagnostic Fracture Injection Tests Analysis and Numerical Simulation in Montney Shale Formation","year":2022,"lang":"en","type":"article","venue":"Energies","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Petroleum engineering; Geology; Oil shale; Directional drilling; Hydraulic fracturing; Pressure gradient; Drilling; Geotechnical engineering; Pore water pressure; Geomechanics; Well stimulation; Reservoir engineering; Petroleum; Engineering","score_opus":0.004804163698752665,"score_gpt":0.21555887561952394,"score_spread":0.21075471192077128,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4311050704","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.96570134,0.00051896047,0.03328836,0.000074564676,0.000049733753,0.000041150044,0.0000036790966,0.00012275299,0.00019942899],"genre_scores_gemma":[0.9996499,0.00004160281,0.00008715591,0.000030220035,0.000033735985,0.00003564124,0.000059593505,0.00000946785,0.0000527048],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9994455,0.00004218694,0.00014895115,0.000104921695,0.00014645651,0.00011195924],"domain_scores_gemma":[0.9996189,0.00021532094,0.000024768186,0.00010342619,0.000009624994,0.00002799486],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000086798485,0.000081460115,0.00013974238,0.0003762844,0.0001018148,0.000027522643,0.000048806105,0.000035290454,0.0000833104],"category_scores_gemma":[0.00007682261,0.00007931942,0.000052159983,0.00086480647,0.0000072074386,0.00017266811,0.000030134886,0.00015250908,0.0000018855696],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00000263501,0.000011503413,0.016871152,0.000011417218,0.00006354254,0.0000044167355,0.0006644439,0.9807654,0.00004399545,0.000001420285,0.0000810099,0.0014790846],"study_design_scores_gemma":[0.00008640807,0.000014437927,0.12698747,0.0000026857695,0.00007652776,0.000001714215,0.0002014717,0.87118226,0.000259069,0.000044485005,0.0010573976,0.00008605419],"about_ca_topic_score_codex":0.000412997,"about_ca_topic_score_gemma":0.00017218268,"teacher_disagreement_score":0.11011632,"about_ca_system_score_codex":0.00008650276,"about_ca_system_score_gemma":0.0000032708115,"threshold_uncertainty_score":0.3234552},"labels":[],"label_agreement":null},{"id":"W4311657378","doi":"10.1002/9781119742487.ch8","title":"The Tipping Point","year":2022,"lang":"en","type":"other","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Discontinuity (linguistics); Context (archaeology); Mathematics; Boundary (topology); Limit (mathematics); Partial differential equation; Degenerate energy levels; Scale (ratio); Mathematical analysis; Applied mathematics; Physics; Geology","score_opus":0.004112873240373503,"score_gpt":0.18782796387989237,"score_spread":0.18371509063951885,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4311657378","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0000010507691,0.0031845544,0.0010958321,0.00018723277,0.0003342325,0.00004306375,0.000002695261,0.0007983051,0.99435306],"genre_scores_gemma":[0.00096921227,0.000955646,0.00006594973,0.000043057647,0.00024913833,0.000017503167,0.000011141674,0.00029351862,0.99739486],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99955183,0.000012684482,0.00007811317,0.00008507668,0.00012595029,0.00014632956],"domain_scores_gemma":[0.999615,0.000028564584,0.0000142682065,0.0003119243,0.0000018169661,0.00002841129],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000074371426,0.00010724764,0.000109298235,0.00007323567,0.00008134655,0.000029280087,0.00021088598,0.000060669907,0.03639499],"category_scores_gemma":[0.0000070813735,0.000063983396,0.00008921169,0.00008492973,0.000012638752,0.000005513138,0.000047657708,0.00022273573,0.0002898124],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[1.1333091e-7,0.0000010432099,0.0000014827145,0.000017264212,0.00014423644,0.0000035358048,0.000011174179,0.01958132,8.754196e-7,0.000020424457,0.9784247,0.0017938273],"study_design_scores_gemma":[0.000023013656,0.0000015396231,0.0000018238874,0.000007741197,0.000015483894,0.0000012329331,0.00004594373,0.005817574,0.0000069862,0.0000147606315,0.9939653,0.000098556004],"about_ca_topic_score_codex":0.00015302682,"about_ca_topic_score_gemma":0.00028543765,"teacher_disagreement_score":0.03610518,"about_ca_system_score_codex":0.000038066675,"about_ca_system_score_gemma":0.000004771099,"threshold_uncertainty_score":0.9644859},"labels":[],"label_agreement":null},{"id":"W4312127478","doi":"10.3390/math10244680","title":"Analytical Modeling of Multistage Hydraulically Fractured Horizontal Wells Producing in Multilayered Reservoirs with Inter-Layer Pure-Planar Crossflow Using Source/Sink Function Method","year":2022,"lang":"en","type":"article","venue":"Mathematics","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Regina","funders":"Faculty of Graduate Studies and Research, University of Alberta; Petroleum Technology Research Centre; University of Regina","keywords":"Dimensionless quantity; Computation; Robustness (evolution); Planar; Reservoir engineering; Fluid dynamics; Petroleum engineering; Geology; Volumetric flow rate; Computer science; Mechanics; Algorithm","score_opus":0.021720888119867544,"score_gpt":0.2619951697219986,"score_spread":0.24027428160213105,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4312127478","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.49800035,0.00006837693,0.5013345,0.000045637193,0.0000655113,0.00020203585,0.000011405123,0.00010292719,0.00016924116],"genre_scores_gemma":[0.9177765,0.0000036316671,0.08188048,0.00002411592,0.000058834066,0.000028428358,0.00001868006,0.00009801592,0.00011129197],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99749744,0.00013053954,0.0008243173,0.00043600303,0.00063428684,0.00047739266],"domain_scores_gemma":[0.9988341,0.0001700732,0.00016094481,0.0006359825,0.00007650768,0.00012242231],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00094741205,0.0003451919,0.00070206815,0.00043603318,0.00018888671,0.000069316884,0.00034585007,0.0001371554,0.00012885316],"category_scores_gemma":[0.00012768942,0.0002997036,0.00018103742,0.00066360686,0.000044566124,0.0001767816,0.00012712333,0.00080247724,0.000004194314],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000098665165,0.00019687372,0.00031754718,0.00038758735,0.00023245471,0.000037605743,0.004261926,0.9872839,0.0067081596,0.0000075743715,0.000045766614,0.00042192932],"study_design_scores_gemma":[0.0006859406,0.00010521545,0.00007738203,0.00014458549,0.0001716759,0.00003279858,0.0019110339,0.9940017,0.0021421777,0.000103746,0.00028135494,0.00034241745],"about_ca_topic_score_codex":0.00038603405,"about_ca_topic_score_gemma":0.00016473695,"teacher_disagreement_score":0.41977614,"about_ca_system_score_codex":0.0002877503,"about_ca_system_score_gemma":0.000042184212,"threshold_uncertainty_score":0.9999455},"labels":[],"label_agreement":null},{"id":"W4312223819","doi":"10.3390/en16010339","title":"Seawater Intrusion Risk and Prevention Technology of Coastal and Large-Span Underground Oil Storage Cavern","year":2022,"lang":"en","type":"article","venue":"Energies","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"McGill University","funders":"Fundamental Research Funds for the Central Universities; Postdoctoral Research Foundation of China; National Natural Science Foundation of China","keywords":"Seawater; Inflow; Hydrogeology; Water storage; Seawater intrusion; Geology; Intrusion; Petroleum engineering; Excavation; Groundwater; Permeability (electromagnetism); Environmental science; Mining engineering; Hydrology (agriculture); Geotechnical engineering; Aquifer; Oceanography; Geochemistry","score_opus":0.0034634159919184355,"score_gpt":0.18862444368627865,"score_spread":0.18516102769436021,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4312223819","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9958915,0.0011713025,0.0023944364,0.000065570035,0.0000698118,0.000014050574,0.000013949163,0.00009497735,0.00028437722],"genre_scores_gemma":[0.9977895,0.0007531031,0.00020401506,0.0000030463393,0.000017467662,0.000008807897,0.000013416786,0.000012445616,0.0011981778],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9995372,0.000035312078,0.00010365672,0.00010835949,0.00009969469,0.00011574061],"domain_scores_gemma":[0.9998082,0.000018244953,0.000029382934,0.00011397878,0.000008741329,0.00002148329],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000114648,0.00007486753,0.00012598203,0.0001489183,0.00013568792,0.000012106744,0.000055132045,0.00004373932,0.000055070435],"category_scores_gemma":[0.000009389198,0.00006803043,0.000025361556,0.00012368929,0.00004152898,0.000052739106,0.00017840066,0.00014663764,5.796694e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000010709862,0.000024669564,0.0046624774,0.000084057974,0.00012453852,0.000010140095,0.0007352123,0.9623156,0.0035981275,0.00008651745,0.00023348366,0.028114472],"study_design_scores_gemma":[0.004600782,0.00083647994,0.023106469,0.00018224551,0.0006854718,0.0001623176,0.022906441,0.49495295,0.08551949,0.0077367737,0.3576362,0.0016743664],"about_ca_topic_score_codex":0.00024468423,"about_ca_topic_score_gemma":0.00042146788,"teacher_disagreement_score":0.46736264,"about_ca_system_score_codex":0.000020316558,"about_ca_system_score_gemma":0.0000052787695,"threshold_uncertainty_score":0.27742004},"labels":[],"label_agreement":null},{"id":"W4312232978","doi":"10.22488/okstate.22.000023","title":"Column experiments to anticipate clogging of standing column wells","year":2022,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Polytechnique Montréal","funders":"Natural Sciences and Engineering Research Council of Canada; Hydro-Québec","keywords":"Column (typography); Clogging; Water column; Petroleum engineering; Geology; Environmental science; Computer science; Oceanography; Telecommunications; Geography","score_opus":0.01460821962950641,"score_gpt":0.2468011005997602,"score_spread":0.2321928809702538,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4312232978","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.97042876,0.00016129496,0.0074903048,0.000092757495,0.00031242252,0.00014402352,0.000014823229,0.00021386988,0.021141721],"genre_scores_gemma":[0.9971194,0.000011751606,0.000639203,0.00008584045,0.000027087477,0.00003560136,0.0000048035336,0.000025540661,0.0020507562],"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9990436,0.000031339543,0.0002376634,0.00014534645,0.0002789018,0.0002631893],"domain_scores_gemma":[0.9996131,0.000031308922,0.000024757239,0.00021941804,0.000015105279,0.0000963312],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00019987534,0.000099354525,0.00021767673,0.00016908441,0.00014226424,0.000020570033,0.00019004534,0.000021886106,0.0017692188],"category_scores_gemma":[0.000010259426,0.000106278,0.00007790889,0.00035351195,0.000011898191,0.00004260337,0.00013437321,0.00012159671,0.000024687728],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000071187565,0.000028306147,0.0011129816,0.000032426633,0.00010233503,0.000010587159,0.0008900213,0.97172326,0.019293655,0.000015781166,0.006518516,0.00026499556],"study_design_scores_gemma":[0.001111497,0.00028544178,0.0019465409,0.00007283543,0.00011921539,0.000010158536,0.0055543985,0.4173131,0.4331142,0.000068729576,0.13950159,0.0009022914],"about_ca_topic_score_codex":0.0003338956,"about_ca_topic_score_gemma":0.00001916262,"teacher_disagreement_score":0.55441016,"about_ca_system_score_codex":0.00012295344,"about_ca_system_score_gemma":0.000009927509,"threshold_uncertainty_score":0.9991433},"labels":[],"label_agreement":null},{"id":"W4312270795","doi":"10.1130/abs/2022am-383121","title":"FRACTURE APERTURE MODERATES THERMAL WEATHERING PROCESSES IN FRACTURED SEDIMENTARY ROCKWALLS","year":2022,"lang":"en","type":"article","venue":"Abstracts with programs - Geological Society of America","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"McMaster University","funders":"","keywords":"Weathering; Geology; Sedimentary rock; Fracture (geology); Petrology; Geotechnical engineering; Geochemistry","score_opus":0.008066871210297658,"score_gpt":0.2085582434119594,"score_spread":0.20049137220166174,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4312270795","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99074,0.0027584652,0.0021300856,0.0023037833,0.00004106647,0.0004893525,0.0000123830405,0.0004511806,0.001073701],"genre_scores_gemma":[0.99163795,0.00018388497,0.006291121,0.0014182965,0.00005801228,0.00018652155,0.00011884283,0.000042744618,0.00006260213],"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","domain_scores_codex":[0.9980694,0.00004781235,0.0004113138,0.00038828587,0.0005016366,0.00058154855],"domain_scores_gemma":[0.9992369,0.00017758574,0.0001561712,0.0002520386,0.000052689225,0.0001246436],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00016013104,0.00035063573,0.00051916845,0.0000437178,0.00021744409,0.000038272203,0.00037968458,0.00017778217,0.00050568715],"category_scores_gemma":[0.000021499545,0.000244575,0.00020550397,0.0006280657,0.00019148839,0.00015543119,0.00011223293,0.0010846208,0.000004847109],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00005305679,0.00037429773,0.0036995867,0.00012270073,0.0002860599,0.00002952644,0.0027343365,0.9834096,0.00039443612,9.265042e-8,0.000662943,0.00823335],"study_design_scores_gemma":[0.0032030812,0.0034027102,0.057276547,0.0003054417,0.00030756585,0.000078976795,0.014838723,0.2595429,0.0068106106,0.00017315916,0.6514434,0.002616838],"about_ca_topic_score_codex":0.0007630131,"about_ca_topic_score_gemma":0.000016499605,"teacher_disagreement_score":0.7238667,"about_ca_system_score_codex":0.000091550486,"about_ca_system_score_gemma":0.000050238923,"threshold_uncertainty_score":0.99734783},"labels":[],"label_agreement":null},{"id":"W4312404743","doi":"10.1115/omae2022-79290","title":"Plug Cementing Stability","year":2022,"lang":"en","type":"article","venue":"Volume 10: Petroleum Technology","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Spark plug; Geology; Drilling fluid; Mechanics; Buoyancy; Geotechnical engineering; Fluid dynamics; Petroleum engineering; Flow (mathematics); Slurry; Drilling; Mechanical engineering; Engineering; Physics","score_opus":0.006510269374645246,"score_gpt":0.1877709288661379,"score_spread":0.18126065949149264,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4312404743","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9791867,0.0008351925,0.0055156783,0.0014508106,0.0003665126,0.00008353295,0.000025036214,0.0025287813,0.010007746],"genre_scores_gemma":[0.99577755,0.00001624775,0.00031499888,0.000027452032,0.000050060058,0.00012753016,0.000020239188,0.000040054772,0.0036258893],"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","domain_scores_codex":[0.9985983,0.0000405692,0.0002940793,0.00031452614,0.0002545058,0.00049802643],"domain_scores_gemma":[0.99922884,0.000021549375,0.00004630006,0.0006219435,0.00002482893,0.00005656942],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00029181794,0.00017597183,0.00027493323,0.0005047154,0.00032593496,0.000021301319,0.00050884613,0.0001180986,0.006435161],"category_scores_gemma":[0.000050693456,0.00019296151,0.0001204153,0.0007063621,0.00008446364,0.000056484605,0.00035318822,0.0006459465,0.00021821735],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000016497268,0.00015054304,0.030122932,0.00010660411,0.00035356672,0.0000696889,0.00019065673,0.93567413,0.0065591554,0.0000925146,0.016933264,0.009730419],"study_design_scores_gemma":[0.00041818648,0.00011484962,0.00078303827,0.000004824229,0.000055633,0.000028130607,0.0009860871,0.34885785,0.005837064,0.0003456305,0.6421795,0.00038920774],"about_ca_topic_score_codex":0.00005411514,"about_ca_topic_score_gemma":0.000027620246,"teacher_disagreement_score":0.6252462,"about_ca_system_score_codex":0.00026012387,"about_ca_system_score_gemma":0.000019713823,"threshold_uncertainty_score":0.9944731},"labels":[],"label_agreement":null},{"id":"W4312531732","doi":"10.1115/omae2022-79424","title":"Jet Cleaning Processes in the Plug and Abandonment of Oil and Gas Wells: An Experimental Study on Horizontal Miscible Jets","year":2022,"lang":"en","type":"article","venue":"Volume 10: Petroleum Technology","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Université Laval","funders":"","keywords":"Casing; Annulus (botany); Perforation; Laminar flow; Jet (fluid); Mechanics; Spark plug; Mixing (physics); Petroleum engineering; Plug flow; Materials science; Bubble; Drilling fluid; Mechanical engineering; Drilling; Geology; Engineering; Composite material; Physics","score_opus":0.007905289930279051,"score_gpt":0.222157608251158,"score_spread":0.21425231832087893,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4312531732","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.997196,0.0015370235,0.0000095810055,0.0003499036,0.000040666197,0.00006463923,0.0000068257355,0.00013410681,0.00066126086],"genre_scores_gemma":[0.9995383,0.00008695662,0.000033332784,0.000012901142,0.000018083412,0.00013607247,0.0000046288233,0.000022783452,0.00014693632],"study_design_codex":"simulation_or_modeling","study_design_gemma":"qualitative","domain_scores_codex":[0.9989562,0.000060550195,0.00022021522,0.00028434582,0.00023488193,0.00024379602],"domain_scores_gemma":[0.9995849,0.00003349798,0.000045233355,0.0002943346,0.000008670357,0.00003336168],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00025558812,0.00016584054,0.0002664534,0.00040072962,0.00015711578,0.000023633123,0.00028357358,0.000066263914,0.000072435505],"category_scores_gemma":[0.000019187042,0.00013340123,0.00002525487,0.00036404753,0.00009382932,0.000060734696,0.00015571225,0.00034711213,0.000002518875],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0007852671,0.01089954,0.39398062,0.0009091167,0.0011330473,0.0011001932,0.06953515,0.43969592,0.042240947,0.0001217485,0.0022478492,0.03735057],"study_design_scores_gemma":[0.015977604,0.032598086,0.041044213,0.0002544131,0.0004974453,0.00086991425,0.50275344,0.21266761,0.1259956,0.0003564054,0.06407793,0.0029073553],"about_ca_topic_score_codex":0.00018342183,"about_ca_topic_score_gemma":0.0001828657,"teacher_disagreement_score":0.43321827,"about_ca_system_score_codex":0.00006604571,"about_ca_system_score_gemma":0.000011269637,"threshold_uncertainty_score":0.5439944},"labels":[],"label_agreement":null},{"id":"W4312802207","doi":"10.2139/ssrn.4231427","title":"The Effects of Jurassic Igneous Intrusions on the Generation and Retention of Gas Shale in the Lower Permian Source-Reservoir Shales of Karoo Basin, South Africa","year":2022,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Geology; Permian; Oil shale; Shale gas; Source rock; Igneous rock; Geochemistry; Structural basin; Paleontology; Petrology","score_opus":0.00658301490744731,"score_gpt":0.18780742291906743,"score_spread":0.18122440801162013,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4312802207","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99463713,0.0032400342,0.00076574256,0.0009667894,0.000086536464,0.00014104148,0.0000031833083,0.000007962534,0.00015158659],"genre_scores_gemma":[0.9984594,0.0012504823,0.0000042206107,0.0000130849885,0.00007275358,0.000009901389,0.0000023962536,0.000015394464,0.00017237899],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99835956,0.00036242444,0.0003086836,0.00009789967,0.00037844374,0.0004929699],"domain_scores_gemma":[0.9991357,0.00040901345,0.00014976106,0.00024721737,0.000036196943,0.000022144073],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0017017537,0.00010923801,0.0001720737,0.00012228289,0.000387452,0.000023150888,0.00034013216,0.000038473205,0.000015588803],"category_scores_gemma":[0.00018609398,0.000056383677,0.00014072907,0.0002950076,0.0000749559,0.000035955938,0.00004995623,0.0010426608,4.4124556e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00020405167,0.0003807276,0.0013135369,0.00021169521,0.00093463756,0.000016630762,0.020843541,0.9096001,0.03895341,0.00463961,0.00088223314,0.022019852],"study_design_scores_gemma":[0.004917964,0.00899335,0.015626589,0.0008587701,0.0015737291,0.0007884559,0.07849823,0.78144425,0.041984245,0.054949526,0.008925861,0.0014390516],"about_ca_topic_score_codex":0.00006419666,"about_ca_topic_score_gemma":0.00036327372,"teacher_disagreement_score":0.12815584,"about_ca_system_score_codex":0.00016133337,"about_ca_system_score_gemma":0.00013081597,"threshold_uncertainty_score":0.45299003},"labels":[],"label_agreement":null},{"id":"W4312975819","doi":"10.2139/ssrn.4229821","title":"Experimental Investigation on Fracture Characteristics by Liquid Nitrogen Compound Fracturing in Coal","year":2022,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Coal; Fracture (geology); Petroleum engineering; Nitrogen; Forensic engineering; Liquid nitrogen; Environmental science; Materials science; Engineering; Waste management; Composite material; Chemistry; Organic chemistry","score_opus":0.006073317868071704,"score_gpt":0.20775225288289728,"score_spread":0.2016789350148256,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4312975819","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9951327,0.002534724,0.0012883516,0.0004045368,0.00021574354,0.00008851808,0.00001092616,0.000087554145,0.00023696623],"genre_scores_gemma":[0.9988296,0.00033413357,0.0000109780785,0.0003120835,0.00023658384,0.000023055714,0.00007979732,0.00005299277,0.00012077397],"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99759495,0.00012050198,0.00036195954,0.0001945905,0.00042825015,0.0012997538],"domain_scores_gemma":[0.99956185,0.00004471366,0.00009932349,0.0001658064,0.00001376642,0.00011454132],"candidate_categories":["research_integrity"],"consensus_categories":[],"category_scores_codex":[0.00064180355,0.00022715634,0.00025773788,0.00023590075,0.0003419411,0.000060819875,0.00029965278,0.00007969651,0.00015789681],"category_scores_gemma":[0.000014614397,0.00022685634,0.00011570483,0.00018595625,0.000026667885,0.00013949416,0.000047162284,0.0034294643,0.000015251113],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00038850153,0.00036258815,0.0039368086,0.000028963297,0.00064990367,0.00010834367,0.0021739763,0.9613554,0.026383463,0.00025314643,0.0029455756,0.0014133125],"study_design_scores_gemma":[0.011932437,0.008120338,0.0043767453,0.0003174552,0.0004389542,0.0037579574,0.028299337,0.19378363,0.50643367,0.026664162,0.2099619,0.005913385],"about_ca_topic_score_codex":0.00008581509,"about_ca_topic_score_gemma":0.000038027876,"teacher_disagreement_score":0.7675718,"about_ca_system_score_codex":0.0021934903,"about_ca_system_score_gemma":0.00023130259,"threshold_uncertainty_score":0.99886966},"labels":[],"label_agreement":null},{"id":"W4313044935","doi":"10.56952/arma-2022-2322","title":"Production Enhancement with a New Acid in Tight Sandstone Reservoirs: Accelerating Guar Breaking and Minimizing Formation Damage","year":2022,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Circuit breaker; Breakage; Fracturing fluid; Guar; Precipitation; Materials science; Chemistry; Chemical engineering; Composite material; Electrical engineering","score_opus":0.013247020544431415,"score_gpt":0.21492244085837364,"score_spread":0.20167542031394223,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4313044935","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.97902155,0.0003076796,0.016546765,0.000623642,0.00007011691,0.00017452665,6.305191e-7,0.00013375015,0.003121312],"genre_scores_gemma":[0.9953842,0.000043824337,0.0037665807,0.000030473031,0.000074709766,0.000047621146,0.000018046141,0.000018723827,0.0006157792],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9991031,0.00003109582,0.00023324904,0.00019041571,0.00022951215,0.00021260347],"domain_scores_gemma":[0.9997095,0.000014723306,0.000041414172,0.00017171142,0.000013914186,0.000048754],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002620373,0.0001220292,0.0001490044,0.00021107096,0.00020336987,0.00006271057,0.00008547006,0.000024070188,0.00018739133],"category_scores_gemma":[0.000014206008,0.00010445511,0.000020524221,0.00038081463,0.0000097842685,0.000410377,0.00007087486,0.00022427527,0.000002027158],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000030642004,0.00003068649,0.00084848044,0.00013713137,0.00005302938,0.000011536174,0.005664349,0.9424069,0.041851483,0.000008121741,0.0011159055,0.007841748],"study_design_scores_gemma":[0.0015092938,0.00017912844,0.0040201885,0.00023145984,0.00006735876,0.0000722306,0.0068844426,0.6889691,0.28956702,0.000059815575,0.0077662314,0.0006737908],"about_ca_topic_score_codex":0.000301783,"about_ca_topic_score_gemma":0.00066784455,"teacher_disagreement_score":0.25343785,"about_ca_system_score_codex":0.00014166324,"about_ca_system_score_gemma":0.000016164984,"threshold_uncertainty_score":0.4259556},"labels":[],"label_agreement":null},{"id":"W4313260804","doi":"10.3390/en16010245","title":"A Novel Workflow for Early Time Transient Pressure Data Interpretation in Tight Oil Reservoirs with Physical Constraints","year":2022,"lang":"en","type":"article","venue":"Energies","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Regina","funders":"","keywords":"Pressure gradient; Transient (computer programming); Permeability (electromagnetism); Mechanics; Constraint (computer-aided design); Mathematics; Mathematical optimization; Computer science; Applied mathematics; Physics; Chemistry; Geometry","score_opus":0.010166208402453409,"score_gpt":0.21876874028077747,"score_spread":0.20860253187832406,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4313260804","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9827619,0.00039165115,0.013480287,0.0003786375,0.00012420311,0.0001223122,0.0003251313,0.00022137028,0.0021944926],"genre_scores_gemma":[0.9967844,0.000007613708,0.0015230608,0.000014577192,0.00005980596,0.0001080388,0.000186039,0.00002863753,0.0012878153],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9991719,0.000029589239,0.0001388844,0.0002379822,0.00021575266,0.000205856],"domain_scores_gemma":[0.99945134,0.000095429066,0.000021811555,0.00037616803,0.000016881031,0.00003839843],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00014144383,0.00012531626,0.00019527828,0.00010864165,0.00007668409,0.000036299174,0.0003632566,0.000028599743,0.00006915414],"category_scores_gemma":[0.00001756884,0.00010671857,0.000048424863,0.00022288928,0.000052917836,0.00016078111,0.000075107375,0.00019081736,0.0000030920576],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000718568,0.00005694256,0.000024918772,0.000055424676,0.0001519074,0.0000053767394,0.002371622,0.99005353,0.0016057246,0.000012017984,0.0008499816,0.0047406866],"study_design_scores_gemma":[0.0006406149,0.00006293063,0.00041346217,0.000054319305,0.000076386816,0.0000038911116,0.00022249522,0.9818994,0.0008792894,0.000022001659,0.015535229,0.00019000848],"about_ca_topic_score_codex":0.00008951041,"about_ca_topic_score_gemma":0.00010353251,"teacher_disagreement_score":0.014685247,"about_ca_system_score_codex":0.000031984448,"about_ca_system_score_gemma":0.000021864156,"threshold_uncertainty_score":0.4351857},"labels":[],"label_agreement":null},{"id":"W4313423180","doi":"10.1016/j.jgsce.2023.204874","title":"A stochastic method to optimize flowback DFIT (“DFIT-FBA”) test design in tight reservoirs","year":2023,"lang":"en","type":"article","venue":"Gas Science and Engineering","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":11,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"Natural Sciences and Engineering Research Council of Canada; Target Ovarian Cancer","keywords":"Computer science; Test (biology); Petroleum engineering; Reliability engineering; Geology; Engineering","score_opus":0.01582829054180289,"score_gpt":0.24796287384466598,"score_spread":0.23213458330286307,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4313423180","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.18727367,0.00019728232,0.80971646,0.0006954986,0.00032325083,0.0002989782,0.0000047684057,0.0008719967,0.0006180754],"genre_scores_gemma":[0.9453746,0.000061221435,0.054145694,0.000038024522,0.00008502485,0.000061681916,0.0000017282429,0.00004190931,0.00019013454],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99818945,0.00001494089,0.00024849316,0.00038643403,0.0004270242,0.0007336649],"domain_scores_gemma":[0.99900323,0.0003157186,0.000012342871,0.00030819868,0.000050772313,0.00030974048],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001672714,0.00021441546,0.0002658602,0.0009788615,0.00012429492,0.00013685893,0.0004083801,0.00007033794,0.000017193595],"category_scores_gemma":[0.0006694206,0.0001984943,0.00004133295,0.0035383953,0.00004878735,0.00028322035,0.00013436974,0.000241488,0.00009904559],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000021615838,0.000004897209,0.000032752716,0.000038898383,0.000008210212,0.000022318498,0.00047919134,0.9814011,0.01608392,0.000005176444,0.00051712577,0.0014042574],"study_design_scores_gemma":[0.00014892001,0.000028622484,0.0013122098,0.000098631186,0.000009650668,0.000009544417,0.000081455604,0.9944857,0.0029174644,0.000030652485,0.00061885134,0.00025834254],"about_ca_topic_score_codex":0.00004947452,"about_ca_topic_score_gemma":0.000012360347,"teacher_disagreement_score":0.7581009,"about_ca_system_score_codex":0.00013270875,"about_ca_system_score_gemma":0.000043136683,"threshold_uncertainty_score":0.8094362},"labels":[],"label_agreement":null},{"id":"W4313559944","doi":"10.1007/s12517-022-11137-8","title":"Investigation of shale imbibition capability and the influencing factors based on a convenient method","year":2023,"lang":"en","type":"article","venue":"Arabian Journal of Geosciences","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"China Postdoctoral Science Foundation; National Natural Science Foundation of China","keywords":"Imbibition; Oil shale; Porosity; Petroleum engineering; Shale gas; Permeability (electromagnetism); Geology; Fracturing fluid; Geotechnical engineering; Chemistry","score_opus":0.016952531603314707,"score_gpt":0.24084092902386306,"score_spread":0.22388839742054836,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4313559944","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99529666,0.000047353344,0.0038531686,0.000548362,0.000114010334,0.000039468952,0.0000018961115,0.000015277134,0.000083825515],"genre_scores_gemma":[0.9994945,0.000020128693,0.00042058248,0.000034586577,0.000019669282,8.822643e-7,5.397641e-7,0.0000029744685,0.0000061488345],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9991278,0.0001242022,0.00027927497,0.00007301468,0.00029211826,0.00010356943],"domain_scores_gemma":[0.9992485,0.00040751256,0.00012911094,0.00009049656,0.00005914874,0.00006520436],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0018426221,0.00006276193,0.00016658304,0.00021283004,0.000084391366,0.000027557344,0.00012869488,0.000025256428,0.000008372147],"category_scores_gemma":[0.00029210447,0.000035011315,0.00008134917,0.0004987993,0.0002420741,0.00012928236,0.000009161551,0.00012165321,8.367836e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00001905075,0.0000058661853,0.05885877,0.000068698915,0.000025708026,0.0000031511815,0.004841651,0.931128,0.003601543,0.000028910648,0.000054226406,0.0013643815],"study_design_scores_gemma":[0.00050028146,0.000116789124,0.30115274,0.00013584546,0.000044521992,0.0000058544238,0.0019001898,0.6691498,0.025168488,0.0016979625,0.00004146981,0.0000860327],"about_ca_topic_score_codex":0.0001204276,"about_ca_topic_score_gemma":0.000017817141,"teacher_disagreement_score":0.2619782,"about_ca_system_score_codex":0.000020777325,"about_ca_system_score_gemma":0.000034113877,"threshold_uncertainty_score":0.142772},"labels":[],"label_agreement":null},{"id":"W4313655099","doi":"10.1016/j.fuel.2023.127423","title":"Shale damage simulation considering shale swelling during shale-liquid interaction","year":2023,"lang":"en","type":"article","venue":"Fuel","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":17,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Regina","funders":"Southwest Petroleum University; China Scholarship Council; National Natural Science Foundation of China","keywords":"Oil shale; Swelling; Geology; Permeability (electromagnetism); Petroleum engineering; Shale oil; Geotechnical engineering; Composite material; Materials science; Chemistry","score_opus":0.01975589997325362,"score_gpt":0.2568386192034021,"score_spread":0.2370827192301485,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4313655099","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9868384,0.00017315058,0.0056015598,0.000057987458,0.00049618474,0.00009427186,0.0000061231926,0.0012790652,0.005453238],"genre_scores_gemma":[0.99834734,0.00010938477,0.000116244286,0.000018798324,0.0003445231,0.000015268337,0.000049500693,0.00006224309,0.0009367215],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99884677,0.000024939722,0.00030076347,0.0002559439,0.00020631951,0.0003652517],"domain_scores_gemma":[0.9993844,0.00013670504,0.00004291842,0.00030035348,0.000035921752,0.00009970295],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00015246365,0.00019030698,0.00021134876,0.00031877894,0.00014833563,0.00008354531,0.0001342694,0.00011076772,0.0002795929],"category_scores_gemma":[0.00006543853,0.00020192818,0.00012608049,0.00045061277,0.000018967507,0.00032070233,0.00006512299,0.00029274606,0.00067414367],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000016164864,0.000008181012,0.00054193113,0.00024827843,0.00008170776,0.000054684202,0.0005477655,0.9905969,0.0075520054,0.0000033225429,0.000100172016,0.00024889334],"study_design_scores_gemma":[0.0002486948,0.000018614232,0.0045123342,0.0001194428,0.000042589145,0.0000057488824,0.00033054486,0.9834751,0.008596486,0.00007291822,0.0023060704,0.0002714737],"about_ca_topic_score_codex":0.00004234831,"about_ca_topic_score_gemma":0.000029735018,"teacher_disagreement_score":0.011508896,"about_ca_system_score_codex":0.0000858636,"about_ca_system_score_gemma":0.000007759391,"threshold_uncertainty_score":0.8664978},"labels":[],"label_agreement":null},{"id":"W4315482680","doi":"10.1088/1755-1315/1124/1/012087","title":"Micromechanical characterisation of overburden shales in the Horn River Basin through nanoindentation","year":2023,"lang":"en","type":"article","venue":"IOP Conference Series Earth and Environmental Science","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"Natural Environment Research Council; Sight Research UK","keywords":"Bed; Geology; Nanoindentation; Oil shale; Porosimetry; Anisotropy; Petrophysics; Mineralogy; Lithology; Hydraulic fracturing; Materials science; Geotechnical engineering; Porosity; Composite material; Petrology; Porous medium","score_opus":0.012315742860612624,"score_gpt":0.20872290365264057,"score_spread":0.19640716079202794,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4315482680","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9992525,0.00003180983,0.00010374946,0.00019597005,0.00004929335,0.00006608734,0.000012484293,0.000023186925,0.00026492553],"genre_scores_gemma":[0.9991345,0.00062917307,0.0000814533,0.000030970205,0.000012968101,0.0000055922615,0.00002059596,0.0000036496615,0.000081092934],"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","domain_scores_codex":[0.9993001,0.000020985804,0.00012722834,0.00014500524,0.00023545015,0.00017122843],"domain_scores_gemma":[0.9998072,0.000019861664,0.000023832396,0.00011578729,0.0000034419522,0.00002988337],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00020344016,0.000076385666,0.000096422475,0.000062599705,0.00009192076,0.000043434153,0.00015713614,0.000032337102,0.000053946453],"category_scores_gemma":[0.000010278968,0.00005710546,0.000020817057,0.00026936104,0.0003999339,0.0004224332,0.0000433456,0.00007295228,0.000020479263],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000022944456,0.000032870543,0.007351926,0.000052775777,0.000014998833,0.000014122256,0.014126149,0.008715977,0.9560638,0.00018034682,0.000036418063,0.013387647],"study_design_scores_gemma":[0.00015685786,0.00006584083,0.7361828,0.000027232387,0.000008387596,0.000011179681,0.0045956485,0.011097877,0.24674226,0.00018196687,0.0007914343,0.00013851009],"about_ca_topic_score_codex":0.00014971115,"about_ca_topic_score_gemma":0.000086370754,"teacher_disagreement_score":0.7288309,"about_ca_system_score_codex":0.0000146993125,"about_ca_system_score_gemma":0.000010021317,"threshold_uncertainty_score":0.2328693},"labels":[],"label_agreement":null},{"id":"W4315491761","doi":"10.1016/j.petsci.2023.01.006","title":"A synthetical geoengineering approach to evaluate the largest hydraulic fracturing-induced earthquake in the East Shale Basin, Alberta","year":2023,"lang":"en","type":"article","venue":"Petroleum Science","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":15,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Calgary","funders":"Science Foundation of China University of Petroleum, Beijing; Alberta Innovates; Natural Sciences and Engineering Research Council of Canada; National Natural Science Foundation of China","keywords":"Hydraulic fracturing; Geology; Overpressure; Induced seismicity; Brittleness; Oil shale; Seismology; Fracture (geology); Geotechnical engineering; Petrology; Petroleum engineering","score_opus":0.01688854770980189,"score_gpt":0.23912193275604532,"score_spread":0.22223338504624343,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4315491761","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9762784,0.00004675847,0.0022703807,0.0032154007,0.00022958967,0.00019158216,0.0000025952506,0.00023247443,0.01753281],"genre_scores_gemma":[0.99915713,0.000011131399,0.00009333219,0.00026172254,0.00012800311,0.0001217059,0.0000029788403,0.000033278146,0.00019070752],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9971503,0.000085772845,0.00029863918,0.0004911883,0.0010139539,0.0009601236],"domain_scores_gemma":[0.9985729,0.0003036241,0.000019458303,0.00086849806,0.00003665263,0.00019885469],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002489109,0.00026160895,0.00025736328,0.0004708994,0.00037916214,0.00029231014,0.0015469039,0.000070200826,0.000022143226],"category_scores_gemma":[0.00048519866,0.00015475773,0.00012298582,0.0027936033,0.00015334468,0.0002107962,0.00018405885,0.00054689235,0.00047753274],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000027769333,0.000032537555,0.00064143917,0.000023342593,0.000015881962,0.000009401457,0.0018259529,0.994291,0.0016499606,0.000049226142,0.00014691554,0.0013115781],"study_design_scores_gemma":[0.00014818851,0.000021884298,0.09458173,0.000036512072,0.000022545712,0.000029120045,0.0006076006,0.89977556,0.0011451618,0.000021886604,0.0033481312,0.00026164606],"about_ca_topic_score_codex":0.0005544168,"about_ca_topic_score_gemma":0.00023038899,"teacher_disagreement_score":0.0945154,"about_ca_system_score_codex":0.00009093985,"about_ca_system_score_gemma":0.000050314833,"threshold_uncertainty_score":0.63108367},"labels":[],"label_agreement":null},{"id":"W4316014987","doi":"10.2118/214297-pa","title":"Field-Scale Modeling of Interwell Tracer Flow Behavior to Characterize Complex Fracture Networks Based on the Embedded Discrete Fracture Model in a Naturally Fractured Reservoir","year":2023,"lang":"en","type":"article","venue":"SPE Journal","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":8,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Regina","funders":"","keywords":"TRACER; Fracture (geology); Flow (mathematics); Permeability (electromagnetism); Geology; Fluid dynamics; Mechanics; Geotechnical engineering; Complex fracture; Geometry; Mathematics; Chemistry; Physics","score_opus":0.019095298831286106,"score_gpt":0.25448954486581504,"score_spread":0.23539424603452894,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4316014987","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.5636276,0.0001555902,0.4213741,0.013184944,0.0004293849,0.00045442084,0.00004123916,0.00020177432,0.0005309577],"genre_scores_gemma":[0.99519277,0.00008886264,0.0017620994,0.0022622286,0.00039803356,0.000028727192,0.00005899457,0.000079427125,0.00012886593],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9976267,0.00012184117,0.0007093711,0.00030294555,0.0006077558,0.00063133665],"domain_scores_gemma":[0.9986974,0.00023474453,0.00013528428,0.00057669287,0.00010586264,0.00025003313],"candidate_categories":["metaepi_narrow","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.0006224799,0.00039638864,0.000566338,0.00047281352,0.00017694537,0.00014957009,0.00069807505,0.00037693145,0.00046240047],"category_scores_gemma":[0.00011147973,0.00025733848,0.0004050163,0.0006604289,0.000024848194,0.00018528024,0.000070573435,0.002390126,0.000020945872],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00017768785,0.000042047875,0.00011683805,0.000026654403,0.0000624857,0.000059866183,0.0012595477,0.9891593,0.0010164067,2.739626e-7,0.007598004,0.00048092337],"study_design_scores_gemma":[0.00044441552,0.00007820169,0.0027628453,0.00026684607,0.000060128514,0.000009081694,0.00018124422,0.9941705,0.0007145508,0.0000802351,0.0009298781,0.0003020803],"about_ca_topic_score_codex":0.000059212744,"about_ca_topic_score_gemma":0.00016483641,"teacher_disagreement_score":0.43156517,"about_ca_system_score_codex":0.00011556323,"about_ca_system_score_gemma":0.000046444806,"threshold_uncertainty_score":0.9999879},"labels":[],"label_agreement":null},{"id":"W4317757015","doi":"10.1016/j.jgsce.2023.204900","title":"Embedment of proppants with non-uniform particle sizes into rock fracture surface","year":2023,"lang":"en","type":"article","venue":"Gas Science and Engineering","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":9,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Northern British Columbia; University of British Columbia, Okanagan Campus; University of British Columbia","funders":"Beijing Science and Technology Planning Project; National Key Research and Development Program of China; China Scholarship Council","keywords":"Embedment; Materials science; Fracture (geology); Particle (ecology); Geotechnical engineering; Composite material; Geology","score_opus":0.0052133610467817015,"score_gpt":0.2026085360178188,"score_spread":0.19739517497103712,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4317757015","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99200344,0.00008923856,0.007294843,0.0001314033,0.000056643123,0.00006382047,7.4115496e-7,0.00019968316,0.0001601662],"genre_scores_gemma":[0.9987827,0.00009997166,0.0010185438,0.000008407312,0.000020880141,0.0000051396105,8.9523513e-7,0.00001429334,0.000049188304],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9990418,0.0000017888601,0.00012805314,0.00016006189,0.00033727687,0.00033102534],"domain_scores_gemma":[0.9996151,0.000020828262,0.000015362977,0.00017440584,0.000049423244,0.00012491639],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00026019462,0.00011581635,0.00015127228,0.00010575112,0.00008899314,0.000042447224,0.00015658425,0.000032655564,0.0000068187774],"category_scores_gemma":[0.000028985947,0.00008500782,0.000020898418,0.0009777577,0.000049362217,0.00023307702,0.00004453794,0.000099781195,0.000012763111],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000017155537,0.0000041415515,0.00054603425,0.00010022085,0.000015301559,0.000004944791,0.00080718676,0.95352674,0.044528045,0.000002050724,0.00006831695,0.00039528936],"study_design_scores_gemma":[0.00011031678,0.000029484603,0.0039181025,0.00005960583,0.000011357948,0.0000031337806,0.00019821092,0.8916482,0.10347391,0.0000068914123,0.00041921702,0.00012157534],"about_ca_topic_score_codex":0.00004408193,"about_ca_topic_score_gemma":0.00000840692,"teacher_disagreement_score":0.06187856,"about_ca_system_score_codex":0.000036767302,"about_ca_system_score_gemma":0.000026002976,"threshold_uncertainty_score":0.34665182},"labels":[],"label_agreement":null},{"id":"W4317790670","doi":"10.2118/212352-ms","title":"Fracture Driven Interaction (FDI) Diagnostics and Modeling at a Shut-In Open-Hole-Multi-Lateral Producing Well","year":2023,"lang":"en","type":"article","venue":"SPE Hydraulic Fracturing Technology Conference and Exhibition","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Petroleum engineering; Fracture (geology); Spark plug; Geology; Mechanics; Hydraulic fracturing; Compressibility; Core (optical fiber); Oil well; Geotechnical engineering; Materials science; Engineering; Mechanical engineering; Composite material; Physics","score_opus":0.023503847469728587,"score_gpt":0.26151010511969924,"score_spread":0.23800625764997066,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4317790670","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.98748296,0.00043088096,0.007272325,0.002890062,0.0001945229,0.00037406327,0.000005801382,0.0008889681,0.000460422],"genre_scores_gemma":[0.9953275,0.0033736706,0.0007288467,0.00012703422,0.00009075089,0.00007764343,0.00009332015,0.000053655982,0.00012763053],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99813956,0.000037480153,0.00043290597,0.000674338,0.00016160519,0.000554105],"domain_scores_gemma":[0.9992575,0.00007856095,0.00008274124,0.00041750813,0.000050981736,0.00011269537],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00024100095,0.00036309086,0.00045595976,0.0008773163,0.00024962844,0.0001988347,0.00029185234,0.00047929666,0.000059305556],"category_scores_gemma":[0.000111043024,0.0003529124,0.00005117202,0.0005404552,0.00010704091,0.00053875905,0.000435846,0.0008258395,0.00009382465],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000032419233,0.000041322455,0.0063741733,0.00019117286,0.00008174063,0.00014093911,0.0013315871,0.97881174,0.0033871843,0.000028343067,0.00052590104,0.009053464],"study_design_scores_gemma":[0.0007980602,0.000049546823,0.00400272,0.00051005214,0.000045277866,0.00004586006,0.00046802065,0.97991735,0.010553069,0.0012466606,0.0019078295,0.000455528],"about_ca_topic_score_codex":0.0003923131,"about_ca_topic_score_gemma":0.0010175805,"teacher_disagreement_score":0.008597936,"about_ca_system_score_codex":0.00018838159,"about_ca_system_score_gemma":0.000023570346,"threshold_uncertainty_score":0.9998923},"labels":[],"label_agreement":null},{"id":"W4317790712","doi":"10.2118/212321-ms","title":"Results from a Collaborative Industry Study on Parent/Child Interactions: Bakken, Permian Basin, and Montney","year":2023,"lang":"en","type":"article","venue":"SPE Hydraulic Fracturing Technology Conference and Exhibition","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":13,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"ARC Resources (Canada)","funders":"","keywords":"Hydraulic fracturing; Consistency (knowledge bases); Offset (computer science); Microseism; Structural basin; Geology; Reservoir modeling; Petroleum engineering; Set (abstract data type); Computer science; Artificial intelligence; Seismology; Paleontology","score_opus":0.017793081883183223,"score_gpt":0.2550415933736384,"score_spread":0.23724851149045517,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4317790712","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9878673,0.00016358343,0.00025791128,0.006343556,0.00020225116,0.0003354382,0.00009379374,0.0013000563,0.0034360962],"genre_scores_gemma":[0.9986751,0.00060507987,0.00007614352,0.00012732051,0.00014344361,0.0000819098,0.00014751343,0.000037105186,0.00010637866],"study_design_codex":"design_other","study_design_gemma":"observational","domain_scores_codex":[0.9982924,0.00006523921,0.00041226172,0.0006261294,0.00021755481,0.0003864309],"domain_scores_gemma":[0.99905825,0.00014592506,0.00009862188,0.0004872203,0.00007711571,0.00013287355],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00018834035,0.00034968494,0.0004121277,0.0008181935,0.00031973317,0.00014065573,0.00017931734,0.0004887515,0.000044710538],"category_scores_gemma":[0.00018901346,0.00032739437,0.000046503155,0.00081145007,0.00015610005,0.00026444427,0.00012619051,0.0012965134,0.000091678216],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0021510944,0.0030345274,0.06744646,0.00067518,0.0066816467,0.0037587525,0.07517441,0.3269242,0.014371643,0.0012939493,0.05134706,0.44714108],"study_design_scores_gemma":[0.015058407,0.002626944,0.43535912,0.00450035,0.0010634196,0.00020250317,0.123617075,0.22385512,0.10162452,0.02493173,0.061984595,0.005176207],"about_ca_topic_score_codex":0.00029241666,"about_ca_topic_score_gemma":0.00043784358,"teacher_disagreement_score":0.44196486,"about_ca_system_score_codex":0.00007029183,"about_ca_system_score_gemma":0.000024262217,"threshold_uncertainty_score":0.9999178},"labels":[],"label_agreement":null},{"id":"W4317815139","doi":"10.2118/212368-ms","title":"Parent Well Characterization by Comparative Analysis of Initial and Second Flowback","year":2023,"lang":"en","type":"article","venue":"SPE Hydraulic Fracturing Technology Conference and Exhibition","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Fracture (geology); Hydraulic fracturing; Compaction; Petroleum engineering; Geology; Geotechnical engineering; Environmental science","score_opus":0.01581563233238293,"score_gpt":0.2602460288335627,"score_spread":0.24443039650117976,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4317815139","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99108684,0.00018226045,0.0061583463,0.00048937503,0.00006796141,0.00011817754,0.000072395254,0.0004849964,0.0013396507],"genre_scores_gemma":[0.9981462,0.0009102534,0.00006973747,0.000035902227,0.00002771976,0.000022031305,0.0006821451,0.000013639541,0.00009241814],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9988895,0.00002734903,0.00034595575,0.00032127777,0.00014252664,0.0002733867],"domain_scores_gemma":[0.9994857,0.00004703321,0.00009712857,0.00024032424,0.00005616313,0.00007370021],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00012005069,0.00021992113,0.00051109924,0.0010685177,0.00010294327,0.000044104243,0.00011569731,0.0002685816,0.00021789223],"category_scores_gemma":[0.00001359268,0.00021493118,0.00007034434,0.001163352,0.00019496492,0.00018767957,0.00007392229,0.0002675521,0.000028006578],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00016418385,0.00032557454,0.025101008,0.0014559461,0.009194742,0.00010695892,0.00928394,0.12592338,0.7278221,0.0010830219,0.006547062,0.09299208],"study_design_scores_gemma":[0.00093628664,0.00016929956,0.07422358,0.00020099415,0.0011000163,0.0000136486,0.0011915939,0.6023283,0.3046034,0.0018485752,0.012526177,0.0008581551],"about_ca_topic_score_codex":0.000030100335,"about_ca_topic_score_gemma":0.000095019204,"teacher_disagreement_score":0.4764049,"about_ca_system_score_codex":0.000024080182,"about_ca_system_score_gemma":0.000010390512,"threshold_uncertainty_score":0.8764639},"labels":[],"label_agreement":null},{"id":"W4318613978","doi":"10.1051/e3sconf/202336701004","title":"Prediction of centrifuge capillary pressure using machine learning techniques","year":2023,"lang":"en","type":"article","venue":"E3S Web of Conferences","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Memorial University of Newfoundland","funders":"Hibernia Management and Development Company; Natural Sciences and Engineering Research Council of Canada; Mitacs","keywords":"Centrifuge; Machine learning; Artificial intelligence; Capillary pressure; Computer science; Capillary action; Set (abstract data type); Engineering; Materials science; Geotechnical engineering","score_opus":0.020505223448648194,"score_gpt":0.2313166926909602,"score_spread":0.210811469242312,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4318613978","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9864583,0.002157037,0.001903848,0.00004544625,0.00018131387,0.000111299436,0.000049233637,0.0007241894,0.008369327],"genre_scores_gemma":[0.9983612,0.0010944678,0.00022386212,0.0000012008611,0.000052604817,0.0000027587355,0.00002972072,0.0000117739055,0.00022244222],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9992977,0.000035975736,0.00023809007,0.000096626565,0.00019334385,0.00013830648],"domain_scores_gemma":[0.9996799,0.000045929122,0.00006651946,0.00011782423,0.000056664863,0.000033112115],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00017635847,0.000094650015,0.0002243801,0.000219815,0.000038368467,0.0000102798995,0.00012155527,0.00008450713,0.00010119162],"category_scores_gemma":[0.00003923163,0.000080868005,0.00007040365,0.00029616238,0.00004590821,0.00006612659,0.00002836777,0.00014648984,0.0000026111813],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000015786793,0.00003381937,0.110496424,0.0010140236,0.00064021966,0.000008835599,0.00062308693,0.73941565,0.14222752,0.00016048842,0.0005389218,0.004825248],"study_design_scores_gemma":[0.00009087478,0.000036321166,0.0030799054,0.00014637978,0.000082243365,0.0000014221256,0.000111785506,0.6970189,0.27223635,0.000053149597,0.02705449,0.00008813576],"about_ca_topic_score_codex":0.000324,"about_ca_topic_score_gemma":0.000022484364,"teacher_disagreement_score":0.13000883,"about_ca_system_score_codex":0.00000643654,"about_ca_system_score_gemma":0.00006439236,"threshold_uncertainty_score":0.32977018},"labels":[],"label_agreement":null},{"id":"W4319300048","doi":"10.2139/ssrn.4348771","title":"Characterization Methods for Natural Fractures Distribution in Shale and Tight Reservoirs","year":2023,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Oil shale; Petroleum engineering; Geology; Natural (archaeology); Tight oil; Distribution (mathematics); Petrology; Mathematics; Paleontology","score_opus":0.006378595210504668,"score_gpt":0.2811627362032805,"score_spread":0.27478414099277587,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4319300048","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.78229934,0.0019781012,0.21450137,0.00071061606,0.00023044042,0.00011190465,0.00001014192,0.00012515804,0.00003295259],"genre_scores_gemma":[0.99387383,0.0049368003,0.0002387825,0.000013667421,0.00018807233,0.000015292253,0.00023411906,0.000023523375,0.000475898],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9984633,0.00006465938,0.00021487124,0.0001297048,0.000097644566,0.0010298205],"domain_scores_gemma":[0.9996757,0.000110883106,0.000041102146,0.00009034231,0.00003176582,0.000050202543],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0012991759,0.00011939905,0.00016899423,0.00018394408,0.0001232622,0.000056988327,0.00011522913,0.000089730696,0.0000058118353],"category_scores_gemma":[0.00014473824,0.000100173726,0.000074091266,0.0003646507,0.000015698592,0.00018095868,0.00001783201,0.00090077444,0.0000040038553],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00028922223,0.00009544225,0.005802958,0.00041157927,0.001378686,0.00002627948,0.0020397587,0.19871356,0.13729325,0.005374705,0.0013401962,0.6472344],"study_design_scores_gemma":[0.001586051,0.00014774995,0.050076976,0.000105786065,0.00010873645,0.00015178388,0.00078065775,0.85087186,0.010538545,0.051074594,0.033921186,0.00063605275],"about_ca_topic_score_codex":0.000015855252,"about_ca_topic_score_gemma":0.00020717952,"teacher_disagreement_score":0.6521583,"about_ca_system_score_codex":0.00033059585,"about_ca_system_score_gemma":0.00008585215,"threshold_uncertainty_score":0.4084966},"labels":[],"label_agreement":null},{"id":"W4319601427","doi":"10.1016/j.geoen.2023.211557","title":"Self-supporting conductivity in shallow and ultra shallow shale reservoirs: Under hydraulic, CO2 and Sc-CO2 fracturing","year":2023,"lang":"en","type":"article","venue":"Geoenergy Science and Engineering","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":11,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"China National Petroleum Corporation","keywords":"Hydraulic fracturing; Geology; Conductivity; Hydraulic conductivity; Slab; Geotechnical engineering; Oil shale; Fracturing fluid; Fracture (geology); Displacement (psychology); Petroleum engineering; Geophysics; Soil science","score_opus":0.00959187089663445,"score_gpt":0.22007158258643914,"score_spread":0.21047971168980467,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4319601427","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9967585,0.00069775345,0.00043010892,0.00028595873,0.00016049709,0.000096989665,0.0000029540242,0.00058509706,0.00098215],"genre_scores_gemma":[0.9980742,0.0011431249,0.0005167555,0.00004511255,0.00008896152,0.00002285567,0.0000054677544,0.000041798354,0.0000617506],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99758714,0.000016769736,0.00033911745,0.0005997136,0.0004399234,0.0010173527],"domain_scores_gemma":[0.9991165,0.00014415025,0.000040318213,0.00028701255,0.000042921776,0.00036911163],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0011080746,0.0003113482,0.00036764282,0.0007299128,0.00027053102,0.00025794102,0.00023752848,0.00013619463,0.000010162],"category_scores_gemma":[0.00019423319,0.0003029658,0.000041559037,0.001340094,0.00016823773,0.0007972223,0.00017998443,0.0003769097,0.000005584592],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000024178273,0.000010898871,0.007610315,0.00022124093,0.00004112164,0.000051624986,0.0010768977,0.9730854,0.0163315,0.00008232588,0.00001981527,0.0014664541],"study_design_scores_gemma":[0.00032993863,0.000021822705,0.10897037,0.000110889734,0.000020237114,0.000039689534,0.0005645359,0.882434,0.0049162107,0.00008965042,0.0020464202,0.00045624623],"about_ca_topic_score_codex":0.00042988866,"about_ca_topic_score_gemma":0.00025239825,"teacher_disagreement_score":0.10136005,"about_ca_system_score_codex":0.00010897347,"about_ca_system_score_gemma":0.000045627596,"threshold_uncertainty_score":0.99994224},"labels":[],"label_agreement":null},{"id":"W4319863496","doi":"10.2139/ssrn.4322921","title":"Hydrogen-Brine Mixture PVT Data for Reservoir Simulation of Hydrogen Storage in Deep Saline Aquifers","year":2023,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Waterloo; University of Calgary","funders":"","keywords":"Brine; Aquifer; Petroleum engineering; Environmental science; Hydrogen; Hydrogen storage; Saline; Geology; Chemistry; Groundwater; Geotechnical engineering; Anesthesia","score_opus":0.015145452502859261,"score_gpt":0.2681073973932396,"score_spread":0.2529619448903803,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4319863496","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.95244575,0.0036886982,0.042862255,0.0004076822,0.00011859176,0.00020111694,0.000050594543,0.0001469534,0.00007834275],"genre_scores_gemma":[0.996707,0.0021578006,0.00008430383,0.000011576252,0.00029955685,0.000007265985,0.0003396958,0.000063498024,0.00032925486],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9973583,0.00006350558,0.00051545963,0.00025385476,0.00031704654,0.0014918064],"domain_scores_gemma":[0.9990116,0.00015733142,0.00010698961,0.00057289726,0.00005883505,0.00009234986],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0019748167,0.00019969532,0.00035474775,0.0004615057,0.00009004563,0.000022065693,0.0006638279,0.00014283627,0.000019045036],"category_scores_gemma":[0.00021473564,0.00018308115,0.00014927161,0.0008005789,0.000024520219,0.00024395168,0.00009441451,0.0010262673,0.000013810653],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00004527584,0.000024230083,0.00026849358,0.00005969026,0.00031526465,0.000008459775,0.000108076725,0.9956297,0.0013712785,0.0000366743,0.0001654687,0.0019673484],"study_design_scores_gemma":[0.00081928517,0.00007635543,0.00013723184,0.000036848152,0.000078579826,0.00002129407,0.00026923633,0.9890797,0.0011929865,0.0044482183,0.0036440955,0.00019617038],"about_ca_topic_score_codex":0.000078031146,"about_ca_topic_score_gemma":0.002324462,"teacher_disagreement_score":0.044261284,"about_ca_system_score_codex":0.0004318569,"about_ca_system_score_gemma":0.00024948298,"threshold_uncertainty_score":0.7465833},"labels":[],"label_agreement":null},{"id":"W4319988473","doi":"10.2118/211100-pa","title":"Fault Identification for the Purposes of Evaluating the Risk of Induced Seismicity: A Novel Application of the Flowback DFIT","year":2023,"lang":"en","type":"article","venue":"SPE Reservoir Evaluation & Engineering","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":11,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Hydraulic fracturing; Induced seismicity; Slippage; Microseism; Geology; Petroleum engineering; Fault (geology); Fracture (geology); Geotechnical engineering; Seismology; Engineering; Structural engineering","score_opus":0.0459119048189034,"score_gpt":0.3159964152674654,"score_spread":0.270084510448562,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4319988473","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.84145325,0.00045353203,0.15572734,0.00053388963,0.0002631765,0.0013772908,0.0000513156,0.000095508396,0.000044678083],"genre_scores_gemma":[0.998692,0.00015592376,0.0005344904,0.0000047066005,0.00010569351,0.00038588876,0.000030001787,0.00004185959,0.000049464088],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99776083,0.00010684733,0.0007518219,0.00020403895,0.0009451677,0.00023131318],"domain_scores_gemma":[0.99718964,0.00097060506,0.00037076327,0.00090984744,0.0005299043,0.000029213903],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004420987,0.00017627893,0.00028253807,0.00018312663,0.00015819939,0.000025126876,0.0006481778,0.00010303942,0.000010150663],"category_scores_gemma":[0.0020529327,0.00010498797,0.000272622,0.0013839497,0.000050233077,0.00010988454,0.000092619295,0.00023667782,0.0000050917524],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000007866898,0.000012094204,0.00017020915,0.00020250205,0.00022025887,9.062122e-9,0.0005069598,0.8343777,0.15930668,0.00005235215,0.000057716516,0.0050856546],"study_design_scores_gemma":[0.00030757036,0.000022194741,0.016432643,0.00007911766,0.00038397795,4.794e-7,0.00024176693,0.89079976,0.09117282,0.00019484361,0.00027078838,0.00009405982],"about_ca_topic_score_codex":0.00026073278,"about_ca_topic_score_gemma":0.000045347984,"teacher_disagreement_score":0.1572387,"about_ca_system_score_codex":0.00008820785,"about_ca_system_score_gemma":0.00006801406,"threshold_uncertainty_score":0.42812854},"labels":[],"label_agreement":null},{"id":"W4320001938","doi":"10.2139/ssrn.4348770","title":"The Effects of Jurassic Igneous Intrusions on the Generation and Retention of Gas Shale in the Lower Permian Source-Reservoir Shales of Karoo Basin, South Africa","year":2023,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Permian; Geology; Oil shale; Shale gas; Source rock; Geochemistry; Igneous rock; Large igneous province; Structural basin; Paleontology; Magmatism","score_opus":0.008339318173889054,"score_gpt":0.19982456280263358,"score_spread":0.19148524462874453,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4320001938","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9961554,0.0017405166,0.00067471457,0.0010612692,0.000080958365,0.00013005981,0.0000020617324,0.000015361204,0.00013966861],"genre_scores_gemma":[0.99670804,0.0029362435,0.0000034026361,0.000007890829,0.000094542534,0.0000054574225,0.000002580382,0.000016527094,0.0002253094],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99849737,0.00022603155,0.00030955844,0.00009737211,0.00031287005,0.0005568039],"domain_scores_gemma":[0.99903804,0.0005199841,0.00012511018,0.00024626206,0.000045762063,0.000024864295],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0016182283,0.0001142409,0.00017749183,0.00015279555,0.0002189587,0.000028316781,0.00028674633,0.00006365165,0.0000050608296],"category_scores_gemma":[0.00030561138,0.000055685832,0.00013824287,0.00042359007,0.000085995205,0.00004165549,0.000030470559,0.00074654317,0.0000020647317],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00023547135,0.0003611212,0.0027891116,0.00058800704,0.0017246174,0.000034009856,0.032302674,0.8131107,0.08973209,0.006768863,0.0023628206,0.04999051],"study_design_scores_gemma":[0.0033257927,0.0040899976,0.03079919,0.001629981,0.0011051666,0.00027329384,0.037246954,0.8119441,0.053830475,0.051475517,0.0032007154,0.0010788132],"about_ca_topic_score_codex":0.000051343588,"about_ca_topic_score_gemma":0.00051272503,"teacher_disagreement_score":0.048911694,"about_ca_system_score_codex":0.000089759655,"about_ca_system_score_gemma":0.000104368395,"threshold_uncertainty_score":0.32434002},"labels":[],"label_agreement":null},{"id":"W4320918954","doi":"10.1016/j.geoen.2023.211587","title":"Effect of the variation of phase-transition fracturing fluid thermophysical properties on the wellbore temperature","year":2023,"lang":"en","type":"article","venue":"Geoenergy Science and Engineering","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":8,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"Southwest Petroleum University; China Scholarship Council; National Natural Science Foundation of China","keywords":"Wellbore; Heat transfer; Thermodynamics; Petroleum engineering; Heat capacity; Volumetric heat capacity; Fracturing fluid; Thermal; Degree (music); Materials science; Mechanics; Heat transfer coefficient; Geology","score_opus":0.0038463860659933894,"score_gpt":0.18616037974871838,"score_spread":0.182313993682725,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4320918954","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99914944,0.00007042222,0.00017979142,0.00021872006,0.00013819615,0.000067379406,0.000001908974,0.00007834455,0.00009580246],"genre_scores_gemma":[0.99984515,0.00004362435,0.000004790141,0.000012706599,0.000058076497,0.00001120426,0.0000010272853,0.000010260564,0.000013178817],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.999245,0.000020552687,0.00012077826,0.00011624874,0.0003220856,0.00017532079],"domain_scores_gemma":[0.9996292,0.00008291483,0.000019391107,0.00020647858,0.00003339591,0.000028639295],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00048466024,0.000105808635,0.00012929442,0.000111766385,0.00013216324,0.00002642156,0.00020307962,0.000040817216,0.0000027213048],"category_scores_gemma":[0.00008428293,0.00005159152,0.00005558154,0.0008069787,0.00009596605,0.00010801937,0.00002821815,0.00013147373,0.000001321842],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000033084925,0.0000028925979,0.0000015353493,0.00005256053,0.00001196633,2.4462724e-7,0.00032304745,0.5903848,0.40861964,0.00003301552,0.000009602868,0.0005573785],"study_design_scores_gemma":[0.00008209985,0.00004033398,0.0015277544,0.000081339604,0.000013001503,6.4115767e-7,0.000023564755,0.5036203,0.49449682,0.0000043341756,0.000061758146,0.000048018737],"about_ca_topic_score_codex":0.000026886975,"about_ca_topic_score_gemma":8.509378e-7,"teacher_disagreement_score":0.086764455,"about_ca_system_score_codex":0.000018750932,"about_ca_system_score_gemma":0.000012412171,"threshold_uncertainty_score":0.21038412},"labels":[],"label_agreement":null},{"id":"W4321438209","doi":"10.2118/214319-pa","title":"Boosting Reaction Rate of Acids for Better Acid Fracturing Stimulation of Dolomite-Rich Formations","year":2023,"lang":"en","type":"article","venue":"SPE Journal","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Dolomite; Dissolution; Reaction rate; Pulmonary surfactant; Chemistry; Hydrochloric acid; Mineralogy; Geology; Chemical engineering; Inorganic chemistry; Organic chemistry; Catalysis","score_opus":0.01601714850616972,"score_gpt":0.25542748262499726,"score_spread":0.23941033411882753,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4321438209","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.92210346,0.00005410425,0.07678941,0.00021353416,0.000244178,0.00006615252,0.000008009049,0.000066724686,0.00045439662],"genre_scores_gemma":[0.9974624,0.00007242299,0.0020914867,0.000010709585,0.00024780913,0.0000032508638,0.000019258234,0.000017366177,0.00007529733],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99922127,0.000021433565,0.0004033287,0.00005777002,0.00012765102,0.00016854715],"domain_scores_gemma":[0.9994672,0.00012492796,0.00016125306,0.00010397885,0.000099763405,0.000042867476],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005103298,0.00008267339,0.00017426965,0.00031708172,0.00010096009,0.000022320906,0.000079246915,0.000066292,0.000023027049],"category_scores_gemma":[0.00014515709,0.00007176631,0.000117717,0.00026020105,0.00001110728,0.00028172112,0.000012818607,0.00019441744,0.0000091792535],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000012310253,0.0000062971126,0.0009279774,0.000106704916,0.00010692009,0.00000113344,0.0004196311,0.89987326,0.09307327,0.0000022009688,0.00054549886,0.004924817],"study_design_scores_gemma":[0.0006621847,0.000051323874,0.026538217,0.00014379325,0.00013007953,0.000016811382,0.0002632564,0.68889034,0.2808103,0.0010379073,0.0012978159,0.00015797482],"about_ca_topic_score_codex":0.0000061934497,"about_ca_topic_score_gemma":0.0000035362173,"teacher_disagreement_score":0.2109829,"about_ca_system_score_codex":0.000043231044,"about_ca_system_score_gemma":0.000011762845,"threshold_uncertainty_score":0.29265454},"labels":[],"label_agreement":null},{"id":"W4321597213","doi":"10.3390/pr11030666","title":"Prediction of Longitudinal Superimposed “Sweet Spot” of Tight Gas Reservoir: A Case Study of Block G, Canada","year":2023,"lang":"en","type":"article","venue":"Processes","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Sweet spot; Block (permutation group theory); Saturation (graph theory); Key (lock); Volume (thermodynamics); Soil science; Mathematics; Environmental science; Hydrology (agriculture); Geology; Petroleum engineering; Geotechnical engineering; Computer science; Geometry; Petrology","score_opus":0.022229388951238358,"score_gpt":0.23387113012016866,"score_spread":0.2116417411689303,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4321597213","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99889076,0.000512052,0.000018413803,0.00002564012,0.000073665185,0.00012796959,0.00005783341,0.00008833118,0.00020535599],"genre_scores_gemma":[0.9996796,0.00014322615,0.000017346407,8.2013844e-7,0.000035681,0.000015093456,0.000011653299,0.000019932115,0.000076640645],"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9988971,0.000021137836,0.00040601892,0.00015053194,0.0003499452,0.00017528427],"domain_scores_gemma":[0.9992957,0.00010289733,0.00007504219,0.000249294,0.0002182587,0.00005878926],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00013856754,0.00012302931,0.00032191988,0.00019181333,0.00004064861,0.0000056044846,0.00015413508,0.000046080113,0.000024383766],"category_scores_gemma":[0.00013701018,0.000106717416,0.000041256586,0.0010422925,0.00002961813,0.000070090784,0.00003879133,0.00009456251,7.683247e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000035707195,0.00025630224,0.07338746,0.007054144,0.00056944595,0.00073811994,0.0037676466,0.90960604,0.0024478447,2.5958755e-7,0.0020083056,0.0001287078],"study_design_scores_gemma":[0.005076536,0.0020245689,0.0745081,0.0012848512,0.0017585169,0.00091006793,0.05202408,0.23553029,0.6213779,0.00006716208,0.004179502,0.0012584332],"about_ca_topic_score_codex":0.23350495,"about_ca_topic_score_gemma":0.3844609,"teacher_disagreement_score":0.6740758,"about_ca_system_score_codex":0.000032432315,"about_ca_system_score_gemma":0.00018330837,"threshold_uncertainty_score":0.7715992},"labels":[],"label_agreement":null},{"id":"W4322099241","doi":"10.5194/egusphere-egu23-17433","title":"Thermohydrochemical Model to Identify the Impact of Bleed Flow on Calcite Scaling in a Standing Column Well","year":2023,"lang":"en","type":"preprint","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Polytechnique Montréal","funders":"","keywords":"Groundwater; Multiphysics; Calcite; Aquifer; Geothermal gradient; Groundwater flow; Scaling; Heat transfer; Precipitation; Environmental science; Heat exchanger; Geology; Petroleum engineering; Mechanics; Mineralogy; Thermodynamics; Geotechnical engineering; Geophysics; Finite element method; Meteorology","score_opus":0.034333232108367896,"score_gpt":0.32656424778329773,"score_spread":0.2922310156749298,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4322099241","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9350981,0.00006255765,0.060427222,0.00013944,0.00013990355,0.0003183963,0.00004174238,0.0002713046,0.003501348],"genre_scores_gemma":[0.998685,0.000059140435,0.00042445213,0.000018249593,0.00008266967,0.00004878842,0.000029690233,0.00008231372,0.00056968996],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9981904,0.00004601476,0.0005377227,0.0003946564,0.00040048145,0.0004307265],"domain_scores_gemma":[0.99888206,0.00017739605,0.000056683042,0.0007086361,0.000038233113,0.00013698281],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00051241874,0.00034611658,0.0005908273,0.00045713788,0.000042755688,0.00009194226,0.00057872175,0.00033789946,0.00007206275],"category_scores_gemma":[0.00007208238,0.00023302929,0.0005079773,0.00049605337,0.000028837416,0.000029223645,0.0003704146,0.0010315257,0.000063814405],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000022580101,0.000023191518,0.00015726816,0.00013729074,0.00033063567,0.000008365378,0.00084681745,0.9889167,0.008129258,0.0000017575541,0.0013384904,0.00008764011],"study_design_scores_gemma":[0.0001588887,0.000011008697,0.00083931326,0.0004566378,0.00004965793,5.188202e-7,0.00007790184,0.9889226,0.008665161,0.000550596,0.000004657081,0.00026303335],"about_ca_topic_score_codex":0.0023494184,"about_ca_topic_score_gemma":0.00022014815,"teacher_disagreement_score":0.06358692,"about_ca_system_score_codex":0.00043782953,"about_ca_system_score_gemma":0.000059477905,"threshold_uncertainty_score":0.9502659},"labels":[],"label_agreement":null},{"id":"W4322490317","doi":"10.1007/s40948-023-00537-z","title":"Interaction of natural and hydraulic fractures: the impact on reservoir pressure buildup and risk of shear fault reactivation in the Upper Devonian Duvernay Formation, Fox Creek, Alberta","year":2023,"lang":"en","type":"article","venue":"Geomechanics and Geophysics for Geo-Energy and Geo-Resources","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":13,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"ARC Resources (Canada); General Dynamics (Canada); University of Alberta","funders":"Natural Sciences and Engineering Research Council of Canada; Canadian Network for Research and Innovation in Machining Technology, Natural Sciences and Engineering Research Council of Canada; University of Alberta","keywords":"Geology; Hydraulic fracturing; Microseism; Induced seismicity; Fluid pressure; Fault (geology); Fluid dynamics; Shear (geology); Petrology; Seismology; Geotechnical engineering","score_opus":0.0045076199025917444,"score_gpt":0.21836129101635512,"score_spread":0.21385367111376338,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4322490317","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.997384,0.0012516441,0.00057682116,0.0003585542,0.00006305741,0.00018867238,0.000062160485,0.000022694228,0.00009241376],"genre_scores_gemma":[0.9973975,0.0022031618,0.000012385657,0.00004751147,0.00008619338,0.000032534703,0.000059543087,0.00002105493,0.00014011683],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99888754,0.00008460515,0.00030861565,0.00023668568,0.00021913656,0.0002634385],"domain_scores_gemma":[0.9986899,0.00074089883,0.00017964334,0.00027402697,0.00006760608,0.00004793732],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00040832607,0.00023049893,0.00030914275,0.00017465887,0.0002823515,0.00010401883,0.00015756219,0.00014744377,0.0000043347513],"category_scores_gemma":[0.00009693264,0.00014045682,0.00010238807,0.00033719276,0.000055991382,0.00026966058,0.00007660221,0.00029179413,3.737354e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00060366193,0.00013964574,0.0026357453,0.0008386346,0.0014156868,0.0000029701175,0.024136906,0.909404,0.0016488604,0.0014923849,0.0013762612,0.056305286],"study_design_scores_gemma":[0.0009043809,0.00033608222,0.06275458,0.00020200631,0.00024268548,0.000012045555,0.0031335903,0.8851044,0.0015719053,0.015152022,0.030231273,0.0003549963],"about_ca_topic_score_codex":0.010556253,"about_ca_topic_score_gemma":0.002039752,"teacher_disagreement_score":0.06011883,"about_ca_system_score_codex":0.000011022997,"about_ca_system_score_gemma":0.000007193023,"threshold_uncertainty_score":0.99603254},"labels":[],"label_agreement":null},{"id":"W4323041574","doi":"10.1016/j.ijmst.2022.10.008","title":"A failure criterion for shale considering the anisotropy and hydration based on the shear slide failure model","year":2023,"lang":"en","type":"article","venue":"International Journal of Mining Science and Technology","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":35,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Toronto; Polytechnique Montréal","funders":"Fundamental Research Funds for the Central Universities; Sichuan Province Science and Technology Support Program; Natural Science Foundation of Chongqing; National Natural Science Foundation of China; State Key Laboratory of Coal Mine Disaster Dynamics and Control; Department of Science and Technology of Sichuan Province; China Scholarship Council","keywords":"Oil shale; Anisotropy; Shear (geology); Geotechnical engineering; Bed; Approximation error; Hoek–Brown failure criterion; Direct shear test; Materials science; Mechanics; Geology; Composite material; Mathematics; Statistics; Rock mass classification; Physics","score_opus":0.012950571065615299,"score_gpt":0.25232887468566,"score_spread":0.2393783036200447,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4323041574","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.92355067,0.000052319323,0.030155925,0.04594779,0.00012878269,0.000054840726,0.0000029974262,0.00005258794,0.00005406287],"genre_scores_gemma":[0.9968342,0.000032320288,0.0029005962,0.00015802462,0.000048276124,0.0000061145006,4.8563976e-7,0.000005549781,0.000014427473],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9993569,0.0000071776662,0.00015040222,0.00009116469,0.0002734765,0.00012087484],"domain_scores_gemma":[0.99940807,0.00021522828,0.000056908975,0.00008439492,0.00021135304,0.000024058676],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000598744,0.000062318184,0.00008149905,0.00042906243,0.00018543385,0.00010745422,0.00030416693,0.000046913392,0.0000029532519],"category_scores_gemma":[0.00054417696,0.000035874993,0.00002641193,0.000314148,0.0002356676,0.00013348661,0.000040936302,0.00014749382,8.2652355e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000019505034,0.0000107727865,0.0006964661,0.000014089922,0.00007634493,0.000024574489,0.0009920187,0.94452846,0.03998564,0.0019171252,0.0026438574,0.00909113],"study_design_scores_gemma":[0.0001590195,0.00004734216,0.00011880489,0.000054784407,0.0000101793175,0.000045581914,0.0009744828,0.9901047,0.005747479,0.0014161852,0.0012768992,0.0000445494],"about_ca_topic_score_codex":0.0000015653156,"about_ca_topic_score_gemma":0.0000089058185,"teacher_disagreement_score":0.073283516,"about_ca_system_score_codex":0.00003241263,"about_ca_system_score_gemma":0.000052869276,"threshold_uncertainty_score":0.14629398},"labels":[],"label_agreement":null},{"id":"W4323044483","doi":"10.3390/en16052414","title":"The Law of Liquid–Solid Carrying in the Wellbore of Natural Gas Hydrate Gas Well under the Condition of Foam Drainage Gas Recovery","year":2023,"lang":"en","type":"article","venue":"Energies","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":10,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"National Key Research and Development Program of China; Natural Science Foundation of Sichuan Province; Higher Education Discipline Innovation Project; National Natural Science Foundation of China; State Key Laboratory of Coal Mine Disaster Dynamics and Control; Industrial Technology Research Institute; State Key Laboratory of Oil and Gas Reservoir Geology and Exploitation","keywords":"Drainage; Petroleum engineering; Natural gas; Hydrate; Clathrate hydrate; Geology; Cabin pressurization; Environmental science; Waste management; Engineering; Chemistry","score_opus":0.006456572794859439,"score_gpt":0.2268807525159236,"score_spread":0.22042417972106415,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4323044483","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9886963,0.0012722069,0.00003406361,0.0012445917,0.00022804966,0.00008519961,0.000009994076,0.000058407368,0.008371186],"genre_scores_gemma":[0.998569,0.00093966525,0.000010566938,0.000045649173,0.00006903555,0.000015522424,0.000023019722,0.000021397633,0.00030612422],"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99885887,0.00014853745,0.0003605344,0.00011540037,0.00027422435,0.0002424167],"domain_scores_gemma":[0.99877906,0.0006324465,0.00010877019,0.00042031257,0.00004317036,0.00001623306],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006036374,0.0001405225,0.00024452293,0.00010689506,0.00012919768,0.000027244434,0.00038863756,0.00006947087,0.000016665837],"category_scores_gemma":[0.00004767336,0.00007260877,0.00017840187,0.0005052409,0.00021537721,0.00009569245,0.00006009961,0.00023976737,0.0000058953287],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000024703435,0.000008782585,0.000010955934,0.000088993016,0.00012944551,0.000005004723,0.0016853155,0.9852979,0.009903765,0.0017787791,0.0008943025,0.0001720608],"study_design_scores_gemma":[0.0008142322,0.00021710347,0.0026419854,0.00050570525,0.00025709337,0.000012056339,0.030001637,0.16134372,0.7790583,0.012502922,0.0121348305,0.0005104495],"about_ca_topic_score_codex":0.0007646178,"about_ca_topic_score_gemma":0.0010326167,"teacher_disagreement_score":0.82395416,"about_ca_system_score_codex":0.000026225016,"about_ca_system_score_gemma":0.000015958283,"threshold_uncertainty_score":0.29608995},"labels":[],"label_agreement":null},{"id":"W4323655425","doi":"10.2118/212724-ms","title":"Buildup Evaluation of an Overpressured Naturally Fractured Carbonate","year":2023,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Carbonate; Geology; Cementation (geology); Fluid pressure; Porosity; Pore water pressure; Matrix (chemical analysis); Fracture (geology); Diagenesis; Reservoir engineering; Petrology; Mineralogy; Geotechnical engineering; Mechanics; Materials science; Petroleum; Cement; Paleontology; Composite material; Physics","score_opus":0.013412808572854928,"score_gpt":0.26587903047279243,"score_spread":0.2524662218999375,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4323655425","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.977713,0.00046714992,0.00034769476,0.000081934224,0.0002678158,0.00011531431,0.000005816029,0.00066664006,0.020334622],"genre_scores_gemma":[0.99926364,0.000028170905,0.00016502965,0.000017056707,0.00005756459,0.000009034047,0.00005131119,0.000020085212,0.0003881042],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9989652,0.000049615202,0.00017134816,0.00012854995,0.0005218911,0.00016339611],"domain_scores_gemma":[0.9994956,0.000035602632,0.000023429739,0.00028278652,0.0001036992,0.000058877034],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000479363,0.00010052745,0.00015664703,0.00017017813,0.000026071339,0.000015549645,0.00014505787,0.00009512068,0.00024023943],"category_scores_gemma":[0.00006387953,0.00008087961,0.00007410435,0.00036969443,0.000012978712,0.000116527255,0.000018385883,0.00011725331,0.000028802353],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000033019724,0.00000679625,0.0000310568,0.000022361943,0.000108162596,0.0000026668906,0.00020782808,0.9878784,0.0066882945,0.0000063151438,0.00072998565,0.0043148273],"study_design_scores_gemma":[0.0002546053,0.000009391535,0.012653191,0.000007682968,0.00009407226,6.9265445e-7,0.00003641467,0.9679178,0.01738237,0.00034191526,0.0011944908,0.00010740371],"about_ca_topic_score_codex":0.00018402131,"about_ca_topic_score_gemma":0.00010405176,"teacher_disagreement_score":0.021550631,"about_ca_system_score_codex":0.000027583126,"about_ca_system_score_gemma":0.000018193148,"threshold_uncertainty_score":0.32981747},"labels":[],"label_agreement":null},{"id":"W4323655474","doi":"10.2118/212735-ms","title":"Diverting Fracturing Stimulation Technique Using a Novel Temporary Plugging Agent with Multiphase Transition Properties at Different Temperatures","year":2023,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Materials science; Petroleum engineering; Compatibility (geochemistry); Permeability (electromagnetism); Fracturing fluid; Lost circulation; Composite material; Geology; Chemistry; Metallurgy; Drilling; Drilling fluid","score_opus":0.02531166980770966,"score_gpt":0.2294467318382356,"score_spread":0.20413506203052595,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4323655474","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.84392756,0.00008591223,0.15412244,0.0000612772,0.00005140458,0.0003204041,0.000005464202,0.001304072,0.00012143424],"genre_scores_gemma":[0.9973626,0.000017471346,0.0022027474,0.000025218826,0.00008805122,0.000058816207,0.00005910486,0.00006626136,0.00011972686],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9987412,0.000027331807,0.0002942661,0.00028274942,0.0003085838,0.0003458739],"domain_scores_gemma":[0.9995687,0.000038150705,0.000043446682,0.00021813819,0.00003525076,0.00009629961],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00013218576,0.00028165794,0.00025771922,0.0003299131,0.0003429621,0.00010892394,0.00009960515,0.00010070954,0.000043298023],"category_scores_gemma":[0.000013749391,0.00019034745,0.000100002886,0.0003514488,0.000029093519,0.0003266484,0.000050195187,0.00023503309,0.000008257981],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00002293139,0.000021984957,0.00069571007,0.00014925351,0.00007478546,0.000022209719,0.00068325666,0.6821022,0.3161339,3.526231e-7,0.00001700372,0.000076434546],"study_design_scores_gemma":[0.00035146566,0.000018481254,0.0011623476,0.0002831726,0.00004689588,0.000017266679,0.00018120771,0.7339445,0.26366904,0.0000021702194,0.000060457205,0.00026303195],"about_ca_topic_score_codex":0.00022508686,"about_ca_topic_score_gemma":0.00003505866,"teacher_disagreement_score":0.15343502,"about_ca_system_score_codex":0.0002048499,"about_ca_system_score_gemma":0.000009356314,"threshold_uncertainty_score":0.77621436},"labels":[],"label_agreement":null},{"id":"W4323655548","doi":"10.2118/212734-ms","title":"Characterization of Distributed Acoustic Sensing Signals in Hydraulic Fracturing Stimulation - A Coupled Flow-Geomechanical Simulation Approach","year":2023,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Hydraulic fracturing; Fracture (geology); Discretization; Geology; Field (mathematics); Flow (mathematics); Computer science; Geotechnical engineering; Mechanics","score_opus":0.014119823238273013,"score_gpt":0.23506451915405444,"score_spread":0.22094469591578142,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4323655548","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.52032036,0.000004142608,0.4791415,0.000013556649,0.00004246505,0.00012087031,0.00000869652,0.00028938006,0.000059034282],"genre_scores_gemma":[0.99825567,0.000017264001,0.00048728913,0.000013281252,0.00006786158,0.000006259841,0.0010887994,0.000037803544,0.000025787218],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99859554,0.00004961541,0.0005254012,0.00023389095,0.00029695942,0.0002985932],"domain_scores_gemma":[0.999391,0.00018680809,0.00007430056,0.00021981019,0.000058930174,0.00006913578],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00032403495,0.00018519408,0.00034472035,0.00044298623,0.000051355393,0.00003377523,0.000089436406,0.00017168751,0.000047042202],"category_scores_gemma":[0.00011540022,0.00017787558,0.000091153386,0.0011937787,0.000015061715,0.0002011955,0.00003310779,0.00018670043,0.000022079403],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000010818621,0.000021046508,0.00018834282,0.000110527195,0.000036756246,0.000004420847,0.00013466329,0.85619015,0.14256133,5.2319217e-7,0.0000030349283,0.00073838804],"study_design_scores_gemma":[0.00034705747,0.000010706057,0.017001966,0.00005328156,0.00003555157,8.48568e-7,0.000036378016,0.9713181,0.010961004,0.000036405298,0.000016888092,0.00018175761],"about_ca_topic_score_codex":0.00006294472,"about_ca_topic_score_gemma":0.000018243654,"teacher_disagreement_score":0.47865424,"about_ca_system_score_codex":0.00009203395,"about_ca_system_score_gemma":0.00001251693,"threshold_uncertainty_score":0.72535557},"labels":[],"label_agreement":null},{"id":"W4323657104","doi":"10.2118/212821-ms","title":"Reducing Simulation Time in a Huff-And-Puff Gas Injection Project in Complex Shale Reservoirs: Sequence-Based Proxy Multi-Porosity Reservoir Simulator","year":2023,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Reservoir simulation; Proxy (statistics); Computer science; Simulation modeling; Computer simulation; Sequence (biology); Shale gas; Oil shale; Porosity; Simulation; Algorithm; Petroleum engineering; Geology; Machine learning; Mathematics; Geotechnical engineering","score_opus":0.056568508040616555,"score_gpt":0.3101301858594533,"score_spread":0.25356167781883676,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4323657104","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99564147,0.000036078567,0.0019172201,0.00026285826,0.00005246798,0.0006938086,0.000012663349,0.00088254863,0.0005008898],"genre_scores_gemma":[0.9978459,0.000018800809,0.0011584738,0.000026478965,0.00006286143,0.00007808848,0.00015858655,0.000057403082,0.00059343607],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9977462,0.00018798618,0.00062032585,0.0005292419,0.0003434358,0.000572788],"domain_scores_gemma":[0.9990562,0.00027475093,0.00006396003,0.0004366624,0.000067304696,0.000101126905],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0010109855,0.0002947591,0.00043369216,0.0011617292,0.00012728685,0.000091244045,0.00020818882,0.00023012821,0.000075052805],"category_scores_gemma":[0.0003074477,0.00028071305,0.000099466524,0.0022263415,0.000056711997,0.00036022338,0.00009123011,0.00045296503,0.00007744779],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000041670035,0.000062885665,0.0150960535,0.00021597567,0.000023570346,0.000028881957,0.00089384965,0.9784571,0.0046623885,9.910557e-7,0.00021000828,0.0003066382],"study_design_scores_gemma":[0.0010431067,0.000051954412,0.020214912,0.00017577718,0.000013131144,0.0000017726672,0.0002061558,0.9757985,0.0019188923,0.000038594862,0.00021492218,0.0003222829],"about_ca_topic_score_codex":0.004454917,"about_ca_topic_score_gemma":0.0022202914,"teacher_disagreement_score":0.005118858,"about_ca_system_score_codex":0.00038373587,"about_ca_system_score_gemma":0.0000742364,"threshold_uncertainty_score":0.9999645},"labels":[],"label_agreement":null},{"id":"W4323657250","doi":"10.2118/212726-ms","title":"Stage-by-Stage Hydraulic Fracture and Reservoir Characterization Through Post-Fracture-Pressure-Decay Technique and Flowback DFIT Method Integration","year":2023,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Fracture (geology); Hydraulic fracturing; Stage (stratigraphy); Geology; Petroleum engineering; Well stimulation; Geotechnical engineering; Mechanics; Reservoir engineering","score_opus":0.009596665813306333,"score_gpt":0.25937274407430977,"score_spread":0.24977607826100343,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4323657250","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.092657536,0.0007842731,0.89574486,0.00539124,0.00013541637,0.0007584282,0.00015335392,0.0019019163,0.0024729893],"genre_scores_gemma":[0.979374,0.0015981428,0.0053555,0.0013339135,0.00016158736,0.00013056856,0.0011775189,0.00013182304,0.010736936],"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","domain_scores_codex":[0.9980278,0.00015544338,0.000444839,0.0005601918,0.00035372472,0.00045802823],"domain_scores_gemma":[0.998905,0.00019145303,0.00007387401,0.0005509028,0.000103768405,0.00017498557],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00054691057,0.0004446122,0.0004832039,0.0002316573,0.0002230764,0.0002413778,0.00024994474,0.00047396202,0.0003082753],"category_scores_gemma":[0.000092861745,0.00035539383,0.00010253228,0.0006517989,0.000060069455,0.0007573031,0.00010957786,0.0006253634,0.00003358402],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000081422695,0.000071887014,0.00048542846,0.0009761201,0.00070254406,0.000048601818,0.0037805042,0.31497917,0.64029443,0.00010880225,0.0282514,0.010219687],"study_design_scores_gemma":[0.0003417966,0.00007033943,0.0041280286,0.00008817901,0.00012682221,0.000011293397,0.00037957416,0.2116469,0.32832962,0.00013492015,0.4540907,0.00065180106],"about_ca_topic_score_codex":0.000600638,"about_ca_topic_score_gemma":0.00009272795,"teacher_disagreement_score":0.8903893,"about_ca_system_score_codex":0.000042758726,"about_ca_system_score_gemma":0.00001755015,"threshold_uncertainty_score":0.9998898},"labels":[],"label_agreement":null},{"id":"W4323657253","doi":"10.2118/212745-ms","title":"Evaluation of Flow Units and Capillary Pressures of the Giant Chicontepec Tight Oil Paleochannel in Mexico and a Fresh Look at Drilling and Completions","year":2023,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Palaeochannel; Drilling; Petroleum engineering; Geology; Oil in place; Permian; Petroleum reservoir; Structural basin; Tight oil; Geochemistry; Oil shale; Paleontology; Petroleum; Engineering; Fluvial","score_opus":0.023487859765133436,"score_gpt":0.22478683928567397,"score_spread":0.20129897952054054,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4323657253","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9944837,0.0038570135,0.00011725076,0.00018295276,0.00003681182,0.00007208297,0.000015962129,0.000029275592,0.0012049236],"genre_scores_gemma":[0.9987656,0.00097046787,0.000049016275,0.0000063866883,0.000010471124,0.000007683168,0.00001100685,0.0000083763325,0.00017102601],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99930567,0.00007427327,0.00017395243,0.00010875031,0.00023628582,0.000101053025],"domain_scores_gemma":[0.9996335,0.00009357712,0.000027297221,0.00013577707,0.00007599086,0.000033837845],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00046225663,0.00008055764,0.00016732556,0.00012290067,0.000062118444,0.000008801801,0.000049172406,0.000051356878,0.000025483887],"category_scores_gemma":[0.00008175993,0.000055013057,0.000020621583,0.0002594753,0.00006721601,0.00003655546,0.00006691189,0.000071872324,4.3006702e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000004098064,0.000009161123,0.0101386085,0.00022860328,0.0001438906,0.0000011354916,0.0023725957,0.975526,0.008388507,0.000012736895,0.00024745913,0.0029272581],"study_design_scores_gemma":[0.0003684407,0.00000726771,0.08882891,0.0001203136,0.00009786958,0.0000023843788,0.0003455616,0.90346134,0.0064980537,0.000081825805,0.00012068493,0.00006736248],"about_ca_topic_score_codex":0.00023311454,"about_ca_topic_score_gemma":0.0043571773,"teacher_disagreement_score":0.0786903,"about_ca_system_score_codex":0.000011169788,"about_ca_system_score_gemma":0.00001208619,"threshold_uncertainty_score":0.24314073},"labels":[],"label_agreement":null},{"id":"W4323657476","doi":"10.2118/212731-ms","title":"Enabling High Performance Multi-Lateral Wells: Current Technologies and Gaps","year":2023,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Emerging technologies; Resource (disambiguation); Key (lock); Well control; Control (management); Computer science; Current (fluid); Business; Risk analysis (engineering); Engineering; Electrical engineering","score_opus":0.014390362561723664,"score_gpt":0.23257257900296216,"score_spread":0.2181822164412385,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4323657476","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99431574,0.0013354586,0.0010265431,0.00017849384,0.0002061379,0.000041715706,0.0000014519454,0.0025883827,0.00030609436],"genre_scores_gemma":[0.9929463,0.0059437193,0.00038750624,0.0000045819497,0.000030530973,0.00000959191,0.0000063766533,0.00001493179,0.00065644266],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99943346,0.0000042092656,0.00011606357,0.000131826,0.000081613485,0.00023283318],"domain_scores_gemma":[0.99977964,0.000019002297,0.000008711403,0.0001535744,0.00001032778,0.000028757833],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00007659456,0.0001056861,0.00011947165,0.00020122499,0.00006902249,0.000037147303,0.00010198498,0.000060040114,0.000024152841],"category_scores_gemma":[0.000013600001,0.00007974975,0.00002686698,0.0003014077,0.00002793765,0.00009327228,0.00006729443,0.00016655629,0.00014568426],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000027172198,0.000018381388,0.0067342776,0.0004994501,0.00010507551,0.0000136379595,0.00031363984,0.7649868,0.0016016315,0.000019031428,0.00244248,0.22326285],"study_design_scores_gemma":[0.00021997934,0.00001085561,0.0086358795,0.000061288025,0.000015755484,0.000002585408,0.00024094549,0.95206785,0.021768782,0.000031742555,0.016733121,0.00021121628],"about_ca_topic_score_codex":0.000030711173,"about_ca_topic_score_gemma":0.000008282018,"teacher_disagreement_score":0.22305162,"about_ca_system_score_codex":0.000015425376,"about_ca_system_score_gemma":0.0000025275076,"threshold_uncertainty_score":0.32521003},"labels":[],"label_agreement":null},{"id":"W4323657536","doi":"10.2118/212741-ms","title":"Field-Scale Modeling of Interwell Tracer Flow Behaviour to Characterize Complex Fracture Networks Based on the Embedded Discrete Fracture Model in a Naturally Fractured Reservoir","year":2023,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Regina","funders":"","keywords":"TRACER; Fracture (geology); Flow (mathematics); Complex fracture; Matrix (chemical analysis); Geology; Mechanics; Geometry; Geotechnical engineering; Materials science; Physics; Mathematics; Composite material","score_opus":0.017334945222703478,"score_gpt":0.24407344932024305,"score_spread":0.22673850409753957,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4323657536","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.39628485,0.000070864866,0.58832663,0.012446705,0.00020045598,0.00065487233,0.00005589133,0.0005669733,0.001392747],"genre_scores_gemma":[0.9928324,0.000031808948,0.0016983598,0.0045612175,0.00014434794,0.00008093523,0.0002198893,0.00009983433,0.00033118535],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9974114,0.00011066559,0.00069948484,0.000508442,0.00056403247,0.0007059848],"domain_scores_gemma":[0.9982606,0.00038804417,0.00008375887,0.0009638422,0.00009158788,0.00021217298],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00047440775,0.00050696655,0.0006688128,0.00045946045,0.00012634227,0.0000979332,0.0007790799,0.0005048592,0.0005291089],"category_scores_gemma":[0.000104049504,0.00033052132,0.0003827294,0.00091201667,0.000027348326,0.00016688036,0.00010979897,0.0014886333,0.000029245628],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00016170477,0.000042859105,0.00013208929,0.000045898007,0.0000603088,0.000015797425,0.0013433587,0.98763084,0.000541293,8.633815e-7,0.009869776,0.00015521393],"study_design_scores_gemma":[0.00040653,0.0000637221,0.0020314793,0.0001965445,0.00004319833,7.625086e-7,0.00022821974,0.9945423,0.0014926953,0.000056948662,0.0005275101,0.0004100877],"about_ca_topic_score_codex":0.00033692433,"about_ca_topic_score_gemma":0.00059776625,"teacher_disagreement_score":0.5965476,"about_ca_system_score_codex":0.00008725442,"about_ca_system_score_gemma":0.00003150167,"threshold_uncertainty_score":0.9999147},"labels":[],"label_agreement":null},{"id":"W4323657550","doi":"10.2118/212743-ms","title":"A Laboratory Protocol to Investigate EOR by Surfactants During Pre-Loading of Parent Wells to Mitigate Fracture Hit","year":2023,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Spark plug; Imbibition; Petroleum engineering; Pulmonary surfactant; Enhanced oil recovery; Core (optical fiber); Materials science; Chemical engineering; Chemistry; Geology; Composite material; Engineering; Mechanical engineering","score_opus":0.007518709521012083,"score_gpt":0.24677107394150977,"score_spread":0.2392523644204977,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4323657550","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9854642,0.000016171143,0.00049805903,0.00078960275,0.0000857321,0.011433487,0.00006706171,0.0008157464,0.00082995],"genre_scores_gemma":[0.98841566,0.0000045060597,0.00031857126,0.00024138333,0.00005957355,0.009161393,0.000010343133,0.0000727068,0.0017158522],"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9982467,0.000044786186,0.0004514257,0.00034246538,0.00037235476,0.0005422283],"domain_scores_gemma":[0.99890155,0.000052097697,0.00005075296,0.00042412715,0.000071970164,0.0004994788],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00023387723,0.0002827871,0.0003920253,0.00031698536,0.00008408859,0.00005490618,0.00030655268,0.00013024376,0.00022986975],"category_scores_gemma":[0.000101126294,0.00024262046,0.00009888199,0.0012720592,0.000023003495,0.00012396247,0.00010480018,0.0002284664,0.00035113984],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00002186382,0.000021293596,0.0032497714,0.0005161659,0.0001485509,0.000018030149,0.0009463767,0.796769,0.1620623,0.0000010425413,0.03612439,0.00012116662],"study_design_scores_gemma":[0.00046004014,0.000056773304,0.015221176,0.00034558092,0.00003008689,8.4478285e-7,0.00012039974,0.014581946,0.9174594,0.000021053585,0.05119253,0.0005101411],"about_ca_topic_score_codex":0.00017988154,"about_ca_topic_score_gemma":0.00005319674,"teacher_disagreement_score":0.7821871,"about_ca_system_score_codex":0.0000931582,"about_ca_system_score_gemma":0.000033185683,"threshold_uncertainty_score":0.9893775},"labels":[],"label_agreement":null},{"id":"W4323968038","doi":"10.1007/978-3-031-23313-5_6","title":"Flow and Finite Deformation in Tabular Zones","year":2023,"lang":"en","type":"book-chapter","venue":"Springer geophysics","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Western University","funders":"","keywords":"Shearing (physics); Homogeneous; Finite strain theory; Kinematics; Geology; Velocity gradient; Deformation (meteorology); Flow (mathematics); Geometry; Simple shear; Tensor (intrinsic definition); Infinitesimal strain theory; Mechanics; Classical mechanics; Geotechnical engineering; Mathematics; Finite element method; Physics; Shear (geology); Structural engineering; Engineering; Statistical physics; Petrology","score_opus":0.008424939855551768,"score_gpt":0.18205537579061248,"score_spread":0.17363043593506072,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4323968038","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.06994365,0.005759514,0.022884862,0.00039510915,0.004150551,0.0013059884,0.00021650233,0.00421017,0.89113367],"genre_scores_gemma":[0.6315238,0.007372991,0.0012867403,0.000090022695,0.0012685274,0.0000574362,0.00047665433,0.00061930204,0.35730454],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99914503,0.0000043185073,0.00024980147,0.00019578468,0.000188495,0.00021657674],"domain_scores_gemma":[0.99955094,0.00004891314,0.000042173844,0.00027846775,0.000022157217,0.00005735221],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00008316288,0.00026691973,0.0003315104,0.0002328972,0.00003773196,0.00004139688,0.00010577135,0.00022832333,0.000029733234],"category_scores_gemma":[0.00000911275,0.0002682639,0.00010554952,0.00006649186,0.00002764883,0.00010188164,0.000067112815,0.00046445016,0.00047678262],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000035286791,0.0000066188195,0.00006304623,0.00052694546,0.00023400527,0.00005669799,0.0003624087,0.97812766,0.000021616588,0.0020122912,0.00024908432,0.0183361],"study_design_scores_gemma":[0.0004198172,0.00002899792,0.0029107768,0.0008493764,0.00020725852,0.0000022883821,0.000030257524,0.89224637,0.00016189866,0.032432936,0.06942193,0.0012881219],"about_ca_topic_score_codex":0.00009326769,"about_ca_topic_score_gemma":0.00020563371,"teacher_disagreement_score":0.5615801,"about_ca_system_score_codex":0.000050659826,"about_ca_system_score_gemma":0.000011240595,"threshold_uncertainty_score":0.99997693},"labels":[],"label_agreement":null},{"id":"W4323981555","doi":"10.2118/214113-ms","title":"Physical and Numerical Simulations of Offset Well Pair Combined Steam Drive and Gravity Drainage Process to Develop Super-Heavy Oil or Oil Sands Project","year":2023,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Steam-assisted gravity drainage; Oil shale; Offset (computer science); Petroleum engineering; Steam injection; Homogeneous; Computer simulation; Drainage; Oil sands; Environmental science; Geology; Asphalt; Engineering; Materials science; Simulation; Waste management; Computer science","score_opus":0.012457026178934717,"score_gpt":0.26692757132513184,"score_spread":0.2544705451461971,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4323981555","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9962463,0.000013808116,0.0012181791,0.00035557305,0.000028936603,0.00007036542,0.000027000757,0.00031119524,0.001728647],"genre_scores_gemma":[0.99785054,0.0000196827,0.00032271678,0.00002880905,0.000038831917,0.000023215298,0.000045212244,0.000025817644,0.0016451641],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9990297,0.000037335307,0.00022065232,0.0002494706,0.00020825223,0.00025461602],"domain_scores_gemma":[0.99935794,0.00022426833,0.000020190397,0.00017173427,0.00009440842,0.00013145703],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000118767806,0.00017956294,0.00035802094,0.00018896931,0.00010039001,0.000030820513,0.00009809248,0.00007333879,0.000021052017],"category_scores_gemma":[0.00014158335,0.000130314,0.00004088843,0.0013088085,0.000054042626,0.00009374704,0.000075913966,0.00014317618,0.0000122799565],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00034619193,0.000577208,0.008439215,0.0030593567,0.00075620424,0.000059691323,0.020646553,0.9183703,0.004162943,0.000116252704,0.008707984,0.03475809],"study_design_scores_gemma":[0.0009079545,0.00018126857,0.006447047,0.00008250172,0.00009142699,0.000004287905,0.0011419243,0.9777565,0.010411071,0.000121177356,0.0024463441,0.00040848405],"about_ca_topic_score_codex":0.00013528946,"about_ca_topic_score_gemma":0.00010515842,"teacher_disagreement_score":0.0593862,"about_ca_system_score_codex":0.000021985235,"about_ca_system_score_gemma":0.00004896042,"threshold_uncertainty_score":0.5314051},"labels":[],"label_agreement":null},{"id":"W4327856917","doi":"10.2118/212401-ms","title":"Proppant Screen-Out During Re-Fracturing Caused by Damage of Heavy Mud in Existing Fractures: Case Study and Solutions","year":2023,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Geology; Petroleum engineering; Fracturing fluid; Geotechnical engineering","score_opus":0.030938056254908995,"score_gpt":0.2834749189683705,"score_spread":0.25253686271346154,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4327856917","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9971773,0.0002435578,0.0007225856,0.00006694039,0.00005686824,0.000315792,0.000015008923,0.00045418044,0.00094775745],"genre_scores_gemma":[0.9992374,0.000064614884,0.00011264885,0.000008637215,0.000047730075,0.000029825573,0.000012557031,0.000048672377,0.00043790427],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9983266,0.000071096685,0.0005093664,0.0003312703,0.00025497042,0.0005066916],"domain_scores_gemma":[0.99922013,0.00016382856,0.00005862319,0.0003924892,0.00002927551,0.00013565831],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004768178,0.0002441986,0.00039620785,0.000461552,0.00022262192,0.000054957818,0.00013883873,0.00010543703,0.00004417789],"category_scores_gemma":[0.00012068315,0.00021263146,0.000069282025,0.00054295716,0.00004620109,0.00017892006,0.00014743212,0.00039145938,0.000009378782],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000032036714,0.000381664,0.026189864,0.0008342323,0.00059953285,0.0073511205,0.023694532,0.9137751,0.02408876,0.0000027678825,0.0010773245,0.001973096],"study_design_scores_gemma":[0.0050270255,0.0002527669,0.09799434,0.0006870169,0.0003748482,0.00027782295,0.0927508,0.7136692,0.086422406,0.00004832773,0.0006058724,0.001889573],"about_ca_topic_score_codex":0.004851205,"about_ca_topic_score_gemma":0.008140411,"teacher_disagreement_score":0.20010588,"about_ca_system_score_codex":0.00007538985,"about_ca_system_score_gemma":0.00001707407,"threshold_uncertainty_score":0.867086},"labels":[],"label_agreement":null},{"id":"W4327856940","doi":"10.2118/212430-ms","title":"Vaca Muerta: Improved Fracture Width Distribution and Classification of Natural Fracture Widths Based on Outcrops, Cores, and Micro-Resistivity Images Data","year":2023,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Fracture (geology); Outcrop; Geology; Electrical resistivity and conductivity; Extrapolation; Mineralogy; Materials science; Geotechnical engineering; Mathematics; Geomorphology; Statistics; Physics","score_opus":0.011585675396098841,"score_gpt":0.2437024587400254,"score_spread":0.23211678334392657,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4327856940","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.88447464,0.0023009076,0.097014405,0.01028363,0.0005472386,0.00080973736,0.0024865794,0.0014356398,0.0006472042],"genre_scores_gemma":[0.9958414,0.00018545288,0.00042273794,0.00012186033,0.00006355853,0.0000063422594,0.0030547385,0.000026637845,0.00027729612],"study_design_codex":"not_applicable","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9988273,0.00004708894,0.00025413942,0.00041575456,0.0002072835,0.000248434],"domain_scores_gemma":[0.99883497,0.00025103238,0.00007819142,0.0006824266,0.000055170458,0.00009820577],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00026100173,0.00024044432,0.00030526647,0.00011997167,0.00011548334,0.00007041274,0.00022929517,0.00019579614,0.000028315455],"category_scores_gemma":[0.00019276625,0.00018115509,0.000051855768,0.00029606346,0.00008786065,0.00020107409,0.000084500105,0.00037788975,0.0000071228874],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0005924879,0.00039239824,0.03963108,0.002671016,0.0011630045,0.00006241455,0.0004019486,0.22157562,0.30141863,0.000031342504,0.37305564,0.05900442],"study_design_scores_gemma":[0.00038280315,0.00002327789,0.40182915,0.000040587165,0.00007877397,0.0000013011057,0.000033126806,0.5758442,0.012095513,0.00002257409,0.009443927,0.00020475168],"about_ca_topic_score_codex":0.00029712723,"about_ca_topic_score_gemma":0.0001301054,"teacher_disagreement_score":0.3636117,"about_ca_system_score_codex":0.00003800147,"about_ca_system_score_gemma":0.000019210915,"threshold_uncertainty_score":0.73872906},"labels":[],"label_agreement":null},{"id":"W4327862649","doi":"10.2118/212433-ms","title":"Vaca Muerta Characterization in the Parva Negra Oeste Block, Neuquén, Argentina","year":2023,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Corporation d’Aménagement et de Protection de la Sainte-Anne","funders":"","keywords":"Geology; Block (permutation group theory); Petrography; Facies; Geochemistry; Petrology; Geomorphology; Structural basin","score_opus":0.010223590302031007,"score_gpt":0.20854879737469487,"score_spread":0.19832520707266385,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4327862649","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99093163,0.00002266077,0.00076668843,0.0016106362,0.00019286646,0.00011724049,0.0000042326024,0.0004805879,0.005873452],"genre_scores_gemma":[0.9967177,0.000122015066,0.00001647002,0.00012817034,0.0000999102,0.000026294167,0.00010466647,0.000019198673,0.0027655696],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99926376,0.000035200537,0.00017642954,0.00012543533,0.0001559042,0.0002432959],"domain_scores_gemma":[0.9996446,0.000038464677,0.000015674766,0.0002560517,0.0000110130495,0.00003424809],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002003792,0.000106220665,0.00011585139,0.00014852978,0.00005259721,0.00005310526,0.00019813106,0.0000589477,0.00009135981],"category_scores_gemma":[0.000021759875,0.000068657755,0.000064067695,0.00075623934,0.000009187737,0.000078503006,0.000021464362,0.00014882417,0.00038692233],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000009203142,0.00011557792,0.028528258,0.00026189338,0.00022624953,0.00016515801,0.004934306,0.9078528,0.028155008,0.00018704629,0.02033654,0.009227913],"study_design_scores_gemma":[0.00026690273,0.000014794642,0.3518191,0.000034638066,0.00003837873,0.0000076003926,0.00033842432,0.54162,0.0027431792,0.00006006282,0.10275132,0.00030557963],"about_ca_topic_score_codex":0.00007021426,"about_ca_topic_score_gemma":0.00011826393,"teacher_disagreement_score":0.36623284,"about_ca_system_score_codex":0.000013704474,"about_ca_system_score_gemma":0.000005288197,"threshold_uncertainty_score":0.49732327},"labels":[],"label_agreement":null},{"id":"W4327916676","doi":"10.2118/212166-ms","title":"A Mineral-Composition Dependent Fracture Numerical Model of Thermally Treated Shale Gas Reservoirs","year":2023,"lang":"en","type":"article","venue":"SPE Reservoir Simulation Conference","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Oil shale; Geology; Petroleum engineering; Shale gas; Permeability (electromagnetism); Cracking; Materials science; Mineralogy; Composite material; Chemistry","score_opus":0.03080412690488011,"score_gpt":0.27106534372271984,"score_spread":0.24026121681783974,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4327916676","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8660448,0.00011496107,0.12795022,0.00065875374,0.00006958139,0.00025556792,0.000050187202,0.00067441096,0.0041815164],"genre_scores_gemma":[0.99804217,0.00020910043,0.0005054315,0.000028966619,0.00007975089,0.000023799243,0.00021982839,0.00005377798,0.00083714945],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9980153,0.00009092622,0.00052573724,0.00035327967,0.00058976444,0.00042502143],"domain_scores_gemma":[0.9987073,0.00019230429,0.000107624335,0.0005704812,0.0002581062,0.00016416574],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00023468917,0.00028991033,0.00042295642,0.0003557588,0.000102049715,0.000059733728,0.0003858689,0.00023334131,0.00030364786],"category_scores_gemma":[0.000069848466,0.0002588976,0.00018475775,0.0007600829,0.00004992584,0.00027679378,0.000080104495,0.00032463146,0.00012666642],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000052484862,0.000038072,0.0006786639,0.00010584931,0.00010433251,0.000012390096,0.0003934039,0.98768127,0.009825582,0.000020058973,0.00038536126,0.0007025222],"study_design_scores_gemma":[0.00042840122,0.000033782322,0.002226993,0.00008201253,0.000048433452,0.0000012449013,0.00005586719,0.98852426,0.007517334,0.0006241533,0.00018904284,0.00026850135],"about_ca_topic_score_codex":0.00017157302,"about_ca_topic_score_gemma":0.000044351575,"teacher_disagreement_score":0.1319974,"about_ca_system_score_codex":0.00008395954,"about_ca_system_score_gemma":0.000051773193,"threshold_uncertainty_score":0.99998635},"labels":[],"label_agreement":null},{"id":"W4327920700","doi":"10.1016/j.eswa.2023.119912","title":"Value-aware meta-transfer learning and convolutional mask attention networks for reservoir identification with limited data","year":2023,"lang":"en","type":"article","venue":"Expert Systems with Applications","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":16,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Toronto","funders":"Institute of Automation, Chinese Academy of Sciences; State Key Laboratory for Management and Control of Complex Systems; China Scholarship Council; National Natural Science Foundation of China","keywords":"Computer science; Generalizability theory; Block (permutation group theory); Transfer of learning; Identification (biology); Artificial intelligence; Data mining; Sample (material); Machine learning; Pattern recognition (psychology); Statistics","score_opus":0.034520554213026175,"score_gpt":0.2691095438647428,"score_spread":0.2345889896517166,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4327920700","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.005795095,0.0023599032,0.9894088,0.00038232774,0.000057827165,0.0010422445,0.000090755064,0.00076713815,0.00009592031],"genre_scores_gemma":[0.9906268,0.00038316796,0.00053582096,0.000010124288,0.00022608235,0.0037974776,0.002829031,0.000062749474,0.0015287162],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9986792,0.000052039024,0.00030969613,0.00044438784,0.00025092493,0.00026375384],"domain_scores_gemma":[0.9989512,0.00016193278,0.000048586957,0.0006146371,0.00012232333,0.00010129792],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003891555,0.00019116962,0.00028277165,0.00016306846,0.00038337617,0.00012736666,0.00025027466,0.0001000059,0.0000068600248],"category_scores_gemma":[0.000010987683,0.00014157302,0.000054721047,0.00062736054,0.000057252,0.00021784393,0.000035120003,0.00015955353,0.000018680164],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000015957285,0.000015669415,0.0003510408,0.00015432952,0.0010533478,8.337667e-7,0.00013057205,0.99493796,0.00045094558,0.00023080659,0.0025019327,0.0001566093],"study_design_scores_gemma":[0.00031774567,0.00002309379,0.0009034571,0.000048843613,0.00040955853,0.000010662421,0.00054149405,0.92708,0.00003863955,0.000008266873,0.07040853,0.00020970784],"about_ca_topic_score_codex":0.000115086674,"about_ca_topic_score_gemma":0.00008188586,"teacher_disagreement_score":0.98887295,"about_ca_system_score_codex":0.000041356743,"about_ca_system_score_gemma":0.00001904303,"threshold_uncertainty_score":0.577318},"labels":[],"label_agreement":null},{"id":"W4353034338","doi":"10.1016/j.geothermics.2023.102709","title":"Simulation study of novel methods for water reinjection efficiency improvement of a doublet system in guantao sandstone geothermal reservoir","year":2023,"lang":"en","type":"article","venue":"Geothermics","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":9,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"National Key Research and Development Program of China; Ministry of Science and Technology of the People's Republic of China","keywords":"Petroleum engineering; Geothermal gradient; Geology; Environmental science; Geothermal energy; Permeability (electromagnetism); Drilling; Perforation; Engineering; Geophysics","score_opus":0.025558915453830884,"score_gpt":0.31898746405747563,"score_spread":0.29342854860364476,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4353034338","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.878483,0.0000240678,0.12060154,0.000009113727,0.00014658291,0.0005123498,0.000008411459,0.00011876675,0.0000961645],"genre_scores_gemma":[0.99894273,0.0000045630036,0.0007729275,0.0000022096926,0.000038843933,0.00006739025,0.000012845317,0.000038955313,0.0001195378],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9988406,0.0000375074,0.0005129639,0.0001832268,0.00016404297,0.00026167065],"domain_scores_gemma":[0.999375,0.00015318785,0.00007506636,0.0003021154,0.00006793039,0.000026704327],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001023148,0.00013266338,0.0003278566,0.00035920812,0.000039773106,0.000008947816,0.00014434697,0.000087424916,0.000007848683],"category_scores_gemma":[0.000030826333,0.00010297319,0.00009006151,0.00042544014,0.0000165327,0.00005520948,0.000037354446,0.000088135246,0.0000020422474],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000055605266,0.00015972888,0.00013408258,0.00044378958,0.0000826282,7.30665e-7,0.0020984027,0.91883874,0.07648142,0.0000029337825,0.0000031845034,0.001698763],"study_design_scores_gemma":[0.0014685934,0.00020309768,0.00041632846,0.000051794697,0.000042874748,3.5174136e-7,0.0014873366,0.94814396,0.04797639,0.0000070581755,0.00009247824,0.000109728906],"about_ca_topic_score_codex":0.00070858904,"about_ca_topic_score_gemma":0.00010496365,"teacher_disagreement_score":0.12045972,"about_ca_system_score_codex":0.000088364526,"about_ca_system_score_gemma":0.000009215324,"threshold_uncertainty_score":0.4199125},"labels":[],"label_agreement":null},{"id":"W4361859403","doi":"10.2118/0223-0036-jpt","title":"Tight-Rock RTA: Global Band of Shale Producers Joins Forces To Improve Crucial Diagnostic","year":2023,"lang":"en","type":"article","venue":"Journal of Petroleum Technology","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Tight oil; Hydraulic fracturing; Tight gas; Oil shale; Petroleum engineering; Unconventional oil; Geology; Petroleum industry; Completion (oil and gas wells); Engineering; Paleontology","score_opus":0.00494067474024306,"score_gpt":0.22644347045045182,"score_spread":0.22150279571020876,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4361859403","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99170417,0.00056712923,0.0037578554,0.0021180916,0.000632762,0.000067887624,0.000017644117,0.00020885334,0.0009256306],"genre_scores_gemma":[0.99898475,0.00021054674,0.00023538074,0.000018871006,0.0002864199,0.0000077721825,0.000001234501,0.000021433973,0.00023361205],"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9986439,0.000015158697,0.00054867624,0.00015957531,0.00027543734,0.00035729707],"domain_scores_gemma":[0.99924195,0.000085347725,0.00017010845,0.00027173263,0.00011704874,0.00011380326],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00022148431,0.00016422,0.00049066613,0.0007847299,0.000049711056,0.000017044442,0.0004392439,0.0002099293,0.000036697013],"category_scores_gemma":[0.0006567901,0.0001345645,0.0001925731,0.0010006484,0.000043480053,0.00009049445,0.000072183786,0.00034558482,0.000051415023],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00005883146,0.0000875728,0.010599207,0.00023708631,0.00079981197,0.00031856316,0.00020237648,0.9147013,0.047921725,0.000106706975,0.01680569,0.008161126],"study_design_scores_gemma":[0.006137602,0.004973256,0.060031176,0.0011942775,0.0014438347,0.0009918882,0.0024835195,0.08896394,0.7182667,0.0062244637,0.10722518,0.00206416],"about_ca_topic_score_codex":0.00001897648,"about_ca_topic_score_gemma":0.00005515577,"teacher_disagreement_score":0.82573736,"about_ca_system_score_codex":0.0001290616,"about_ca_system_score_gemma":0.000052442858,"threshold_uncertainty_score":0.5487381},"labels":[],"label_agreement":null},{"id":"W4362604756","doi":"10.2118/212726-pa","title":"Stage-by-Stage Hydraulic Fracture and Reservoir Characterization through Integration of Post-Fracture Pressure Decay Analysis and the Flowback Diagnostic Fracture Injection Test Method","year":2023,"lang":"en","type":"article","venue":"SPE Reservoir Evaluation & Engineering","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Hydraulic fracturing; Fracture (geology); Stage (stratigraphy); Geology; Petroleum engineering; Well stimulation; Geotechnical engineering; Mechanics; Reservoir engineering","score_opus":0.012457781304640012,"score_gpt":0.2772624716835995,"score_spread":0.2648046903789595,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4362604756","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.42085028,0.0056425147,0.5654247,0.005178778,0.00022811114,0.0015381258,0.00026559675,0.00071967195,0.0001522438],"genre_scores_gemma":[0.99288833,0.0031208438,0.0011373678,0.00021103233,0.00021434722,0.00018959912,0.0016083992,0.00011038716,0.00051970244],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9965343,0.00039381176,0.00083401316,0.0006412121,0.0010881358,0.0005085674],"domain_scores_gemma":[0.995877,0.0024406966,0.00024223184,0.0008107884,0.0004659387,0.00016331501],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0023237583,0.00057251996,0.00085875613,0.00063538284,0.00026703993,0.00024285637,0.0003653703,0.0004807296,0.00022601176],"category_scores_gemma":[0.002958219,0.00043457377,0.0002726532,0.002893218,0.000095079326,0.0008602094,0.000115083654,0.0008608522,0.000010125727],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000435322,0.000025649431,0.00086569577,0.00030901405,0.000988772,0.0000028924346,0.0020829923,0.97950923,0.014285857,0.00001197155,0.00066291465,0.0012114841],"study_design_scores_gemma":[0.0007924545,0.000059584017,0.042114552,0.00014159607,0.0016491571,0.0000045096995,0.00034131674,0.91813016,0.015516232,0.000057141577,0.020762518,0.00043079953],"about_ca_topic_score_codex":0.00070636894,"about_ca_topic_score_gemma":0.00018352961,"teacher_disagreement_score":0.57203805,"about_ca_system_score_codex":0.00012311948,"about_ca_system_score_gemma":0.00005050188,"threshold_uncertainty_score":0.9998106},"labels":[],"label_agreement":null},{"id":"W4362669119","doi":"10.3390/eng4020062","title":"Aperture Design Optimization of Wire-Wrapped Screens for SAGD Production Wells","year":2023,"lang":"en","type":"article","venue":"Eng—Advances in Engineering","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"Natural Sciences and Engineering Research Council of Canada; RGL Reservoir Management","keywords":"Aperture (computer memory); Steam-assisted gravity drainage; Petroleum engineering; Steam injection; Flow (mathematics); Wetting; Sizing; Engineering; Oil sands; Geology; Mechanical engineering; Asphalt; Materials science; Mechanics; Composite material","score_opus":0.008694141990947922,"score_gpt":0.22218431887815737,"score_spread":0.21349017688720945,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4362669119","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"methods","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.004352393,0.0019798698,0.9920035,0.00008137599,0.00054546946,0.00029961058,0.0000067729943,0.0005617691,0.0001692411],"genre_scores_gemma":[0.95155907,0.0022844507,0.045585956,0.0000060914504,0.0002108415,0.00010285444,0.000042217842,0.0000702929,0.00013825118],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9990675,0.000013850943,0.00028193317,0.00020247517,0.00014397968,0.00029027325],"domain_scores_gemma":[0.99947536,0.00020929781,0.000033204276,0.00020607606,0.000033342596,0.000042710915],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00028997575,0.00016931498,0.00024477285,0.0003737241,0.000032095806,0.00001106546,0.00013022324,0.00009342811,0.000009448802],"category_scores_gemma":[0.000294528,0.00016987824,0.00007627834,0.00080477056,0.000014353733,0.00026917376,0.000014906734,0.0001510899,0.00000526524],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000080585505,0.000008224936,0.000043142176,0.0003796932,0.000026772,0.0000016578347,0.0001635164,0.99464196,0.0027368858,0.000009246522,0.00019697499,0.0017838976],"study_design_scores_gemma":[0.0001962967,0.000019154186,0.00010027185,0.000116221585,0.000014484221,0.0000011455012,0.000055938246,0.9796124,0.010726655,0.000019995434,0.008954778,0.00018265816],"about_ca_topic_score_codex":0.0000034355191,"about_ca_topic_score_gemma":0.0000038606913,"teacher_disagreement_score":0.9472067,"about_ca_system_score_codex":0.00005508555,"about_ca_system_score_gemma":0.0000073945416,"threshold_uncertainty_score":0.69274336},"labels":[],"label_agreement":null},{"id":"W4365795612","doi":"10.1007/978-3-031-23800-0_33","title":"Fracture Network in a Shale Cube Hydraulically Fractured in the Laboratory","year":2023,"lang":"en","type":"book-chapter","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Geology; Oil shale; Bedding; Bed; Hydraulic fracturing; Borehole; Core sample; Fracture (geology); Cube (algebra); Drilling; Directional drilling; Geotechnical engineering; Mineralogy; Anisotropy; Petrology; Core (optical fiber); Geometry; Materials science; Composite material; Paleontology","score_opus":0.008390133612794984,"score_gpt":0.20255083035861268,"score_spread":0.1941606967458177,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4365795612","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00027349457,0.0037303823,0.00092941185,0.0018289326,0.0004783563,0.00052652886,0.00003427754,0.00079412473,0.9914045],"genre_scores_gemma":[0.6491278,0.0029051304,0.00024227571,0.0059384806,0.0024234252,0.00013764351,0.00033522875,0.000559351,0.3383307],"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","domain_scores_codex":[0.9977962,0.000051002567,0.0006070293,0.00045288904,0.0005136131,0.0005793112],"domain_scores_gemma":[0.9986325,0.00034485463,0.000073474934,0.0008143397,0.00003566003,0.0000991975],"candidate_categories":["metaepi_narrow","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.0005424128,0.0005620226,0.00071256905,0.0003751594,0.000056228575,0.000086850356,0.0006981954,0.0010194766,0.00061679876],"category_scores_gemma":[0.000041956246,0.00038503562,0.00025937703,0.00037450087,0.00005187148,0.00006385745,0.00007017963,0.0023026068,0.00051986927],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000008183929,0.000014396481,0.00007549859,0.00009908183,0.00016456627,0.0005004468,0.000592485,0.94414777,0.0000034034283,0.00048806434,0.052869707,0.001036408],"study_design_scores_gemma":[0.00034415713,0.000020062922,0.0022020794,0.00038697151,0.00007745092,0.0000042966312,0.000047606187,0.022676473,0.000009392954,0.005873574,0.9675773,0.00078067806],"about_ca_topic_score_codex":0.00015691204,"about_ca_topic_score_gemma":0.005483206,"teacher_disagreement_score":0.9214713,"about_ca_system_score_codex":0.00012955093,"about_ca_system_score_gemma":0.00005485131,"threshold_uncertainty_score":0.9999991},"labels":[],"label_agreement":null},{"id":"W4366778830","doi":"10.4043/32249-ms","title":"A New Experimental Core Analysis Method for Formation Permeability Measurement Under Two-Phase Condition","year":2023,"lang":"en","type":"article","venue":"Offshore Technology Conference","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Regina; University of Calgary","funders":"","keywords":"Permeability (electromagnetism); Mechanics; Initialization; Volumetric flow rate; Spark plug; Materials science; Petroleum engineering; Computer science; Engineering; Chemistry; Mechanical engineering; Physics","score_opus":0.05393713695734632,"score_gpt":0.34536250804934726,"score_spread":0.29142537109200095,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4366778830","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.1712752,0.00012327748,0.8258846,0.00070958346,0.000085532425,0.00027906895,0.000025700598,0.0012720652,0.00034497963],"genre_scores_gemma":[0.9906562,0.00001659506,0.008788018,0.000020916328,0.00003249744,0.00017378882,0.0002028087,0.000018817436,0.000090364614],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99875224,0.000025214607,0.0003177732,0.00030646156,0.00026507274,0.00033321377],"domain_scores_gemma":[0.99920404,0.000047455054,0.000059257993,0.0004393411,0.00016223679,0.0000876983],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00041213495,0.00020126156,0.000369612,0.00079965714,0.00012157536,0.0000361756,0.0002588062,0.0002099613,0.00017921132],"category_scores_gemma":[0.00007084522,0.00018993075,0.00019950017,0.0014166462,0.00006184714,0.00012831276,0.000047303998,0.00018715215,0.000040897707],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00010025445,0.00025974956,0.0008379347,0.00025231918,0.0038346832,0.000016732998,0.0016046363,0.6297635,0.25241292,0.009278598,0.011079177,0.090559535],"study_design_scores_gemma":[0.001038962,0.00009036353,0.00036901128,0.00001892157,0.00045748198,0.0000037656478,0.0010509926,0.85203135,0.1376281,0.0060719415,0.0009896236,0.00024951418],"about_ca_topic_score_codex":0.00004540021,"about_ca_topic_score_gemma":0.0002962475,"teacher_disagreement_score":0.819381,"about_ca_system_score_codex":0.00021564499,"about_ca_system_score_gemma":0.00005196945,"threshold_uncertainty_score":0.77451515},"labels":[],"label_agreement":null},{"id":"W4367023034","doi":"10.2139/ssrn.4429156","title":"Fracability Evaluation of Shale Reservoirs Considering Rock Brittleness, Fracture Toughness, and Hydraulic Fracturing-Induced Effects","year":2023,"lang":"en","type":"preprint","venue":"SSRN Electronic Journal","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Hydraulic fracturing; Oil shale; Brittleness; Geology; Geotechnical engineering; Petroleum engineering; Shale gas; Fracture (geology); Fracture toughness; Brittle fracture; Materials science; Composite material","score_opus":0.01934077142758804,"score_gpt":0.26570746014818253,"score_spread":0.24636668872059447,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4367023034","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9584169,0.017381646,0.02137894,0.0005570644,0.00091508165,0.00080161454,0.00001118027,0.00035370447,0.00018389548],"genre_scores_gemma":[0.99018353,0.008612169,0.0000980692,0.000031964264,0.000645964,0.00011888702,0.000048796894,0.00017605927,0.00008455052],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99403393,0.000488219,0.001037084,0.00075577636,0.0014438839,0.002241106],"domain_scores_gemma":[0.99741095,0.0004730386,0.0004942187,0.00094416284,0.00043824635,0.00023939596],"candidate_categories":["metaepi_narrow","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.005427952,0.000721325,0.0011756171,0.0005404749,0.00028477027,0.0001826426,0.000671352,0.00094188546,0.000040061084],"category_scores_gemma":[0.00095643516,0.0006893539,0.0004786282,0.00035588443,0.000065691806,0.00027732368,0.0004240589,0.007578434,0.000019037605],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000029381064,0.00005226603,0.0026467796,0.0014235838,0.0014570582,0.000015389043,0.00038870022,0.98719084,0.00036963343,0.000017119346,0.0001044946,0.006304727],"study_design_scores_gemma":[0.0037451398,0.00033222252,0.03702067,0.0027526326,0.0034395985,0.00039107716,0.00155176,0.6143695,0.021324713,0.31143925,0.0010676739,0.0025657571],"about_ca_topic_score_codex":0.0009532021,"about_ca_topic_score_gemma":0.0013389349,"teacher_disagreement_score":0.37282136,"about_ca_system_score_codex":0.0016807868,"about_ca_system_score_gemma":0.0018749536,"threshold_uncertainty_score":0.99955577},"labels":[],"label_agreement":null},{"id":"W4367023367","doi":"10.2139/ssrn.4429161","title":"A Semi-Analytical Flowback Data History-Matching Approach that Rigorously Accounts for Fracture Dynamics","year":2023,"lang":"en","type":"preprint","venue":"SSRN Electronic Journal","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Matching (statistics); Fracture (geology); Dynamics (music); Computer science; Geology; Econometrics; Mathematics; Geotechnical engineering; Statistics; Psychology","score_opus":0.03629144694067197,"score_gpt":0.2656820113116725,"score_spread":0.22939056437100055,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4367023367","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"methods","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0065036565,0.010247363,0.9781223,0.0009852764,0.0017967896,0.0004674895,0.00028500348,0.00061484857,0.000977252],"genre_scores_gemma":[0.9719353,0.011909131,0.001998103,0.00014484905,0.0025844062,0.00006534888,0.00337594,0.00049740943,0.0074895644],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9940046,0.00010121718,0.0007595561,0.0009529205,0.00083989394,0.003341779],"domain_scores_gemma":[0.99729735,0.00020119357,0.0003075282,0.0018165781,0.00011776102,0.00025960716],"candidate_categories":["metaepi_narrow","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.0031621552,0.00076425314,0.001085938,0.00047010946,0.00025501705,0.00027733162,0.002821986,0.0009563792,0.000041599316],"category_scores_gemma":[0.00015366131,0.0006762635,0.00071437075,0.0001769378,0.00006294807,0.000321853,0.0007732648,0.01083113,0.00004894153],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000029674777,0.000059969483,0.00007439693,0.00045709577,0.0037079167,0.00001568421,0.000310107,0.979043,0.000002713734,0.00038916545,0.014124653,0.0017856108],"study_design_scores_gemma":[0.00043137601,0.00002800334,0.000035243313,0.00013737824,0.0010066121,0.00017720509,0.00073338504,0.94291884,0.000002272451,0.034879226,0.01890138,0.0007490604],"about_ca_topic_score_codex":0.0005363298,"about_ca_topic_score_gemma":0.0027082975,"teacher_disagreement_score":0.9761242,"about_ca_system_score_codex":0.008692615,"about_ca_system_score_gemma":0.0022490139,"threshold_uncertainty_score":0.9995689},"labels":[],"label_agreement":null},{"id":"W4367322539","doi":"10.1016/j.geoen.2023.211866","title":"An improved Eulerian scheme for calculating proppant transport in a field-scale fracture for slickwater treatment","year":2023,"lang":"en","type":"article","venue":"Geoenergy Science and Engineering","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"China Postdoctoral Science Foundation; National Natural Science Foundation of China","keywords":"Settling; Fracture (geology); Eulerian path; Geology; Geotechnical engineering; Flow (mathematics); Petroleum engineering; Scale (ratio); Mechanics; Materials science; Environmental science; Mathematics; Physics","score_opus":0.007374887124028173,"score_gpt":0.22579198290420677,"score_spread":0.2184170957801786,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4367322539","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.95528245,0.00005506063,0.043758076,0.00022470926,0.00013769834,0.00023419718,0.0000071919876,0.00027121062,0.000029421555],"genre_scores_gemma":[0.99547637,0.000033760094,0.0039854045,0.000033524073,0.000110982095,0.00022697274,0.000023075303,0.000025761532,0.00008416524],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99889636,0.0000021998294,0.00018192665,0.0002871336,0.00011603533,0.0005163512],"domain_scores_gemma":[0.9996086,0.000036982943,0.000012400002,0.0001749558,0.00003526831,0.00013182232],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00028489,0.00016387408,0.0001962441,0.00027645327,0.00012407042,0.000051539813,0.00013622075,0.00007850059,0.0000024649319],"category_scores_gemma":[0.000026591975,0.00013130104,0.00006092213,0.00046277637,0.000022283753,0.00023861081,0.000008959331,0.000064256215,7.076398e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000006026091,0.000008838587,0.00025173734,0.000073843614,0.000014997795,0.0000025483555,0.0006524746,0.9366543,0.058228,0.00000544363,0.000010349029,0.004091399],"study_design_scores_gemma":[0.0003400911,0.000094058225,0.0028422202,0.000026264524,0.000010917664,0.0000016206732,0.00010266342,0.95910555,0.031276993,0.000009179395,0.0060074064,0.00018303707],"about_ca_topic_score_codex":0.0002692367,"about_ca_topic_score_gemma":0.00024817404,"teacher_disagreement_score":0.04019392,"about_ca_system_score_codex":0.00006860186,"about_ca_system_score_gemma":0.00002903985,"threshold_uncertainty_score":0.5354301},"labels":[],"label_agreement":null},{"id":"W4367839983","doi":"10.1016/j.coal.2023.104252","title":"Characterization methods for natural fractures distribution in shale and tight reservoirs","year":2023,"lang":"en","type":"article","venue":"International Journal of Coal Geology","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":10,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"H2020 Energy; Natural Sciences and Engineering Research Council of Canada","keywords":"Fractal; Fractal dimension; Fracture (geology); Power law; Geology; Scale (ratio); Statistics; Mathematics; Geotechnical engineering; Mathematical analysis; Physics","score_opus":0.009652096230096772,"score_gpt":0.31866486349602763,"score_spread":0.30901276726593085,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4367839983","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8437879,0.00030199668,0.15223593,0.0022173792,0.0013050728,0.000049129856,0.000016644597,0.000030318914,0.000055629567],"genre_scores_gemma":[0.99807847,0.0003633587,0.0008844908,0.000049844963,0.00028862184,0.0000047767576,0.00018167232,0.000008493159,0.00014024883],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9993262,0.000051816387,0.000300826,0.000072598086,0.00011996064,0.00012859011],"domain_scores_gemma":[0.99941486,0.00026249528,0.000088361405,0.000046413345,0.00015124188,0.000036598674],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00040933673,0.000073788804,0.00016662235,0.00027640612,0.000020891326,0.000024246307,0.00017226463,0.000079432866,0.000024362016],"category_scores_gemma":[0.0002796225,0.00006193667,0.000068047215,0.00011177453,0.000029803112,0.0001428548,0.00003149559,0.00018722347,0.0000028565391],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0007643501,0.00010555829,0.033576544,0.00015015209,0.0014294886,0.0002966543,0.0017028917,0.74512756,0.0841482,0.0005952749,0.005195719,0.12690759],"study_design_scores_gemma":[0.001468268,0.000094978765,0.3280816,0.0000825537,0.000041200794,0.00019814065,0.00009409489,0.5519423,0.014280377,0.0032657036,0.10022609,0.00022467274],"about_ca_topic_score_codex":0.000011027548,"about_ca_topic_score_gemma":0.000021379392,"teacher_disagreement_score":0.29450506,"about_ca_system_score_codex":0.00004900794,"about_ca_system_score_gemma":0.000013659351,"threshold_uncertainty_score":0.2525704},"labels":[],"label_agreement":null},{"id":"W4376565515","doi":"10.2118/213001-ms","title":"Modeling Two-Phase Flow Behaviour in a Shale Gas Reservoir with Complex Fracture Networks and Flow Dynamics","year":2023,"lang":"en","type":"article","venue":"SPE Western Regional Meeting","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Regina","funders":"","keywords":"Slippage; Relative permeability; Mechanics; Permeability (electromagnetism); Fluid dynamics; Reservoir simulation; Darcy's law; Tight gas; Saturation (graph theory); Geomechanics; Fracture (geology); Oil shale; Petroleum engineering; Hydraulic fracturing; Materials science; Geotechnical engineering; Porous medium; Porosity; Geology; Chemistry; Mathematics; Composite material; Physics","score_opus":0.020202650942571957,"score_gpt":0.2627889122222223,"score_spread":0.24258626127965033,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4376565515","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9404324,0.0002776939,0.057405364,0.00102219,0.00007135475,0.00014799222,0.000011555761,0.00035830523,0.0002730901],"genre_scores_gemma":[0.996926,0.00015571818,0.0020886385,0.00010396128,0.00026343265,0.00001707712,0.0002557213,0.00008529834,0.00010417103],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99830824,0.00005376996,0.00035004993,0.00038910445,0.0003454855,0.00055337115],"domain_scores_gemma":[0.9993737,0.000102922095,0.000044591885,0.00026358326,0.000047857386,0.00016739244],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00033467586,0.0002983288,0.0003708385,0.00028312768,0.0001320319,0.00010418473,0.00019944437,0.00014479588,0.00001527479],"category_scores_gemma":[0.000020434698,0.00026156462,0.00008169068,0.00052434334,0.00004887072,0.00015265445,0.000089166475,0.000542176,0.000013823742],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00003721495,0.000022890714,0.015000072,0.00006209557,0.000053769523,0.00019876793,0.00031722622,0.9829925,0.000017839922,9.139047e-7,0.00014812041,0.0011486344],"study_design_scores_gemma":[0.0010553026,0.000031585485,0.0022972962,0.00040715994,0.00003962498,0.00004541872,0.00034800833,0.99530154,0.0000075625558,0.00004354721,0.000103884275,0.00031905787],"about_ca_topic_score_codex":0.000669347,"about_ca_topic_score_gemma":0.007161122,"teacher_disagreement_score":0.05649353,"about_ca_system_score_codex":0.00010299073,"about_ca_system_score_gemma":0.000017563092,"threshold_uncertainty_score":0.99998367},"labels":[],"label_agreement":null},{"id":"W4376565554","doi":"10.2118/213005-ms","title":"Studying Factors to Optimize Flowback and Productivity of Mfhws in Shale Gas Formations","year":2023,"lang":"en","type":"article","venue":"SPE Western Regional Meeting","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Petroleum engineering; Backflow; Hydraulic fracturing; Wellhead; Fracturing fluid; Fracture (geology); Geology; Slippage; Tight gas; Oil shale; Mechanics; Geotechnical engineering; Engineering","score_opus":0.031374099230879485,"score_gpt":0.2523927257615863,"score_spread":0.2210186265307068,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4376565554","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9980885,0.000059837705,0.00048976555,0.0005941195,0.00006718758,0.00013137404,0.0000035344706,0.000117105716,0.00044861456],"genre_scores_gemma":[0.9990612,0.000046489535,0.00065310666,0.000009312323,0.00005915424,0.000011437209,0.000009162378,0.000018720471,0.00013141212],"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","domain_scores_codex":[0.99916774,0.000026742811,0.00023945908,0.00016420236,0.0001855953,0.0002162459],"domain_scores_gemma":[0.9996262,0.000095976226,0.00003331207,0.00015192946,0.000024887822,0.00006766486],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00027935847,0.00011425928,0.00020765988,0.00027132116,0.000053369462,0.000021929012,0.000098218705,0.000039771137,0.0000035853616],"category_scores_gemma":[0.000089066365,0.0001040487,0.000046916182,0.00046851794,0.000017607212,0.00013227931,0.000070680326,0.00011687473,0.000015687217],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000004209588,0.000013819793,0.095587455,0.0001343571,0.000036137662,0.0000040896307,0.0031268988,0.8991296,0.0010767796,0.0000020970165,0.000112510665,0.0007720265],"study_design_scores_gemma":[0.0010939939,0.0000965082,0.62999,0.0013593559,0.000085404405,0.000019730902,0.009661229,0.33950788,0.014668062,0.0003044243,0.0022285925,0.0009848658],"about_ca_topic_score_codex":0.00015690806,"about_ca_topic_score_gemma":0.0003144133,"teacher_disagreement_score":0.55962175,"about_ca_system_score_codex":0.000032676744,"about_ca_system_score_gemma":0.000007782174,"threshold_uncertainty_score":0.42429826},"labels":[],"label_agreement":null},{"id":"W4376619318","doi":"10.1016/j.geoen.2023.211908","title":"Effect of roughness characteristics of hydraulic fractures on the proppant transport using supercritical CO2","year":2023,"lang":"en","type":"article","venue":"Geoenergy Science and Engineering","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":24,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"Natural Science Basic Research Program of Shaanxi Province; Science Foundation of China University of Petroleum, Beijing; China Scholarship Council; National Natural Science Foundation of China","keywords":"Supercritical fluid; Surface finish; Fractal dimension; Fracture (geology); Materials science; Comminution; Geotechnical engineering; Surface roughness; Discrete element method; Geology; Mechanics; Fractal; Composite material","score_opus":0.00736528832489929,"score_gpt":0.22320153187981764,"score_spread":0.21583624355491834,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4376619318","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9984191,0.000059905025,0.0010129448,0.00006128293,0.00016042007,0.000059519243,0.0000056343542,0.00009872299,0.00012248293],"genre_scores_gemma":[0.9998025,0.000072922914,0.000030018558,0.000011391681,0.000049771752,0.0000071130603,0.000002866198,0.000017184351,0.0000062750028],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9988693,0.000014042075,0.0002270691,0.00016339382,0.00039808822,0.00032813003],"domain_scores_gemma":[0.99944776,0.00018929891,0.000011916966,0.00022082994,0.00004877133,0.00008143877],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007451082,0.00015107603,0.00027614672,0.0002448501,0.00009128527,0.00001813699,0.00023007386,0.000055335833,0.0000072258003],"category_scores_gemma":[0.00016820655,0.00009638832,0.00006154937,0.0008653109,0.0001910067,0.00010872672,0.000028214103,0.00014605762,0.000001515707],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000005965671,0.0000053962663,0.00031724907,0.00023508204,0.000025858328,0.000009082643,0.00019329846,0.91978824,0.078180194,0.00011331401,0.0000069014272,0.0011194226],"study_design_scores_gemma":[0.000088236884,0.00007063232,0.018655712,0.00013539348,0.000038061684,0.0000058975534,0.00003218719,0.73403627,0.24655254,0.000004148657,0.00024686084,0.00013409145],"about_ca_topic_score_codex":0.0000755936,"about_ca_topic_score_gemma":0.0000017593596,"teacher_disagreement_score":0.18575199,"about_ca_system_score_codex":0.000022262722,"about_ca_system_score_gemma":0.000022744647,"threshold_uncertainty_score":0.39306018},"labels":[],"label_agreement":null},{"id":"W4378216493","doi":"10.4095/331878","title":"Chemical compositions of flowback and produced water from the Duvernay shale and Montney tight reservoir developments in Western Canada: potential for lithium resources from wastewater","year":2023,"lang":"en","type":"report","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":8,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Natural Resources Canada","funders":"","keywords":"Halite; Produced water; Hydraulic fracturing; Oil shale; Geology; Lithium (medication); Geochemistry; Mineralogy; Environmental chemistry; Petroleum engineering; Chemistry; Structural basin; Paleontology","score_opus":0.019207206528878713,"score_gpt":0.23068490285860924,"score_spread":0.2114776963297305,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4378216493","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9967656,0.00057155377,0.00004137224,0.00078220933,0.00035497316,0.00032739798,0.00062495825,0.000059751943,0.0004721483],"genre_scores_gemma":[0.9914618,0.0004148257,0.00044881663,0.000022178396,0.00037976197,0.000073390525,0.0015182659,0.00008222406,0.0055987197],"study_design_codex":"not_applicable","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9980512,0.00004073743,0.0005914277,0.00045954657,0.0005099338,0.00034714208],"domain_scores_gemma":[0.9991769,0.00017887114,0.000062294035,0.000375752,0.00010066472,0.000105486],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00025843264,0.00031652124,0.0006027496,0.00009215518,0.00008556553,0.00006861551,0.00027419894,0.0002725946,0.000038975646],"category_scores_gemma":[0.000047396163,0.000185152,0.00008226226,0.00008255516,0.0000570038,0.00005421296,0.00024078235,0.0003431594,0.000002517482],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0007837554,0.00040755956,0.09990158,0.0071523297,0.01814661,0.00094403693,0.029333351,0.20409234,0.23747702,0.0000010016403,0.3987754,0.0029850206],"study_design_scores_gemma":[0.0038115808,0.00005608611,0.1136509,0.0034514214,0.0016303054,0.00004718554,0.0011280086,0.037849203,0.5891496,0.00016376762,0.24618189,0.0028800715],"about_ca_topic_score_codex":0.5565327,"about_ca_topic_score_gemma":0.51840854,"teacher_disagreement_score":0.35167256,"about_ca_system_score_codex":0.00017752963,"about_ca_system_score_gemma":0.00016446834,"threshold_uncertainty_score":0.755028},"labels":[],"label_agreement":null},{"id":"W4378230670","doi":"10.3997/2214-4609.202310819","title":"Hydrogen-brine interfacial tension at subsurface conditions: Implication for hydrogen geo-storage","year":2023,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Waterloo","funders":"","keywords":"Brine; Hydrogen; Hydrogen storage; Surface tension; Salinity; Thermodynamics; Materials science; Chemistry; Environmental science; Geology; Physics; Organic chemistry","score_opus":0.012929785632973766,"score_gpt":0.24886901474919343,"score_spread":0.23593922911621967,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4378230670","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9896487,0.00014464623,0.0065476014,0.000479667,0.00014589063,0.00028263766,0.00006515958,0.0012520363,0.001433638],"genre_scores_gemma":[0.99420667,0.000104391904,0.000121901016,0.00003972397,0.000113103284,0.00010145591,0.0004937207,0.00004861386,0.004770423],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99898773,0.000013423092,0.00026231687,0.00025311354,0.00015155162,0.00033188768],"domain_scores_gemma":[0.99939466,0.000078741105,0.00003120851,0.0003348149,0.000051838746,0.000108744054],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00016291649,0.00017052333,0.00020954099,0.00017607138,0.00017776185,0.00002327757,0.00015365229,0.0001131587,0.00027646148],"category_scores_gemma":[0.000040141524,0.00015355337,0.00016499952,0.0003755598,0.000026392147,0.00009865696,0.00006608409,0.00009134379,0.0010019129],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000010440313,0.0000149189755,0.00017628913,0.00006669606,0.00014294729,0.0000053806416,0.00010789245,0.8005342,0.17715779,0.000020789585,0.021374192,0.00038845534],"study_design_scores_gemma":[0.00037746935,0.000026984106,0.0012635074,0.000017297356,0.000063752006,0.00001021602,0.000049046615,0.67738146,0.27711445,0.00023333041,0.043183755,0.00027870192],"about_ca_topic_score_codex":0.000058611207,"about_ca_topic_score_gemma":0.00007372802,"teacher_disagreement_score":0.12315273,"about_ca_system_score_codex":0.00012584333,"about_ca_system_score_gemma":0.000008541805,"threshold_uncertainty_score":0.99977595},"labels":[],"label_agreement":null},{"id":"W4378230933","doi":"10.3997/2214-4609.202310332","title":"Implications of Source Rock Characterization in a Salt Basin - Offshore Nova Scotia","year":2023,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Nova scotia; Submarine pipeline; Geology; Structural basin; Source rock; Petroleum; Hydrocarbon exploration; Mining engineering; Geochemistry; Petroleum engineering; Oceanography; Paleontology","score_opus":0.011109949287173652,"score_gpt":0.2294069761178757,"score_spread":0.21829702683070204,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4378230933","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9257836,0.000010474227,0.06990366,0.00061440875,0.000052978565,0.000073499476,0.000014618793,0.00030909272,0.0032376733],"genre_scores_gemma":[0.9987758,0.000024403318,0.0000640158,0.000026229196,0.000029186791,0.0000043977625,0.00015525527,0.000017724085,0.00090303173],"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","domain_scores_codex":[0.9994704,0.000010522592,0.00020294267,0.000098040306,0.00007560256,0.0001425],"domain_scores_gemma":[0.99970585,0.000025498259,0.000019601155,0.00019431958,0.000020564426,0.00003414523],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00007807755,0.00007060274,0.00013473167,0.00025881908,0.000013867717,0.000010053438,0.00009814911,0.000053166103,0.00021823504],"category_scores_gemma":[0.00001863635,0.000064993255,0.00004663253,0.00086327584,0.000006422076,0.00005918242,0.000020725436,0.000072867195,0.00019935078],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000020524392,0.0000261789,0.03875828,0.000100886085,0.00004728894,0.0000011201006,0.00042464162,0.90546554,0.049030393,0.000038177302,0.0015225572,0.004582871],"study_design_scores_gemma":[0.00013212967,0.000006212716,0.644007,0.000032545053,0.000013387771,0.0000011258694,0.000069609734,0.33725312,0.015335017,0.0000356919,0.002992001,0.00012209636],"about_ca_topic_score_codex":0.00021599559,"about_ca_topic_score_gemma":0.00038070438,"teacher_disagreement_score":0.60524875,"about_ca_system_score_codex":0.000023062676,"about_ca_system_score_gemma":0.000008418754,"threshold_uncertainty_score":0.2650348},"labels":[],"label_agreement":null},{"id":"W4378364381","doi":"10.2118/210224-pa","title":"RTA-Assisted Numerical History-Matching Workflow","year":2023,"lang":"en","type":"article","venue":"SPE Reservoir Evaluation & Engineering","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Workflow; Computer science; Reservoir simulation; Applied mathematics; Matching (statistics); Flow (mathematics); Calibration; Algorithm; Mathematical optimization; Petroleum engineering; Geology; Mechanics; Mathematics; Statistics; Physics","score_opus":0.03564920970506475,"score_gpt":0.2682977302956515,"score_spread":0.23264852059058677,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4378364381","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7725348,0.0071743373,0.18511395,0.0015673082,0.0050453567,0.001080532,0.000018992196,0.010419084,0.017045623],"genre_scores_gemma":[0.9954268,0.00021379026,0.0025662247,0.00002248789,0.00040836103,0.00012942193,0.00012514897,0.00013194952,0.0009758381],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99734133,0.00008209861,0.0004966603,0.00037694367,0.001053791,0.00064916257],"domain_scores_gemma":[0.9988032,0.00018946134,0.000051698917,0.0005953143,0.00012770543,0.00023261677],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0012882254,0.0003376761,0.00040143201,0.0006161878,0.000094827024,0.000068328205,0.00036615197,0.00018231313,0.0009028598],"category_scores_gemma":[0.0003531872,0.00034488383,0.00024267643,0.0011864575,0.000018610292,0.00027597556,0.00007908856,0.00046877138,0.00086687563],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000036819638,0.000011429594,0.00004538547,0.00009177238,0.00015635137,0.00001789124,0.00030947966,0.9842876,0.003213142,0.00003404527,0.0071908734,0.004638325],"study_design_scores_gemma":[0.00032364932,0.000011299862,0.0032537538,0.00008906099,0.00009672339,0.000006589311,0.00003653128,0.9296409,0.00050572376,0.00013475426,0.06552486,0.00037618724],"about_ca_topic_score_codex":0.00006419265,"about_ca_topic_score_gemma":0.000017233366,"teacher_disagreement_score":0.22289197,"about_ca_system_score_codex":0.0010055507,"about_ca_system_score_gemma":0.00007597318,"threshold_uncertainty_score":0.99991107},"labels":[],"label_agreement":null},{"id":"W4378835173","doi":"10.20944/preprints202305.2166.v1","title":"Research on Formation Pressure Prediction Method for Ultra-Deep Tight Sandstone Based on Collocated Cokriging","year":2023,"lang":"en","type":"preprint","venue":"Preprints.org","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Geology; Compaction; Shear (geology); Algorithm; Computer science; Geotechnical engineering; Petrology","score_opus":0.144598953718685,"score_gpt":0.3979553714962554,"score_spread":0.25335641777757034,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4378835173","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.15575461,0.00029983133,0.7915049,0.002282669,0.0037431922,0.0062616435,0.0007494532,0.0060372604,0.033366397],"genre_scores_gemma":[0.9934206,0.00014785657,0.0010343764,0.000047640773,0.00040994032,0.0014192001,0.0008127895,0.00017199598,0.0025356198],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9960249,0.0004524685,0.00073052535,0.0010252253,0.0010437259,0.000723146],"domain_scores_gemma":[0.9967222,0.0009945193,0.00016188435,0.0015443501,0.0003627837,0.0002142272],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.003647039,0.00049529446,0.0006339856,0.001204205,0.0003672352,0.00008603895,0.00069400284,0.00075250823,0.00021598005],"category_scores_gemma":[0.0005569707,0.00048212163,0.00038536542,0.0006927113,0.0000561325,0.00012237317,0.00020335303,0.0020990635,0.0006351105],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00017391234,0.00009812574,0.0010020719,0.0015596151,0.00044051773,0.0000057741977,0.0004974116,0.99049956,0.0034872014,0.000017244734,0.0016895486,0.0005290007],"study_design_scores_gemma":[0.0006260819,0.00005787215,0.0060756113,0.00068943744,0.00018853211,0.0000010623027,0.00009719029,0.857087,0.12303783,0.00028500715,0.011484025,0.00037035716],"about_ca_topic_score_codex":0.00023108168,"about_ca_topic_score_gemma":0.00004711541,"teacher_disagreement_score":0.837666,"about_ca_system_score_codex":0.0004652751,"about_ca_system_score_gemma":0.00009814447,"threshold_uncertainty_score":0.9997631},"labels":[],"label_agreement":null},{"id":"W4379521651","doi":"10.2118/213166-ms","title":"Electro-Acoustic Solvent-Based Method for Enhancing Heavy Oil Recovery","year":2023,"lang":"en","type":"article","venue":"SPE Latin American and Caribbean Petroleum Engineering Conference","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Mechanics; Materials science; Acoustics; Poromechanics; Porous medium; Physics; Porosity; Composite material","score_opus":0.008138577471278196,"score_gpt":0.22977168446434199,"score_spread":0.2216331069930638,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4379521651","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.061500043,0.0001719351,0.9355934,0.0003076284,0.00027750744,0.00007289872,0.000053307485,0.0011629087,0.0008603527],"genre_scores_gemma":[0.98104066,0.00024074626,0.017509805,0.000068290654,0.00017505909,0.000085419684,0.00007127247,0.00009130394,0.0007174199],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9983443,0.00002744056,0.0003327393,0.00039014727,0.00021141114,0.0006939441],"domain_scores_gemma":[0.9990175,0.00034609056,0.00006310468,0.00031513494,0.0000519395,0.00020624179],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00029299076,0.0003450497,0.00052662264,0.00034421662,0.00010264577,0.00011356088,0.00019009052,0.00008152479,0.000029274644],"category_scores_gemma":[0.00012102728,0.000354538,0.00017546143,0.00057681534,0.000052869073,0.00007048253,0.00003361619,0.00031650873,0.000017019089],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000015143334,0.00000804016,0.000039209506,0.00026609105,0.000115594215,0.000007847654,0.000079069076,0.9469168,0.034748074,0.00003298999,0.0003784392,0.017392682],"study_design_scores_gemma":[0.00030258554,0.00012856802,0.00038076562,0.00009104174,0.000080721344,0.0000027750289,0.00018178085,0.98180073,0.012139676,0.000022924918,0.00444057,0.00042783312],"about_ca_topic_score_codex":0.00017497194,"about_ca_topic_score_gemma":0.00014144182,"teacher_disagreement_score":0.91954064,"about_ca_system_score_codex":0.000093319424,"about_ca_system_score_gemma":0.000062966676,"threshold_uncertainty_score":0.9998907},"labels":[],"label_agreement":null},{"id":"W4379521681","doi":"10.2118/213131-ms","title":"Induced Flow Geometries During Steam Injection in Unconsolidated Sand in Heavy and Extra-Heavy OiI Fields in Mexico","year":2023,"lang":"en","type":"article","venue":"SPE Latin American and Caribbean Petroleum Engineering Conference","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Steam injection; Flow (mathematics); Petroleum engineering; Geology; Compressibility; Transient (computer programming); Geotechnical engineering; Interference (communication); Oil sands; Mechanics; Environmental science; Materials science; Composite material; Engineering; Channel (broadcasting); Electrical engineering","score_opus":0.008973910838242559,"score_gpt":0.21073000773700787,"score_spread":0.2017560968987653,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4379521681","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99782604,0.0002213958,0.0008731193,0.00014873722,0.00011528306,0.000090703004,0.000010269793,0.00025323074,0.0004612494],"genre_scores_gemma":[0.9990349,0.0006265569,0.00014909676,0.000012083189,0.00003661131,0.000025942796,0.000017489634,0.000036370417,0.00006098321],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99851954,0.000031044186,0.00040098774,0.00036060676,0.00017384556,0.00051398634],"domain_scores_gemma":[0.999498,0.00010542688,0.00004136487,0.0002106756,0.00001708493,0.00012743518],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0002260741,0.0002857037,0.0005097599,0.0012660153,0.000038693386,0.00008400447,0.000118891105,0.0001273523,0.000016492328],"category_scores_gemma":[0.000087375134,0.00030680033,0.000039197286,0.0017136472,0.00006616884,0.00014567147,0.00006707051,0.0006303271,0.0000035775113],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000026086649,0.000016994858,0.058834583,0.00015030491,0.00003277701,0.000064236265,0.0011155942,0.93140167,0.0029417747,0.000007520076,0.000010816833,0.005397651],"study_design_scores_gemma":[0.00066972245,0.000071994524,0.33346426,0.000185275,0.00000913959,0.000008143823,0.00090870564,0.6607049,0.0035393315,0.000018195362,0.000060872033,0.00035945824],"about_ca_topic_score_codex":0.0019595404,"about_ca_topic_score_gemma":0.0027951621,"teacher_disagreement_score":0.27462968,"about_ca_system_score_codex":0.000117662996,"about_ca_system_score_gemma":0.000028732966,"threshold_uncertainty_score":0.9999384},"labels":[],"label_agreement":null},{"id":"W4379523590","doi":"10.2118/213133-ms","title":"Determination of Rock Compressibility in Unconsolidated Sand in Heavy and Extra-Heavy Oil Fields in Mexico","year":2023,"lang":"en","type":"article","venue":"SPE Latin American and Caribbean Petroleum Engineering Conference","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Compressibility; Bulk modulus; Petrophysics; Biot number; Geology; Consolidation (business); Geotechnical engineering; Shear modulus; Porosity; Modulus; Mineralogy; Mechanics; Thermodynamics; Materials science; Composite material; Physics","score_opus":0.009849395173126732,"score_gpt":0.22511723691553248,"score_spread":0.21526784174240576,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4379523590","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99407756,0.00017459749,0.0048113763,0.00009767848,0.00004593094,0.000042002415,0.000012673075,0.000097775,0.000640411],"genre_scores_gemma":[0.99908894,0.00042066985,0.00038540096,0.000007816859,0.000011026188,0.000012909682,0.000014194836,0.000017359358,0.00004168274],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9989064,0.000038314764,0.00037690127,0.00025333327,0.00012834666,0.00029672383],"domain_scores_gemma":[0.9995348,0.00013703416,0.000044600798,0.00018852232,0.000017332028,0.00007773952],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00020158147,0.00018462645,0.00043428768,0.00046903404,0.000013716775,0.000028104989,0.00010417291,0.0000795927,0.000011712084],"category_scores_gemma":[0.00006521345,0.00019250333,0.00003087462,0.00065185723,0.000058289334,0.0000794232,0.00004624591,0.00032707796,0.000001136036],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000018691195,0.000024169787,0.0640528,0.00026101596,0.000013487748,0.000028395963,0.0010709685,0.91672575,0.001497092,0.000014900904,0.0000075962694,0.016285101],"study_design_scores_gemma":[0.00036237086,0.000030150553,0.16802771,0.00015368017,0.000005768937,0.0000015344801,0.00030780237,0.8294644,0.0014128794,0.000024509502,0.000039756964,0.0001694714],"about_ca_topic_score_codex":0.0012646937,"about_ca_topic_score_gemma":0.0017458174,"teacher_disagreement_score":0.10397491,"about_ca_system_score_codex":0.000050741273,"about_ca_system_score_gemma":0.000020334197,"threshold_uncertainty_score":0.7850058},"labels":[],"label_agreement":null},{"id":"W4380053113","doi":"10.1016/j.jrmge.2023.04.007","title":"Impact of effective stress on permeability for carbonate fractured-vuggy rocks","year":2023,"lang":"en","type":"article","venue":"Journal of Rock Mechanics and Geotechnical Engineering","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":23,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"China Scholarship Council; Natural Science Foundation of Jiangsu Province; National Natural Science Foundation of China; University of Alberta","keywords":"Geology; Carbonate; Permeability (electromagnetism); Carbonate rock; Effective stress; Geotechnical engineering; Geochemistry; Petrology; Sedimentary rock; Materials science; Chemistry","score_opus":0.005030853965612317,"score_gpt":0.23479377152963468,"score_spread":0.22976291756402237,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4380053113","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.5821833,0.00045519634,0.4166576,0.00004992544,0.0002483108,0.00020731293,0.0000429231,0.00014164504,0.00001378925],"genre_scores_gemma":[0.9994498,0.00022895077,0.0001409834,0.0000034649229,0.00012015306,0.000010586872,0.0000035191285,0.000036175945,0.0000063690327],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99892306,0.000013635895,0.00042128586,0.00013473316,0.00023461423,0.00027268348],"domain_scores_gemma":[0.9991031,0.00034664053,0.00010480401,0.00017793837,0.00011196774,0.00015553989],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004074172,0.00020241002,0.00049319246,0.00031264458,0.00003810336,0.000016575108,0.00016449817,0.00019472456,0.0000057765715],"category_scores_gemma":[0.00032926153,0.00015318004,0.00042300276,0.0002900231,0.0000030184972,0.00006626522,0.000042368603,0.00047522908,7.4122795e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000038613212,0.000025465342,0.000016168085,0.00018198648,0.00026450562,0.000008198623,0.000058568847,0.9950475,0.0028282215,0.000023363087,0.00006991839,0.0014375015],"study_design_scores_gemma":[0.0003995684,0.0005064535,0.0011552491,0.00015987619,0.00007643954,0.000012690844,0.0000136020535,0.99296117,0.0038723971,0.00037056315,0.00031768912,0.0001543061],"about_ca_topic_score_codex":0.000012322263,"about_ca_topic_score_gemma":0.0000012319327,"teacher_disagreement_score":0.4172665,"about_ca_system_score_codex":0.00009586306,"about_ca_system_score_gemma":0.000017780178,"threshold_uncertainty_score":0.62465006},"labels":[],"label_agreement":null},{"id":"W4380324212","doi":"10.2139/ssrn.4476152","title":"Reactive Transport Model Predicting Calcite Precipitation: Case of a Dynamically Operated Standing Column Well","year":2023,"lang":"en","type":"preprint","venue":"SSRN Electronic Journal","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Polytechnique Montréal","funders":"","keywords":"Calcite; Precipitation; Column (typography); Environmental science; Geology; Mineralogy; Engineering; Meteorology; Physics; Structural engineering; Connection (principal bundle)","score_opus":0.011276854600599651,"score_gpt":0.24745756399522215,"score_spread":0.2361807093946225,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4380324212","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7086044,0.0008001862,0.28901064,0.00009075117,0.00030296142,0.00024057686,0.00008734007,0.00022609236,0.0006370575],"genre_scores_gemma":[0.99520177,0.0026003143,0.0004908566,0.0000043315003,0.00021214892,0.000028469,0.00008435057,0.00013934363,0.0012384034],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9964183,0.00009407043,0.0009256432,0.0004024237,0.00043906012,0.0017205188],"domain_scores_gemma":[0.99882215,0.00010016418,0.00029030332,0.00035543073,0.0002606222,0.00017135238],"candidate_categories":["metaepi_narrow","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.0016770243,0.00041173754,0.00069433055,0.00045082212,0.00020347958,0.00006951133,0.0003866999,0.00044398275,0.000016560552],"category_scores_gemma":[0.00006747102,0.000406406,0.00041885127,0.0003852648,0.000051985593,0.00013080143,0.00007696751,0.0056454963,0.0000067700685],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000047245845,0.00003125422,0.00031647558,0.00020495873,0.0017552509,0.00026980258,0.001271711,0.99519235,0.0004114976,0.00011945888,0.000019697629,0.00036026974],"study_design_scores_gemma":[0.00048505285,0.000078682584,0.00007356443,0.00039099235,0.00049140246,0.000879068,0.00177722,0.9862753,0.00021936758,0.008931659,0.000012622755,0.00038503186],"about_ca_topic_score_codex":0.00082710607,"about_ca_topic_score_gemma":0.006635463,"teacher_disagreement_score":0.28851977,"about_ca_system_score_codex":0.0021168943,"about_ca_system_score_gemma":0.00168894,"threshold_uncertainty_score":0.99983877},"labels":[],"label_agreement":null},{"id":"W4381051305","doi":"10.1016/j.geoen.2023.211997","title":"A semi-analytical model for quantifying the inter-well communication in water-bearing shale gas-condensate reservoirs","year":2023,"lang":"en","type":"article","venue":"Geoenergy Science and Engineering","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":23,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"China Scholarship Council; National Natural Science Foundation of China","keywords":"Petroleum engineering; Saturation (graph theory); Oil shale; Shale gas; Permeability (electromagnetism); Relative permeability; Environmental science; Geology; Mechanics; Geotechnical engineering; Mathematics; Chemistry","score_opus":0.03278012936729068,"score_gpt":0.2570519829352726,"score_spread":0.2242718535679819,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4381051305","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9785956,0.00014495825,0.01980305,0.0006438047,0.000103424776,0.000089339184,0.0000013453022,0.00025662448,0.0003618242],"genre_scores_gemma":[0.99911124,0.00019572588,0.00031744747,0.000024023559,0.000027956286,0.000043526674,0.0000076178244,0.000023759256,0.0002486932],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99867916,0.000009459833,0.0002400507,0.0002449713,0.00023739057,0.00058898923],"domain_scores_gemma":[0.99934655,0.000103958315,0.000012871238,0.00039151532,0.000051831135,0.00009328276],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0013120859,0.00014689722,0.00017773919,0.00041255314,0.00024780343,0.00015361179,0.00048594427,0.00005935164,0.0000032606724],"category_scores_gemma":[0.00010419508,0.00010209038,0.000057334895,0.0007964956,0.00010779568,0.00029954602,0.000201747,0.0002203248,0.000010647386],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000001950542,0.0000027837405,0.00007177048,0.000050452512,0.000014617607,0.000002051169,0.0009000172,0.9910404,0.0073115383,0.00014640782,0.00008283982,0.00037517832],"study_design_scores_gemma":[0.00012186218,0.0000053696613,0.00030693525,0.00006338595,0.000012307144,0.0000033524939,0.00025610082,0.9937648,0.004422299,0.00011586272,0.0007793603,0.00014833665],"about_ca_topic_score_codex":0.00014268752,"about_ca_topic_score_gemma":0.0001529248,"teacher_disagreement_score":0.020515623,"about_ca_system_score_codex":0.000080849626,"about_ca_system_score_gemma":0.000017312797,"threshold_uncertainty_score":0.4163125},"labels":[],"label_agreement":null},{"id":"W4382930037","doi":"10.1016/j.fuel.2023.129151","title":"Micro-scale reconstruction and CFD-DEM simulation of proppant-laden flow in hydraulic fractures","year":2023,"lang":"en","type":"article","venue":"Fuel","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":30,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Lakehead University","funders":"National Science Fund for Distinguished Young Scholars; Qingdao National Laboratory for Marine Science and Technology; National Natural Science Foundation of China","keywords":"Hydraulic fracturing; Fracture (geology); Geology; Computational fluid dynamics; Mechanics; Flow (mathematics); Fluid dynamics; Geotechnical engineering; CFD-DEM; Particle (ecology); Petroleum engineering; Materials science; Physics","score_opus":0.008282512800348014,"score_gpt":0.23018907499949018,"score_spread":0.22190656219914218,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4382930037","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99668604,0.0004741504,0.0013157284,0.00009754855,0.00013890635,0.000086270906,0.0000056757985,0.0001643591,0.0010313005],"genre_scores_gemma":[0.99922115,0.0001788298,0.00036417856,0.000010277429,0.000069712696,0.0000058737332,0.000015251346,0.000016670718,0.00011808121],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9994085,0.00002080979,0.00019770657,0.00012937242,0.00009571988,0.00014788687],"domain_scores_gemma":[0.99973446,0.000055939207,0.000027723305,0.0001285459,0.000016038364,0.000037277066],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00010880727,0.000091176655,0.00016654213,0.00022733385,0.0000230266,0.000014035378,0.000055414224,0.000100671125,0.000032795248],"category_scores_gemma":[0.000026240486,0.00008232435,0.000041196887,0.00031929192,0.000026035705,0.00009092624,0.000018158436,0.00013064394,0.00002379141],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000066907814,0.0000056884437,0.004407549,0.00014546566,0.000027924298,0.0000025351349,0.00042907757,0.9754545,0.0036354575,2.6002888e-7,0.000110191715,0.015774671],"study_design_scores_gemma":[0.00024869398,0.000013060451,0.07811801,0.00006067949,0.000021525306,0.000003062622,0.00010982242,0.914657,0.0052379584,0.00029512422,0.0011193488,0.00011573082],"about_ca_topic_score_codex":0.00006437822,"about_ca_topic_score_gemma":0.00010693458,"teacher_disagreement_score":0.073710464,"about_ca_system_score_codex":0.000019569205,"about_ca_system_score_gemma":0.000006043934,"threshold_uncertainty_score":0.33570898},"labels":[],"label_agreement":null},{"id":"W4383163641","doi":"10.1016/j.geoen.2023.212056","title":"A very high order Flux Reconstruction (FR) method for the numerical simulation of 1-D compositional fluid flow model in petroleum reservoirs","year":2023,"lang":"en","type":"article","venue":"Geoenergy Science and Engineering","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"Universidade Federal de Pernambuco; Conselho Nacional de Desenvolvimento Científico e Tecnológico; Agência Nacional do Petróleo, Gás Natural e Biocombustíveis; Coordenação de Aperfeiçoamento de Pessoal de Nível Superior; Energi Simulation","keywords":"Partial differential equation; Conservation of mass; Fluid dynamics; Fugacity; Flux limiter; Flow (mathematics); Multiphase flow; Reservoir simulation; Applied mathematics; Two-phase flow; Petroleum engineering; Computer science; Mechanics; Mathematics; Geology; Thermodynamics; Physics; Mathematical analysis","score_opus":0.010176731440109605,"score_gpt":0.23713560975102416,"score_spread":0.22695887831091455,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4383163641","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.21265645,0.0000749916,0.7866902,0.00016910795,0.00020757869,0.00005215987,0.0000068048935,0.000098723525,0.000043995627],"genre_scores_gemma":[0.98137665,0.000045136447,0.018425053,0.000010260922,0.000055458113,0.000029333365,0.00001170688,0.000013071195,0.000033332224],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99907404,0.000008387094,0.00020196191,0.00018062002,0.00026013236,0.00027484552],"domain_scores_gemma":[0.99946064,0.00023547896,0.000018352472,0.00014630635,0.00008538356,0.000053820397],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006098764,0.000103847844,0.00015543427,0.00035792938,0.0001232078,0.000033298573,0.00015348064,0.000049873604,0.000004571648],"category_scores_gemma":[0.000115230774,0.00008371086,0.000041554234,0.0011024864,0.000055034692,0.00022478608,0.000038924638,0.00009987067,0.0000011741514],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000052640794,0.0000031191316,0.000011807545,0.000030953644,0.000016534172,5.1525853e-7,0.000085554915,0.9875245,0.009349818,0.00007620365,0.000031197924,0.0028645324],"study_design_scores_gemma":[0.00016210014,0.000010694212,0.00086262467,0.000026752843,0.0000117492955,0.0000030068109,0.00004299047,0.9959438,0.0024865798,0.00009855221,0.00025386005,0.00009733165],"about_ca_topic_score_codex":0.000088604036,"about_ca_topic_score_gemma":0.000011234718,"teacher_disagreement_score":0.7687202,"about_ca_system_score_codex":0.000058861595,"about_ca_system_score_gemma":0.000034325058,"threshold_uncertainty_score":0.34136298},"labels":[],"label_agreement":null},{"id":"W4383376971","doi":"10.3390/pr11072010","title":"Research on Formation Pressure Prediction Method for Ultra-Deep Tight Sandstone Based on Collocated Cokriging","year":2023,"lang":"en","type":"article","venue":"Processes","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"China National Petroleum Corporation; National Natural Science Foundation of China","keywords":"Geology; Compaction; Algorithm; Computer science; Geotechnical engineering","score_opus":0.03378945001012666,"score_gpt":0.3360824409273413,"score_spread":0.3022929909172146,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4383376971","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.018309265,0.0011582169,0.9542323,0.0017404751,0.00048809164,0.0014777138,0.00017158962,0.0035152268,0.018907147],"genre_scores_gemma":[0.9976375,0.00017871305,0.00070834334,0.00003679826,0.00013913127,0.00033977276,0.00020338564,0.000039005325,0.00071735657],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99878657,0.000059236667,0.00019241025,0.00021148134,0.00041899158,0.0003313369],"domain_scores_gemma":[0.9987736,0.0007045355,0.000028095674,0.0001888308,0.00023708105,0.00006790414],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007951982,0.00013026352,0.00016158084,0.00053445634,0.00026321958,0.00007140432,0.00014452681,0.00010614156,0.000028430188],"category_scores_gemma":[0.0003599786,0.000109024695,0.000048956263,0.0014881009,0.000017777866,0.00015136851,0.0000065912786,0.00022961643,0.000055280565],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00006113222,0.00002958572,0.000021530424,0.0025125495,0.00005455794,0.0000013294696,0.00029878388,0.98618436,0.0009825156,0.0000046444784,0.007755332,0.002093653],"study_design_scores_gemma":[0.00034208625,0.000097624354,0.00007751476,0.00015826551,0.000037689293,5.2714347e-7,0.00014569145,0.845566,0.11733923,0.00007980464,0.036054585,0.000100981335],"about_ca_topic_score_codex":0.000016508102,"about_ca_topic_score_gemma":0.000020924317,"teacher_disagreement_score":0.9793282,"about_ca_system_score_codex":0.00005657107,"about_ca_system_score_gemma":0.000040760857,"threshold_uncertainty_score":0.4445898},"labels":[],"label_agreement":null},{"id":"W4383957664","doi":"10.46690/ager.2023.06.06","title":"A semianalytical model of fractured horizontal well with hydraulic fracture network in shale gas reservoir for pressure transient analysis","year":2023,"lang":"en","type":"article","venue":"ADVANCES IN GEO-ENERGY RESEARCH","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":23,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"National Outstanding Youth Science Fund Project of National Natural Science Foundation of China; Southwest Petroleum University","keywords":"Hydraulic fracturing; Oil shale; Geology; Petroleum engineering; Fracture (geology); Mechanics; Shale gas; Transient (computer programming); Inversion (geology); Matrix (chemical analysis); Flow (mathematics); Tight gas; Sensitivity (control systems); Geotechnical engineering; Engineering; Materials science; Geomorphology; Computer science; Structural basin","score_opus":0.01675311653694473,"score_gpt":0.2943562526630608,"score_spread":0.2776031361261161,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4383957664","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.6085799,0.039269898,0.32029083,0.0042070756,0.0003179157,0.0019859627,0.00026697526,0.00085424696,0.024227245],"genre_scores_gemma":[0.99456996,0.0029220171,0.000900379,0.00003321579,0.00016820745,0.00027161767,0.00016202472,0.000073294934,0.00089928],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9960708,0.00019152279,0.00064422155,0.000686181,0.0010743745,0.0013329143],"domain_scores_gemma":[0.9980093,0.0007477724,0.000063698244,0.0007482377,0.00021002576,0.00022095785],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0013297603,0.00034285543,0.00089215464,0.00165625,0.00012840115,0.000050520517,0.0006843866,0.00035273872,0.00006881459],"category_scores_gemma":[0.00011570114,0.0002789613,0.00030723625,0.006606891,0.0001949221,0.00040046073,0.00009520472,0.0009975695,0.0000052245864],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00031534146,0.00008200789,0.0027162237,0.00026200825,0.00061794964,0.000050754035,0.00046434597,0.99296516,0.00008178115,0.00009241111,0.0014139437,0.00093808793],"study_design_scores_gemma":[0.0007755087,0.00013110394,0.0011907163,0.0001323043,0.00018518459,0.0000010885849,0.00023071803,0.9587221,0.0008136821,0.0019782938,0.035537194,0.00030207686],"about_ca_topic_score_codex":0.000782918,"about_ca_topic_score_gemma":0.01025581,"teacher_disagreement_score":0.3859901,"about_ca_system_score_codex":0.00013484561,"about_ca_system_score_gemma":0.00009508327,"threshold_uncertainty_score":0.99996626},"labels":[],"label_agreement":null},{"id":"W4384008290","doi":"10.1021/acs.langmuir.3c01012","title":"Role of Flow Inertia in Aggregate Restructuring and Breakage at Finite Reynolds Numbers","year":2023,"lang":"en","type":"article","venue":"Langmuir","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"Natural Sciences and Engineering Research Council of Canada; Agence Nationale de la Recherche; Compute Canada; Western Canada Research Grid; Université de Lorraine","keywords":"Breakage; Reynolds number; Inertia; Mechanics; Restructuring; Flow (mathematics); Aggregate (composite); Materials science; Physics; Classical mechanics; Turbulence; Economics; Composite material","score_opus":0.0040950288702536536,"score_gpt":0.19079803113897773,"score_spread":0.18670300226872408,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4384008290","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9960519,0.00041534292,0.000015981497,0.0000699945,0.00004131022,0.00003280752,0.000010287303,0.00018430335,0.0031780426],"genre_scores_gemma":[0.99904644,0.00017928027,0.000106424406,0.000008714611,0.000037170998,0.000004720838,0.000021486552,0.00002240999,0.0005733416],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9994107,0.000015125618,0.00015843367,0.000121207595,0.000096977936,0.00019759122],"domain_scores_gemma":[0.99972844,0.000045716395,0.00002012185,0.00015712892,0.0000065517456,0.00004202969],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00008264446,0.000095573305,0.00017067505,0.00017641648,0.00003190929,0.000009702341,0.000083420135,0.000072703704,0.00003146605],"category_scores_gemma":[0.000021412814,0.000086209024,0.000040758856,0.00035811702,0.000023453495,0.00004750572,0.00006365502,0.00010525004,0.00003422455],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00001664549,0.0000071422305,0.024532245,0.0003070771,0.000080973616,0.00009232958,0.0032241486,0.9325989,0.029671216,0.00000962239,0.0010819405,0.008377796],"study_design_scores_gemma":[0.0006937616,0.000015007266,0.27580148,0.00018407048,0.000035728965,0.000014151558,0.00030362373,0.6582455,0.053139307,0.00037879572,0.010813527,0.00037502786],"about_ca_topic_score_codex":0.00031983585,"about_ca_topic_score_gemma":0.0005308715,"teacher_disagreement_score":0.27435336,"about_ca_system_score_codex":0.000026417794,"about_ca_system_score_gemma":0.0000025493287,"threshold_uncertainty_score":0.3515502},"labels":[],"label_agreement":null},{"id":"W4385283295","doi":"10.1029/2022gl102131","title":"Separating Hydraulic Fracturing Microseismicity From Induced Seismicity by Bayesian Inference of Non‐Linear Pressure Diffusivity","year":2023,"lang":"en","type":"article","venue":"Geophysical Research Letters","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Chevron (Canada); University of Calgary","funders":"","keywords":"Microseism; Induced seismicity; Hydraulic fracturing; Geology; Seismology; Quantile; Thermal diffusivity; Linear regression; Statistics; Mathematics; Geotechnical engineering; Physics","score_opus":0.020877928439250765,"score_gpt":0.30368245569266344,"score_spread":0.28280452725341265,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4385283295","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9867555,0.000054663895,0.010819549,0.0013480135,0.000101839105,0.00023973436,0.00012053431,0.00032738087,0.00023277987],"genre_scores_gemma":[0.9988309,0.000039923954,0.00016147723,0.00028206783,0.00033591283,0.00003760137,0.00011166135,0.000061400366,0.00013902548],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99658614,0.0002569011,0.0004418841,0.0005690973,0.0010849568,0.0010610375],"domain_scores_gemma":[0.997708,0.0011007203,0.00007250719,0.00070043537,0.000108946784,0.00030939732],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0005524887,0.00032657376,0.00058028323,0.00030787906,0.00027333974,0.0000917391,0.00070579944,0.00021033298,0.000046755136],"category_scores_gemma":[0.0003683196,0.00030653845,0.00023283229,0.0012426035,0.0002110097,0.00025108218,0.0003497541,0.0015922124,0.00021907502],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000018906048,0.00007030585,0.0006948663,0.0001589223,0.00025303033,0.000024361412,0.00062689505,0.17346437,0.81437564,7.1694416e-7,0.0085027,0.0018093021],"study_design_scores_gemma":[0.0003510818,0.00003782291,0.017562963,0.00010058592,0.00003674104,2.7300356e-7,0.00006301653,0.66677797,0.31147316,0.00011671972,0.0031469804,0.0003327269],"about_ca_topic_score_codex":0.010891268,"about_ca_topic_score_gemma":0.00003275646,"teacher_disagreement_score":0.50290245,"about_ca_system_score_codex":0.00008384543,"about_ca_system_score_gemma":0.00004027393,"threshold_uncertainty_score":0.99993867},"labels":[],"label_agreement":null},{"id":"W4385480783","doi":"10.2118/217438-pa","title":"Reservoir and Fracture Characterization for Enhanced Geothermal Systems: A Case Study Using Multifractured Wells at the Utah Frontier Observatory for Research in Geothermal Energy Site","year":2023,"lang":"en","type":"article","venue":"SPE Journal","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":14,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Geothermal gradient; Petroleum engineering; Hydraulic fracturing; Geology; Fracture (geology); Permeability (electromagnetism); Geothermal energy; Injection well; Hydraulic conductivity; Petrology; Reservoir simulation; Microseism; Steam injection; Geotechnical engineering; Soil science; Geophysics; Seismology","score_opus":0.04810248174116112,"score_gpt":0.3129714992587201,"score_spread":0.264869017517559,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4385480783","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.981404,0.00063689536,0.016188642,0.0004346803,0.00047130798,0.00072773296,0.000058570422,0.000064457636,0.000013706703],"genre_scores_gemma":[0.9971453,0.00017798098,0.00010921205,0.0000671415,0.0009311849,0.000116239506,0.00003652901,0.00009292727,0.0013235119],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9978377,0.00029776327,0.0005051531,0.00029787587,0.0003985861,0.0006629058],"domain_scores_gemma":[0.9988508,0.000371031,0.00012940825,0.00032251727,0.00017880237,0.00014744657],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00198937,0.00023930638,0.00037359886,0.0004245585,0.0006748738,0.00025431154,0.0002142351,0.00019001238,0.000032775533],"category_scores_gemma":[0.00007800203,0.0001691456,0.00013287568,0.00045919142,0.000053868906,0.00027502517,0.00008014273,0.0005371375,0.0000049388686],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00018689285,0.0000576725,0.0020476787,0.00017969118,0.00026592985,0.00047938648,0.0045334348,0.961116,0.028658345,5.456162e-7,0.001129812,0.0013445752],"study_design_scores_gemma":[0.0018802268,0.00010961809,0.0071303295,0.0001416796,0.00007749348,0.00036153643,0.004623799,0.9470234,0.0023079778,0.000023505127,0.036022406,0.00029804188],"about_ca_topic_score_codex":0.000936117,"about_ca_topic_score_gemma":0.0008416503,"teacher_disagreement_score":0.034892593,"about_ca_system_score_codex":0.00027717193,"about_ca_system_score_gemma":0.00005266783,"threshold_uncertainty_score":0.68975574},"labels":[],"label_agreement":null},{"id":"W4385496209","doi":"10.1002/nag.3606","title":"A consistent linearization scheme for KGD problems using fracture tip asymptotic solutions","year":2023,"lang":"en","type":"article","venue":"International Journal for Numerical and Analytical Methods in Geomechanics","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Ottawa","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Linearization; Nonlinear system; Context (archaeology); Convergence (economics); Fracture (geology); Jacobian matrix and determinant; Viscosity; Applied mathematics; Mechanics; Mathematics; Computer science; Physics; Engineering; Geology; Geotechnical engineering","score_opus":0.06835200599607355,"score_gpt":0.38463131596805594,"score_spread":0.3162793099719824,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4385496209","genre_codex":"methods","genre_gemma":"methods","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"methods","genre_consensus":"methods","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0020545295,0.00020426702,0.99521506,0.0014350496,0.0007997144,0.00016101885,0.000024623921,0.00007782816,0.0000278999],"genre_scores_gemma":[0.43632486,0.0008104848,0.560459,0.00047936628,0.0012003464,0.00008274481,0.0001106528,0.000100996025,0.00043152942],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99866414,0.000056936737,0.00047505597,0.00019869434,0.0002480375,0.00035710918],"domain_scores_gemma":[0.9989235,0.00053706445,0.00007361992,0.0000825617,0.0002226151,0.00016066326],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009494476,0.00015771562,0.0002932187,0.0003763327,0.00014988657,0.00012942191,0.00018899792,0.00014637633,0.000028136066],"category_scores_gemma":[0.0008415644,0.00013242343,0.00023143124,0.00040081269,0.00002333928,0.00011218898,0.00005654178,0.00032917902,0.0000031927227],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000025534964,0.000048822174,0.000054150278,0.00005912876,0.00035165928,0.000008814639,0.00006387994,0.9836235,0.0013326602,0.0013377689,0.00035260333,0.012741496],"study_design_scores_gemma":[0.00046669375,0.00004628766,0.000031911924,0.00007552374,0.00007378707,0.00004539464,0.000056006636,0.9643889,0.00017712268,0.018461732,0.016017297,0.00015930923],"about_ca_topic_score_codex":0.000008786687,"about_ca_topic_score_gemma":0.0000017451589,"teacher_disagreement_score":0.43475607,"about_ca_system_score_codex":0.00013327526,"about_ca_system_score_gemma":0.000033290777,"threshold_uncertainty_score":0.5400071},"labels":[],"label_agreement":null},{"id":"W4385583589","doi":"10.1002/nag.3603","title":"Inertial and turbulent flow in hydro‐mechanically coupled KGD‐like fractures","year":2023,"lang":"en","type":"article","venue":"International Journal for Numerical and Analytical Methods in Geomechanics","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Waterloo","funders":"","keywords":"Mechanics; Hagen–Poiseuille equation; Turbulence; Laminar flow; Inertia; Fracture (geology); Flow (mathematics); Fluid dynamics; Geotechnical engineering; Materials science; Physics; Geology; Classical mechanics","score_opus":0.019254603070875644,"score_gpt":0.35458620714774036,"score_spread":0.33533160407686474,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4385583589","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.07326801,0.00047540927,0.9212401,0.0035473004,0.0011721503,0.00013285874,0.000011185207,0.0001029183,0.00005009424],"genre_scores_gemma":[0.9436847,0.0019814782,0.053202357,0.00044360122,0.0004427836,0.000025949337,0.000019172108,0.00004784982,0.00015213487],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9982814,0.00009784317,0.0005913624,0.0002763778,0.0003591352,0.00039385466],"domain_scores_gemma":[0.99889356,0.0006298756,0.000056148303,0.00010064055,0.00008313017,0.00023662405],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0011880711,0.00021245769,0.00042524067,0.0005447042,0.00006148959,0.00012716446,0.00026999624,0.00018082008,0.00006455976],"category_scores_gemma":[0.0006182829,0.00017123348,0.00015616305,0.0004347302,0.000027415554,0.000117057614,0.000108493776,0.0006275031,0.000005090862],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00022832655,0.00014481391,0.00020024338,0.00006800844,0.00048782118,0.00046016646,0.00032201278,0.83704317,0.003125595,0.0009655084,0.0006610582,0.15629329],"study_design_scores_gemma":[0.0007438,0.00006501225,0.00032164066,0.000062818595,0.000027055858,0.00009563204,0.00006580541,0.9750905,0.00021991937,0.017108751,0.0059931166,0.00020594416],"about_ca_topic_score_codex":0.00002887524,"about_ca_topic_score_gemma":0.000013463342,"teacher_disagreement_score":0.87041664,"about_ca_system_score_codex":0.0001019615,"about_ca_system_score_gemma":0.000020023941,"threshold_uncertainty_score":0.69826984},"labels":[],"label_agreement":null},{"id":"W4385628625","doi":"10.1016/j.fuel.2023.129327","title":"Experimental evaluation of the impact of induced fractures on cyclic solvent injection performance in low-permeability hydrocarbon reservoirs","year":2023,"lang":"en","type":"article","venue":"Fuel","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":11,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"Natural Sciences and Engineering Research Council of Canada; Shell","keywords":"Hydraulic fracturing; Petroleum engineering; Permeability (electromagnetism); Spark plug; Well stimulation; Relative permeability; Viscous fingering; Geology; Materials science; Geotechnical engineering; Petroleum; Chemistry; Reservoir engineering","score_opus":0.022832880220258304,"score_gpt":0.3025505083801838,"score_spread":0.2797176281599255,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4385628625","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99809843,0.00009966691,0.0000027315998,0.000016305148,0.000142299,0.00018812575,0.0000027213068,0.000047817608,0.0014018938],"genre_scores_gemma":[0.99989146,0.000011938765,0.0000013169961,0.0000028392726,0.00003410819,0.00002885008,0.000007474774,0.0000141583805,0.000007866276],"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","domain_scores_codex":[0.99888813,0.000100215584,0.00026772072,0.00013360636,0.00045052185,0.0001598194],"domain_scores_gemma":[0.99948007,0.000042862004,0.00006201253,0.0003510226,0.000036786583,0.000027243117],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006048016,0.00011368542,0.00017447583,0.00019777125,0.000029740613,0.0000056614326,0.00014812552,0.000089288835,0.00004082821],"category_scores_gemma":[0.000089901536,0.00007665899,0.00015493008,0.0005794306,0.000026351961,0.000070897644,0.00003297936,0.00019783228,0.000006617641],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000027603779,0.000068389345,0.014017576,0.0000679212,0.000045026256,1.415678e-7,0.0009908483,0.9476285,0.036732156,3.0973533e-7,0.000026928681,0.00039460073],"study_design_scores_gemma":[0.00020505309,0.00008454403,0.47731233,0.000066787434,0.000011558518,1.7843499e-7,0.000089564135,0.387605,0.13453074,0.000044670538,0.0000011117073,0.00004845159],"about_ca_topic_score_codex":0.00051558384,"about_ca_topic_score_gemma":0.00006987261,"teacher_disagreement_score":0.5600235,"about_ca_system_score_codex":0.00025696697,"about_ca_system_score_gemma":0.000036236295,"threshold_uncertainty_score":0.31260628},"labels":[],"label_agreement":null},{"id":"W4385656548","doi":"10.11159/jffhmt.2023.005","title":"Investigation of the Relationship between Rock Mechanical Parameters and Wellbore Stability in Depleted Wells","year":2023,"lang":"en","type":"article","venue":"Journal of Fluid Flow Heat and Mass Transfer","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"Yangtze University","keywords":"Wellbore; Geology; Petroleum engineering; Stability (learning theory); Geotechnical engineering; Computer science","score_opus":0.03179199946482272,"score_gpt":0.2244072306817601,"score_spread":0.19261523121693738,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4385656548","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9912832,0.0002014398,0.0074307583,0.0009122176,0.000069133835,0.00006839921,0.00000666436,0.000014078294,0.000014151875],"genre_scores_gemma":[0.9996142,0.00014989324,0.00017735396,0.0000134358515,0.000028273222,0.0000011954374,0.0000022250006,0.000009328834,0.0000040876175],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.999157,0.00009144119,0.00038838884,0.0000747425,0.00017274133,0.00011566041],"domain_scores_gemma":[0.999354,0.00043103984,0.00001142071,0.00009452062,0.000026565876,0.0000824516],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004903238,0.00008447727,0.00023363008,0.00013561369,0.00003871995,0.000013011737,0.00007229109,0.00009793368,0.0000051358275],"category_scores_gemma":[0.00009976974,0.000056953355,0.000088094384,0.00032490835,0.000032004427,0.000095367875,0.000006851072,0.00028058828,5.6543416e-7],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000047852693,0.000010023651,0.7442606,0.0004136481,0.0001686625,0.000007868208,0.0020381142,0.20171192,0.050573755,0.000026842925,0.00019496892,0.00054572587],"study_design_scores_gemma":[0.0008940803,0.00007436459,0.7783068,0.00021152888,0.000167741,0.0000065798,0.0002588799,0.15286389,0.064830914,0.0021643029,0.000079225174,0.00014169104],"about_ca_topic_score_codex":0.0000160813,"about_ca_topic_score_gemma":0.000024636856,"teacher_disagreement_score":0.04884803,"about_ca_system_score_codex":0.0000229147,"about_ca_system_score_gemma":0.000016557022,"threshold_uncertainty_score":0.23224905},"labels":[],"label_agreement":null},{"id":"W4385693270","doi":"10.2118/212724-pa","title":"Buildup Evaluation of a Tight Overpressured Naturally Fractured Carbonate Reservoir with the Use of a Semi-Empirical Model","year":2023,"lang":"en","type":"article","venue":"SPE Reservoir Evaluation & Engineering","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Carbonate; Geology; Porosity; Tight gas; Cementation (geology); Matrix (chemical analysis); Pore water pressure; Reservoir engineering; Fracture (geology); Fluid pressure; Petrology; Petroleum engineering; Geotechnical engineering; Mineralogy; Mechanics; Materials science; Petroleum; Cement; Hydraulic fracturing; Composite material","score_opus":0.06848452589547119,"score_gpt":0.30416393551513926,"score_spread":0.23567940961966807,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4385693270","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.96705794,0.0018629052,0.028091276,0.00087144633,0.00018857761,0.0010229289,0.000045151923,0.00044710634,0.00041263612],"genre_scores_gemma":[0.9977077,0.00016314462,0.0014666397,0.000018081086,0.000082776365,0.00016458589,0.00009888875,0.000098717355,0.00019944804],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9951416,0.00026274403,0.00067241065,0.00040114758,0.0030178474,0.0005042519],"domain_scores_gemma":[0.99724656,0.00047704132,0.00019446784,0.00089294766,0.0010754011,0.00011355299],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.003001023,0.0003891252,0.0005521775,0.0005835607,0.00009132531,0.00006516348,0.0004791657,0.00025083424,0.000099988894],"category_scores_gemma":[0.0008517592,0.00027636078,0.00023333519,0.0017800753,0.00006972937,0.0004275488,0.000094940195,0.00054367934,0.000009367062],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000053442807,0.000021460222,0.000096314376,0.000178367,0.00046382367,0.0000026115122,0.00084643223,0.9894148,0.0064599817,0.000008848682,0.001958243,0.0004956527],"study_design_scores_gemma":[0.0009201866,0.000037486967,0.0027065922,0.00018125244,0.0005990558,0.0000026805526,0.00004921123,0.98559296,0.007930206,0.00012550614,0.0015459692,0.00030891295],"about_ca_topic_score_codex":0.00011178454,"about_ca_topic_score_gemma":0.0001243664,"teacher_disagreement_score":0.030649746,"about_ca_system_score_codex":0.00026135202,"about_ca_system_score_gemma":0.00025925465,"threshold_uncertainty_score":0.9999689},"labels":[],"label_agreement":null},{"id":"W4385759926","doi":"10.1016/j.rser.2023.113623","title":"Mechanisms causing injectivity decline and enhancement in geothermal projects","year":2023,"lang":"en","type":"article","venue":"Renewable and Sustainable Energy Reviews","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":37,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"HORIZON EUROPE Marie Sklodowska-Curie Actions; European Commission; H2020 Marie Skłodowska-Curie Actions; Horizon 2020; Energi Simulation","keywords":"Geothermal gradient; Petroleum engineering; Clogging; Environmental science; Process (computing); Risk analysis (engineering); Computer science; Geology; Business; Geography","score_opus":0.01238539930967586,"score_gpt":0.2349867659690062,"score_spread":0.22260136665933034,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4385759926","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8010499,0.09547051,0.090586826,0.0005170275,0.00023370651,0.0008715057,0.0000027003498,0.00061515765,0.010652704],"genre_scores_gemma":[0.9223082,0.06703668,0.00026772424,0.00008658165,0.000044422497,0.00011798562,0.000011226883,0.000031107586,0.01009608],"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","domain_scores_codex":[0.998681,0.00007854106,0.00030645818,0.00026582327,0.00011403467,0.0005541541],"domain_scores_gemma":[0.99960446,0.00004080701,0.0000384186,0.00020152034,0.000023113267,0.00009169776],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009275247,0.00019500586,0.0004460963,0.00022288322,0.00012782248,0.00006348461,0.000060740644,0.00008690784,0.000020522328],"category_scores_gemma":[0.000058653724,0.00016234329,0.00004992346,0.0007310563,0.00002195337,0.00016032414,0.00013974089,0.000095007665,0.0000028170737],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00002359755,0.00008148521,0.00052331464,0.00433019,0.00013790399,0.0005668697,0.0010909904,0.8682837,0.009600035,0.0009467557,0.0031348343,0.111280344],"study_design_scores_gemma":[0.00098407,0.00011089336,0.0007079082,0.0005630994,0.000096373005,0.000036552614,0.0018525589,0.33614781,0.018443104,0.005971106,0.63415015,0.00093637017],"about_ca_topic_score_codex":0.0047982335,"about_ca_topic_score_gemma":0.0012197994,"teacher_disagreement_score":0.6310153,"about_ca_system_score_codex":0.0000839183,"about_ca_system_score_gemma":0.000029905017,"threshold_uncertainty_score":0.7253526},"labels":[],"label_agreement":null},{"id":"W4385933224","doi":"10.1016/j.energy.2023.128803","title":"Intricate unconventional fracture networks provide fluid diffusion pathways to reactivate pre-existing faults in unconventional reservoirs","year":2023,"lang":"en","type":"article","venue":"Energy","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":81,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"Natural Sciences and Engineering Research Council of Canada; Science Foundation of China University of Petroleum, Beijing; Alberta Innovates","keywords":"Hydraulic fracturing; Geomechanics; Geology; Poromechanics; Petrophysics; Fracture (geology); Fluid dynamics; Petroleum engineering; Geotechnical engineering; Fault (geology); Unconventional oil; Oil shale; Petroleum reservoir; Petrology; Seismology; Porosity; Porous medium; Mechanics","score_opus":0.013323286237442899,"score_gpt":0.23118285708740044,"score_spread":0.21785957084995755,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4385933224","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.91215074,0.00041491524,0.079606205,0.0018556804,0.00086940837,0.0002330712,0.000023229488,0.0012163597,0.00363039],"genre_scores_gemma":[0.996545,0.00015960116,0.00019620651,0.0001524172,0.00046601228,0.00010545455,0.00037400247,0.00006266466,0.001938611],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99797434,0.00009176767,0.0004787324,0.00042388594,0.00043604153,0.000595222],"domain_scores_gemma":[0.99911195,0.00018462993,0.000065836,0.00035362135,0.000059804363,0.00022417773],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0003794564,0.00026924314,0.00030205376,0.00053906924,0.00015202907,0.000050353923,0.0003137009,0.00020810995,0.0001147954],"category_scores_gemma":[0.00016992776,0.00024954212,0.00017150151,0.0013869297,0.000026028469,0.00016380404,0.0001633044,0.0003711598,0.00007121322],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000030258192,0.000039242314,0.0009154484,0.00003685096,0.0000665037,0.000068776,0.0001791182,0.9889573,0.0015686454,0.00015572169,0.004345777,0.0036363716],"study_design_scores_gemma":[0.0005357787,0.000037068137,0.018427212,0.00019530638,0.00001695809,0.000005341829,0.00008798082,0.85833585,0.0022480635,0.0009301148,0.11875348,0.00042685357],"about_ca_topic_score_codex":0.00056261016,"about_ca_topic_score_gemma":0.00048834,"teacher_disagreement_score":0.13062143,"about_ca_system_score_codex":0.00021288061,"about_ca_system_score_gemma":0.000039628343,"threshold_uncertainty_score":0.9999957},"labels":[],"label_agreement":null},{"id":"W4385986793","doi":"10.3390/en16166056","title":"Sand-Carrying Law and Influencing Factors in Complex Fractures of Nano-Clean Fracturing Fluid","year":2023,"lang":"en","type":"article","venue":"Energies","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"McGill University","funders":"Chinese Academy of Engineering; Henan Polytechnic University; China Postdoctoral Science Foundation; State Key Laboratory Cultivation Base for Gas Geology and Gas Control; National Natural Science Foundation of China","keywords":"Fracturing fluid; Coalbed methane; Petroleum engineering; Hydraulic fracturing; Geology; Fluid dynamics; Fracture (geology); Filtration (mathematics); Geotechnical engineering; Mechanics; Engineering; Coal mining; Coal; Waste management","score_opus":0.012790115229654963,"score_gpt":0.2361954439587264,"score_spread":0.22340532872907146,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4385986793","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.996375,0.00045279364,0.000041994357,0.000028396156,0.000075491604,0.000036187197,0.000004721034,0.0003103763,0.002675031],"genre_scores_gemma":[0.99948573,0.00023420653,0.00010746273,0.000038446167,0.000048834143,0.0000041111944,0.00001870569,0.000032791486,0.000029725481],"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99905705,0.000024958621,0.00028070845,0.00016942738,0.00017979309,0.00028805953],"domain_scores_gemma":[0.99953324,0.0001590419,0.000036005178,0.00019754675,0.000014345786,0.000059833943],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00013108405,0.0001782733,0.00031222583,0.0003059664,0.00008565265,0.000038910857,0.00013489599,0.000093687224,0.00004209398],"category_scores_gemma":[0.000040260747,0.00015329463,0.000071653056,0.00033342643,0.00006431373,0.00015899823,0.000071788636,0.00016473846,0.0000044488206],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000026547218,0.0000035735552,0.0043054842,0.00010519236,0.000052955813,0.00000839966,0.002252116,0.9248463,0.067654505,0.00003679657,0.0001447294,0.0005873217],"study_design_scores_gemma":[0.00040784242,0.00001959471,0.16694571,0.00019660936,0.00003482333,0.0000024095038,0.0028760473,0.049307648,0.77441806,0.0002869935,0.005048428,0.00045584855],"about_ca_topic_score_codex":0.0015289328,"about_ca_topic_score_gemma":0.00041787318,"teacher_disagreement_score":0.87553865,"about_ca_system_score_codex":0.00003162653,"about_ca_system_score_gemma":0.000006241503,"threshold_uncertainty_score":0.62511736},"labels":[],"label_agreement":null},{"id":"W4386104052","doi":"10.2118/0723-0086-jpt","title":"Analysis Reveals Depth of Vaca Muerta’s Potential","year":2023,"lang":"en","type":"article","venue":"Journal of Petroleum Technology","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Oil shale; Geology; Petroleum; Maturity (psychological); Graben; Petroleum engineering; Cretaceous; Paleontology; Structural basin","score_opus":0.0056623393131039704,"score_gpt":0.22584443545155589,"score_spread":0.2201820961384519,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4386104052","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.978206,0.00068433385,0.018995916,0.0009051554,0.00023786997,0.000018446697,0.0000046941227,0.00022496725,0.000722636],"genre_scores_gemma":[0.99852836,0.0004520281,0.0005403477,0.000007998547,0.00009701385,0.0000015492892,0.0000029713046,0.000020355277,0.0003493528],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9986197,0.000027302853,0.00066569453,0.00010804206,0.00029620525,0.00028310154],"domain_scores_gemma":[0.99919724,0.00003965977,0.00025853413,0.0003111528,0.000121708166,0.00007170219],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003873919,0.00013458343,0.00065089576,0.003434579,0.00003427116,0.000010261435,0.00044221262,0.00024306762,0.00007635988],"category_scores_gemma":[0.00010002455,0.00011113068,0.0005022559,0.002545138,0.00006346666,0.000070962655,0.000054161646,0.000434773,0.000027474784],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000011177534,0.00002567049,0.011563357,0.000044202374,0.0026778323,0.00019167911,0.000035224773,0.965377,0.015558329,0.00001741921,0.0018418289,0.0026563145],"study_design_scores_gemma":[0.00318941,0.00096876523,0.15867707,0.0002520442,0.0097857695,0.00069152773,0.0019496379,0.7231716,0.07471056,0.0044587892,0.020942431,0.0012024028],"about_ca_topic_score_codex":0.000012456663,"about_ca_topic_score_gemma":0.000029082512,"teacher_disagreement_score":0.24220538,"about_ca_system_score_codex":0.000048646343,"about_ca_system_score_gemma":0.000020672955,"threshold_uncertainty_score":0.45317775},"labels":[],"label_agreement":null},{"id":"W4386316608","doi":"10.1080/10916466.2023.2252008","title":"Present-day in-situ stress prediction in the Duvernay shale of Simonette Block, Western Canada Sedimentary Basin","year":2023,"lang":"en","type":"article","venue":"Petroleum Science and Technology","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Geology; Oil shale; Fault block; Structural basin; Geochemistry; Sedimentary rock; Mining engineering; Paleontology","score_opus":0.004316740850906119,"score_gpt":0.19350757678991606,"score_spread":0.18919083593900995,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4386316608","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99567735,0.00015138208,0.000015769023,0.0032798478,0.000097307595,0.000049914466,0.000010936045,0.00007446308,0.0006430382],"genre_scores_gemma":[0.999753,0.00008452385,0.0000051075135,0.00003596526,0.000018554167,0.000014689105,0.0000030857618,0.00000481196,0.000080238315],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9990192,0.000018296298,0.00016681604,0.00017993306,0.00033262747,0.0002831418],"domain_scores_gemma":[0.9996568,0.000049660703,0.000023366176,0.00022375293,0.000019372588,0.000027076045],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00046698248,0.00007859359,0.00013407192,0.00059101044,0.00005718602,0.00001373167,0.00037812587,0.00005974762,0.0000028057086],"category_scores_gemma":[0.000035022567,0.000059308913,0.000011795981,0.0016739895,0.00021061854,0.00009210568,0.000082312436,0.0002067187,0.0000018468522],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000028378415,0.000034191802,0.6547613,0.000062494626,0.000024878495,0.00011785859,0.00045471572,0.33123785,0.008335527,0.000011339337,0.0018995252,0.0030574766],"study_design_scores_gemma":[0.0005909547,0.000070992566,0.61751425,0.00010468029,0.000025570476,0.000021669337,0.0029665893,0.32217804,0.046815846,0.00011624994,0.009358765,0.00023639767],"about_ca_topic_score_codex":0.062673144,"about_ca_topic_score_gemma":0.27750555,"teacher_disagreement_score":0.2148324,"about_ca_system_score_codex":0.00008410963,"about_ca_system_score_gemma":0.00007225885,"threshold_uncertainty_score":0.9435686},"labels":[],"label_agreement":null},{"id":"W4386374256","doi":"10.1016/j.geoen.2023.212289","title":"A semi-analytical flowback data history-matching approach that rigorously accounts for fracture dynamics","year":2023,"lang":"en","type":"article","venue":"Geoenergy Science and Engineering","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":8,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Hydraulic fracturing; Fracture (geology); Complex fracture; Geology; Imbibition; Petroleum engineering; Permeability (electromagnetism); Mechanics; Geotechnical engineering; Chemistry; Physics","score_opus":0.02442286861610233,"score_gpt":0.22945989006695675,"score_spread":0.20503702145085442,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4386374256","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.30062565,0.0014800243,0.6904794,0.0005778583,0.0015088276,0.0002917125,0.000100075216,0.0019890862,0.0029473926],"genre_scores_gemma":[0.9967491,0.0001789132,0.0021645539,0.00008043253,0.00018950966,0.000022616003,0.00016989911,0.00004735807,0.00039761627],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9981081,0.0000050555936,0.00019635289,0.0005238881,0.00049167726,0.0006749137],"domain_scores_gemma":[0.9989518,0.00008609908,0.000023566865,0.0006714662,0.00005369979,0.00021337984],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008406178,0.00023845628,0.00027964273,0.00039833333,0.00018760725,0.00013804836,0.0008154307,0.00011745804,0.0000093813915],"category_scores_gemma":[0.00013068468,0.00021218133,0.00006075362,0.00071200024,0.00009775948,0.00067320367,0.00023704853,0.00024007977,0.000009724465],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000014259394,0.00000527112,0.000031494714,0.00010623951,0.000048246926,0.0000048119305,0.00020316668,0.9952726,0.00023372273,0.00011756504,0.0029019562,0.0010735105],"study_design_scores_gemma":[0.00011564545,0.0000056885715,0.0005078311,0.00002277746,0.00004004858,0.000010408841,0.00013926107,0.9516961,0.000060152895,0.000030672567,0.04710956,0.00026186957],"about_ca_topic_score_codex":0.00014186573,"about_ca_topic_score_gemma":0.00003372953,"teacher_disagreement_score":0.6961234,"about_ca_system_score_codex":0.00031665558,"about_ca_system_score_gemma":0.00006410057,"threshold_uncertainty_score":0.86525035},"labels":[],"label_agreement":null},{"id":"W4386424770","doi":"10.1016/j.jgsce.2023.205108","title":"An improved dual-porosity dual-permeability modeling workflow for representing nonplanar hydraulic fractures","year":2023,"lang":"en","type":"article","venue":"Gas Science and Engineering","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"Natural Sciences and Engineering Research Council of Canada; China Scholarship Council","keywords":"Computer science; Fracture (geology); Permeability (electromagnetism); Workflow; Porosity; Point (geometry); Dual (grammatical number); Mechanics; Simulation; Biological system; Geology; Geometry; Physics; Geotechnical engineering; Mathematics; Chemistry","score_opus":0.011628268784028025,"score_gpt":0.24509048066217357,"score_spread":0.23346221187814553,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4386424770","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.954612,0.0001501022,0.043382738,0.0001698621,0.00033265204,0.0001930884,0.000007488451,0.0010191889,0.00013286003],"genre_scores_gemma":[0.9967734,0.00008426746,0.0027397757,0.00002999534,0.000251083,0.000044874043,0.000015220774,0.00004007001,0.000021314418],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9979707,0.000009579748,0.00030048264,0.00055419316,0.00037215542,0.00079291617],"domain_scores_gemma":[0.9989745,0.0000923071,0.000026318497,0.0005077867,0.00010535451,0.00029371993],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0013772991,0.0002474037,0.0002809381,0.00037931663,0.00043719646,0.00024962088,0.00025813832,0.00010820864,0.000006112503],"category_scores_gemma":[0.00035332123,0.0002313562,0.00008839888,0.0010616861,0.00008677555,0.0006431619,0.00008246311,0.00024811414,0.000006220258],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000032518205,0.000007773078,0.00020795153,0.000101788304,0.000018838287,0.0000059090694,0.0003943969,0.9367724,0.05952447,0.000003410855,0.00007419439,0.0028856015],"study_design_scores_gemma":[0.00014772764,0.00002046283,0.0017050572,0.00003632352,0.000022421546,0.000008406886,0.00011275496,0.9898293,0.007374642,0.00010974779,0.0003423841,0.0002907697],"about_ca_topic_score_codex":0.000099607016,"about_ca_topic_score_gemma":0.000022651828,"teacher_disagreement_score":0.053056885,"about_ca_system_score_codex":0.00008415907,"about_ca_system_score_gemma":0.000036414818,"threshold_uncertainty_score":0.9434432},"labels":[],"label_agreement":null},{"id":"W4386470907","doi":"10.2118/217443-pa","title":"A Hybrid Analytical and Data-Driven Approach for Improved Prediction of Recovery Performance in Tight Oil Reservoirs","year":2023,"lang":"en","type":"article","venue":"SPE Journal","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Petroleum engineering; Petrophysics; Oil production; Oil well; Fracture (geology); Permeability (electromagnetism); Hydraulic fracturing; Geology; Computer science; Geotechnical engineering; Porosity","score_opus":0.024221244369873277,"score_gpt":0.24597232057772705,"score_spread":0.22175107620785378,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4386470907","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.984898,0.0002258665,0.012778001,0.00023438531,0.00019213834,0.00006391202,0.00011653055,0.000068879,0.0014223434],"genre_scores_gemma":[0.9934381,0.0028260157,0.0028451683,0.000005519483,0.00026442215,0.00000525563,0.00012421038,0.000021798796,0.00046945823],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9991766,0.000019368277,0.00030817764,0.00014665817,0.00012959218,0.00021959931],"domain_scores_gemma":[0.9995566,0.000045673485,0.00004669599,0.00023867152,0.000032135,0.0000802028],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00058754714,0.00008962218,0.0002113167,0.0002916507,0.000054521908,0.000035398858,0.00020463324,0.0000524407,0.0000098615665],"category_scores_gemma":[0.000079382924,0.0000736425,0.000056903165,0.00024017996,0.00002725456,0.0002537497,0.00006209878,0.00027648045,0.0000020019725],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000057889174,0.000024548723,0.0018805034,0.00028837548,0.000179525,0.0000067980613,0.000082804145,0.9803399,0.00042853664,0.00000131598,0.004536481,0.012173338],"study_design_scores_gemma":[0.0004305812,0.000050814586,0.0061358935,0.000048547463,0.00004514387,0.00003448714,0.000042881973,0.9908708,0.00020564585,0.00003469652,0.0020320422,0.00006846975],"about_ca_topic_score_codex":0.000008710349,"about_ca_topic_score_gemma":0.0000072201087,"teacher_disagreement_score":0.012104869,"about_ca_system_score_codex":0.000043070944,"about_ca_system_score_gemma":0.00002521374,"threshold_uncertainty_score":0.3003054},"labels":[],"label_agreement":null},{"id":"W4386475310","doi":"10.1016/j.jgsce.2023.205112","title":"Modeling two-phase flow behaviour in a shale gas reservoir with complex fracture networks and flow dynamics","year":2023,"lang":"en","type":"article","venue":"Gas Science and Engineering","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":7,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Regina","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Slippage; Mechanics; Relative permeability; Permeability (electromagnetism); Reservoir simulation; Tight gas; Fluid dynamics; Darcy's law; Petroleum engineering; Fracture (geology); Oil shale; Geotechnical engineering; Materials science; Porous medium; Geology; Hydraulic fracturing; Porosity; Chemistry; Physics; Composite material","score_opus":0.0106554701881456,"score_gpt":0.23575879225363658,"score_spread":0.22510332206549097,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4386475310","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.87149405,0.00020915653,0.12755844,0.0001710976,0.00007849644,0.0000896105,0.000005337996,0.00030242687,0.00009139571],"genre_scores_gemma":[0.9971434,0.0002058575,0.0024759008,0.000021956628,0.000069286965,0.000013020562,0.000022571174,0.000034435565,0.000013605722],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99851686,0.000006951152,0.00019871983,0.00034355675,0.0003266193,0.00060730526],"domain_scores_gemma":[0.9994796,0.00003212702,0.000012375036,0.0002134064,0.00004696292,0.00021551245],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004956991,0.00021927815,0.0002468567,0.000465292,0.00015792962,0.00016363728,0.00019722621,0.00007487061,0.000007692025],"category_scores_gemma":[0.000037056132,0.00018969044,0.000027492826,0.0013606977,0.00008193016,0.00034313952,0.00008729578,0.00036108354,0.0000025515394],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000048959637,0.000007643094,0.0007088778,0.000042321994,0.000010546813,0.000053098407,0.00028926157,0.99659514,0.00023820139,0.0000018543676,0.00003717667,0.0020109788],"study_design_scores_gemma":[0.00048251753,0.00002554387,0.0013786504,0.00010320853,0.000016137303,0.000025961615,0.0001766774,0.99746174,0.000036187495,0.000009510377,0.000036142203,0.00024773524],"about_ca_topic_score_codex":0.0001809998,"about_ca_topic_score_gemma":0.00043563984,"teacher_disagreement_score":0.12564932,"about_ca_system_score_codex":0.00009878754,"about_ca_system_score_gemma":0.000022889593,"threshold_uncertainty_score":0.7735352},"labels":[],"label_agreement":null},{"id":"W4386481795","doi":"10.5194/sand-2-175-2023","title":"Hydration and response of an experimental Sandwich shaft-sealing system at the Mont Terri rock laboratory","year":2023,"lang":"en","type":"article","venue":"Safety of Nuclear Waste Disposal","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Nuclear Waste Management Organization","funders":"Bundesministerium für Wirtschaft und Energie","keywords":"Bentonite; Geology; Inflow; Seal (emblem); Shaft mining; Geotechnical engineering; Mining engineering","score_opus":0.005251797745631076,"score_gpt":0.21575666374215885,"score_spread":0.21050486599652776,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4386481795","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9989624,0.0003081263,0.00003492602,0.000112353446,0.00009042967,0.000094794355,0.000055544522,0.00014636821,0.00019504776],"genre_scores_gemma":[0.99974954,0.000026400776,0.00003860753,0.000009039,0.000050713697,0.0000032536716,0.000021316671,0.000037291906,0.00006386445],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9990499,0.00012740638,0.00028523896,0.00014958628,0.00022506388,0.00016282531],"domain_scores_gemma":[0.99949145,0.000068196074,0.000059284102,0.00028417626,0.000027083714,0.00006982381],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004307066,0.00012066826,0.00020992623,0.00009884536,0.00013266921,0.000015292808,0.00013701349,0.0000717128,0.000025615645],"category_scores_gemma":[0.000018943687,0.00009285471,0.00006861791,0.00022711098,0.000043470613,0.00010566183,0.00007940705,0.000090031346,0.000019770834],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0010023778,0.00003246452,0.00016633164,0.0002596968,0.00014605711,0.000011686482,0.00654359,0.6350108,0.35601953,0.000026641019,0.000500737,0.0002800965],"study_design_scores_gemma":[0.00064165023,0.00013899234,0.013051259,0.00017072252,0.000059685466,0.000006233291,0.018219147,0.89276665,0.073700115,0.000001774952,0.0010353226,0.00020846969],"about_ca_topic_score_codex":0.000049096467,"about_ca_topic_score_gemma":0.000027533031,"teacher_disagreement_score":0.28231943,"about_ca_system_score_codex":0.00007553943,"about_ca_system_score_gemma":0.000012280619,"threshold_uncertainty_score":0.37865052},"labels":[],"label_agreement":null},{"id":"W4386523761","doi":"10.56952/arma-2023-0943","title":"Modeling of Proppant Transport and Placement in Hydraulic Fractures","year":2023,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"ConocoPhillips (Canada)","funders":"","keywords":"Geology; Hydraulic fracturing; Fracture (geology); Petroleum engineering; Settling; Bed; Geotechnical engineering; Flow (mathematics); Fluid dynamics; Mechanics; Engineering","score_opus":0.010984295214094372,"score_gpt":0.2297988115085508,"score_spread":0.21881451629445642,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4386523761","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9870654,0.00019544228,0.0081635155,0.000110399786,0.000026831724,0.00006964786,0.0000014114638,0.00017052154,0.004196831],"genre_scores_gemma":[0.99935293,0.00027536353,0.00013376396,0.000013998669,0.000012842912,0.00000859368,0.000006756508,0.000012627526,0.00018309914],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9994267,0.0000058909004,0.00019505645,0.00010144022,0.00011727714,0.00015360003],"domain_scores_gemma":[0.9998298,0.000013814716,0.000006760576,0.000103720056,0.000007102585,0.000038791837],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00012697956,0.000081400256,0.000158849,0.00019424263,0.000013247599,0.000004026119,0.000053626693,0.000046586672,0.00004600162],"category_scores_gemma":[0.000004897852,0.00006283346,0.00003492538,0.00022996172,0.000010329657,0.00003987914,0.000009402604,0.00008965345,0.0000059010413],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000003216983,0.000006904306,0.00088280824,0.000090130496,0.000027756047,0.000007927719,0.00047566084,0.9975849,0.00043433267,0.0000032899397,0.00006389191,0.00041922752],"study_design_scores_gemma":[0.00015966325,0.000007924162,0.0030704536,0.000029987916,0.00001065379,6.244141e-7,0.00019127854,0.99377805,0.0024072707,0.00004547744,0.00021877044,0.000079844816],"about_ca_topic_score_codex":0.0003271465,"about_ca_topic_score_gemma":0.0002560847,"teacher_disagreement_score":0.012287555,"about_ca_system_score_codex":0.000011527912,"about_ca_system_score_gemma":0.0000056655126,"threshold_uncertainty_score":0.25622743},"labels":[],"label_agreement":null},{"id":"W4386524145","doi":"10.56952/arma-2023-0711","title":"Arrest Mechanisms of Buoyant Hydraulic Fractures","year":2023,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Dalhousie University","funders":"","keywords":"Buoyancy; Hydraulic fracturing; Fracture (geology); Stress (linguistics); Geology; Leak; Materials science; Geotechnical engineering; Environmental science; Mechanics; Physics","score_opus":0.007744997359007671,"score_gpt":0.2255005982215195,"score_spread":0.21775560086251183,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4386524145","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.5867292,0.0005018086,0.2668615,0.0014899557,0.0016818953,0.00027907375,0.000024122695,0.0050565014,0.13737594],"genre_scores_gemma":[0.99827135,0.00009886645,0.00040872046,0.00005614274,0.000059687023,0.0000068427116,0.000013700107,0.00002605572,0.0010586611],"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9992662,0.00001086898,0.00018913423,0.00011689978,0.00019354615,0.00022331937],"domain_scores_gemma":[0.9995767,0.000053755888,0.000018659077,0.00026183203,0.000017302735,0.00007175107],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00011439742,0.00011516861,0.00020051184,0.0001940459,0.000032740296,0.000012909668,0.00016489894,0.00007759617,0.00040079036],"category_scores_gemma":[0.000023719083,0.00008814977,0.00011009959,0.00044498124,0.000017891542,0.000045136403,0.000030638315,0.00011266191,0.00034567068],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000025237482,0.000010559019,0.000029780214,0.00007103587,0.00013071635,0.000016593463,0.00012450427,0.9751879,0.011595961,0.00027273915,0.011229196,0.0013285116],"study_design_scores_gemma":[0.00028423307,0.000044583245,0.004273382,0.00004831457,0.00006728563,0.0000030505187,0.00026383955,0.47648185,0.48993635,0.0067817844,0.02142352,0.00039179798],"about_ca_topic_score_codex":0.00011009453,"about_ca_topic_score_gemma":0.000041498093,"teacher_disagreement_score":0.498706,"about_ca_system_score_codex":0.000012115442,"about_ca_system_score_gemma":0.000006420576,"threshold_uncertainty_score":0.44430125},"labels":[],"label_agreement":null},{"id":"W4386614977","doi":"10.2118/215667-ms","title":"Sand Control Through Frac Pack: Learnings from Over 400 Wells in the Penglai Oilfield, Bohai Bay, China","year":2023,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"ConocoPhillips (Canada)","funders":"","keywords":"Perforation; Completion (oil and gas wells); Petroleum engineering; Geology; Engineering; Mechanical engineering","score_opus":0.005834610278610259,"score_gpt":0.21627078591695956,"score_spread":0.2104361756383493,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4386614977","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.92735296,0.00054464705,0.0063735116,0.0038324425,0.0002776923,0.00016637793,0.000015248671,0.0005571741,0.06087997],"genre_scores_gemma":[0.9964546,0.0003675225,0.000067411005,0.00076897524,0.00024091614,0.000019040921,0.000027942348,0.000032285057,0.0020213276],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9987682,0.000084231775,0.0002536226,0.00023215648,0.00028342725,0.00037835503],"domain_scores_gemma":[0.9991271,0.0003809489,0.000026943411,0.00040336064,0.000010130958,0.000051511186],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00030113457,0.00019682008,0.0002901986,0.00008695713,0.000113408896,0.00009810695,0.00032635557,0.0001547249,0.0022090166],"category_scores_gemma":[0.000072502706,0.00012692358,0.00015622933,0.00046274028,0.00003275507,0.0001590846,0.000037535665,0.0005573121,0.0005721493],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000021677206,0.000050692517,0.014111487,0.000046813875,0.00036080572,0.00012438824,0.008457874,0.84991,0.0005366681,0.000067084715,0.12322132,0.0030911625],"study_design_scores_gemma":[0.002644298,0.000052446416,0.2837195,0.00008275931,0.00014901473,0.000003959372,0.0022052138,0.4549313,0.0015978564,0.0020296976,0.2518717,0.000712242],"about_ca_topic_score_codex":0.0043450557,"about_ca_topic_score_gemma":0.0004997115,"teacher_disagreement_score":0.39497873,"about_ca_system_score_codex":0.00002333896,"about_ca_system_score_gemma":0.00000925423,"threshold_uncertainty_score":0.9987031},"labels":[],"label_agreement":null},{"id":"W4386615342","doi":"10.2118/215642-ms","title":"Successful Design and Execution of First Multi-Stage-Fractured Horizontal Pilot Well in Low Permeability Reservoir in Oman","year":2023,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Shell (Canada)","funders":"","keywords":"Hydraulic fracturing; Geology; Petroleum engineering; Borehole; Offset (computer science); Permeability (electromagnetism); Completion (oil and gas wells); Perforation; Fracture (geology); Geotechnical engineering; Engineering; Mechanical engineering; Computer science","score_opus":0.02592675940292576,"score_gpt":0.2568704123151152,"score_spread":0.23094365291218943,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4386615342","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9904455,0.00013826524,0.008226271,0.00014495161,0.00006356788,0.00025633455,0.0000053444714,0.00019955228,0.0005202157],"genre_scores_gemma":[0.99866706,0.00018884812,0.00077266566,0.0000050626763,0.000018515493,0.000027026246,0.000017593778,0.000024807761,0.0002784388],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9987184,0.00009338775,0.00039282898,0.0002849546,0.00018577457,0.00032470239],"domain_scores_gemma":[0.9993629,0.00019438005,0.000032606597,0.00030471376,0.000024333924,0.00008105113],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006284963,0.00018084895,0.00032034624,0.00041895197,0.000041053627,0.00002366877,0.00017236124,0.00012102464,0.00012424309],"category_scores_gemma":[0.00010817443,0.00015936309,0.00005661352,0.00072838995,0.00005924464,0.00017309171,0.00006393423,0.00025506722,0.000018183819],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00006717112,0.0001103518,0.045906372,0.0003441697,0.00002351754,0.00003252271,0.00069954415,0.9513202,0.0011232337,0.0000012709887,0.00017060003,0.00020107659],"study_design_scores_gemma":[0.000815175,0.00006631633,0.19928889,0.000074205236,0.000007402217,7.3744394e-7,0.00038031922,0.7895427,0.009408529,0.000022546128,0.00021978705,0.0001734125],"about_ca_topic_score_codex":0.003322649,"about_ca_topic_score_gemma":0.016891453,"teacher_disagreement_score":0.1617775,"about_ca_system_score_codex":0.00011281952,"about_ca_system_score_gemma":0.000013394918,"threshold_uncertainty_score":0.9425827},"labels":[],"label_agreement":null},{"id":"W4386698740","doi":"10.3389/frai.2023.1243584","title":"XGSleeve: detecting sleeve incidents in well completion by using XGBoost classifier","year":2023,"lang":"en","type":"article","venue":"Frontiers in Artificial Intelligence","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"Alberta Innovates; Alberta Machine Intelligence Institute","keywords":"Process safety; Computer science; Artificial intelligence; Process (computing); Cluster analysis; Engineering; Operations management; Work in process","score_opus":0.03333878661380466,"score_gpt":0.2732833807004512,"score_spread":0.23994459408664656,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4386698740","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.6321716,0.00025584156,0.36517194,0.00005434117,0.0013816473,0.00014572253,0.0000063912153,0.00022211477,0.00059041195],"genre_scores_gemma":[0.99805176,0.00013873576,0.0014999227,0.000026210213,0.00009625932,0.0000150305605,0.00002139211,0.000041314073,0.000109402354],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99815124,0.00008049833,0.0006045338,0.00033082886,0.00028538893,0.000547489],"domain_scores_gemma":[0.99951917,0.00007026899,0.000054385233,0.00024174612,0.000027966478,0.00008644789],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005399692,0.00020967824,0.00032281608,0.00069104554,0.0000997735,0.0000700198,0.00028857187,0.0001720271,0.000057339385],"category_scores_gemma":[0.00011974173,0.00023313102,0.00008257975,0.0016257999,0.00007209173,0.00018106593,0.00006369458,0.00045920597,0.00019334166],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000015672496,0.000027401602,0.008170529,0.00004000368,0.000028705992,0.000042255186,0.0010905702,0.94567627,0.0044406923,0.0000056889517,0.0021413425,0.038320873],"study_design_scores_gemma":[0.00003689086,0.000009388968,0.00062891934,0.000092235285,0.000010430504,0.0000016463049,0.001551486,0.9691644,0.02571013,0.00112232,0.0014021161,0.00027004268],"about_ca_topic_score_codex":0.0006553868,"about_ca_topic_score_gemma":0.0006570582,"teacher_disagreement_score":0.36588013,"about_ca_system_score_codex":0.0003928183,"about_ca_system_score_gemma":0.000015926184,"threshold_uncertainty_score":0.95068073},"labels":[],"label_agreement":null},{"id":"W4386953370","doi":"10.1115/omae2023-101472","title":"Buoyant Miscible Jets in a Viscoplastic Medium With Applications in Plug and Abandonment of Oil and Gas Wells","year":2023,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Université Laval","funders":"","keywords":"Laminar flow; Spark plug; Mechanics; Penetration (warfare); Nozzle; Jet (fluid); Materials science; Plug flow; Fluid dynamics; Viscoplasticity; Thermodynamics; Physics; Engineering","score_opus":0.004541834204158144,"score_gpt":0.19766426936142742,"score_spread":0.19312243515726926,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4386953370","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9963098,0.0002204509,0.0011132584,0.00038325135,0.000007713416,0.000045833298,0.0000022429545,0.000047553396,0.0018699054],"genre_scores_gemma":[0.9983776,0.0009088852,0.00017236441,0.0000045461156,0.0000087676935,0.000035881418,0.000004257012,0.000009100419,0.00047855012],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99952453,0.0000067167816,0.00013284807,0.000114411305,0.00009115853,0.00013035606],"domain_scores_gemma":[0.9997659,0.00007484716,0.000011003158,0.00009618697,0.0000048192946,0.000047241796],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000088983106,0.000072945906,0.0001467175,0.0002519291,0.0000130487315,0.00000899084,0.000038364604,0.00002953755,0.000013764461],"category_scores_gemma":[0.0000070543156,0.000052084313,0.0000096561935,0.00042067198,0.000030517194,0.000027502487,0.000022546488,0.00006538528,0.0000040621603],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000010333554,0.00003846493,0.01885674,0.0003692318,0.00005077819,0.000018249708,0.0010890655,0.97607005,0.0015576478,0.00001993408,0.000119442746,0.001800041],"study_design_scores_gemma":[0.003676227,0.00011518501,0.21317218,0.0005758907,0.0000928344,0.000020154752,0.0015635695,0.74226063,0.031003764,0.0003178504,0.0065584774,0.0006432056],"about_ca_topic_score_codex":0.00049459306,"about_ca_topic_score_gemma":0.0015463392,"teacher_disagreement_score":0.23380941,"about_ca_system_score_codex":0.000017593362,"about_ca_system_score_gemma":0.000010901994,"threshold_uncertainty_score":0.21239367},"labels":[],"label_agreement":null},{"id":"W4387235319","doi":"10.2118/215999-ms","title":"Preexistent Sleeve Nozzle Design for Targeted Planar Propagation as a Counter to Stress Shadowing in Hydraulic Fracturing","year":2023,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Hydraulic fracturing; Spark plug; Perforation; Petroleum engineering; Oil shale; Geology; Directional drilling; Casing; Fracture (geology); Drilling; Mining engineering; Geotechnical engineering; Engineering; Mechanical engineering","score_opus":0.01789055378159783,"score_gpt":0.2463672261375381,"score_spread":0.22847667235594027,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4387235319","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7027044,0.00012776373,0.29069242,0.0009801008,0.0003115359,0.0013733689,0.000025467863,0.001253456,0.0025314598],"genre_scores_gemma":[0.9968082,0.000012061948,0.001299142,0.00014523722,0.000106209496,0.0003169476,0.00007615489,0.000057863002,0.0011782404],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99860877,0.000031112522,0.0003264283,0.00030520544,0.00025155608,0.00047693562],"domain_scores_gemma":[0.9994143,0.00014589165,0.000025919857,0.00024732706,0.0000366472,0.00012990298],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003305993,0.00021019047,0.00025672236,0.00044130604,0.00007816223,0.00007511302,0.0002010846,0.00011126041,0.000058841222],"category_scores_gemma":[0.000087708155,0.00018508038,0.00010257566,0.00054077647,0.000008402893,0.00016747124,0.000029887544,0.00015844172,0.00022409963],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00002877888,0.000018453,0.00023832572,0.00013339962,0.000080245976,0.000021646087,0.0009455415,0.9914684,0.0040108743,0.0000068737086,0.002336249,0.00071119703],"study_design_scores_gemma":[0.00050995755,0.000083046485,0.0027108602,0.00017484641,0.0000315684,0.0000023227917,0.00036267552,0.8623422,0.1305776,0.000097967364,0.002726488,0.0003805111],"about_ca_topic_score_codex":0.0003153531,"about_ca_topic_score_gemma":0.00032409735,"teacher_disagreement_score":0.2941037,"about_ca_system_score_codex":0.00015285694,"about_ca_system_score_gemma":0.000019940919,"threshold_uncertainty_score":0.7547359},"labels":[],"label_agreement":null},{"id":"W4387235481","doi":"10.2118/216067-ms","title":"Selection of Acid Types to Achieve Uniform Stimulation in Long Laterals of Horizontal Wells","year":2023,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Directional drilling; Drilling; Petroleum engineering; Permeability (electromagnetism); Chemistry; Wellbore; Geology; Materials science; Metallurgy; Biochemistry","score_opus":0.006984039854035917,"score_gpt":0.23177107736565739,"score_spread":0.22478703751162146,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4387235481","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.993903,0.000009011911,0.0035834918,0.000048511054,0.000046636887,0.00005881796,0.0000018784004,0.00008995409,0.002258744],"genre_scores_gemma":[0.99934775,0.000016959491,0.0002343502,0.0000032120581,0.00001773245,0.0000020541845,0.0000111921745,0.000008754039,0.00035799216],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99956584,0.000008417992,0.00017307515,0.000063521926,0.000089948175,0.00009917278],"domain_scores_gemma":[0.9998575,0.000015831163,0.000015149569,0.0000672816,0.000019976751,0.000024265202],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00010414897,0.000054451055,0.00012681373,0.00026909323,0.000008202864,0.000003999279,0.00004546845,0.00004564165,0.000084722255],"category_scores_gemma":[0.000010492359,0.000046963538,0.00003526284,0.00061203336,0.0000043226173,0.00005959977,0.000012669397,0.000049752598,0.000037787984],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000010126418,0.000007696934,0.006948742,0.000051563442,0.000029844834,8.497364e-7,0.00019244765,0.9603092,0.030816158,0.0000059615104,0.0001197652,0.0015076151],"study_design_scores_gemma":[0.00016989165,0.00008999274,0.10045214,0.00004439176,0.000014680937,5.086002e-7,0.000049942963,0.5079504,0.39096227,0.000054568583,0.00011352308,0.00009765168],"about_ca_topic_score_codex":0.0003168767,"about_ca_topic_score_gemma":0.0005640656,"teacher_disagreement_score":0.45235878,"about_ca_system_score_codex":0.0000277289,"about_ca_system_score_gemma":0.0000044436483,"threshold_uncertainty_score":0.19151175},"labels":[],"label_agreement":null},{"id":"W4387343452","doi":"10.1063/5.0165623","title":"Effect of control domains of fractures and caves on reactive transport in porous media","year":2023,"lang":"en","type":"article","venue":"Physics of Fluids","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":12,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"Innovative Research Group Project of the National Natural Science Foundation of China","keywords":"Isobaric process; Porous medium; Cave; Fluid dynamics; Flow (mathematics); Mechanics; Physics; Geology; Porosity; Geotechnical engineering; Thermodynamics; Archaeology; Geography","score_opus":0.004151351861343621,"score_gpt":0.22826812640298993,"score_spread":0.2241167745416463,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4387343452","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9987087,0.00015672125,0.00040817857,0.000017152726,0.000035785404,0.00007749887,0.000038411174,0.00003124821,0.0005263035],"genre_scores_gemma":[0.99980783,0.00010226877,0.000013321845,0.0000031398197,0.000035453806,0.000005684723,0.000013484751,0.000015205199,0.000003626425],"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99938995,0.000030672218,0.00019990398,0.00009305829,0.00017128428,0.00011515371],"domain_scores_gemma":[0.99931324,0.000453348,0.000035336387,0.00015000123,0.000018501689,0.000029557683],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00018280097,0.000107657346,0.00041063235,0.000111855574,0.000007810028,0.0000011867506,0.00007292424,0.000054410917,0.0000029610173],"category_scores_gemma":[0.00003440601,0.00008565478,0.00008690741,0.00022558191,0.000058094698,0.000039807674,0.0000052818223,0.000109676126,9.695254e-7],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00029052497,0.00010782376,0.016035045,0.0010879653,0.00062139874,0.000026832475,0.0057153115,0.73783356,0.22518907,0.000115552204,0.00008403354,0.012892882],"study_design_scores_gemma":[0.0016155967,0.00031075114,0.1137603,0.00019869894,0.00016115124,4.175616e-7,0.00008437269,0.017899036,0.8651359,0.0006427538,0.000025928239,0.00016507698],"about_ca_topic_score_codex":0.0002096268,"about_ca_topic_score_gemma":0.000021719854,"teacher_disagreement_score":0.7199345,"about_ca_system_score_codex":0.000010490694,"about_ca_system_score_gemma":0.000006371599,"threshold_uncertainty_score":0.34929004},"labels":[],"label_agreement":null},{"id":"W4387359132","doi":"10.2118/215220-ms","title":"Machine Learning Sweet Spot Identification and Performance Validation Utilising Reservoir and Completion Data from Unconventional Reservoir in British Columbia, Canada","year":2023,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Data quality; Completion (oil and gas wells); Reservoir simulation; Quality (philosophy); Reservoir modeling; Petroleum engineering; Reservoir engineering; Predictive modelling; Volume (thermodynamics); Data mining; Computer science; Machine learning; Artificial intelligence; Geology; Engineering","score_opus":0.025210086938560382,"score_gpt":0.23238069682934467,"score_spread":0.20717060989078429,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4387359132","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9982782,0.00035031166,0.0004299139,0.00021136603,0.00011456241,0.00009508334,0.00013450341,0.0001563665,0.00022966329],"genre_scores_gemma":[0.9936262,0.00081327383,0.00011048775,0.000010565171,0.000052756914,0.0000073402316,0.0039404156,0.000021077596,0.0014179156],"study_design_codex":"observational","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99872965,0.00007307447,0.00033450313,0.0003473149,0.00030425185,0.00021122377],"domain_scores_gemma":[0.9994223,0.00012362126,0.000046618887,0.0002957452,0.00003897865,0.000072722025],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000591438,0.00009061139,0.00017819155,0.00009963777,0.0002218955,0.00035170274,0.00018903137,0.00006402293,0.00015276375],"category_scores_gemma":[0.00012226462,0.00013792656,0.000013939586,0.0004099016,0.000032108816,0.00044241836,0.00016678475,0.00023885202,0.0000073196893],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000007653721,0.000012675088,0.6224986,0.00020970081,0.00006960085,0.000025199355,0.000099187186,0.36560002,0.000579467,0.0000010004994,0.006575692,0.0043212334],"study_design_scores_gemma":[0.00016916847,0.0000037588022,0.44487548,0.000060515675,0.000010531387,0.0000031950435,0.00010500252,0.5525412,0.00006659527,0.000035616427,0.002035188,0.00009378128],"about_ca_topic_score_codex":0.89361626,"about_ca_topic_score_gemma":0.9833251,"teacher_disagreement_score":0.18694118,"about_ca_system_score_codex":0.000097429096,"about_ca_system_score_gemma":0.00004084362,"threshold_uncertainty_score":0.5624482},"labels":[],"label_agreement":null},{"id":"W4387446736","doi":"10.2118/214804-ms","title":"Application of Inflow Tracers to Complement Production Logs in a Carbonate Field","year":2023,"lang":"en","type":"article","venue":"SPE Annual Technical Conference and Exhibition","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"ConocoPhillips (Canada)","funders":"","keywords":"Inflow; TRACER; Offset (computer science); Petroleum engineering; Carbonate; Coiled tubing; Geology; Flow (mathematics); Environmental science; Remote sensing; Computer science; Materials science; Mechanics","score_opus":0.01410914926836632,"score_gpt":0.26052868093126513,"score_spread":0.24641953166289882,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4387446736","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.97958314,0.000030231786,0.014852299,0.0033881285,0.00005157094,0.00031231617,0.000015364292,0.0002740567,0.0014928635],"genre_scores_gemma":[0.9995673,0.00010995781,0.00015101647,0.00003169766,0.000029679097,0.000047238653,0.000029917526,0.0000059355434,0.000027314498],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9994125,0.000011378825,0.00018963248,0.00014880423,0.000108392735,0.00012932236],"domain_scores_gemma":[0.9997627,0.000020693025,0.000017038064,0.00011852851,0.00003867388,0.000042365264],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00015642913,0.00007056411,0.0001279384,0.00017666495,0.000019203419,0.0000082122915,0.00005255844,0.00006610608,0.000011926131],"category_scores_gemma":[0.000035377376,0.000067241606,0.000025002397,0.00039235054,0.00001931672,0.000069167174,0.000025173,0.00011148902,0.00001306212],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00012965895,0.000156771,0.0049428907,0.0006862439,0.000069688846,0.000018556357,0.0032394433,0.5615802,0.2700235,0.0015578658,0.013380068,0.14421515],"study_design_scores_gemma":[0.0015991953,0.0011169469,0.19300221,0.00095293275,0.00012778498,0.000022229826,0.003767123,0.38609725,0.37288094,0.015645452,0.02325515,0.0015327805],"about_ca_topic_score_codex":0.00018062016,"about_ca_topic_score_gemma":0.00045094462,"teacher_disagreement_score":0.18805932,"about_ca_system_score_codex":0.000023856399,"about_ca_system_score_gemma":0.0000064822125,"threshold_uncertainty_score":0.2742033},"labels":[],"label_agreement":null},{"id":"W4387446794","doi":"10.2118/215034-ms","title":"A Two-Phase Type-Curve Method with Fracture Damage Effects for Hydraulically Fractured Reservoirs","year":2023,"lang":"en","type":"article","venue":"SPE Annual Technical Conference and Exhibition","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Fracture (geology); Hydraulic fracturing; Geology; Oil shale; Dimensionless quantity; Mechanics; Petroleum engineering; Geotechnical engineering","score_opus":0.014245030403854502,"score_gpt":0.3025172900538342,"score_spread":0.2882722596499797,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4387446794","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.2735753,0.0003272442,0.7115416,0.004646025,0.00019063095,0.0013621527,0.00019088652,0.0028360914,0.005330049],"genre_scores_gemma":[0.9925659,0.00013977686,0.006178579,0.00029151601,0.00017069213,0.0000977311,0.0003285981,0.000048879385,0.00017836664],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99855804,0.00006636432,0.00025863035,0.00041169836,0.00026562563,0.00043966318],"domain_scores_gemma":[0.9988702,0.0003592564,0.0000488582,0.0003411644,0.00017638129,0.00020411638],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003838419,0.0002820722,0.00040016713,0.00020012817,0.00015207741,0.00009785989,0.00018246069,0.0002744966,0.00005235856],"category_scores_gemma":[0.0001951327,0.00021250553,0.000104690625,0.00057887536,0.000084794316,0.00025607177,0.00005554571,0.00045913865,0.000038559305],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.003392522,0.0009424084,0.0004546375,0.003874672,0.0014915346,0.0009285917,0.0047582025,0.48681447,0.18142755,0.0034771187,0.22166993,0.09076838],"study_design_scores_gemma":[0.015979609,0.006193871,0.012829287,0.0016715628,0.0011567638,0.000118753,0.0016030243,0.6084388,0.14362578,0.036448225,0.1680992,0.0038351384],"about_ca_topic_score_codex":0.000050229726,"about_ca_topic_score_gemma":0.00013789782,"teacher_disagreement_score":0.71899056,"about_ca_system_score_codex":0.000032698557,"about_ca_system_score_gemma":0.000033412984,"threshold_uncertainty_score":0.8665724},"labels":[],"label_agreement":null},{"id":"W4387446921","doi":"10.2118/215017-ms","title":"Best Practices in DFIT Interpretation - Comparative Analysis of 80 DFITs in the Canadian Montney Shale Play","year":2023,"lang":"en","type":"article","venue":"SPE Annual Technical Conference and Exhibition","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Alberta Energy","funders":"","keywords":"Petroleum engineering; Closure (psychology); Oil shale; Geology; Permeability (electromagnetism); Tangent; Pressure gradient; Engineering; Geotechnical engineering; Mathematics; Chemistry","score_opus":0.051570970002679815,"score_gpt":0.3221147857917745,"score_spread":0.2705438157890947,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4387446921","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9875311,0.00008782168,0.00027605097,0.00067251525,0.000016762695,0.00012796241,0.000056016546,0.0000467619,0.011184969],"genre_scores_gemma":[0.99958265,0.00016479821,0.000025116344,0.000032205728,0.000011290982,0.000022305476,0.00012700444,0.0000036357649,0.00003097669],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99919975,0.00006544343,0.00024934072,0.00015454405,0.00015536153,0.00017558126],"domain_scores_gemma":[0.99956167,0.00013937808,0.00006178533,0.00013295504,0.00005165027,0.000052580777],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00038027993,0.00009323476,0.0002411417,0.0006826702,0.00004327782,0.0000449135,0.00012280118,0.00010787428,0.00003182994],"category_scores_gemma":[0.000091116744,0.00007278952,0.00005209501,0.0014814889,0.000058055022,0.00022804247,0.00001672438,0.00024778635,0.00001419975],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0001249483,0.00026078007,0.047132675,0.00025595925,0.0007822508,0.00018330135,0.053466305,0.8752191,0.004080447,0.0026757554,0.0037857885,0.012032695],"study_design_scores_gemma":[0.00031522132,0.00014228538,0.37503356,0.0002363855,0.0003305702,0.0000038288554,0.010974396,0.6100785,0.00085238175,0.0010295172,0.00069387053,0.0003094606],"about_ca_topic_score_codex":0.061074466,"about_ca_topic_score_gemma":0.7117279,"teacher_disagreement_score":0.6506535,"about_ca_system_score_codex":0.000052369018,"about_ca_system_score_gemma":0.000032585187,"threshold_uncertainty_score":0.9451779},"labels":[],"label_agreement":null},{"id":"W4387446937","doi":"10.2118/214837-ms","title":"Reducing Emissions for Extended-Reach Well Stimulation - Preexistent Sleeve Nozzle Design for Targeted Planar Propagation as a Counter to Stress Shadowing in Hydraulic Fracturing","year":2023,"lang":"en","type":"article","venue":"SPE Annual Technical Conference and Exhibition","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Hydraulic fracturing; Spark plug; Perforation; Petroleum engineering; Oil shale; Geology; Directional drilling; Fracture (geology); Casing; Drilling; Mining engineering; Environmental science; Geotechnical engineering; Engineering; Mechanical engineering","score_opus":0.02533590422121286,"score_gpt":0.28103590124991074,"score_spread":0.2556999970286979,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4387446937","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.4384007,0.00007361523,0.5575861,0.0010037499,0.0000999923,0.0016631689,0.00012253245,0.0006031306,0.0004470665],"genre_scores_gemma":[0.9968887,0.000037122416,0.0019521196,0.00005407147,0.00010620382,0.00036961972,0.00041247826,0.00003367679,0.00014602585],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9986648,0.00003168992,0.000364068,0.00037795177,0.00019316266,0.00036834882],"domain_scores_gemma":[0.9993648,0.00017579799,0.000046460842,0.00017320672,0.000107130516,0.00013260926],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00038979083,0.00019673802,0.00025311476,0.00030741215,0.0001509203,0.000078900695,0.00010685348,0.00018881634,0.000018734829],"category_scores_gemma":[0.00017944281,0.00018326587,0.00008034476,0.00031616728,0.000021643988,0.00028371208,0.000030439567,0.00019037984,0.00001555543],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00020787433,0.00007470253,0.00010422025,0.00035588111,0.00004279732,0.000009733112,0.0013263521,0.9222323,0.06621029,0.00012573917,0.0031570494,0.006153065],"study_design_scores_gemma":[0.000990508,0.00047433717,0.005030578,0.0010066478,0.00008090679,0.0000063742436,0.00089797506,0.8820921,0.10458698,0.0030973642,0.0011732802,0.00056295336],"about_ca_topic_score_codex":0.00010528681,"about_ca_topic_score_gemma":0.0000757686,"teacher_disagreement_score":0.558488,"about_ca_system_score_codex":0.00010248132,"about_ca_system_score_gemma":0.00003126611,"threshold_uncertainty_score":0.74733657},"labels":[],"label_agreement":null},{"id":"W4387447321","doi":"10.2118/215023-ms","title":"Best Practices of Flowback and Deliverability Analysis in the Canadian Unconventional Montney for Enhanced Treatment Stage Design and Reservoir Characterization","year":2023,"lang":"en","type":"article","venue":"SPE Annual Technical Conference and Exhibition","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Alberta Energy","funders":"","keywords":"Petroleum engineering; Hydraulic fracturing; Permeability (electromagnetism); Engineering; Geology","score_opus":0.05468699943405805,"score_gpt":0.30551468588977015,"score_spread":0.2508276864557121,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4387447321","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9826877,0.00005096587,0.015898839,0.00073070865,0.0000096965805,0.00030702047,0.00015622334,0.000031553478,0.00012727983],"genre_scores_gemma":[0.99836874,0.0009008365,0.0002995848,0.000013196615,0.00001539141,0.00006198062,0.0002728027,0.0000048967527,0.00006259146],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99930805,0.00006760375,0.00019412009,0.00018359262,0.00010284428,0.00014376277],"domain_scores_gemma":[0.999519,0.00016546881,0.000057312103,0.00011520301,0.00007840722,0.000064592045],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00044594295,0.00009514142,0.0001846329,0.00021106999,0.00009728566,0.00005191246,0.000050328243,0.00009363248,0.000014544187],"category_scores_gemma":[0.00008953587,0.00007111566,0.000042514992,0.00039149943,0.0000676327,0.00018695793,0.000012392417,0.00007631934,9.980201e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0013807183,0.0012209521,0.06775821,0.0030561066,0.0034309088,0.0001049306,0.02463204,0.45807603,0.30583242,0.0052172723,0.00092434394,0.12836608],"study_design_scores_gemma":[0.0018268876,0.0011971252,0.39020717,0.00021308016,0.0010974725,0.0000062025033,0.0037955018,0.57161796,0.022799077,0.0039596274,0.0025848397,0.0006950167],"about_ca_topic_score_codex":0.01196219,"about_ca_topic_score_gemma":0.11733307,"teacher_disagreement_score":0.32244897,"about_ca_system_score_codex":0.000045721095,"about_ca_system_score_gemma":0.000039155388,"threshold_uncertainty_score":0.9946172},"labels":[],"label_agreement":null},{"id":"W4387606691","doi":"10.1139/cgj-2023-0219","title":"Enhancing hydraulic fracturing for in-situ remediation in low-permeability soils: A comprehensive investigation of fracture propagation","year":2023,"lang":"en","type":"article","venue":"Canadian Geotechnical Journal","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":7,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Hydraulic fracturing; Geotechnical engineering; Permeability (electromagnetism); Geology; Fracture (geology); Shear (geology); Pore water pressure; Soil water; Petroleum engineering; Petrology; Soil science","score_opus":0.01198470246336763,"score_gpt":0.22775974378776734,"score_spread":0.2157750413243997,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4387606691","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.98492134,0.00012999409,0.012838629,0.0015006012,0.0001527028,0.00032540158,0.0000057728366,0.00008440307,0.00004113953],"genre_scores_gemma":[0.9992492,0.00008244853,0.00022155703,0.00017872316,0.00015962908,0.00003277461,0.000043206717,0.00002646753,0.0000059949903],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99842274,0.000070434995,0.0006573413,0.00019488407,0.00020475304,0.00044981798],"domain_scores_gemma":[0.9990258,0.00025656208,0.00011113075,0.0001897139,0.000113180475,0.00030356162],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007115262,0.00015778966,0.00031294214,0.0009994319,0.00008306994,0.000037510137,0.00018061162,0.00028295204,0.0000119133765],"category_scores_gemma":[0.00053772406,0.0001563557,0.00011636126,0.0008322901,0.00004847541,0.00022478228,0.000012947593,0.0007343222,0.0000068771574],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000074278996,0.000005459453,0.0010140813,0.00018653512,0.000017112554,0.000024732906,0.0005005887,0.98517376,0.01130774,0.0000019832642,0.00022505212,0.001535522],"study_design_scores_gemma":[0.0009195135,0.000057726593,0.23179099,0.0008138082,0.000031697742,0.000025484287,0.0004036494,0.69358253,0.06783885,0.0026339558,0.0014986387,0.00040313718],"about_ca_topic_score_codex":0.0033996396,"about_ca_topic_score_gemma":0.04931078,"teacher_disagreement_score":0.29159123,"about_ca_system_score_codex":0.0006899475,"about_ca_system_score_gemma":0.00026917434,"threshold_uncertainty_score":0.96803683},"labels":[],"label_agreement":null},{"id":"W4387709215","doi":"10.2118/212430-pa","title":"Vaca Muerta: Improved Fracture Width Distribution and Classification of Natural Fracture Widths Based on Outcrops, Cores, and Microresistivity Images Data","year":2023,"lang":"en","type":"article","venue":"SPE Journal","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Fracture (geology); Geology; Outcrop; Oil shale; Mineralogy; Distribution (mathematics); Geotechnical engineering; Mathematics; Geomorphology; Paleontology","score_opus":0.01182876136030088,"score_gpt":0.2474933369680341,"score_spread":0.23566457560773324,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4387709215","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.91434586,0.0038375917,0.06672189,0.011967012,0.0009490449,0.00036476392,0.0011956508,0.0003787578,0.0002394359],"genre_scores_gemma":[0.99798363,0.00057553995,0.00038868276,0.00007370941,0.00019564523,0.000001263196,0.0006566433,0.000022748514,0.00010214723],"study_design_codex":"not_applicable","study_design_gemma":"observational","domain_scores_codex":[0.99894696,0.000057211528,0.0002755093,0.0002416612,0.00024077966,0.00023785536],"domain_scores_gemma":[0.9991265,0.00014764085,0.00013702521,0.00039578407,0.00006744981,0.00012559078],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00039640113,0.00019387197,0.00026863406,0.00013831083,0.00016615326,0.000111785244,0.00022118894,0.00015072379,0.000024984625],"category_scores_gemma":[0.00020617817,0.00014462121,0.00006128144,0.00022647544,0.00007478071,0.00022062004,0.00005495533,0.00070626277,0.000004877791],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00074698136,0.0003096846,0.046166893,0.0013217625,0.001280268,0.00024367528,0.0005463358,0.2889946,0.19048043,0.000012657335,0.3946129,0.07528379],"study_design_scores_gemma":[0.0005502717,0.000039808365,0.49157527,0.00009024549,0.000108921646,0.000023296854,0.000045435227,0.48994917,0.0039757625,0.00008219889,0.013363292,0.00019633785],"about_ca_topic_score_codex":0.000054978693,"about_ca_topic_score_gemma":0.00004252065,"teacher_disagreement_score":0.44540837,"about_ca_system_score_codex":0.000053369768,"about_ca_system_score_gemma":0.000030965184,"threshold_uncertainty_score":0.5897482},"labels":[],"label_agreement":null},{"id":"W4387709916","doi":"10.1016/j.jacc.2023.09.394","title":"TCT-386 Sapien 3 in Degenerated Calcified Evolut: Assessing Hydrodynamic Function and Leaflet Kinematics After Redo-TAVR","year":2023,"lang":"en","type":"article","venue":"Journal of the American College of Cardiology","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of British Columbia; St. Paul's Hospital","funders":"","keywords":"Medicine; Leaflet (botany); Cardiology; Kinematics; Internal medicine; Classical mechanics; Geology","score_opus":0.0072598223980513054,"score_gpt":0.23098448671143895,"score_spread":0.22372466431338764,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4387709916","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9961061,0.00041171128,0.002401337,0.00031867615,0.00036486445,0.000057192938,0.000013671699,0.000022804667,0.00030362673],"genre_scores_gemma":[0.99916244,0.0002427638,0.00027340674,0.00003193302,0.00017317652,0.0000034506536,0.0000016157317,0.000021363068,0.00008987795],"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","domain_scores_codex":[0.9987792,0.0002130651,0.00049916573,0.000102058504,0.0001885918,0.00021795013],"domain_scores_gemma":[0.9992675,0.0001267634,0.00025126437,0.00021842076,0.00008039769,0.00005562648],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000502303,0.00013060088,0.0006807804,0.0003805343,0.000040617928,0.000009945974,0.00017313797,0.00006870236,0.0000040972895],"category_scores_gemma":[0.00011906661,0.00009093805,0.00017841702,0.0009087597,0.00016768933,0.00007723208,0.00005650269,0.0003100318,0.0000022124402],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00007298727,0.000005756256,0.011325449,0.000046829802,0.00027154485,0.00014312874,0.00004603495,0.978606,0.0072638677,0.000002592472,0.0017196496,0.00049614836],"study_design_scores_gemma":[0.0012264661,0.00028918724,0.51518226,0.00022184115,0.00048394312,0.00085578347,0.001237409,0.47634596,0.0007451589,0.000449617,0.0025978265,0.00036453735],"about_ca_topic_score_codex":0.000018167835,"about_ca_topic_score_gemma":0.000029169134,"teacher_disagreement_score":0.50385684,"about_ca_system_score_codex":0.00009077662,"about_ca_system_score_gemma":0.000046176167,"threshold_uncertainty_score":0.3708346},"labels":[],"label_agreement":null},{"id":"W4387718450","doi":"10.3997/2214-4609.202321128","title":"Permeability Enhancement During Artificial Fracturing: Implications for Deep Sedimentary Enhanced Geothermal Systems","year":2023,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Geology; Permeability (electromagnetism); Sedimentary rock; Geothermal gradient; Hydraulic fracturing; Petrology; Natural gas; Geotechnical engineering; Petroleum engineering; Geochemistry; Geophysics; Engineering","score_opus":0.014614179290630271,"score_gpt":0.250754954928216,"score_spread":0.2361407756375857,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4387718450","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.84779197,0.00009197775,0.14847523,0.00042035055,0.00039663588,0.00046785516,0.000024036524,0.0009404412,0.001391501],"genre_scores_gemma":[0.99760145,0.000042568605,0.00025038258,0.000028786828,0.00034452,0.0005229684,0.00008024397,0.0000441599,0.0010849474],"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9986496,0.000019482664,0.00038693205,0.000314149,0.00015146045,0.00047839226],"domain_scores_gemma":[0.9992753,0.00009989945,0.000035512472,0.00042223252,0.00004676371,0.000120244935],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00020993156,0.0001947218,0.00023959,0.00014980491,0.00024283421,0.00006269792,0.0001873026,0.00009027371,0.00022489525],"category_scores_gemma":[0.00002159047,0.00017686904,0.00016316037,0.00027332047,0.00002690934,0.00011239611,0.000041579362,0.000119324126,0.00015333063],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000011916566,0.0000375664,0.00015155935,0.00030005086,0.00017734512,8.2805366e-7,0.00030206787,0.90680015,0.09035477,0.00004441865,0.00045268793,0.0013666659],"study_design_scores_gemma":[0.0005122494,0.000043988475,0.022012616,0.000041543106,0.00009754571,0.0000030322428,0.0006520475,0.43818942,0.5310652,0.00045502244,0.006289478,0.00063782895],"about_ca_topic_score_codex":0.000093208175,"about_ca_topic_score_gemma":0.0000418203,"teacher_disagreement_score":0.4686107,"about_ca_system_score_codex":0.0001543328,"about_ca_system_score_gemma":0.000012409732,"threshold_uncertainty_score":0.721251},"labels":[],"label_agreement":null},{"id":"W4388095019","doi":"10.46690/ager.2023.11.05","title":"Impact of key parameters on far-field temporary plugging and diverting fracturing in fractured reservoirs: A 2D finite element study","year":2023,"lang":"en","type":"article","venue":"ADVANCES IN GEO-ENERGY RESEARCH","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":17,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"Southwest Petroleum University","keywords":"Hydraulic fracturing; Fracturing fluid; Geology; Petroleum engineering; Fracture (geology); Displacement (psychology); Finite element method; Geotechnical engineering; Viscosity; Materials science; Engineering; Structural engineering; Composite material","score_opus":0.0287178089686683,"score_gpt":0.3485696746627631,"score_spread":0.3198518656940948,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4388095019","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9956441,0.0022793936,0.0003613081,0.00011597489,0.000071726114,0.00023837933,0.0000059901963,0.00011505672,0.0011680995],"genre_scores_gemma":[0.99662334,0.0029566814,0.00010698674,0.00001730726,0.00005266573,0.00010762748,0.000015758213,0.000045644578,0.0000739915],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9968177,0.0003387523,0.0006198759,0.0005047353,0.0008280605,0.0008908596],"domain_scores_gemma":[0.9970693,0.002129517,0.00007204104,0.0005254073,0.00006220885,0.00014153939],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0017848199,0.00027306745,0.000491265,0.0017845685,0.00014082479,0.000069291564,0.00043333732,0.00013561959,0.0000354142],"category_scores_gemma":[0.0008018227,0.00023038582,0.00011078215,0.00197025,0.00007013255,0.00043825034,0.00032294617,0.0009842548,0.000006244181],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00011440899,0.00010795101,0.1706858,0.000087844084,0.00009311896,0.00016010758,0.0016319947,0.81441635,0.00010638474,0.000003879511,0.000071088354,0.012521065],"study_design_scores_gemma":[0.0028940495,0.0018025505,0.24859135,0.0011868589,0.000025581767,0.0000026299508,0.0076080617,0.7255654,0.0060375957,0.0016962365,0.0036671935,0.00092252786],"about_ca_topic_score_codex":0.0053723366,"about_ca_topic_score_gemma":0.0023826822,"teacher_disagreement_score":0.088851005,"about_ca_system_score_codex":0.00020638738,"about_ca_system_score_gemma":0.000042069743,"threshold_uncertainty_score":0.9394861},"labels":[],"label_agreement":null},{"id":"W4388125711","doi":"10.1007/s40789-023-00625-1","title":"An efficient 3D cell-based discrete fracture-matrix flow model for digitally captured fracture networks","year":2023,"lang":"en","type":"article","venue":"International Journal of Coal Science & Technology","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":22,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Hudbay Minerals (Canada); University of Toronto","funders":"Natural Sciences and Engineering Research Council of Canada; Energi Simulation","keywords":"Fracture (geology); Fluid dynamics; Flow (mathematics); Porous medium; Matrix (chemical analysis); Mechanics; Geology; Oil shale; Computer science; Geotechnical engineering; Porosity; Materials science; Physics","score_opus":0.005139824473534147,"score_gpt":0.2632577186907526,"score_spread":0.2581178942172184,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4388125711","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0065750554,0.00017156961,0.98975533,0.002397044,0.00066128187,0.00009167856,0.000018341228,0.00021286865,0.0001168268],"genre_scores_gemma":[0.99728024,0.00002968845,0.0021593687,0.00019291976,0.00023661854,0.000008527666,0.000017275255,0.00002374797,0.00005159537],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.998151,0.00000980978,0.000427852,0.00022941161,0.0007585428,0.00042337328],"domain_scores_gemma":[0.9988549,0.00008029552,0.0001881024,0.00024812866,0.00047092253,0.00015767367],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005079641,0.00018397375,0.00025733165,0.0013114618,0.00013723501,0.00015286806,0.0015146042,0.00022158466,0.000014847011],"category_scores_gemma":[0.00013108112,0.00014159839,0.0001786866,0.0006917097,0.00031403147,0.00028445848,0.000060022197,0.00047736606,0.000006523607],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000029283254,0.00003486691,0.000077436605,0.00000531303,0.000043370965,0.0000360508,0.00010542595,0.9987205,0.00025741142,0.0000014188009,0.0005643431,0.0001245496],"study_design_scores_gemma":[0.00041265244,0.00007889114,0.00010838404,0.000032276457,0.00002615263,0.000022892295,0.000073793264,0.99064547,0.005043838,0.0003030802,0.0030925258,0.0001600666],"about_ca_topic_score_codex":0.0000055203254,"about_ca_topic_score_gemma":0.000008492225,"teacher_disagreement_score":0.9907052,"about_ca_system_score_codex":0.00019460596,"about_ca_system_score_gemma":0.00017471533,"threshold_uncertainty_score":0.5774214},"labels":[{"model":"gemma","categories":[],"domain":null,"study_design":"simulation_or_modeling","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"low"},{"model":"gpt","categories":[],"domain":null,"study_design":"simulation_or_modeling","genre":"methods","about_ca_system":false,"about_ca_topic":false,"confidence":"high"}],"label_agreement":"agree"},{"id":"W4388153777","doi":"10.1016/j.scitotenv.2023.168246","title":"Field investigation of the transport and attenuation of fugitive methane in shallow groundwater around an oil and gas well with gas migration","year":2023,"lang":"en","type":"article","venue":"The Science of The Total Environment","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of British Columbia; University of Calgary","funders":"Natural Sciences and Engineering Research Council of Canada; Canada First Research Excellence Fund; Petroleum Technology Alliance Canada","keywords":"Groundwater; Aquifer; Methane; Hydrology (agriculture); Environmental science; Groundwater flow; Greenhouse gas; Water well; Geology; Hydrogeology; Soil science; Chemistry; Geotechnical engineering","score_opus":0.007753363070488567,"score_gpt":0.1855836607945526,"score_spread":0.17783029772406403,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4388153777","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99854815,0.000022766977,0.00005099912,0.0012076104,0.000017435545,0.000052019677,0.0000012524395,0.000004108213,0.000095681586],"genre_scores_gemma":[0.99971634,0.000104265295,0.000036084544,0.0000047662725,0.0000052210894,0.0000040563746,0.0000011246264,0.0000032989453,0.00012483113],"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","domain_scores_codex":[0.99942654,0.000032646523,0.000121438265,0.00009083874,0.00025021072,0.000078296376],"domain_scores_gemma":[0.9997196,0.000030872277,0.00004855993,0.00017733115,0.0000049980194,0.000018600636],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00044643116,0.000054083437,0.00007926035,0.000042965064,0.00004599993,0.000005228211,0.00012572053,0.000018837287,0.0000048635184],"category_scores_gemma":[0.0000076662745,0.000025633004,0.000019790406,0.0002136373,0.00042385235,0.00011703891,0.000029300338,0.000058147794,4.0452096e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000012669652,0.000010957469,0.0041578505,0.000035451838,0.0000145078775,1.7222013e-7,0.004337616,0.8595205,0.13096489,0.000008306282,0.0000010012764,0.0009361096],"study_design_scores_gemma":[0.00019428578,0.00011144085,0.47278798,0.00008479698,0.000055909175,0.0000030170816,0.0010977046,0.1676384,0.357483,0.0004658579,0.000003416029,0.00007418146],"about_ca_topic_score_codex":0.00046319418,"about_ca_topic_score_gemma":0.00014526148,"teacher_disagreement_score":0.6918821,"about_ca_system_score_codex":0.00001925429,"about_ca_system_score_gemma":0.000007724313,"threshold_uncertainty_score":0.15617016},"labels":[],"label_agreement":null},{"id":"W4388180038","doi":"10.1016/j.energy.2023.129505","title":"Optimized lower pressure limit for condensate underground gas storage using a dynamic pseudo-component model","year":2023,"lang":"en","type":"article","venue":"Energy","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":35,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Natural gas; Context (archaeology); Joule–Thomson effect; Petroleum engineering; Component (thermodynamics); Particle swarm optimization; Limit (mathematics); Process engineering; Environmental science; Thermodynamics; Computer science; Engineering; Mathematics; Waste management; Physics; Geology; Algorithm","score_opus":0.01655618578129776,"score_gpt":0.23800666206779073,"score_spread":0.22145047628649298,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4388180038","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.32469767,0.0004308362,0.67271084,0.0001682083,0.00048323107,0.000102018326,0.000027684879,0.00076304475,0.0006164554],"genre_scores_gemma":[0.9886195,0.0001703587,0.004397056,0.000043117136,0.0000879246,0.00004032729,0.00006840158,0.000088037246,0.0064852764],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9988823,0.000024909328,0.00022619445,0.00026097638,0.00019078207,0.0004148531],"domain_scores_gemma":[0.9993988,0.0000805938,0.000037275564,0.00033947665,0.00003584697,0.00010799436],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00012475874,0.00021690919,0.00030460302,0.00019049169,0.00012476865,0.000060054994,0.00018750165,0.00013556166,0.00003643851],"category_scores_gemma":[0.000014371862,0.00020491243,0.00021432686,0.00023464048,0.000025081681,0.0000966427,0.00005109673,0.0001199576,0.000013730026],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000026568616,0.000017451004,4.9397613e-7,0.000066216904,0.0003336711,0.00002139487,0.00009129304,0.992517,0.0057259416,0.00007352492,0.0009193371,0.00020708304],"study_design_scores_gemma":[0.00056662585,0.000012461854,0.0000054864377,0.000027310736,0.00014157503,0.000004626728,0.000025670299,0.99316555,0.0010437183,0.0005374038,0.0042172074,0.00025237555],"about_ca_topic_score_codex":0.00008739742,"about_ca_topic_score_gemma":0.00004671797,"teacher_disagreement_score":0.6683138,"about_ca_system_score_codex":0.00009102849,"about_ca_system_score_gemma":0.000024709769,"threshold_uncertainty_score":0.83560866},"labels":[],"label_agreement":null},{"id":"W4388266169","doi":"10.1016/j.fuel.2023.130154","title":"Study on formation process and reservoir damage mechanism of blockages caused by polyacrylamide fracturing fluid in production wells","year":2023,"lang":"en","type":"article","venue":"Fuel","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":29,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Petroleum engineering; Polyacrylamide; Fracturing fluid; Process (computing); Mechanism (biology); Geology; Chemistry; Computer science","score_opus":0.011381402169972219,"score_gpt":0.2456408421762807,"score_spread":0.2342594400063085,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4388266169","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.998637,0.000103254846,0.00015468716,0.00018895805,0.00009713198,0.00027009408,0.000006034852,0.00020309917,0.00033970812],"genre_scores_gemma":[0.99954635,0.000102975566,0.000007966756,0.000008170226,0.00004384286,0.000034242214,0.00001918849,0.000025283793,0.00021199071],"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99908334,0.000039109367,0.0002556764,0.00019021794,0.00023599327,0.00019568192],"domain_scores_gemma":[0.99962395,0.00003627153,0.000042599226,0.00023247192,0.000024941512,0.000039739898],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00032096577,0.00013174475,0.00019270435,0.00033994776,0.000046770976,0.000022499842,0.0001035681,0.0000649689,0.000006516928],"category_scores_gemma":[0.00006443612,0.000119303964,0.000025801683,0.00047724156,0.00001215512,0.00020408517,0.000029240302,0.00016862871,0.000014042081],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00004898619,0.00028353115,0.003514477,0.0015371259,0.00019504823,0.00004201114,0.017139154,0.90066737,0.073642276,0.00001275681,0.0023214328,0.0005958175],"study_design_scores_gemma":[0.0016342778,0.00041664942,0.097943194,0.00041426995,0.000121568344,0.0000032095347,0.011981657,0.13345972,0.7514107,0.001453298,0.00049425993,0.00066718995],"about_ca_topic_score_codex":0.000068633264,"about_ca_topic_score_gemma":0.00009458316,"teacher_disagreement_score":0.7672077,"about_ca_system_score_codex":0.000032312295,"about_ca_system_score_gemma":0.000005364179,"threshold_uncertainty_score":0.48650745},"labels":[],"label_agreement":null},{"id":"W4388289388","doi":"10.1016/j.jgsce.2023.205161","title":"Deep neural network model for estimating montney shale gas production using reservoir, geomechanics, and hydraulic fracture treatment parameters","year":2023,"lang":"en","type":"article","venue":"Gas Science and Engineering","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":16,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Geological Survey of Canada; Natural Resources Canada","funders":"Korea Institute of Energy Technology Evaluation and Planning; Ministry of Trade, Industry and Energy","keywords":"Hydraulic fracturing; Geomechanics; Petroleum engineering; Oil shale; Reservoir simulation; Tight gas; Shale gas; Directional drilling; Unconventional oil; Artificial neural network; Geology; Drilling; Engineering; Geotechnical engineering; Computer science; Machine learning","score_opus":0.0229920306491279,"score_gpt":0.2390871679340169,"score_spread":0.216095137284889,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4388289388","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.717241,0.00037819357,0.2812348,0.00024750055,0.00033079786,0.00020409052,0.0000017680993,0.00035364306,0.000008233375],"genre_scores_gemma":[0.96138567,0.00017074175,0.038100194,0.000024244571,0.00020919039,0.000043800483,0.0000068381305,0.00003759364,0.000021739657],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9985288,0.000005486971,0.00019893187,0.0003976379,0.0002363648,0.00063278293],"domain_scores_gemma":[0.99946237,0.00005092939,0.000029807095,0.0002276635,0.000049113532,0.00018011032],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004490146,0.00022605325,0.000231946,0.00025269992,0.00037987504,0.00015049704,0.00013480464,0.000072063354,7.654816e-7],"category_scores_gemma":[0.00014775986,0.00020093923,0.000052694773,0.00072775636,0.000048738406,0.000399377,0.00005526163,0.00012964741,0.0000010682145],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000028205889,0.0000034321854,0.00003608704,0.000082274,0.00002370991,0.0000030302024,0.00049265905,0.9930773,0.0020942627,0.000002775464,0.000065955355,0.004115745],"study_design_scores_gemma":[0.00013172058,0.000029282826,0.00006065319,0.000049625716,0.000043393826,0.00001674246,0.00006701822,0.9983339,0.0007788218,0.00018870815,0.00008270636,0.00021745845],"about_ca_topic_score_codex":0.00006950766,"about_ca_topic_score_gemma":0.000017201097,"teacher_disagreement_score":0.2441447,"about_ca_system_score_codex":0.0001355307,"about_ca_system_score_gemma":0.000019812154,"threshold_uncertainty_score":0.81940645},"labels":[],"label_agreement":null},{"id":"W4388342207","doi":"10.1016/j.advwatres.2023.104571","title":"Modeling density-driven flow and solute transport in heterogeneous reservoirs with micro/macro fractures","year":2023,"lang":"en","type":"article","venue":"Advances in Water Resources","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":14,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Mechanics; Geology; Macro; Anisotropy; Permeability (electromagnetism); Conservation of mass; Pressure gradient; Geotechnical engineering; Porous medium; Fracture (geology); Finite element method; Porosity; Physics; Thermodynamics; Chemistry","score_opus":0.0057938954214568255,"score_gpt":0.21614096971303423,"score_spread":0.2103470742915774,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4388342207","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9948145,0.002529884,0.001998727,0.00012528262,0.000049771832,0.000105155574,0.0000039662136,0.00022516385,0.00014755191],"genre_scores_gemma":[0.9970414,0.0017931862,0.00091659086,0.00003053847,0.00005055253,0.000022014368,0.000025432291,0.0000483437,0.000071951166],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9986165,0.000034752706,0.00028690757,0.00033847065,0.00020301677,0.00052032864],"domain_scores_gemma":[0.9996174,0.00003524412,0.000014136701,0.00023999097,0.0000147302835,0.000078505465],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00016597031,0.00023102287,0.0003287195,0.00037318844,0.00008161007,0.000036288155,0.00020070547,0.00009975658,0.000009451479],"category_scores_gemma":[0.000005525359,0.00015901926,0.00005215266,0.00029354345,0.00006362124,0.00023078469,0.00004656412,0.00029837652,0.0000094089355],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000043531072,0.00000844704,0.01156729,0.00011686832,0.000034578894,0.0003316205,0.0049938336,0.981212,0.00071051915,8.2163325e-8,0.0000033616834,0.0009778286],"study_design_scores_gemma":[0.00048808556,0.000029409304,0.0014281619,0.00018587513,0.000020343965,0.000022906936,0.00027590792,0.97917074,0.012403131,0.00015787818,0.0054801162,0.0003374439],"about_ca_topic_score_codex":0.00026373594,"about_ca_topic_score_gemma":0.006529078,"teacher_disagreement_score":0.011692612,"about_ca_system_score_codex":0.000034774992,"about_ca_system_score_gemma":0.0000030605727,"threshold_uncertainty_score":0.6484617},"labels":[],"label_agreement":null},{"id":"W4388422432","doi":"10.1016/j.energy.2023.129586","title":"A theory to model pseudo steady state water production and predict long-term water recovery from fractured reservoirs","year":2023,"lang":"en","type":"article","venue":"Energy","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Petroleum engineering; Fracture (geology); Hydraulic fracturing; Inflow; Geology; Water injection (oil production); Enhanced oil recovery; Flow (mathematics); Reservoir simulation; Closure (psychology); Mechanics; Environmental science; Tight oil; Workflow; Geotechnical engineering; Computer science","score_opus":0.008217020117030942,"score_gpt":0.20567667365376455,"score_spread":0.19745965353673361,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4388422432","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.97473156,0.00013304547,0.023168733,0.0005849341,0.000411289,0.0000757926,0.000027299513,0.0005613751,0.00030599444],"genre_scores_gemma":[0.9870672,0.00029517474,0.00014782172,0.000093088056,0.00028392154,0.000050966464,0.000253125,0.00007073175,0.011737969],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9986095,0.00006758532,0.0002350418,0.00039415888,0.00023150063,0.00046221132],"domain_scores_gemma":[0.99931383,0.000033677563,0.000013160737,0.0004528725,0.00003097205,0.0001554667],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00027427138,0.00022143907,0.0002400419,0.0002539818,0.000103351595,0.00007697172,0.00016362173,0.00011241799,0.000104677434],"category_scores_gemma":[0.000029733259,0.00013926763,0.00007633091,0.00014061561,0.000024991756,0.00020271285,0.00012295572,0.00016672215,0.00011580758],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00006237341,0.000011012551,0.000106838634,0.000030083233,0.00021925621,0.000026114632,0.0021700137,0.9696064,0.022300502,0.0000014191893,0.002895141,0.0025708633],"study_design_scores_gemma":[0.00045081854,0.00008024232,0.004140034,0.00014496155,0.00015138698,0.000006493043,0.00011516666,0.49617508,0.48473695,0.0068062297,0.006377949,0.000814672],"about_ca_topic_score_codex":0.00023582765,"about_ca_topic_score_gemma":0.00031588098,"teacher_disagreement_score":0.4734313,"about_ca_system_score_codex":0.00005162478,"about_ca_system_score_gemma":0.0000067468304,"threshold_uncertainty_score":0.5679169},"labels":[],"label_agreement":null},{"id":"W4388599552","doi":"10.1016/j.enrev.2023.100056","title":"Sustainable development of unconventional resources: Analysis of the transient linear flow oriented straight-line analysis technique","year":2023,"lang":"en","type":"article","venue":"Energy Reviews","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":10,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"China Scholarship Council; Canadian Stroke Consortium; University of Calgary","keywords":"Unconventional oil; Hydraulic fracturing; Petroleum engineering; Transient analysis; Flow (mathematics); Computer science; Permeability (electromagnetism); Volumetric flow rate; Tight gas; Transient (computer programming); Geology; Environmental science; Fossil fuel; Mechanics; Engineering; Transient response; Chemistry; Physics","score_opus":0.012736023353230269,"score_gpt":0.2394130263786306,"score_spread":0.22667700302540034,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4388599552","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.21067461,0.009318225,0.7751874,0.00017835708,0.00017215473,0.00061090855,0.00007600522,0.00037704757,0.003405334],"genre_scores_gemma":[0.98384583,0.0021427104,0.0059848437,0.000019291272,0.000045884357,0.00017000502,0.0003648703,0.00003205828,0.0073945234],"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","domain_scores_codex":[0.9979861,0.00014193205,0.0009889149,0.00023159814,0.00037787552,0.0002736207],"domain_scores_gemma":[0.9989945,0.00004952696,0.00018980185,0.0005669443,0.00012889705,0.000070293165],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00093877234,0.00019740745,0.0008990223,0.0010794407,0.00009480963,0.000007212674,0.0003313315,0.00009327137,0.0003529667],"category_scores_gemma":[0.000056432018,0.0001281356,0.001144967,0.011085179,0.00004920751,0.00003988486,0.000059508,0.00012088634,0.0000038685025],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000003494805,0.000038579266,0.00017318506,0.00026676347,0.0050220564,0.0000036610345,0.00055815454,0.9909009,0.0006044699,0.00006152149,0.0002770103,0.0020902397],"study_design_scores_gemma":[0.0001492268,0.00001424076,0.0037422203,0.00013162334,0.0060663708,4.5931392e-7,0.00020553546,0.44747785,0.016612196,0.000015925085,0.5253331,0.00025124988],"about_ca_topic_score_codex":0.00013002656,"about_ca_topic_score_gemma":0.00058611657,"teacher_disagreement_score":0.7731712,"about_ca_system_score_codex":0.00007040283,"about_ca_system_score_gemma":0.000043038846,"threshold_uncertainty_score":0.5326061},"labels":[],"label_agreement":null},{"id":"W4388599782","doi":"10.2118/217340-ms","title":"Limited Entry Liner Completion and Acidizing Design with Consideration of Reservoir Heterogeneity for MRC Wells","year":2023,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Permeability (electromagnetism); Porosity; Completion (oil and gas wells); Anisotropy; Distribution (mathematics); Petroleum engineering; Geology; Engineering; Computer science; Geotechnical engineering; Mathematics; Mathematical analysis; Physics; Chemistry; Optics","score_opus":0.03753543558679224,"score_gpt":0.24925218590124926,"score_spread":0.21171675031445703,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4388599782","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.6928446,0.0000808766,0.3061183,0.00028873314,0.000031698757,0.00018876813,0.000006169295,0.0002281251,0.00021270667],"genre_scores_gemma":[0.9902082,0.0001093726,0.009391484,0.00002997325,0.000035684105,0.00001917104,0.000040080704,0.000018504248,0.00014752818],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9994178,0.000030098046,0.00017105512,0.00012690149,0.00010713177,0.00014704833],"domain_scores_gemma":[0.99953395,0.00020035998,0.000026489972,0.00013218496,0.00006090742,0.00004608365],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00022027009,0.00009465789,0.00017082148,0.0001223354,0.000064626154,0.000026691685,0.00004004869,0.000058790665,0.000013376213],"category_scores_gemma":[0.000042491658,0.000072165334,0.000037780836,0.0001932917,0.000026118742,0.000071040806,0.0000145876165,0.000055059263,0.0000051077664],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000031081196,0.0000084895355,0.00074535,0.00014253121,0.000118183605,0.0000018887541,0.00010784205,0.9778356,0.018412326,0.00001231929,0.0023246598,0.00025976138],"study_design_scores_gemma":[0.00043011393,0.000063450236,0.0022203007,0.00004139472,0.000045048448,0.0000029352352,0.00007620896,0.8035113,0.19238347,0.00008228964,0.0010259036,0.00011755216],"about_ca_topic_score_codex":0.000035364636,"about_ca_topic_score_gemma":0.000076450415,"teacher_disagreement_score":0.29736358,"about_ca_system_score_codex":0.0000133471485,"about_ca_system_score_gemma":0.000007746033,"threshold_uncertainty_score":0.2942817},"labels":[],"label_agreement":null},{"id":"W4388681906","doi":"10.1016/j.uncres.2023.100069","title":"Identification of natural fractures in shale gas reservoirs using fracture signature function and machine learning models","year":2023,"lang":"en","type":"article","venue":"Unconventional Resources","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":17,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Regina","funders":"National Natural Science Foundation of China","keywords":"Support vector machine; Artificial intelligence; Machine learning; Random forest; Artificial neural network; Computer science; Fracture (geology); Identification (biology); Decision tree; Geology; Data mining; Geotechnical engineering","score_opus":0.015380262458314071,"score_gpt":0.23406405010679568,"score_spread":0.21868378764848162,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4388681906","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9920249,0.0038204696,0.0034342422,0.00014819203,0.00013091101,0.00008720293,0.0000110228575,0.00015983492,0.00018323348],"genre_scores_gemma":[0.9990475,0.00019894664,0.000053703192,0.000019585214,0.00008961322,0.0000065419645,0.000119648736,0.000027581767,0.00043686797],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99874425,0.00006996674,0.00036705847,0.00023101448,0.0003768322,0.0002108979],"domain_scores_gemma":[0.99951625,0.00013223714,0.00010246374,0.00013929523,0.000057085977,0.000052679105],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00039595703,0.00015998524,0.00021722718,0.00052666175,0.0001118776,0.000046665595,0.00012390621,0.0001611501,0.000073429655],"category_scores_gemma":[0.00008984864,0.00014352294,0.00010772249,0.00057990314,0.0000506579,0.00023414634,0.00004385043,0.00051303353,0.000006038945],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000030716215,0.000012718245,0.0031667366,0.00012710078,0.00007507328,0.0000063369835,0.00040932835,0.9879998,0.0075863604,0.000022550534,0.00013618582,0.00042709353],"study_design_scores_gemma":[0.00028603812,0.000013407559,0.021720273,0.000095632546,0.000038287853,0.000003942494,0.0002843563,0.9702571,0.0020337289,0.0038297484,0.001288355,0.00014914917],"about_ca_topic_score_codex":0.00016850658,"about_ca_topic_score_gemma":0.000093232455,"teacher_disagreement_score":0.018553538,"about_ca_system_score_codex":0.00004632745,"about_ca_system_score_gemma":0.000010172043,"threshold_uncertainty_score":0.5852696},"labels":[],"label_agreement":null},{"id":"W4388776014","doi":"10.1016/j.geoen.2023.212491","title":"A novel formulation of RNN-based neural network with real-time updating – An application for dynamic hydraulic fractured shale gas production forecasting","year":2023,"lang":"en","type":"article","venue":"Geoenergy Science and Engineering","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":20,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"Natural Sciences and Engineering Research Council of Canada; China Scholarship Council","keywords":"Computer science; Mean squared error; Context (archaeology); Artificial neural network; Retraining; Data mining; Recurrent neural network; Production (economics); Reliability (semiconductor); Regression; Machine learning; Artificial intelligence; Statistics; Geology; Mathematics","score_opus":0.007860675787916799,"score_gpt":0.20600780875949257,"score_spread":0.19814713297157577,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4388776014","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.86156404,0.000020171708,0.13771258,0.00005549243,0.00008101604,0.00016931217,0.0000027702022,0.0003530523,0.000041575466],"genre_scores_gemma":[0.991561,0.000008921879,0.008109867,0.000006513207,0.00012462262,0.00006865197,0.000076389835,0.000032087664,0.000011948443],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9988195,0.000003900759,0.00021545668,0.00029877084,0.000258471,0.00040390456],"domain_scores_gemma":[0.9994653,0.000051452258,0.00006437894,0.00021900969,0.00010980383,0.00009005798],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000514947,0.00015305089,0.00017530749,0.00028291554,0.0002088848,0.00004571402,0.00013882332,0.000052584426,9.589992e-7],"category_scores_gemma":[0.000072824114,0.00013642466,0.00003268239,0.0012813997,0.00004098384,0.0004279117,0.00001930128,0.000077178316,5.5420855e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000066408516,0.000004871899,0.00007112179,0.00007641461,0.0000102255035,2.886103e-7,0.00009840141,0.88473195,0.10919448,0.000009562331,0.0000050135677,0.005791045],"study_design_scores_gemma":[0.00016137095,0.00004558431,0.003493166,0.00005330851,0.000021127351,0.000004858769,0.000031812742,0.9879264,0.008007914,0.000013491888,0.00007789263,0.00016303842],"about_ca_topic_score_codex":0.00009101472,"about_ca_topic_score_gemma":0.000045309185,"teacher_disagreement_score":0.12999697,"about_ca_system_score_codex":0.000059112775,"about_ca_system_score_gemma":0.00002937405,"threshold_uncertainty_score":0.5563236},"labels":[],"label_agreement":null},{"id":"W4388960958","doi":"10.22158/se.v8n4p92","title":"Semi-Analytical Modeling of Fractured Horizontal Wells in Heterogeneous Formations Considering the Interference between Hydraulic Fractures","year":2023,"lang":"en","type":"article","venue":"Sustainability in Environment","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Geology; Flow (mathematics); Fluid dynamics; Interference (communication); Hydraulic fracturing; Transient (computer programming); Petroleum engineering; Geotechnical engineering; Mechanics; Computer science; Channel (broadcasting)","score_opus":0.012161998795288986,"score_gpt":0.24588949880948774,"score_spread":0.23372750001419876,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4388960958","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9862877,0.00017818646,0.011702915,0.0012121539,0.000033722525,0.000330044,0.000009382168,0.00007580426,0.00017006701],"genre_scores_gemma":[0.9997082,0.000095265,0.000038469967,0.000024523828,0.000029292652,0.00004997305,0.000019406967,0.000020819347,0.0000140565335],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.998288,0.00010393535,0.00063527946,0.00024969692,0.0002752266,0.00044788228],"domain_scores_gemma":[0.9990745,0.00029263846,0.0000458656,0.00049884664,0.000013994989,0.00007414542],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00055616413,0.00020884325,0.00037289958,0.00026854346,0.000060272607,0.000022833845,0.0002755885,0.0001396581,0.00005842415],"category_scores_gemma":[0.00015727432,0.00016360662,0.00014432172,0.00033164755,0.000120442855,0.00010958521,0.00015030753,0.0004813079,0.0000151582635],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000058162664,0.000029402996,0.010772375,0.000107299544,0.000050692524,0.000015545402,0.0022867091,0.98574233,0.00002132433,0.0000038982266,0.000022213217,0.0009424059],"study_design_scores_gemma":[0.00020278612,0.000026365138,0.018194389,0.00002959239,0.00003384573,0.0000015047706,0.002164603,0.9753138,0.0009570133,0.0021698864,0.0007237845,0.00018247528],"about_ca_topic_score_codex":0.00048093672,"about_ca_topic_score_gemma":0.00012462035,"teacher_disagreement_score":0.013420468,"about_ca_system_score_codex":0.0006302028,"about_ca_system_score_gemma":0.00002893889,"threshold_uncertainty_score":0.66716844},"labels":[],"label_agreement":null},{"id":"W4389166590","doi":"10.56952/igs-2023-0226","title":"Effect of H2 on Salt Caverns During Fast Cycling Injection-Production: Laboratory Characterization &amp; Storage Integrity Workflow","year":2023,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Renewable energy; Environmental science; Cycling; Workflow; Hydrogen storage; Population; Energy storage; Waste management; Process engineering; Computer science; Engineering; Hydrogen; Chemistry; Electrical engineering","score_opus":0.00727971283721749,"score_gpt":0.23421156234824755,"score_spread":0.22693184951103007,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4389166590","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99230146,0.000016429067,0.005101517,0.000074882104,0.0010182932,0.00012197858,0.000013682252,0.000895288,0.00045646323],"genre_scores_gemma":[0.9976672,0.000091716145,0.000052455263,0.000006587919,0.000432679,0.000019102075,0.00009278215,0.000041063315,0.0015964317],"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99891275,0.00009524954,0.00026882137,0.00024954547,0.00024673963,0.00022690684],"domain_scores_gemma":[0.9993861,0.00008119991,0.000052696734,0.00035254497,0.000057366087,0.000070093345],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00042819328,0.00018773956,0.00027128332,0.00035591365,0.00012235959,0.000030449248,0.000108500426,0.00012577439,0.00010756391],"category_scores_gemma":[0.00016740829,0.0001618163,0.000103072,0.0010784211,0.000022739689,0.00015751377,0.000028590659,0.0003835397,0.00019795963],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000032151438,0.000016817628,0.00220492,0.0003886891,0.00011371903,0.0000051262714,0.0003454294,0.8917597,0.1020134,0.0000015926147,0.00020907703,0.0029093884],"study_design_scores_gemma":[0.0007346835,0.00019992556,0.06139427,0.0005536655,0.00014534146,0.000008885569,0.00013621907,0.07075278,0.8624845,0.000011794747,0.0028175989,0.00076033187],"about_ca_topic_score_codex":0.00005464759,"about_ca_topic_score_gemma":0.00006301701,"teacher_disagreement_score":0.8210069,"about_ca_system_score_codex":0.000116284056,"about_ca_system_score_gemma":0.000010819664,"threshold_uncertainty_score":0.65986764},"labels":[],"label_agreement":null},{"id":"W4389285977","doi":"10.1016/j.jgsce.2023.205186","title":"A numerical study of complex fractures propagation path in naturally fractured gas shale: Reorientation, deflection and convergence","year":2023,"lang":"en","type":"article","venue":"Gas Science and Engineering","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":17,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Waterloo","funders":"Sichuan Province Science and Technology Support Program; Department of Science and Technology of Sichuan Province; State Key Laboratory of Oil and Gas Reservoir Geology and Exploitation; National Natural Science Foundation of China","keywords":"Hydraulic fracturing; Geology; Mechanics; Geotechnical engineering","score_opus":0.009586442571259231,"score_gpt":0.2496678244110748,"score_spread":0.24008138183981556,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4389285977","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99676085,0.00009996244,0.002650478,0.00004927373,0.00012175801,0.0001355456,6.6917306e-7,0.00013474002,0.000046738853],"genre_scores_gemma":[0.9996462,0.00007477678,0.00021568795,0.000008200672,0.000023518423,0.000014580643,0.000003240153,0.000009328666,0.000004492546],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99905354,0.000010343488,0.00019778503,0.00020950915,0.00031224088,0.00021656588],"domain_scores_gemma":[0.9996969,0.00003807674,0.000026555119,0.00010611926,0.000061555766,0.00007080582],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00032649504,0.00010886021,0.00015294869,0.00037512515,0.000085575106,0.000044121593,0.00009548286,0.00003906551,0.0000057717257],"category_scores_gemma":[0.00013012673,0.00009559854,0.000013477102,0.0014105748,0.000048596154,0.00026443493,0.000027546203,0.00014671248,0.0000014228191],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000004507627,0.00001757979,0.00938871,0.000075281256,0.000011275603,0.000007398202,0.0035136505,0.9558164,0.029108973,0.000005564691,0.000040822128,0.0020098493],"study_design_scores_gemma":[0.00016133668,0.000041201536,0.30306694,0.000024016857,0.000006788046,0.0000042819456,0.00034767555,0.6941112,0.002080337,0.00002043557,0.00004196618,0.00009380466],"about_ca_topic_score_codex":0.00017391916,"about_ca_topic_score_gemma":0.000027752068,"teacher_disagreement_score":0.29367822,"about_ca_system_score_codex":0.00004243655,"about_ca_system_score_gemma":0.000015982874,"threshold_uncertainty_score":0.38983953},"labels":[],"label_agreement":null},{"id":"W4389955161","doi":"10.1021/acsomega.3c06416","title":"Investigation and Application of Perforation Optimization Method on Shale Gas Horizontal Well with Numerical Simulation of Multicluster Fracturing under Dense-Segment Pattern","year":2023,"lang":"en","type":"article","venue":"ACS Omega","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"Natural Science Foundation of Chongqing; China National Petroleum Corporation; Natural Science Foundation of Sichuan Province; China Postdoctoral Science Foundation","keywords":"Perforation; Hydraulic fracturing; Fracture (geology); Completion (oil and gas wells); Computation; Displacement (psychology); Petroleum engineering; Materials science; Computer simulation; Geology; Computer science; Simulation; Composite material; Algorithm","score_opus":0.01140237959459777,"score_gpt":0.24233362128795882,"score_spread":0.23093124169336104,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4389955161","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.4798031,0.00000827069,0.519944,0.000052054398,0.000011570543,0.00009706902,0.0000016210813,0.000048203103,0.000034087607],"genre_scores_gemma":[0.99604315,0.00001746778,0.0037383772,0.000018292383,0.000034133853,0.000018215558,0.00009236642,0.000023516397,0.000014470054],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99926037,0.000036832567,0.00022677635,0.00015803508,0.0002132208,0.00010479689],"domain_scores_gemma":[0.9995359,0.0001280962,0.00008677853,0.00015379122,0.000053342686,0.00004210123],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00015537566,0.00010820136,0.00015462625,0.00016947478,0.000043271586,0.000014347937,0.000046508063,0.000073679104,0.0000038337807],"category_scores_gemma":[0.000015664229,0.000092470415,0.000025876407,0.000285348,0.000021731017,0.00013521337,0.000016345894,0.00008453611,0.0000056472904],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000015244591,0.000010982073,0.0021357585,0.000088355104,0.00004258863,3.8070536e-7,0.0004401037,0.988775,0.0036709893,0.0000024543515,0.0000063993584,0.004811699],"study_design_scores_gemma":[0.00028458436,0.00006950384,0.0056882375,0.00003580461,0.00004113622,7.229139e-7,0.00011891777,0.9482929,0.04534147,0.000022000959,0.000012738368,0.000091993046],"about_ca_topic_score_codex":0.000074255375,"about_ca_topic_score_gemma":0.000013055247,"teacher_disagreement_score":0.51624006,"about_ca_system_score_codex":0.000045786237,"about_ca_system_score_gemma":0.000006445037,"threshold_uncertainty_score":0.37708342},"labels":[],"label_agreement":null},{"id":"W4390082402","doi":"10.1007/s13202-023-01735-x","title":"Effectiveness of embedded discontinuities technique in capturing geomechanical behavior in naturally fractured reservoirs","year":2023,"lang":"en","type":"article","venue":"Journal of Petroleum Exploration and Production Technology","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"Universidade Federal de Pernambuco; Petrobras; Energi Simulation","keywords":"Classification of discontinuities; Geomechanics; Geology; Permeability (electromagnetism); Petroleum engineering; Offshore geotechnical engineering; Closure (psychology); Finite element method; Fracture (geology); Geotechnical engineering; Structural engineering; Engineering; Mathematics","score_opus":0.009469735630159916,"score_gpt":0.245167365789211,"score_spread":0.2356976301590511,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4390082402","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99308676,0.0005712117,0.004794429,0.0010175784,0.00025947945,0.00014781038,0.0000011382145,0.00010832117,0.000013281923],"genre_scores_gemma":[0.9988262,0.00073082553,0.00027940425,0.0000013404454,0.000048524314,0.00006175986,0.0000035715243,0.000015354104,0.000033008007],"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.998916,0.00009962326,0.00051752647,0.00014244144,0.00016321165,0.00016122729],"domain_scores_gemma":[0.9995397,0.00005129438,0.0001467913,0.00014954344,0.00008554212,0.00002712803],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00097376487,0.00011713748,0.00036012093,0.001981398,0.000024269855,0.000013358082,0.00012482498,0.00021667831,0.00000383986],"category_scores_gemma":[0.0002555821,0.000101087986,0.0000593867,0.0008759869,0.000056461184,0.00036367032,0.00003190926,0.0005821678,9.638883e-7],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00019101812,0.000092564376,0.0034537103,0.00045277714,0.000055822067,0.000087242515,0.0010182746,0.68949455,0.2998299,0.00005960633,0.00004613243,0.005218411],"study_design_scores_gemma":[0.0012440151,0.00035701576,0.020349266,0.00073666545,0.0000581027,0.00015462852,0.0040234854,0.011704056,0.9517685,0.008968087,0.00030721037,0.00032893827],"about_ca_topic_score_codex":0.000015303976,"about_ca_topic_score_gemma":0.0001015904,"teacher_disagreement_score":0.67779046,"about_ca_system_score_codex":0.00007703843,"about_ca_system_score_gemma":0.000019519824,"threshold_uncertainty_score":0.41222483},"labels":[],"label_agreement":null},{"id":"W4390590744","doi":"10.1016/j.psep.2024.01.007","title":"Performance analysis of various machine learning algorithms for CO2 leak prediction and characterization in geo-sequestration injection wells","year":2024,"lang":"en","type":"article","venue":"Process Safety and Environmental Protection","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":41,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Memorial University of Newfoundland","funders":"Qatar National Research Fund; Teesside University; Fonds National de la Recherche Luxembourg; Qatar Foundation","keywords":"Wellhead; Leak; Support vector machine; Decision tree; Sizing; Linear regression; Leak detection; Aquifer; Random forest; Machine learning; Computer science; Engineering; Artificial intelligence; Petroleum engineering; Data mining; Algorithm; Groundwater; Geotechnical engineering; Environmental engineering","score_opus":0.005431709068660954,"score_gpt":0.18988263167727665,"score_spread":0.1844509226086157,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4390590744","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.70912176,0.00028808202,0.29007977,0.000023743283,0.00005749449,0.00025759768,0.00005240397,0.00008467729,0.000034471755],"genre_scores_gemma":[0.9969894,0.0022613464,0.00003022807,0.0000019705685,0.000034809535,0.00006629884,0.00054566155,0.000014070442,0.00005617995],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99936867,0.000019282326,0.00023172726,0.0001887763,0.0000947601,0.0000967909],"domain_scores_gemma":[0.9998786,0.000012042692,0.000038812934,0.000041684572,0.0000046911887,0.000024154828],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00019517264,0.000104165556,0.00015019516,0.00029388498,0.00009931283,0.000027063377,0.000018676317,0.00009330621,0.000010551141],"category_scores_gemma":[0.0000048541733,0.00010262866,0.00003431714,0.000318835,0.000027709422,0.00034984687,0.0000075532344,0.00016562814,5.6219926e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000055465465,0.000017410508,0.006071153,0.00054313603,0.00015619028,2.6696475e-7,0.00056646386,0.9469511,0.011240633,8.695523e-7,6.686202e-8,0.034397256],"study_design_scores_gemma":[0.0001460119,0.000119030476,0.070137165,0.000052217398,0.00019595765,0.0000049936516,0.00006702105,0.92620987,0.0027834284,0.000013123642,0.00018472764,0.0000864517],"about_ca_topic_score_codex":0.00006782113,"about_ca_topic_score_gemma":0.000029745142,"teacher_disagreement_score":0.29004955,"about_ca_system_score_codex":0.00008240681,"about_ca_system_score_gemma":0.0000034416137,"threshold_uncertainty_score":0.41850755},"labels":[],"label_agreement":null},{"id":"W4390603965","doi":"10.2118/218398-pa","title":"Development of a Scalable Parallel Compositional Simulator for Thermo-Hydromechanical Coupling in Fractured Rocks Using an Embedded Discrete Fracture Model","year":2024,"lang":"en","type":"article","venue":"SPE Journal","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Scalability; Coupling (piping); Computer science; Fracture (geology); Computational science; Matrix (chemical analysis); Finite volume method; Oil shale; Stencil; Simulation; Geology; Mechanics; Geotechnical engineering; Mechanical engineering; Materials science; Engineering","score_opus":0.02148485799120268,"score_gpt":0.28596289899634275,"score_spread":0.26447804100514005,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4390603965","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.4098905,0.00042177056,0.58940655,0.000041776813,0.000094939285,0.00007368227,0.000007876194,0.00004194046,0.00002095704],"genre_scores_gemma":[0.94274837,0.000021116124,0.05689871,0.000028469774,0.00020259609,0.000005038544,0.000024392113,0.0000484053,0.000022893957],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9986023,0.000014010946,0.00054132147,0.00019090963,0.00032273674,0.00032872354],"domain_scores_gemma":[0.9995301,0.00006196192,0.00006131476,0.0001332104,0.00005191921,0.00016151989],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00036873526,0.00020542403,0.00034418327,0.000240855,0.00013598279,0.000113902526,0.00018163072,0.0001748943,0.00008740054],"category_scores_gemma":[0.000013415577,0.00016313548,0.00017943243,0.00016357904,0.000015442034,0.0002459693,0.00002347872,0.0005599723,0.000002509693],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00003401559,0.000043212865,0.000013594825,0.00010181396,0.00018976703,0.000017529284,0.0011157657,0.98268765,0.015560718,0.0000049104297,0.000044991597,0.0001860469],"study_design_scores_gemma":[0.00040667158,0.000018903647,0.000044566998,0.00027849045,0.000058702153,0.000026013964,0.000112325935,0.9915964,0.0058622104,0.0010824328,0.00030723464,0.00020606897],"about_ca_topic_score_codex":0.0000068543404,"about_ca_topic_score_gemma":0.000020239868,"teacher_disagreement_score":0.5328579,"about_ca_system_score_codex":0.00019418212,"about_ca_system_score_gemma":0.00015686342,"threshold_uncertainty_score":0.6652472},"labels":[],"label_agreement":null},{"id":"W4390698792","doi":"10.1007/s00366-023-01932-6","title":"Coupled hydro-mechanical two-phase flow model in fractured porous medium with the combined finite-discrete element method","year":2024,"lang":"en","type":"article","venue":"Engineering With Computers","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":15,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Toronto","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Discontinuity (linguistics); Finite element method; Mechanics; Permeability (electromagnetism); Porous medium; Geomechanics; Flow (mathematics); Saturation (graph theory); Geotechnical engineering; Materials science; Geology; Matrix (chemical analysis); Relative permeability; Fracture (geology); Porosity; Engineering; Structural engineering; Mathematics; Composite material; Physics; Chemistry","score_opus":0.005418270988268208,"score_gpt":0.2315745087829118,"score_spread":0.22615623779464358,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4390698792","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"methods","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.020672962,0.0003791915,0.97642475,0.00095773255,0.00037610746,0.00027273723,0.000008975816,0.00086466,0.000042906508],"genre_scores_gemma":[0.9252634,0.000017449462,0.07421885,0.0000926731,0.00014003599,0.00006959637,0.000040441413,0.00011247208,0.00004508874],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9982422,0.00003584807,0.00032807453,0.00040926944,0.00044391604,0.0005406923],"domain_scores_gemma":[0.998877,0.0004421072,0.00002682227,0.00045789397,0.000026217042,0.00016994674],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00041833162,0.00042944393,0.00044399404,0.0002935491,0.000060164763,0.00014988055,0.00037079665,0.00009694033,0.000018487844],"category_scores_gemma":[0.000016526314,0.00026713556,0.0001033539,0.0006234908,0.000025551337,0.00013263186,0.00005857278,0.00075898354,0.000009280675],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000048796297,0.000028495553,0.000002202795,0.00012736986,0.00041078127,0.00024405643,0.00073105376,0.9967195,0.0004647348,0.000029529712,0.00044736807,0.0007461184],"study_design_scores_gemma":[0.0016265513,0.00015868338,0.000015836731,0.000291975,0.000110828005,0.000022833012,0.000025491863,0.9951276,0.0010496159,0.000014815954,0.0011453194,0.0004104344],"about_ca_topic_score_codex":0.000051224466,"about_ca_topic_score_gemma":0.000055980312,"teacher_disagreement_score":0.9045904,"about_ca_system_score_codex":0.00015391142,"about_ca_system_score_gemma":0.000050417064,"threshold_uncertainty_score":0.99997807},"labels":[],"label_agreement":null},{"id":"W4391024893","doi":"10.1190/int-2022-0104.1","title":"Toward real-time fracture detection on image logs using deep convolutional neural network YOLOv5","year":2024,"lang":"en","type":"article","venue":"Interpretation","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":15,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Computer science; Convolutional neural network; Fracture (geology); Hydraulic fracturing; Process (computing); Expediting; Artificial intelligence; Stability (learning theory); Borehole; Deep learning; Software; Petroleum engineering; Geology; Machine learning; Geotechnical engineering; Engineering","score_opus":0.007318572491402669,"score_gpt":0.2349271260308727,"score_spread":0.22760855353947004,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4391024893","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.25864264,0.0004917474,0.73538953,0.0002390283,0.0010806833,0.00011901189,0.0000064055876,0.00087563944,0.0031553241],"genre_scores_gemma":[0.9985304,0.000029522014,0.0006645952,0.00007921842,0.00050166214,0.000008843887,0.0000420241,0.000037502487,0.00010627038],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99914473,0.00004664637,0.00020988978,0.00020833669,0.00017548268,0.00021491402],"domain_scores_gemma":[0.9996484,0.000108106105,0.000024812383,0.00012762277,0.000036679958,0.00005436152],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00010994584,0.0001609117,0.00014529536,0.00014344024,0.00006740233,0.000122048026,0.000081437276,0.00012647467,0.00020735942],"category_scores_gemma":[0.000026834492,0.00014504755,0.00013783612,0.00022118456,0.000027140013,0.00023693091,0.000012657515,0.00027898388,0.00024838198],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000022480328,0.0000049425007,0.000007834573,0.00005932366,0.00010440081,0.000019647216,0.0004652937,0.9831697,0.008667446,0.0000065486333,0.00044604312,0.007026377],"study_design_scores_gemma":[0.0000617354,0.000032495722,0.00042351606,0.00013900749,0.00006016189,0.000019279176,0.000022065271,0.99447626,0.003682322,0.00023735862,0.0006960092,0.00014977546],"about_ca_topic_score_codex":0.00008289646,"about_ca_topic_score_gemma":0.000017117785,"teacher_disagreement_score":0.7398877,"about_ca_system_score_codex":0.0002018946,"about_ca_system_score_gemma":0.000011454806,"threshold_uncertainty_score":0.59148675},"labels":[],"label_agreement":null},{"id":"W4391187492","doi":"10.1007/s40948-024-00740-6","title":"Property parameter determination in individual layers for separately fractured wells with commingled production in multi-layered reservoirs","year":2024,"lang":"en","type":"article","venue":"Geomechanics and Geophysics for Geo-Energy and Geo-Resources","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"Alberta Innovates; Natural Sciences and Engineering Research Council of Canada; National Natural Science Foundation of China; Energi Simulation","keywords":"Microseism; Field (mathematics); Computer science; Production (economics); Layer (electronics); Property (philosophy); Petroleum engineering; Physical property; Geology; Biological system; Mathematics; Materials science; Nanotechnology","score_opus":0.016879105097246275,"score_gpt":0.23469258466339407,"score_spread":0.2178134795661478,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4391187492","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.95860827,0.0021057636,0.037587807,0.00052048214,0.00027071917,0.0006448605,0.00007751405,0.00014320224,0.000041366486],"genre_scores_gemma":[0.9974866,0.0002360708,0.0009691846,0.00005259441,0.00014700535,0.0003211543,0.00012325068,0.000056056557,0.0006080666],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9984595,0.000039281873,0.00033293306,0.0005262076,0.0001832693,0.00045879083],"domain_scores_gemma":[0.99938315,0.00019435667,0.00005813109,0.0002108396,0.00006312762,0.00009038988],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00037375765,0.0003248181,0.00038902793,0.00035853081,0.00016286522,0.0002261345,0.00014248506,0.00022388238,0.0000026422433],"category_scores_gemma":[0.00004007631,0.0002317702,0.00008791095,0.00043981205,0.00003932916,0.00028131926,0.000052110758,0.00023573566,8.9768616e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0006040733,0.000284764,0.00042601963,0.0019785892,0.00055899174,0.000035152094,0.008543267,0.85307485,0.0015583393,0.00051252934,0.00037261078,0.13205081],"study_design_scores_gemma":[0.0012513323,0.0002966929,0.0006274406,0.0002568142,0.00012124971,0.000007807727,0.0005500423,0.94767874,0.0024088414,0.0059325206,0.040333983,0.00053455326],"about_ca_topic_score_codex":0.00052690704,"about_ca_topic_score_gemma":0.002348169,"teacher_disagreement_score":0.13151626,"about_ca_system_score_codex":0.00003856767,"about_ca_system_score_gemma":0.00002053038,"threshold_uncertainty_score":0.9451314},"labels":[],"label_agreement":null},{"id":"W4391234130","doi":"10.1063/5.0189758","title":"Improving oil and gas flowability in tight carbonates with a novel solid delayed acid","year":2024,"lang":"en","type":"article","venue":"Physics of Fluids","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":16,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"China Scholarship Council; National Natural Science Foundation of China","keywords":"Dissolution; Organic acid; Carbonate; Hydraulic fracturing; Hydrogen; Chemical engineering; Materials science; Chemistry; Petroleum engineering; Organic chemistry; Geology","score_opus":0.005792163598452834,"score_gpt":0.20993091777551223,"score_spread":0.2041387541770594,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4391234130","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9804104,0.0019434642,0.016248764,0.000097899036,0.00006406738,0.000024650046,0.000017694405,0.00013289836,0.001060177],"genre_scores_gemma":[0.99895453,0.00010764644,0.00079091504,0.00000446988,0.000068838584,0.000009073607,0.0000075594103,0.00002447855,0.00003245451],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9993661,0.0000072909834,0.0001573598,0.00017538146,0.00012459938,0.00016926175],"domain_scores_gemma":[0.9997001,0.000043427583,0.000008955393,0.0001786415,0.000023330185,0.000045500867],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00009988087,0.0001285067,0.00020882396,0.00006275707,0.000017242957,0.000030399455,0.000078039404,0.000043831544,0.0000036907581],"category_scores_gemma":[0.000009693284,0.00010075892,0.00005133428,0.00024846138,0.000047414553,0.000119448436,0.000029201556,0.00016553169,0.0000011960287],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000032590877,0.0001070285,0.00063863036,0.0019498985,0.00048098667,0.000023686885,0.0025504117,0.30642563,0.60690624,0.00022127926,0.000040379877,0.08062326],"study_design_scores_gemma":[0.00020499474,0.000032697913,0.00020965005,0.00012270038,0.000057425914,0.0000024342805,0.00003260661,0.890988,0.10765242,0.00040978446,0.0001256574,0.00016166842],"about_ca_topic_score_codex":0.0003651021,"about_ca_topic_score_gemma":0.000092968105,"teacher_disagreement_score":0.5845623,"about_ca_system_score_codex":0.000037005975,"about_ca_system_score_gemma":0.000023748058,"threshold_uncertainty_score":0.41088295},"labels":[],"label_agreement":null},{"id":"W4391329396","doi":"10.2118/217832-ms","title":"Quantifying Hydraulic Fracture Geometry and Morphology in a Multi-Cluster, Multi-Stage, Hydraulically Fractured Well Using Volume-to-First-Response Analysis","year":2024,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Hydraulic fracturing; Volume (thermodynamics); Stage (stratigraphy); Cluster (spacecraft); Geology; Fracture (geology); Morphology (biology); Geotechnical engineering; Geometry; Computer science; Physics; Mathematics","score_opus":0.03440981396878789,"score_gpt":0.30390829725937096,"score_spread":0.26949848329058307,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4391329396","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.5578714,0.0028816948,0.43709406,0.0010049012,0.00020438585,0.00026723975,0.000018387016,0.0005866017,0.00007134038],"genre_scores_gemma":[0.9785163,0.00017738673,0.017583188,0.001280161,0.00008296463,0.00003504827,0.000033751818,0.00014579302,0.0021454166],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99637836,0.00026180575,0.00087624957,0.0010934441,0.00041059175,0.0009795233],"domain_scores_gemma":[0.998009,0.0005916927,0.000065437765,0.0007743423,0.00006150012,0.0004979742],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.000827653,0.0006915009,0.0010838123,0.0035838073,0.00017946897,0.00036334546,0.00044351694,0.0006240299,0.00072034315],"category_scores_gemma":[0.0003008679,0.0006059161,0.0004861648,0.0040858374,0.0000952977,0.00034155164,0.00021927414,0.0010985123,0.00023149644],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00011027896,0.00010202962,0.008581722,0.00024199803,0.0012621148,0.0003976876,0.0011106874,0.98333967,0.0037537469,6.090339e-7,0.0006507103,0.00044873165],"study_design_scores_gemma":[0.0007549574,0.000031147334,0.045297593,0.0001043445,0.0005826555,0.000028349328,0.00020498071,0.91372037,0.001250815,0.0000020041257,0.037332393,0.0006904101],"about_ca_topic_score_codex":0.0030396073,"about_ca_topic_score_gemma":0.0042239237,"teacher_disagreement_score":0.4206449,"about_ca_system_score_codex":0.00030282864,"about_ca_system_score_gemma":0.00005169921,"threshold_uncertainty_score":0.9996392},"labels":[],"label_agreement":null},{"id":"W4391329461","doi":"10.2118/217759-ms","title":"New Advancements in Flowback Analysis for Rapid Diagnostics and Integrated Hydraulic Fracture Optimization","year":2024,"lang":"en","type":"article","venue":"SPE Hydraulic Fracturing Technology Conference and Exhibition","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"ARC Resources (Canada)","funders":"","keywords":"Hydraulic fracturing; Petroleum engineering; Fracture (geology); Computer science; Geology; Geotechnical engineering","score_opus":0.008710211743899045,"score_gpt":0.23013664810225434,"score_spread":0.2214264363583553,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4391329461","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.08334213,0.008083215,0.9027295,0.0039006562,0.000203031,0.00040752642,0.000022905666,0.0008761557,0.00043484947],"genre_scores_gemma":[0.97862196,0.010160406,0.010462512,0.00017083978,0.000099156496,0.000073256204,0.00027458137,0.00004543693,0.00009183084],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9983678,0.000023634899,0.0004337921,0.0005833471,0.00015527915,0.00043614995],"domain_scores_gemma":[0.99930805,0.00014712884,0.00005389591,0.00030529345,0.000056907953,0.00012873983],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00017052113,0.00036807463,0.00050524645,0.001571955,0.00010944912,0.00019151201,0.00016131958,0.0004972153,0.00016383147],"category_scores_gemma":[0.00010611517,0.00034281518,0.00010925232,0.0013473373,0.000096614756,0.0003832604,0.00005831569,0.00056243985,0.000009901461],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00002045306,0.000024617597,0.00096994685,0.00023417649,0.00051465974,0.00003405828,0.00039213258,0.9070781,0.00023913817,0.00012722022,0.0010214152,0.089344114],"study_design_scores_gemma":[0.00062061095,0.00009555014,0.00115922,0.00039710404,0.0005040022,0.000014835797,0.00018826369,0.9581186,0.006283697,0.0061372,0.025980353,0.0005005373],"about_ca_topic_score_codex":0.00017729196,"about_ca_topic_score_gemma":0.00022573282,"teacher_disagreement_score":0.8952798,"about_ca_system_score_codex":0.00010414441,"about_ca_system_score_gemma":0.000047654237,"threshold_uncertainty_score":0.99990237},"labels":[],"label_agreement":null},{"id":"W4391329509","doi":"10.2118/217785-ms","title":"Improving Stage Isolation in Vaca Muerta Wells Through Observations from an Integrated Fiber Optic Pilot","year":2024,"lang":"en","type":"article","venue":"SPE Hydraulic Fracturing Technology Conference and Exhibition","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Shell (Canada)","funders":"","keywords":"Stage (stratigraphy); Isolation (microbiology); Optical fiber; Geology; Computer science; Telecommunications; Paleontology; Biology","score_opus":0.020590604247368072,"score_gpt":0.24390386064322708,"score_spread":0.223313256395859,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4391329509","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9311982,0.001006271,0.062948875,0.0019325827,0.00021230863,0.00022071104,0.00003151254,0.0014611175,0.0009884319],"genre_scores_gemma":[0.9926118,0.00038836827,0.006185304,0.00008533321,0.000100161866,0.000049083872,0.0002955439,0.000050975665,0.00023342457],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99841076,0.000039948245,0.00043320062,0.0005591154,0.00015845266,0.0003985062],"domain_scores_gemma":[0.99931586,0.000085250365,0.000053453503,0.00042443356,0.000048711943,0.00007231395],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00014762065,0.0003223252,0.00033017047,0.00057430647,0.00012515682,0.00022642595,0.00021806685,0.00039697584,0.0003657757],"category_scores_gemma":[0.00005138734,0.00030741442,0.00005461864,0.0006730351,0.00010909182,0.0009967979,0.000067228786,0.00084620086,0.00009622884],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00012430765,0.00045118565,0.0043293936,0.0012065457,0.00070568867,0.00066720136,0.0059023243,0.6760302,0.11157186,0.005427093,0.0010541048,0.19253007],"study_design_scores_gemma":[0.00043554226,0.0001543855,0.0036462913,0.0005740311,0.00008419938,0.000014149919,0.0006692899,0.9551565,0.019413983,0.009888767,0.009388636,0.00057423],"about_ca_topic_score_codex":0.003035698,"about_ca_topic_score_gemma":0.0009605713,"teacher_disagreement_score":0.27912626,"about_ca_system_score_codex":0.00014281874,"about_ca_system_score_gemma":0.00004977824,"threshold_uncertainty_score":0.9999378},"labels":[],"label_agreement":null},{"id":"W4391329541","doi":"10.2118/217822-ms","title":"A Comprehensive Review of Casing Deformation During Multi-Stage Hydraulic Fracturing in Unconventional Plays: Characterization, Diagnosis, Controlling Factors, Mitigation and Recovery Strategies","year":2024,"lang":"en","type":"review","venue":"SPE Hydraulic Fracturing Technology Conference and Exhibition","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":19,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"ConocoPhillips (Canada); University of Alberta","funders":"","keywords":"Casing; Hydraulic fracturing; Stage (stratigraphy); Petroleum engineering; Characterization (materials science); Deformation (meteorology); Geology; Geotechnical engineering; Materials science; Nanotechnology","score_opus":0.02863721542242784,"score_gpt":0.27938310578360126,"score_spread":0.2507458903611734,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4391329541","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.058175016,0.93616194,0.0036349227,0.00015938266,0.00023344091,0.0009808001,0.00013728547,0.00045211625,0.000065073495],"genre_scores_gemma":[0.27842155,0.7201074,0.00016620276,0.00002448141,0.00006866495,0.00018179315,0.00094630296,0.00007012517,0.000013489903],"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","domain_scores_codex":[0.9966762,0.00013412118,0.0016053682,0.0007451711,0.00031722768,0.0005218779],"domain_scores_gemma":[0.9985208,0.00017607122,0.0006340781,0.00041967654,0.00013602943,0.00011336274],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00028428252,0.00084538956,0.002083055,0.001757384,0.00018649886,0.00021479413,0.00024730497,0.00092041894,0.00004767478],"category_scores_gemma":[0.00010709037,0.00076070236,0.00032676474,0.00075651,0.0002180429,0.0009357361,0.00015626242,0.0013165465,0.00001617801],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000030489875,0.00015595068,0.00041881154,0.69605803,0.0016582435,0.0002215402,0.001234258,0.018193055,0.0010496584,0.00021585551,0.000041706753,0.2807224],"study_design_scores_gemma":[0.0025680517,0.00024000359,0.0026711123,0.75991875,0.004342224,0.0004997024,0.0018482048,0.049074158,0.0074945563,0.0021462385,0.16488113,0.004315856],"about_ca_topic_score_codex":0.00012013593,"about_ca_topic_score_gemma":0.000057343557,"teacher_disagreement_score":0.27640656,"about_ca_system_score_codex":0.00034913278,"about_ca_system_score_gemma":0.00016004422,"threshold_uncertainty_score":0.9994844},"labels":[],"label_agreement":null},{"id":"W4391329542","doi":"10.2118/217760-ms","title":"Quantifying the Effects of Parent-Child Communication Using Dynamic Fluid-In-Place Calculations","year":2024,"lang":"en","type":"article","venue":"SPE Hydraulic Fracturing Technology Conference and Exhibition","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Computer science","score_opus":0.013670467514163646,"score_gpt":0.25931690514698086,"score_spread":0.2456464376328172,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4391329542","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.96207756,0.009719052,0.025009345,0.0018438351,0.0001710071,0.00021966198,0.0000030912586,0.00045861764,0.0004978576],"genre_scores_gemma":[0.9966671,0.002756144,0.00045289547,0.00002001769,0.000019740322,0.000024644389,0.000022066766,0.0000252232,0.000012202347],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99901795,0.000048958962,0.00031833595,0.00024002904,0.00012896335,0.00024576744],"domain_scores_gemma":[0.99927515,0.0001802148,0.00004731218,0.00043463605,0.000030644616,0.000032031323],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00018252643,0.00018838292,0.0002466574,0.0005405663,0.00017437535,0.0000692027,0.00021097141,0.00023540681,0.0000142813515],"category_scores_gemma":[0.000067376954,0.00015249128,0.00006864901,0.00053580664,0.00018155946,0.00019911479,0.000077880184,0.0005506715,0.00000797624],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000023191931,0.000114632385,0.00202555,0.0033718213,0.00051633874,0.000100878024,0.0035779101,0.8311502,0.076764785,0.0050769662,0.00018675212,0.077090986],"study_design_scores_gemma":[0.00022944792,0.000025213352,0.00209323,0.0018675328,0.000104527324,0.00004574816,0.00034462876,0.9626273,0.028815892,0.0028375292,0.0007749592,0.00023399318],"about_ca_topic_score_codex":0.00022034992,"about_ca_topic_score_gemma":0.00041768054,"teacher_disagreement_score":0.13147712,"about_ca_system_score_codex":0.000085119435,"about_ca_system_score_gemma":0.000022893484,"threshold_uncertainty_score":0.62184143},"labels":[],"label_agreement":null},{"id":"W4391379087","doi":"10.2118/9781555631222-ch05","title":"Cold Heavy-Oil Production with Sand","year":2007,"lang":"en","type":"book-chapter","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":8,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Waterloo","funders":"","keywords":"Production (economics); Environmental science; Petroleum engineering; Pulp and paper industry; Geology; Engineering; Economics","score_opus":0.011592355448348267,"score_gpt":0.20069475644775447,"score_spread":0.1891024009994062,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4391379087","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00011745579,0.000831852,0.0017297394,0.00009669341,0.00023240407,0.000054169,0.0000026685866,0.00045949285,0.9964755],"genre_scores_gemma":[0.028314324,0.0006061861,0.0005405736,0.00003756403,0.00056744524,0.0000040849104,0.000021654812,0.000096325326,0.96981186],"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","domain_scores_codex":[0.9991094,0.0000020070909,0.00018628903,0.00024766967,0.00025515055,0.00019951796],"domain_scores_gemma":[0.9994708,0.000012522776,0.000031102612,0.00035053646,0.00004719139,0.00008784727],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00009433157,0.0002697242,0.00028709898,0.00019506941,0.000047432735,0.00002708971,0.000088634006,0.0002457905,0.0006394102],"category_scores_gemma":[0.0000033193817,0.00019752096,0.00009399528,0.000039647453,0.000040514173,0.000046435878,0.000012104802,0.00036965846,0.00020949455],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00009076171,0.00004418071,0.000022906497,0.001518254,0.0028993883,0.00026258916,0.00023845551,0.82437783,0.00030580722,0.0022962454,0.11540973,0.05253387],"study_design_scores_gemma":[0.00012881095,0.000032541433,0.000005710768,0.00022406927,0.00017555687,0.000024614466,0.0000053009176,0.001034079,0.007317817,0.00006745093,0.990539,0.0004450243],"about_ca_topic_score_codex":0.000034435034,"about_ca_topic_score_gemma":0.00018867923,"teacher_disagreement_score":0.8751293,"about_ca_system_score_codex":0.00008135436,"about_ca_system_score_gemma":0.000015366899,"threshold_uncertainty_score":0.8054671},"labels":[],"label_agreement":null},{"id":"W4391532219","doi":"10.1038/s41598-024-53553-8","title":"Author Correction: CFD estimation of gas production in tight carbonates using single and dual-porosity models","year":2024,"lang":"en","type":"erratum","venue":"Scientific Reports","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Petroleum Technology Research Centre; University of Regina","funders":"Qatar National Research Fund; Fonds National de la Recherche Luxembourg","keywords":"Dual (grammatical number); Porosity; Computational fluid dynamics; Production (economics); Computer science; Petroleum engineering; Dual purpose; Geology; Mechanics; Mechanical engineering; Engineering; Geotechnical engineering; Physics; Economics","score_opus":0.017618308001765164,"score_gpt":0.23921031514419858,"score_spread":0.2215920071424334,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4391532219","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.5122139,0.011232287,0.0029608465,0.00021471539,0.4630972,0.0006187027,0.000010238438,0.0005636252,0.009088504],"genre_scores_gemma":[0.9003454,0.00003952688,0.00039478717,6.847099e-7,0.00037638523,0.000010050375,0.00020565056,0.000046795063,0.098580725],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.997867,0.000032323354,0.0006649981,0.00071280973,0.0004923477,0.00023050314],"domain_scores_gemma":[0.9990443,0.000012941005,0.0002101585,0.0005515293,0.00011245751,0.00006862577],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009516987,0.00023694817,0.00040305135,0.00074259046,0.000117525015,0.00021962087,0.000054844284,0.0002976227,0.000014036972],"category_scores_gemma":[0.00012852055,0.00022244082,0.00010235227,0.00086138677,0.00013661169,0.0002512342,0.000054358887,0.00050947285,0.0000017916313],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000012814684,0.000021803015,0.000014779301,0.00057203206,0.000041780604,0.00010632322,0.00049325044,0.8223377,0.0013972233,3.357807e-7,0.17400919,0.0010043252],"study_design_scores_gemma":[0.000018647024,0.000007611538,0.000024884244,0.00086617307,0.00013849164,0.00025762655,0.000042210213,0.9725455,0.0142422095,0.0019920238,0.009633914,0.00023068013],"about_ca_topic_score_codex":0.0003832451,"about_ca_topic_score_gemma":0.00026428147,"teacher_disagreement_score":0.46272084,"about_ca_system_score_codex":0.00023578074,"about_ca_system_score_gemma":0.00012232615,"threshold_uncertainty_score":0.9070873},"labels":[],"label_agreement":null},{"id":"W4391533260","doi":"10.1016/j.cej.2024.149358","title":"Experimental evaluations of nano high-viscosity friction reducers to improve acid fracturing efficiency in low-permeability carbonate reservoirs","year":2024,"lang":"en","type":"article","venue":"Chemical Engineering Journal","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":36,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"China Scholarship Council; National Natural Science Foundation of China","keywords":"Reducer; Viscosity; Materials science; Imbibition; Fracturing fluid; Composite material; Chemical engineering; Enhanced oil recovery; Guar gum; Volumetric flow rate; Capillary action; Petroleum engineering; Chemistry; Mechanical engineering; Geology","score_opus":0.005798305077524345,"score_gpt":0.24056070487034673,"score_spread":0.23476239979282237,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4391533260","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.96431667,0.0012987753,0.032899015,0.00010646984,0.00090432685,0.000118631,0.0000069360794,0.00019387844,0.00015527835],"genre_scores_gemma":[0.99786806,0.00002244738,0.0017621998,0.0000048772554,0.00025659314,0.00002195443,0.000004872652,0.000044886463,0.000014105028],"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9983472,0.000022212029,0.0005460905,0.00028124047,0.00040661969,0.00039659592],"domain_scores_gemma":[0.99935484,0.00007744745,0.000030602216,0.00025218521,0.000052129577,0.00023277242],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00047974568,0.00023265899,0.00031489466,0.00041856177,0.00004882783,0.000079430916,0.0002566582,0.00014497412,0.000060301358],"category_scores_gemma":[0.00020901846,0.00021896565,0.00018846827,0.00061642914,0.000027724376,0.00020276668,0.000062365354,0.00074636826,0.0000089216865],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000055112146,0.00002616068,0.000008526044,0.00010774337,0.000036816073,0.000008702127,0.0003840221,0.5194149,0.47971648,0.0000022233858,0.000026887952,0.00026205415],"study_design_scores_gemma":[0.00014297996,0.000020017333,0.00019412402,0.00025825718,0.000019671106,0.000014387024,0.000045244113,0.40469882,0.5944046,0.000012724564,0.000040827206,0.00014835203],"about_ca_topic_score_codex":0.00004530134,"about_ca_topic_score_gemma":9.181656e-7,"teacher_disagreement_score":0.11471606,"about_ca_system_score_codex":0.0007026879,"about_ca_system_score_gemma":0.000051387382,"threshold_uncertainty_score":0.892916},"labels":[],"label_agreement":null},{"id":"W4391589868","doi":"10.1016/j.fuel.2024.130959","title":"A two-phase flow model coupled with geomechanics for simulating transient production behaviour in an unconventional reservoir by considering fracture geometry and capillary pressure","year":2024,"lang":"en","type":"article","venue":"Fuel","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Regina","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Geomechanics; Transient (computer programming); Capillary pressure; Mechanics; Geology; Transient flow; Flow (mathematics); Capillary action; Fracture (geology); Complex geometry; Two-phase flow; Phase (matter); Geometry; Petroleum engineering; Materials science; Geotechnical engineering; Physics; Computer science; Mathematics; Porous medium; Geomorphology; Composite material; Porosity","score_opus":0.011698969305652998,"score_gpt":0.25985232001087166,"score_spread":0.24815335070521866,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4391589868","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.77419215,0.005481998,0.21928915,0.00021872987,0.0001366611,0.0003563817,0.000083167746,0.00023035124,0.000011411099],"genre_scores_gemma":[0.99664783,0.000059412854,0.0026993002,0.000030024165,0.00011018868,0.00006951222,0.00020210221,0.00006124564,0.00012035819],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99885535,0.000018690163,0.000246219,0.0003851706,0.00021858532,0.00027596587],"domain_scores_gemma":[0.99956435,0.000055006392,0.00002316222,0.0001975279,0.00005553561,0.000104434286],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00024959273,0.00020776755,0.00023434921,0.00021115164,0.00008039111,0.00010034475,0.00007294239,0.00012182621,0.000017286706],"category_scores_gemma":[0.000023663202,0.00018143315,0.000062496656,0.00024307615,0.000018441695,0.00029936677,0.000014161234,0.00031948648,6.550821e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000056830515,0.00006184578,0.00009655899,0.000772067,0.00013609727,0.00001614341,0.0006185013,0.99529856,0.0023684758,0.0000067360074,0.00030954738,0.0002586169],"study_design_scores_gemma":[0.0009279806,0.00009183305,0.000039506227,0.00017615459,0.00017980939,0.000011172042,0.00014829056,0.9963116,0.00070033246,0.00035412918,0.00082217215,0.0002369914],"about_ca_topic_score_codex":0.00006418219,"about_ca_topic_score_gemma":0.00025113384,"teacher_disagreement_score":0.22245571,"about_ca_system_score_codex":0.00004336187,"about_ca_system_score_gemma":0.000037205093,"threshold_uncertainty_score":0.73986286},"labels":[],"label_agreement":null},{"id":"W4391817386","doi":"10.1017/jfm.2023.989","title":"The influence of turbulence and inertia in radial fracture flow","year":2024,"lang":"en","type":"article","venue":"Journal of Fluid Mechanics","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Waterloo","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Turbulence; Inertia; Mechanics; Flow (mathematics); Fracture (geology); Physics; Classical mechanics; Geology; Geotechnical engineering","score_opus":0.0032033055891636337,"score_gpt":0.19917833709965074,"score_spread":0.19597503151048712,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4391817386","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9708777,0.018888822,0.009197424,0.0005706743,0.0003799106,0.00003475277,0.0000018390595,0.000018929039,0.000029919394],"genre_scores_gemma":[0.99447095,0.0050786943,0.00028603687,0.000030331103,0.00010778233,5.9488616e-7,1.7637727e-7,0.000010999788,0.000014443592],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99927336,0.00001874563,0.0003364126,0.000057499892,0.00019182567,0.00012215196],"domain_scores_gemma":[0.9996392,0.00011310957,0.000040229042,0.000105608655,0.00004651351,0.00005534654],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004151507,0.000084150044,0.00017278332,0.00013239487,0.000024468616,0.00004082775,0.00016234923,0.000072671995,0.000006028138],"category_scores_gemma":[0.00009403233,0.00005064816,0.00007594089,0.00021526047,0.000013919792,0.00013504307,0.000018050669,0.00037871322,0.0000013801324],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000010301922,0.0000045832494,0.000014580796,0.00007623435,0.0000665426,0.000045880573,0.0003645699,0.9858667,0.009298036,0.00003774702,0.00047733914,0.0037374794],"study_design_scores_gemma":[0.00014082456,0.000048283637,0.00045255254,0.00029797514,0.00004530795,0.00007423298,0.00005158068,0.9803583,0.008637249,0.0008440291,0.008972776,0.00007688736],"about_ca_topic_score_codex":0.000010328833,"about_ca_topic_score_gemma":0.000013434653,"teacher_disagreement_score":0.023593213,"about_ca_system_score_codex":0.00003258345,"about_ca_system_score_gemma":0.00003380127,"threshold_uncertainty_score":0.2065372},"labels":[],"label_agreement":null},{"id":"W4391874761","doi":"10.2118/217861-ms","title":"Producer Acid Stimulation to Remove Near Wellbore Damage in Unconsolidated Sandstone Reservoirs: Lessons Learned, Best Practices and Challenges in Penglai Oilfield, Bohai Bay","year":2024,"lang":"en","type":"article","venue":"SPE International Conference and Exhibition on Formation Damage Control","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"ConocoPhillips (Canada)","funders":"","keywords":"Wellbore; Petroleum engineering; Geology; Completion (oil and gas wells); Bay; Geotechnical engineering; Mining engineering; Oceanography","score_opus":0.08288021278447387,"score_gpt":0.3280163298894977,"score_spread":0.2451361171050238,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4391874761","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9046718,0.0014675083,0.0034038208,0.06870865,0.00031688128,0.000513894,0.00009367401,0.00018833528,0.02063542],"genre_scores_gemma":[0.9942483,0.0049424004,0.00012485686,0.00013371007,0.00009659728,0.000043960656,0.00015357186,0.000017275921,0.00023935406],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99874294,0.00008953079,0.00037971255,0.0003203889,0.00027239107,0.00019502774],"domain_scores_gemma":[0.9993957,0.0001391292,0.000080217986,0.00017347839,0.0001239306,0.000087530476],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00048266968,0.00018448023,0.00021143597,0.0005313793,0.00007508539,0.00040719204,0.00012311779,0.00012294791,0.00021284517],"category_scores_gemma":[0.0002690883,0.00017379053,0.000034424575,0.00022506509,0.000040746192,0.0012237476,0.0000382161,0.00037847066,0.00007150917],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0010064351,0.00038281397,0.0022258305,0.0013752915,0.00037833807,0.00029286707,0.018043514,0.724585,0.016552828,0.014214195,0.0014463105,0.21949661],"study_design_scores_gemma":[0.001373677,0.00010686781,0.0054222024,0.00082286337,0.000029064946,0.000011731418,0.001969653,0.9671671,0.0018811882,0.0010821224,0.019839022,0.00029452314],"about_ca_topic_score_codex":0.00016480744,"about_ca_topic_score_gemma":0.00235665,"teacher_disagreement_score":0.24258211,"about_ca_system_score_codex":0.00009474032,"about_ca_system_score_gemma":0.000038811693,"threshold_uncertainty_score":0.7086972},"labels":[],"label_agreement":null},{"id":"W4391874878","doi":"10.2118/217898-ms","title":"Completion and Stimulation Design Evolution in Tight Chalk Formations in Offshore Norway","year":2024,"lang":"en","type":"article","venue":"SPE International Conference and Exhibition on Formation Damage Control","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"ConocoPhillips (Canada)","funders":"","keywords":"Submarine pipeline; Geology; Petroleum engineering; Stimulation; Well stimulation; Marine engineering; Geotechnical engineering; Engineering; Reservoir engineering; Petroleum; Paleontology; Neuroscience","score_opus":0.0190818811931832,"score_gpt":0.24689352165124231,"score_spread":0.22781164045805913,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4391874878","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.28527725,0.0002485798,0.7023486,0.0025064491,0.00026878266,0.00040760264,0.000046858408,0.00015886872,0.008737013],"genre_scores_gemma":[0.9991815,0.00027360185,0.00014619606,0.00005633722,0.000057373098,0.00004179689,0.00016352283,0.000009401369,0.00007027275],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9991177,0.00005322467,0.00034399747,0.00014733925,0.00020393191,0.00013383242],"domain_scores_gemma":[0.99969363,0.00008342109,0.00003452841,0.00007339073,0.00007088457,0.000044171593],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002799309,0.00012960337,0.00013989331,0.00068987446,0.000051759143,0.00018041368,0.00005896464,0.00008307337,0.00015263024],"category_scores_gemma":[0.000028927318,0.00012427656,0.00003017363,0.00018623809,0.000028338332,0.0010596586,0.00001084611,0.00019670573,0.000050602353],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00010139036,0.000057468453,0.0013182353,0.00020442104,0.00005841066,0.000017249315,0.0019296223,0.9469336,0.003532155,0.029856957,0.00044185898,0.015548587],"study_design_scores_gemma":[0.0007298991,0.000033405235,0.026142217,0.00026855912,0.000009613863,0.0000069343746,0.00016864008,0.9681213,0.00026548814,0.003551656,0.000575469,0.00012683944],"about_ca_topic_score_codex":0.000030867202,"about_ca_topic_score_gemma":0.00015142515,"teacher_disagreement_score":0.71390426,"about_ca_system_score_codex":0.00018195395,"about_ca_system_score_gemma":0.000015657148,"threshold_uncertainty_score":0.5067851},"labels":[],"label_agreement":null},{"id":"W4391875444","doi":"10.2118/217919-ms","title":"Assessment of Sand Control Methods for Cased Dual-Annulus Gas Wells: Scaled Laboratory Experiments","year":2024,"lang":"en","type":"article","venue":"SPE International Conference and Exhibition on Formation Damage Control","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Annulus (botany); Petroleum engineering; Dual (grammatical number); Geology; Dual purpose; Geotechnical engineering; Environmental science; Engineering; Materials science; Mechanical engineering","score_opus":0.017739985071595618,"score_gpt":0.3353647221280467,"score_spread":0.31762473705645106,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4391875444","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.03932197,0.00035581537,0.9423762,0.0014185891,0.0006563639,0.0004675913,0.00050446455,0.00018169341,0.014717314],"genre_scores_gemma":[0.99716914,0.00018482494,0.0019762735,0.00017461194,0.000117802214,0.00010470719,0.00014378144,0.000016568674,0.00011231731],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9989784,0.00008018518,0.00040419222,0.00016998242,0.00022139635,0.00014585565],"domain_scores_gemma":[0.9992315,0.00023657197,0.00007414771,0.00012656656,0.00025717853,0.000073988165],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004371013,0.00015987926,0.00024360928,0.0002797019,0.0000622996,0.00016214479,0.000086948734,0.00008223697,0.00036957214],"category_scores_gemma":[0.00005812654,0.00014166541,0.0001073994,0.0000962256,0.000041209674,0.0005198998,0.000009762788,0.00013760921,0.0000132963605],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0007374731,0.00047296233,0.00041345847,0.0020006578,0.0036609764,0.00007453862,0.0030813208,0.28411654,0.531098,0.048192885,0.010004427,0.11614677],"study_design_scores_gemma":[0.0018876928,0.000088769215,0.00031124047,0.00017321591,0.000068720576,0.0000038780627,0.00014930709,0.9552283,0.033701364,0.0007486009,0.0074841944,0.00015470241],"about_ca_topic_score_codex":0.000009632535,"about_ca_topic_score_gemma":0.0000029791347,"teacher_disagreement_score":0.9578471,"about_ca_system_score_codex":0.000086198794,"about_ca_system_score_gemma":0.00003901887,"threshold_uncertainty_score":0.57769483},"labels":[],"label_agreement":null},{"id":"W4391930567","doi":"10.3390/pr12020412","title":"Research on Fluid–Solid Coupling Mechanism around Openhole Wellbore under Transient Seepage Conditions","year":2024,"lang":"en","type":"article","venue":"Processes","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"National Natural Science Foundation of China","keywords":"Wellbore; Transient (computer programming); Geology; Petroleum engineering; Coupling (piping); Mechanism (biology); Mechanics; Materials science; Geotechnical engineering; Physics; Computer science; Composite material","score_opus":0.03725079079767,"score_gpt":0.33699231557339226,"score_spread":0.29974152477572225,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4391930567","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.77708125,0.025853308,0.12959069,0.0040471125,0.001287843,0.00075729203,0.00016264968,0.0030728679,0.058146995],"genre_scores_gemma":[0.9967289,0.0013380322,0.00005105901,0.00005144321,0.00020710185,0.00008013872,0.000044375458,0.00005880694,0.0014401571],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99864405,0.000017429757,0.00019507969,0.00031168014,0.00043363628,0.00039811895],"domain_scores_gemma":[0.9992924,0.0002391513,0.00000753908,0.00022933348,0.00011466484,0.000116922216],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00034583968,0.000166834,0.00017659564,0.00034363856,0.0002528514,0.00030263426,0.00023068345,0.000103783714,0.00030065674],"category_scores_gemma":[0.000034689758,0.00014126977,0.00006953939,0.0009307297,0.0000523687,0.00018283978,0.000025691137,0.00047432646,0.00054261135],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000038026096,0.000040765677,9.9869e-7,0.0018272303,0.00015747294,0.000056806093,0.000503669,0.9903171,0.0030006992,0.00068819255,0.0032933394,0.000109914414],"study_design_scores_gemma":[0.00022526259,0.00009943113,0.000028487173,0.0009980242,0.00011516609,0.000018628321,0.0025964223,0.7864811,0.14938712,0.008045206,0.051518988,0.00048618187],"about_ca_topic_score_codex":0.00003311204,"about_ca_topic_score_gemma":0.000058830006,"teacher_disagreement_score":0.21964765,"about_ca_system_score_codex":0.000099535544,"about_ca_system_score_gemma":0.00009596901,"threshold_uncertainty_score":0.6974352},"labels":[],"label_agreement":null},{"id":"W4392022882","doi":"10.4043/34883-ms","title":"Quick Hydraulic Fracture Property Estimation Through Pressure Falloff Data During Fracturing Operations: A Deep-Shale Case Study from the Southern Sichuan Basin","year":2024,"lang":"en","type":"article","venue":"Offshore Technology Conference Asia","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Regina","funders":"","keywords":"Hydraulic fracturing; Geology; Tortuosity; Fracture (geology); Oil shale; Shale gas; Petroleum engineering; Sichuan basin; Tight gas; Geotechnical engineering","score_opus":0.020635675911967424,"score_gpt":0.2613276751647221,"score_spread":0.2406919992527547,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4392022882","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9374598,0.0045162793,0.04760767,0.0060893144,0.00026219015,0.0010180721,0.00018664346,0.0023898634,0.0004701564],"genre_scores_gemma":[0.99718595,0.00009848424,0.0016344695,0.00008467488,0.00017654915,0.00016835346,0.0002410097,0.000092031725,0.00031845816],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9976132,0.00010320226,0.0005194067,0.00091079436,0.0003554566,0.00049792026],"domain_scores_gemma":[0.99746066,0.00011303155,0.00005226825,0.0022098427,0.00008821031,0.00007600883],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00025507272,0.00049263175,0.0004768384,0.0002156383,0.0005044543,0.0005089414,0.0014428254,0.00048919005,0.00030554296],"category_scores_gemma":[0.00016938416,0.0002975386,0.00009376972,0.00066498463,0.00018229778,0.0007233028,0.00045137756,0.0014120728,0.00017459114],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000032620388,0.00041449477,0.0115861995,0.00044342715,0.004043544,0.0052057696,0.036170155,0.8735812,0.0011285522,0.00007184356,0.0030525208,0.06426968],"study_design_scores_gemma":[0.00039691813,0.00005909174,0.0009394307,0.0002933739,0.0007374403,0.0006173679,0.021330725,0.9564064,0.0019433865,0.0004559403,0.016207248,0.0006126405],"about_ca_topic_score_codex":0.005659491,"about_ca_topic_score_gemma":0.0066163633,"teacher_disagreement_score":0.082825236,"about_ca_system_score_codex":0.00007233228,"about_ca_system_score_gemma":0.00010108928,"threshold_uncertainty_score":0.99994767},"labels":[],"label_agreement":null},{"id":"W4392187671","doi":"10.2523/iptc-24106-ms","title":"Experiment and FEM Modelling of Stress Shadow Effect in Multi-Stage Hydraulic Fracturing to Optimize the Stimulation","year":2024,"lang":"en","type":"article","venue":"International Petroleum Technology Conference","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Hydraulic fracturing; Finite element method; Stress (linguistics); Stage (stratigraphy); Shadow (psychology); Computer science; Geology; Petroleum engineering; Structural engineering; Engineering; Psychology","score_opus":0.026221103738689893,"score_gpt":0.2797080601795466,"score_spread":0.25348695644085667,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4392187671","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.706996,0.00070833525,0.29022273,0.0010261025,0.00016800224,0.0000946614,0.000009649849,0.00019405181,0.00058047386],"genre_scores_gemma":[0.9982108,0.0001000544,0.0013931803,0.000015775873,0.000021976299,0.00005698325,0.0000066799284,0.000016902517,0.00017767522],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.999165,0.0000185879,0.00024843402,0.00023382371,0.00017129013,0.00016285545],"domain_scores_gemma":[0.9995979,0.00012115762,0.000026017475,0.00018953998,0.000033952954,0.0000314086],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00014932296,0.00014817581,0.00018574769,0.0005624168,0.000028598062,0.000062181774,0.0003157702,0.000120458084,0.00004954616],"category_scores_gemma":[0.00003492097,0.000113213224,0.000044885193,0.00019285911,0.000057303507,0.000097486576,0.00009941224,0.0003249376,0.000008670772],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000009236904,0.000012941758,0.0014200647,0.000044977587,0.00008587077,0.000014063968,0.000277343,0.9927143,0.0026316626,0.0002429382,0.000008248791,0.0025383586],"study_design_scores_gemma":[0.00019959157,0.000026674104,0.00059855776,0.0002084015,0.000011495741,0.0000022981824,0.00011566849,0.96283215,0.03546019,0.00010729963,0.0003339362,0.00010371809],"about_ca_topic_score_codex":0.00016610911,"about_ca_topic_score_gemma":0.00007018376,"teacher_disagreement_score":0.29121476,"about_ca_system_score_codex":0.00008315673,"about_ca_system_score_gemma":0.00001204305,"threshold_uncertainty_score":0.46167013},"labels":[],"label_agreement":null},{"id":"W4392380325","doi":"10.2118/219477-pa","title":"Near-Wellbore Salinity Effect on Sand Control Plugging by Fines Migration in Steam-Assisted Gravity Drainage Producer Wells","year":2024,"lang":"en","type":"article","venue":"SPE Journal","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Wellbore; Petroleum engineering; Drainage; Geology; Salinity; Steam-assisted gravity drainage; Geotechnical engineering; Environmental science; Oil sands; Oceanography; Geography; Archaeology","score_opus":0.004428964977815884,"score_gpt":0.22664381209291534,"score_spread":0.22221484711509945,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4392380325","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9921039,0.0021804832,0.0015677192,0.0016641386,0.00067662715,0.00016280939,0.000016463306,0.00016975314,0.0014581275],"genre_scores_gemma":[0.99887323,0.00011718465,0.00004499124,0.00004849697,0.00043019082,0.0000057026805,0.00001492993,0.00003418817,0.00043109024],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.998719,0.00016143952,0.00032784103,0.00020652886,0.0002806596,0.00030454306],"domain_scores_gemma":[0.9994705,0.0001744297,0.000041510917,0.00017291993,0.000025450458,0.0001152426],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008439789,0.00020942643,0.00030684337,0.00020101487,0.00013580165,0.0003230309,0.00012485457,0.000109603454,0.00010757013],"category_scores_gemma":[0.000103198196,0.00015421372,0.00017352018,0.00031852679,0.000029251889,0.00016479095,0.000010261132,0.0008352998,0.0000693704],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00015844339,0.00013314348,0.0053746547,0.0006277516,0.0005929473,0.0005704938,0.0011293292,0.8641775,0.029496524,0.000004835606,0.051514935,0.046219427],"study_design_scores_gemma":[0.0032615485,0.00056208926,0.049423132,0.0016482632,0.00044421366,0.00022684543,0.0001062833,0.82111543,0.039982975,0.00054493756,0.08167192,0.0010123583],"about_ca_topic_score_codex":0.00011676216,"about_ca_topic_score_gemma":0.0001209231,"teacher_disagreement_score":0.045207072,"about_ca_system_score_codex":0.00016954538,"about_ca_system_score_gemma":0.000029904933,"threshold_uncertainty_score":0.6288653},"labels":[],"label_agreement":null},{"id":"W4392520791","doi":"10.1061/9780784485347.014","title":"Three-Dimensional Coupled Stress and Fluid Flow Analysis and Design Provisions for Lake Mead Intake No. 3 Low Level Pumping Station in Fractured Rock Mass","year":2024,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Stantec (Canada)","funders":"","keywords":"Stress (linguistics); Flow (mathematics); Geology; Fluid dynamics; Rock mass classification; Geotechnical engineering; Petroleum engineering; Mechanics; Physics","score_opus":0.016539755399451423,"score_gpt":0.23847599538029726,"score_spread":0.22193623998084583,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4392520791","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.087361045,0.00062922016,0.9111442,0.00016079684,0.00009639495,0.0003091385,0.0001071373,0.00017006662,0.00002201476],"genre_scores_gemma":[0.9724933,0.00007025277,0.026894156,0.000030310606,0.000059410268,0.00006336868,0.00019283488,0.00003403754,0.00016235493],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99881107,0.000023814286,0.00031713178,0.00036074745,0.00022103028,0.00026623657],"domain_scores_gemma":[0.9992104,0.00042995226,0.000020319687,0.00016626847,0.00007941551,0.00009361174],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00028532738,0.00021745253,0.0003423116,0.0005350767,0.00009417557,0.00016401336,0.00007319124,0.00013437503,0.000119793425],"category_scores_gemma":[0.00010971534,0.00017385892,0.00010520472,0.000542782,0.00001746573,0.00020419323,0.000026143496,0.00018684308,0.000008145885],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000023557686,0.000015604768,0.00047606236,0.00027182547,0.0006925899,0.000010717035,0.00018863722,0.9922298,0.0023110348,0.0000034864263,0.00027802447,0.0034986269],"study_design_scores_gemma":[0.000289532,0.000026360542,0.0035172205,0.00014816932,0.00033826404,9.542792e-7,0.000031034193,0.99168336,0.0033478078,0.00020322397,0.0001912537,0.00022279333],"about_ca_topic_score_codex":0.0002375914,"about_ca_topic_score_gemma":0.0074981,"teacher_disagreement_score":0.88513225,"about_ca_system_score_codex":0.00004636787,"about_ca_system_score_gemma":0.000032098502,"threshold_uncertainty_score":0.7089761},"labels":[],"label_agreement":null},{"id":"W4392600415","doi":"10.5194/egusphere-egu24-5612","title":"Pressure dependence of permeability in cracked rocks: experimental evidence of non-linear pore-pressure gradients from local measurements","year":2024,"lang":"en","type":"preprint","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Dalhousie University","funders":"","keywords":"Permeability (electromagnetism); Materials science; Pore water pressure; Geotechnical engineering; Geology; Mineralogy; Mechanics; Chemistry; Physics","score_opus":0.030817236561349586,"score_gpt":0.28904996847410963,"score_spread":0.25823273191276,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4392600415","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.959233,0.026425868,0.011565564,0.00003701592,0.0009021779,0.0006040803,0.00013769315,0.00017654122,0.00091805885],"genre_scores_gemma":[0.99843454,0.000182122,0.0008602081,0.0000059585204,0.00008609029,0.000066885295,0.000050819275,0.00006174872,0.00025160116],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9963907,0.00013061565,0.0011257991,0.0008618509,0.0011033971,0.0003876217],"domain_scores_gemma":[0.99815995,0.00012431307,0.00017722236,0.0012130132,0.0001702656,0.00015525644],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00056071236,0.0005318618,0.0010885411,0.00029431714,0.00002560182,0.000031603664,0.00096990954,0.0005720915,0.0004621192],"category_scores_gemma":[0.00013739718,0.00047034764,0.0004400303,0.00027843745,0.00015609802,0.00012927275,0.0010479317,0.0011534089,0.000018915818],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000070107126,0.00021499695,0.007801301,0.0033962824,0.0011149122,0.000018438313,0.0017193159,0.97453946,0.010607546,3.944646e-7,0.00020839239,0.00030883632],"study_design_scores_gemma":[0.0003168652,0.00004502669,0.0044155256,0.0034582566,0.00051899336,0.000001157089,0.0003619175,0.72452766,0.26565993,0.00020010273,0.000051208288,0.00044337066],"about_ca_topic_score_codex":0.009548863,"about_ca_topic_score_gemma":0.00075590046,"teacher_disagreement_score":0.2550524,"about_ca_system_score_codex":0.00014703978,"about_ca_system_score_gemma":0.00011678056,"threshold_uncertainty_score":0.9997748},"labels":[],"label_agreement":null},{"id":"W4392644602","doi":"10.5194/egusphere-egu24-20924","title":"Standing column wells in cold climates: a case study in a highly productive aquifer","year":2024,"lang":"en","type":"preprint","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Polytechnique Montréal","funders":"","keywords":"Aquifer; Column (typography); Water column; Hydrology (agriculture); Geology; Environmental science; Groundwater; Oceanography; Engineering; Geotechnical engineering; Telecommunications","score_opus":0.01675138791359227,"score_gpt":0.26771769721694677,"score_spread":0.2509663093033545,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4392644602","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9902612,0.0009951376,0.000115823495,0.00016681754,0.00068733847,0.0013411528,0.000029554694,0.00046759428,0.005935367],"genre_scores_gemma":[0.99766016,0.00011675181,0.0001505913,0.000015419728,0.00015327462,0.00037541945,0.000009123169,0.000094411465,0.0014248556],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9975863,0.00010819603,0.0007035735,0.0008041427,0.0003041916,0.00049357046],"domain_scores_gemma":[0.9990696,0.00009485523,0.000043996693,0.0006541433,0.00003797138,0.000099454126],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.000742529,0.00044396796,0.00077812583,0.0010187902,0.000035237495,0.00020837114,0.00025177235,0.00029923546,0.00010177852],"category_scores_gemma":[0.000044843066,0.00040394426,0.00015281499,0.00077243184,0.000027909786,0.000060567283,0.0006505125,0.0017325189,0.00008321689],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000013241993,0.00030956423,0.005967163,0.0013308221,0.00048067566,0.01775611,0.009764113,0.9630942,0.000063144,0.0000110719375,0.001112605,0.000097325865],"study_design_scores_gemma":[0.0030193848,0.00033581204,0.0020938718,0.0040862784,0.001000498,0.00050170673,0.07055375,0.905416,0.0041570305,0.0013585936,0.0037256083,0.0037514728],"about_ca_topic_score_codex":0.01335488,"about_ca_topic_score_gemma":0.021764353,"teacher_disagreement_score":0.060789634,"about_ca_system_score_codex":0.00083479896,"about_ca_system_score_gemma":0.00008334808,"threshold_uncertainty_score":0.9998412},"labels":[],"label_agreement":null},{"id":"W4392726739","doi":"10.2118/218056-ms","title":"Mitigating Downhole Calcite and Barite Deposition in the Montney: A Successful Scale Squeeze Program","year":2024,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Calcite; Deposition (geology); Geology; Scale (ratio); Petroleum engineering; Geochemistry; Geomorphology","score_opus":0.004233652579403581,"score_gpt":0.23057760763371357,"score_spread":0.22634395505431,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4392726739","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.97645587,0.0021947534,0.0054064128,0.0008385413,0.0000695484,0.00019883922,0.0000029573011,0.00054429105,0.014288792],"genre_scores_gemma":[0.998423,0.000062030944,0.0011172494,0.00006131822,0.000077699326,0.000068299065,0.000010030028,0.000015298861,0.00016508046],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9993517,0.000031242642,0.00015001786,0.00015083712,0.00012859779,0.0001876288],"domain_scores_gemma":[0.9997581,0.000060082344,0.000005446795,0.0001249494,0.000007964552,0.00004341605],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00018280324,0.00010286358,0.00010299602,0.000096906995,0.000056167668,0.00028399957,0.000088472116,0.00006215058,0.00002253416],"category_scores_gemma":[0.000006987569,0.00006515006,0.000045842593,0.00033116288,0.000026997861,0.0001495559,0.000018060111,0.00022688934,0.0000124803155],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00000979481,0.00017893394,0.013441046,0.0020023694,0.00039208186,0.00050726725,0.012569263,0.54193944,0.008268285,0.00022649011,0.0035592567,0.41690576],"study_design_scores_gemma":[0.000111625035,0.000023891713,0.004520094,0.00015285476,0.000041668685,0.00002771369,0.00038575075,0.9885529,0.0030438916,0.00010649872,0.0028787777,0.00015430913],"about_ca_topic_score_codex":0.00077054946,"about_ca_topic_score_gemma":0.0010753435,"teacher_disagreement_score":0.44661346,"about_ca_system_score_codex":0.00002309333,"about_ca_system_score_gemma":0.0000049538135,"threshold_uncertainty_score":0.27386144},"labels":[],"label_agreement":null},{"id":"W4392726821","doi":"10.2118/218066-ms","title":"Modelling of Production and Fiber Optic Data for Analyzing Inter-Well Interactions in Fractured Shale Gas Reservoir","year":2024,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Shale gas; Petroleum engineering; Production (economics); Oil shale; Optical fiber; Fiber; Geology; Petrology; Computer science; Materials science; Telecommunications; Composite material","score_opus":0.041010758464417645,"score_gpt":0.28376010845371735,"score_spread":0.2427493499892997,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4392726821","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.60496867,0.002656531,0.38851166,0.000904905,0.0004266649,0.00026491983,0.000031963016,0.00024712452,0.0019875725],"genre_scores_gemma":[0.9900747,0.00018055284,0.007828934,0.0000030609406,0.000116251955,0.000013254886,0.000072505674,0.000026256374,0.0016844702],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9991808,0.000013992583,0.00027677807,0.00029704926,0.00007453234,0.00015686851],"domain_scores_gemma":[0.9993765,0.00011731184,0.000017503578,0.00042148645,0.000028314264,0.0000389071],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00025744026,0.0001132065,0.00018524306,0.00033041026,0.000030161666,0.00005722865,0.00016111371,0.000043220152,0.00011151493],"category_scores_gemma":[0.00006157011,0.0000951707,0.000052927815,0.00027842898,0.000018937222,0.00041919225,0.00007250785,0.0002086681,0.00000833819],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000008054185,0.000014139298,0.000044794317,0.00040898955,0.00012025935,0.0000025770717,0.00034448458,0.9953913,0.00031839006,0.0000061689225,0.002035722,0.0013051307],"study_design_scores_gemma":[0.000056188543,0.000008001367,0.0000105614645,0.00029913688,0.00006866077,0.000005291544,0.00011331946,0.98918045,0.0023906564,0.00015144817,0.0076137115,0.000102567705],"about_ca_topic_score_codex":0.00028241746,"about_ca_topic_score_gemma":0.00034634827,"teacher_disagreement_score":0.38510606,"about_ca_system_score_codex":0.00004178993,"about_ca_system_score_gemma":0.000010023536,"threshold_uncertainty_score":0.38809484},"labels":[],"label_agreement":null},{"id":"W4392726845","doi":"10.2118/218027-ms","title":"Characterization of Wormhole Growth and Propagation Dynamics During CHOPS Processes by Integrating Rate Transient Analysis and a Pressure-Gradient-Based Sand Failure Criterion in the Presence of Foamy Oil Flow","year":2024,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Regina","funders":"","keywords":"Transient (computer programming); Transient flow; Wormhole; Dynamics (music); Characterization (materials science); Transient analysis; Flow (mathematics); Pressure gradient; Petroleum engineering; Mechanics; Materials science; Environmental science; Computer science; Geotechnical engineering; Geology; Transient response; Steady state (chemistry); Engineering; Chemistry; Physics; Nanotechnology; Acoustics","score_opus":0.0024905705962899654,"score_gpt":0.18341417527088194,"score_spread":0.18092360467459198,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4392726845","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.92732036,0.0005662478,0.071610205,0.00024321736,0.000015097112,0.00010288515,0.000042057003,0.00004547396,0.000054450793],"genre_scores_gemma":[0.9992143,0.00027514307,0.00031392655,0.0000044637213,0.000009321834,0.000029086032,0.000109207285,0.000011903719,0.00003267958],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9991624,0.00006147928,0.0003032721,0.00019571312,0.000154713,0.00012246447],"domain_scores_gemma":[0.99967563,0.00008712265,0.000046122233,0.000110700195,0.000052582574,0.000027831513],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00022533388,0.00013213244,0.00022786054,0.0003127749,0.000040446743,0.00009024853,0.00008129251,0.00005740972,0.000005262667],"category_scores_gemma":[0.000056918074,0.00008814892,0.00004719079,0.0011036033,0.000045422512,0.00024400123,0.00001009925,0.00012535298,5.0627175e-8],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00005341273,0.00009348978,0.007448963,0.015545559,0.0007111074,0.000006327877,0.0108087845,0.17232546,0.7876088,0.00001673129,0.00000877776,0.0053726137],"study_design_scores_gemma":[0.00014667213,0.000017250235,0.006150342,0.00031344974,0.0002755763,0.000001090825,0.00024662356,0.88648635,0.106256016,0.0000035900625,0.000011853023,0.000091196474],"about_ca_topic_score_codex":0.00015622945,"about_ca_topic_score_gemma":0.00060147484,"teacher_disagreement_score":0.71416086,"about_ca_system_score_codex":0.0000133509775,"about_ca_system_score_gemma":0.0000140762095,"threshold_uncertainty_score":0.35946083},"labels":[],"label_agreement":null},{"id":"W4392726846","doi":"10.2118/218061-ms","title":"An In-Depth Evaluation of Toe-To-Heel Air Injection Application in a Heavy Oil Reservoir Underlain by Bottom Water. Kerrobert Case","year":2024,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Heel; Geology; Petroleum engineering; Environmental science; Geotechnical engineering","score_opus":0.013307434340897638,"score_gpt":0.2811395825147559,"score_spread":0.26783214817385825,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4392726846","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9839353,0.00027687507,0.0124710575,0.0004413398,0.00009100505,0.00018586058,0.000004624034,0.00022509825,0.0023688236],"genre_scores_gemma":[0.9991903,0.000024293457,0.00021420655,0.000030212554,0.000043964155,0.0001401217,0.00007200968,0.000033875946,0.00025102583],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99859333,0.00013155624,0.00038312614,0.00031323952,0.0003364099,0.0002423482],"domain_scores_gemma":[0.9994586,0.00003873712,0.000013565877,0.0003483596,0.000056387606,0.000084360174],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0011548104,0.00015170974,0.00019681385,0.0005081762,0.000032478412,0.000034758083,0.00011302685,0.00013527117,0.000043814092],"category_scores_gemma":[0.00001940442,0.00012289916,0.000054383647,0.00073955883,0.000013371669,0.00023123398,0.00002152111,0.00023933573,0.000036635105],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000011207577,0.0000501336,0.00034488525,0.0001501996,0.000026159458,0.000019100973,0.00124898,0.97031814,0.012788718,0.000009310816,0.00042156852,0.014611607],"study_design_scores_gemma":[0.00023889367,0.000046191566,0.0005763474,0.00006599511,0.00003314813,0.000029470675,0.00036534274,0.9747547,0.022890836,0.00019776913,0.00063825207,0.00016305325],"about_ca_topic_score_codex":0.009449046,"about_ca_topic_score_gemma":0.028988205,"teacher_disagreement_score":0.019539159,"about_ca_system_score_codex":0.00039161072,"about_ca_system_score_gemma":0.000032377233,"threshold_uncertainty_score":0.99714714},"labels":[],"label_agreement":null},{"id":"W4392726847","doi":"10.2118/218032-ms","title":"Understanding the Dynamics of Matrix-Fracture Interaction for Suitable Fracturing Fluid Design and Chemical EOR in Unconventional Oil/Gas Recovery","year":2024,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Petroleum engineering; Unconventional oil; Enhanced oil recovery; Fracturing fluid; Hydraulic fracturing; Fracture (geology); Tight gas; Matrix (chemical analysis); Fossil fuel; Fluid dynamics; Geology; Materials science; Mechanics; Engineering; Geotechnical engineering; Waste management; Physics","score_opus":0.02341876475436464,"score_gpt":0.2510086230421477,"score_spread":0.22758985828778308,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4392726847","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.04985222,0.00083977665,0.9472183,0.0008593491,0.00027530876,0.00011054872,0.000008331169,0.000111481284,0.0007247044],"genre_scores_gemma":[0.99691206,0.00023144235,0.0020718214,0.000019295576,0.000076011806,0.000020434241,0.000027703192,0.000026982018,0.0006142192],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.999243,0.000024081146,0.0002555792,0.00016628944,0.0001225074,0.00018851261],"domain_scores_gemma":[0.99912155,0.0006919539,0.000022503551,0.000113677364,0.000015392396,0.000034952467],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00039473813,0.000129581,0.00017462681,0.0001772441,0.000044839508,0.00008896918,0.00008219069,0.000121575766,0.0000915176],"category_scores_gemma":[0.000048612616,0.000091339,0.000111855,0.00018421542,0.000027110684,0.00022053519,0.000023325429,0.00025956522,0.0000024429437],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00004006002,0.000012258635,0.000034402037,0.00044829765,0.00017090049,0.00000354335,0.00018709722,0.9938127,0.0018762671,0.00046858966,0.0010291478,0.0019167354],"study_design_scores_gemma":[0.00016489577,0.000014649681,0.00001759525,0.00018242234,0.000050926872,0.0000109333705,0.00046322518,0.98570466,0.008890072,0.003659054,0.00072820025,0.000113351394],"about_ca_topic_score_codex":0.00006197058,"about_ca_topic_score_gemma":0.000063111904,"teacher_disagreement_score":0.94705987,"about_ca_system_score_codex":0.00033952272,"about_ca_system_score_gemma":0.000020908084,"threshold_uncertainty_score":0.37246963},"labels":[],"label_agreement":null},{"id":"W4392753854","doi":"10.5194/egusphere-egu24-14139","title":"Deciphering Seismogenic Patterns in Hydraulic Fracturing: A Machine Learning Approach in the Southern Montney Play","year":2024,"lang":"en","type":"preprint","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Geoscience BC; Mila - Quebec Artificial Intelligence Institute; University of Victoria; Geological Survey of Canada","funders":"","keywords":"Hydraulic fracturing; Geology; Seismology; Petroleum engineering","score_opus":0.011495230424331062,"score_gpt":0.21950632453259306,"score_spread":0.208011094108262,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4392753854","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.96102923,0.0056908377,0.01516687,0.00039202094,0.0003245147,0.0005439252,0.000030820345,0.00077236816,0.016049428],"genre_scores_gemma":[0.99735034,0.00041785897,0.00031575025,0.00011629284,0.00025875337,0.00024374125,0.00013714899,0.00018061826,0.0009795082],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9969164,0.00022602637,0.0007816181,0.0008074092,0.0005266982,0.00074184116],"domain_scores_gemma":[0.99878055,0.000158165,0.00007797293,0.00085871643,0.000013949214,0.0001106505],"candidate_categories":["metaepi_narrow","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.00094371854,0.00071247295,0.0007602203,0.00067942945,0.00006898422,0.00032313276,0.0010438883,0.00059768854,0.00015039022],"category_scores_gemma":[0.000039960432,0.0005027581,0.00044270433,0.00050670415,0.000027568949,0.000054203545,0.00079269486,0.005373742,0.00013564315],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000053456242,0.000051208808,0.0064563,0.0007528908,0.00022351435,0.00017132991,0.008991471,0.98154134,0.0000157687,0.0000029872206,0.00005349962,0.0017343378],"study_design_scores_gemma":[0.00027645324,0.000009653131,0.0029824036,0.0004405821,0.00009619866,0.000022252625,0.0015071993,0.99171907,0.00009347187,0.00027120914,0.0019257346,0.00065576023],"about_ca_topic_score_codex":0.00827167,"about_ca_topic_score_gemma":0.0034981892,"teacher_disagreement_score":0.036321115,"about_ca_system_score_codex":0.0002777295,"about_ca_system_score_gemma":0.00004252956,"threshold_uncertainty_score":0.9997424},"labels":[],"label_agreement":null},{"id":"W4392759520","doi":"10.5194/egusphere-egu24-13428","title":"Interpretation of low-frequency DAS data acquired during hydraulic fracturing treatments based on geomechanical models","year":2024,"lang":"en","type":"preprint","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Hydraulic fracturing; Geology; Interpretation (philosophy); Petroleum engineering; Geotechnical engineering; Computer science","score_opus":0.019859223136993315,"score_gpt":0.2700693751142229,"score_spread":0.2502101519772296,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4392759520","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.6984255,0.0019366522,0.2652127,0.00040735528,0.0019656727,0.0010406133,0.0006768851,0.0023288827,0.028005734],"genre_scores_gemma":[0.9963301,0.0001895598,0.0017518732,0.00004054439,0.00017978995,0.000067654466,0.0009988552,0.00015685921,0.0002848107],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9968903,0.0000707768,0.0008823146,0.0010680889,0.00062862935,0.0004598903],"domain_scores_gemma":[0.99684113,0.00012488599,0.00014248559,0.0026578985,0.000052615378,0.00018099998],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00026517632,0.00066486956,0.00084604253,0.00067957555,0.000059813672,0.00013256563,0.0012580748,0.0005600777,0.00022280036],"category_scores_gemma":[0.0000557267,0.0005691298,0.00039907487,0.0002566398,0.000038105838,0.00021026132,0.0012034997,0.00080767897,0.000102933096],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000033634544,0.00010010498,0.000009003615,0.0022426345,0.000873855,0.000058088743,0.00019331284,0.9937226,0.0009225575,0.000011922913,0.00012097051,0.0017112736],"study_design_scores_gemma":[0.0003537926,0.000026332544,0.00007519779,0.0017854241,0.0004327705,0.0000023900764,0.00002166738,0.9756405,0.018063564,0.0031074185,0.000008751245,0.0004822399],"about_ca_topic_score_codex":0.00037143132,"about_ca_topic_score_gemma":0.00005036636,"teacher_disagreement_score":0.29790455,"about_ca_system_score_codex":0.00029705508,"about_ca_system_score_gemma":0.00008980402,"threshold_uncertainty_score":0.999676},"labels":[],"label_agreement":null},{"id":"W4392774784","doi":"10.4043/34918-ms","title":"Record-Breaking on Wireline Data Acquisition: Leveraging Large Dimension of Wireline Formation Tester in Slim Hole and High Deviation Well – Pushing the Boundaries of Wellbore Clearance Issue","year":2024,"lang":"en","type":"article","venue":"Offshore Technology Conference Asia","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Impact","funders":"","keywords":"Wireline; Wellbore; Dimension (graph theory); Computer science; Geology; Petroleum engineering; Telecommunications; Wireless","score_opus":0.01250790620345282,"score_gpt":0.24127607440678786,"score_spread":0.22876816820333504,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4392774784","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9685353,0.0016412479,0.02244504,0.00640572,0.0002067963,0.00017808721,0.0000308667,0.0002620116,0.0002949352],"genre_scores_gemma":[0.99880326,0.00041977773,0.000527198,0.000034157627,0.00004433188,0.000007773625,0.000120080585,0.00001925731,0.000024193385],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9989386,0.000032621603,0.00040940093,0.00025693647,0.00016382211,0.00019858766],"domain_scores_gemma":[0.9992202,0.000076535354,0.00008777222,0.00053016434,0.000067784276,0.000017534427],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003940763,0.00015837415,0.00027535696,0.0003683362,0.000100247045,0.00007646349,0.0003114103,0.00019016924,0.000039150338],"category_scores_gemma":[0.000055866098,0.00012194379,0.000026515181,0.00050888275,0.0001584879,0.00037393972,0.00014847564,0.0003839894,0.000009969641],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0003645746,0.00038754474,0.024879675,0.00514421,0.0008523356,0.00017182226,0.015732214,0.123139225,0.056119848,0.016961226,0.009036596,0.74721074],"study_design_scores_gemma":[0.00034932423,0.00008175928,0.0070892125,0.001651704,0.00007774575,0.000015117336,0.0010850595,0.945991,0.026054172,0.0012737232,0.016112404,0.00021882058],"about_ca_topic_score_codex":0.000086558015,"about_ca_topic_score_gemma":0.0003082322,"teacher_disagreement_score":0.8228517,"about_ca_system_score_codex":0.000036610854,"about_ca_system_score_gemma":0.000029630195,"threshold_uncertainty_score":0.49727234},"labels":[],"label_agreement":null},{"id":"W4392787614","doi":"10.2118/219461-pa","title":"Injection Temperature Impacts on Reservoir Response during CO2 Storage","year":2024,"lang":"en","type":"article","venue":"SPE Journal","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":13,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Waterloo; University of Saskatchewan; University of Alberta","funders":"","keywords":"Petroleum engineering; Environmental science; Geology","score_opus":0.0060363583140525,"score_gpt":0.23481045555550417,"score_spread":0.22877409724145167,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4392787614","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9941758,0.0017988246,0.00015739561,0.0009225705,0.0012950625,0.000040061226,0.000005821222,0.00033225055,0.0012722409],"genre_scores_gemma":[0.99521166,0.0003807427,0.00004648633,0.000027298316,0.0011836495,0.0000016317872,0.0000017380329,0.000050355273,0.0030964143],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99887437,0.00010526797,0.0002278516,0.00015029423,0.00032575688,0.0003164619],"domain_scores_gemma":[0.9994547,0.000078586694,0.000022395043,0.0002069468,0.000034376553,0.00020304097],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005912229,0.00017528779,0.00016569823,0.0004717217,0.00021490193,0.00040643616,0.00014201114,0.00014048546,0.00028821724],"category_scores_gemma":[0.00011870377,0.00013288167,0.00017550788,0.00041480595,0.000016068003,0.00024771862,0.000018620536,0.001253737,0.00021373137],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00022844282,0.000013373365,0.000053244148,0.00010669119,0.00019480036,0.00096375967,0.0005826987,0.91380364,0.06945195,0.0000027476792,0.01434955,0.00024911677],"study_design_scores_gemma":[0.0035132738,0.0018414069,0.10495612,0.0066273203,0.00055643363,0.014137103,0.0019774374,0.34899196,0.2929118,0.001103878,0.22028482,0.0030984273],"about_ca_topic_score_codex":0.000008439741,"about_ca_topic_score_gemma":0.000012261058,"teacher_disagreement_score":0.56481165,"about_ca_system_score_codex":0.00036367122,"about_ca_system_score_gemma":0.000053916094,"threshold_uncertainty_score":0.5446933},"labels":[],"label_agreement":null},{"id":"W4392854591","doi":"10.1007/978-981-97-0475-0_83","title":"Productivity Evaluation of Horizontal Wells in Duvernay Shale Condensate Gas Reservoir in Canada","year":2024,"lang":"en","type":"book-chapter","venue":"Springer series in geomechanics and geoengineering","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Petroleum engineering; Shale gas; Oil shale; Geology; Productivity; Paleontology; Economics","score_opus":0.008590068168125941,"score_gpt":0.18919154794037474,"score_spread":0.1806014797722488,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4392854591","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9631879,0.01483766,0.00013638055,0.0001843649,0.0018561685,0.00076765375,0.00009376586,0.00011749126,0.018818632],"genre_scores_gemma":[0.99492466,0.0017718482,0.00004911454,0.0000025848317,0.000088390654,0.000035460627,0.000018778976,0.00010522574,0.003003959],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99784493,0.000015457706,0.00065019826,0.0004905422,0.00056274293,0.00043610533],"domain_scores_gemma":[0.9993347,0.000037783975,0.00007043867,0.00041286807,0.00006381367,0.00008039286],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00083938474,0.00044041808,0.0007021298,0.0006869031,0.000017358154,0.000031018844,0.00020673717,0.00025104563,0.00007063735],"category_scores_gemma":[0.000042737192,0.00048757016,0.00007962514,0.00022496082,0.000018931745,0.00016005959,0.00017407644,0.0008893879,0.000003430192],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000013704522,0.000007723623,0.00015575108,0.0012242014,0.00011856779,0.00015991862,0.00027204468,0.994101,0.000345858,0.0016165053,0.000022870303,0.0019618592],"study_design_scores_gemma":[0.0006518025,0.000051830415,0.0008850289,0.0023594338,0.00013845542,0.00002702796,0.00020342878,0.9719708,0.002935317,0.009214062,0.010474628,0.0010882183],"about_ca_topic_score_codex":0.14753848,"about_ca_topic_score_gemma":0.77231604,"teacher_disagreement_score":0.62477756,"about_ca_system_score_codex":0.0011904482,"about_ca_system_score_gemma":0.00025321566,"threshold_uncertainty_score":0.9997576},"labels":[],"label_agreement":null},{"id":"W4392866903","doi":"10.48550/arxiv.2403.08877","title":"Collapsar disk outflows I: Viscous hydrodynamic evolution in axisymmetry","year":2024,"lang":"en","type":"preprint","venue":"arXiv (Cornell University)","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"Natural Sciences and Engineering Research Council of Canada; National Nuclear Security Administration; Office of Science; Alliance de recherche numérique du Canada; National Energy Research Scientific Computing Center; Innovation, Science and Economic Development Canada; University of Toronto; U.S. Department of Energy","keywords":"Physics; Mechanics; Viscous liquid; Classical mechanics","score_opus":0.015693443574267166,"score_gpt":0.1648621739746185,"score_spread":0.14916873040035133,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4392866903","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9671346,0.001040866,0.018571567,0.00005064956,0.0011262355,0.00022721547,0.000068224006,0.0006551153,0.011125536],"genre_scores_gemma":[0.9960484,0.00050361897,0.00004145712,0.000009253522,0.00013196513,0.0000017997229,0.0000630633,0.00007263634,0.0031277898],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9983368,0.00006856978,0.00027461658,0.0007717025,0.00010815156,0.00044016834],"domain_scores_gemma":[0.9989575,0.000048771868,0.00005527047,0.00075719,0.00003459004,0.00014668223],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00017825485,0.00041334936,0.0004846823,0.0008972483,0.000059097623,0.00006846816,0.0005401411,0.0005129711,0.000055067583],"category_scores_gemma":[0.000020205565,0.00046623815,0.00035384903,0.0010315689,0.00006597217,0.000084348474,0.00061280944,0.0011506961,0.00030135718],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000011054699,0.000034828776,0.0008262979,0.00039523246,0.0002594742,0.00054248644,0.00010198345,0.9970004,0.00004305182,0.0003522746,0.0003264582,0.00010647208],"study_design_scores_gemma":[0.0002322746,0.000011751515,0.0010335632,0.00027643886,0.00023464883,0.0000029216774,0.00010531659,0.9913236,0.00003459059,0.0058311936,0.0004120413,0.0005016626],"about_ca_topic_score_codex":0.0010666343,"about_ca_topic_score_gemma":0.0022173468,"teacher_disagreement_score":0.028913824,"about_ca_system_score_codex":0.0012071976,"about_ca_system_score_gemma":0.00010847769,"threshold_uncertainty_score":0.9997789},"labels":[],"label_agreement":null},{"id":"W4392873449","doi":"10.1007/978-981-97-0475-0_21","title":"Mechanism and Characteristics Analysis of Water-Producing Tight Gas Well in Daning-Jixian Block","year":2024,"lang":"en","type":"book-chapter","venue":"Springer series in geomechanics and geoengineering","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Petro-Canada","funders":"","keywords":"Mechanism (biology); Block (permutation group theory); Philosophy; Mathematics; Epistemology","score_opus":0.004109603026568132,"score_gpt":0.17193030982133425,"score_spread":0.16782070679476613,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4392873449","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9098855,0.026061226,0.011914279,0.00054240774,0.0046135453,0.0015607002,0.00043605024,0.00150317,0.04348311],"genre_scores_gemma":[0.9826037,0.008880087,0.00030068055,0.0000075695543,0.00013020624,0.000017513876,0.00007496494,0.00019090908,0.0077943285],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.997631,0.0000072687517,0.00085400924,0.00067893375,0.000265394,0.00056339114],"domain_scores_gemma":[0.99917334,0.000034037752,0.00007895673,0.00053384947,0.00004089028,0.00013894441],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0004210454,0.000643844,0.0012827686,0.0022001464,0.000042909716,0.00009720576,0.00022028851,0.00045603304,0.0000931123],"category_scores_gemma":[0.00001396807,0.00061148056,0.00020183371,0.00034867696,0.00003359896,0.00013412126,0.00032750666,0.0008687908,0.000008495048],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000044152857,0.00003162037,0.00013434736,0.005891888,0.005043119,0.00069801015,0.00440071,0.9368089,0.0058020186,0.037512958,0.000013636866,0.0036186657],"study_design_scores_gemma":[0.00036584612,0.00010371408,0.00023374245,0.0023133855,0.002196323,0.00004577816,0.00013411196,0.9561496,0.007313921,0.012887402,0.016371163,0.0018850351],"about_ca_topic_score_codex":0.000074551695,"about_ca_topic_score_gemma":0.00028766625,"teacher_disagreement_score":0.072718225,"about_ca_system_score_codex":0.000116036375,"about_ca_system_score_gemma":0.000011919756,"threshold_uncertainty_score":0.99963367},"labels":[],"label_agreement":null},{"id":"W4392971798","doi":"","title":"LAMINATED MUDSTONES IN THE CLAY-SULFATE TRANSITION INTERVAL AT MT. SHARP -SIMILARITIES TO EVAPORITIC MUDSTONES FROM PAHRUMP HILLS AND POSSIBLE IMPLICATIONS","year":2022,"lang":"en","type":"article","venue":"HAL (Le Centre pour la Communication Scientifique Directe)","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of New Brunswick","funders":"","keywords":"Geology; Sulfate; Geochemistry; Mineralogy; Petrology; Chemistry; Organic chemistry","score_opus":0.008777618356612525,"score_gpt":0.20715366666582524,"score_spread":0.1983760483092127,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4392971798","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9614742,0.00091149646,0.010460892,0.02278076,0.000071452436,0.0002510998,0.00024511616,0.0001785721,0.0036264372],"genre_scores_gemma":[0.9971971,0.00021126226,0.00089091645,0.0002338422,0.000011979118,0.00015339344,0.0005175267,0.000025759746,0.00075820525],"study_design_codex":"qualitative","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9974927,0.0013978172,0.00030857968,0.00031054777,0.0002404993,0.00024985534],"domain_scores_gemma":[0.9983222,0.00065857853,0.000051593805,0.0007101548,0.00017092408,0.00008656224],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0015307943,0.00016436176,0.0002004703,0.00019400415,0.000527799,0.00014268194,0.0005281977,0.00005890936,0.00023553117],"category_scores_gemma":[0.00013265914,0.00015356783,0.00008440686,0.0005484361,0.000084764826,0.00012625087,0.00021080238,0.00029000247,0.000011578066],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00015825577,0.002306386,0.017464578,0.00064359297,0.0008215441,0.00009502726,0.502403,0.222473,0.13976589,0.012214365,0.014908902,0.08674546],"study_design_scores_gemma":[0.0030719705,0.000009123576,0.2706779,0.0012703233,0.00037346318,0.00014707625,0.013192513,0.5186762,0.11263751,0.006592562,0.071316466,0.0020348858],"about_ca_topic_score_codex":0.0023701657,"about_ca_topic_score_gemma":0.0048358515,"teacher_disagreement_score":0.4892105,"about_ca_system_score_codex":0.00013487686,"about_ca_system_score_gemma":0.000020871743,"threshold_uncertainty_score":0.62623143},"labels":[],"label_agreement":null},{"id":"W4393189331","doi":"10.3390/pr12040660","title":"Experimental Investigation into the Process of Hydraulic Fracture Propagation and the Response of Acoustic Emissions in Fracture–Cavity Carbonate Reservoirs","year":2024,"lang":"en","type":"article","venue":"Processes","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"China Scholarship Council; National Natural Science Foundation of China","keywords":"Carbonate; Fracture (geology); Acoustic emission; Hydraulic fracturing; Geology; Petroleum engineering; Geotechnical engineering; Materials science; Composite material; Metallurgy","score_opus":0.006700135149917204,"score_gpt":0.25017060518790185,"score_spread":0.24347047003798464,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4393189331","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.97472537,0.021103507,0.0007547913,0.0028851475,0.000042828233,0.00028289662,0.0000026664611,0.00007999561,0.00012277879],"genre_scores_gemma":[0.999349,0.00034349613,0.000031228796,0.00007353087,0.000036734284,0.000092337206,0.000006527655,0.000022604829,0.000044516084],"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9989205,0.00013126353,0.00032947797,0.00018901605,0.00029093848,0.00013880474],"domain_scores_gemma":[0.99894965,0.000638417,0.00007087719,0.00020619374,0.000089912915,0.000044930937],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006791379,0.00015655167,0.00022725183,0.00015695227,0.00008646872,0.000047577236,0.00021288,0.00010158261,0.000011140414],"category_scores_gemma":[0.00076473434,0.00008195459,0.000044653036,0.00085833244,0.00027506647,0.00020009042,0.00003558753,0.0003212102,7.7303343e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0002890455,0.00003268097,0.00048098544,0.00433869,0.00008992551,0.000004930731,0.06125838,0.9143442,0.018768486,0.0000047682092,0.00013748565,0.00025046148],"study_design_scores_gemma":[0.0005170059,0.0000494593,0.00262144,0.0009081348,0.00011999547,0.0000071069007,0.004799416,0.31579992,0.672008,0.002124454,0.00083515316,0.00020995931],"about_ca_topic_score_codex":0.0004019656,"about_ca_topic_score_gemma":0.000095266776,"teacher_disagreement_score":0.6532395,"about_ca_system_score_codex":0.00003757562,"about_ca_system_score_gemma":0.00013874295,"threshold_uncertainty_score":0.33420113},"labels":[],"label_agreement":null},{"id":"W4393282007","doi":"10.1016/j.jgsce.2024.205286","title":"Hydraulic fracture initiation and propagation in deep coalbed methane reservoirs considering weak plane: CT scan testing","year":2024,"lang":"en","type":"article","venue":"Gas Science and Engineering","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":23,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"National Key Research and Development Program of China Stem Cell and Translational Research; National Key Research and Development Program of China; Beijing Municipal Natural Science Foundation; National Natural Science Foundation of China","keywords":"Coalbed methane; Hydraulic fracturing; Geology; Fracture (geology); Plane (geometry); Methane; Petroleum engineering; Environmental science; Geotechnical engineering; Engineering; Coal; Geometry; Coal mining; Mathematics; Chemistry","score_opus":0.011295584032080135,"score_gpt":0.21988421466446773,"score_spread":0.20858863063238758,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4393282007","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.98864126,0.0025405413,0.006407117,0.0003584796,0.00018328278,0.00013614248,0.0000014599788,0.00042671704,0.0013050078],"genre_scores_gemma":[0.998367,0.00018526125,0.00128626,0.000028261084,0.000077956836,0.00001649691,0.0000044635963,0.000024745557,0.000009515944],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99875844,0.000011354808,0.00022863901,0.00032013207,0.00029842186,0.0003830398],"domain_scores_gemma":[0.9994958,0.00017499406,0.000016592732,0.00013746243,0.00003769545,0.00013743037],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00070498197,0.0001791746,0.00018422511,0.0005925282,0.00010038865,0.00026191436,0.0001121581,0.00005064778,0.0000062295044],"category_scores_gemma":[0.00040601782,0.00016546717,0.000018757084,0.0011485148,0.000084065396,0.00063543604,0.000049046546,0.00032132948,0.000003891188],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000012129723,0.000002700582,0.00075783895,0.00031526716,0.000013495142,0.000051345723,0.00059982936,0.9688484,0.023618737,0.000018264245,0.00002583241,0.005747058],"study_design_scores_gemma":[0.00011234282,0.000014339766,0.004964389,0.0003075142,0.000016535978,0.00010039148,0.00014986323,0.9818696,0.011034943,0.000064301676,0.0011508759,0.00021493481],"about_ca_topic_score_codex":0.00016488935,"about_ca_topic_score_gemma":0.000070156326,"teacher_disagreement_score":0.01302115,"about_ca_system_score_codex":0.000118883596,"about_ca_system_score_gemma":0.000048833368,"threshold_uncertainty_score":0.6747555},"labels":[],"label_agreement":null},{"id":"W4393359294","doi":"10.1016/j.energy.2024.131144","title":"Study of fracture monitoring and heat extraction evaluation in geothermal reservoir modified by abandoned well pattern: Numerical models and case studies","year":2024,"lang":"en","type":"article","venue":"Energy","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":18,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"Scientific Research Plan Projects of Shaanxi Education Department; Education Department of Shaanxi Province; National Outstanding Youth Science Fund Project of National Natural Science Foundation of China; National Natural Science Foundation of China; Natural Science Foundation of Shaanxi Province; Southwest Petroleum University; State Key Laboratory of Oil and Gas Reservoir Geology and Exploitation","keywords":"Extraction (chemistry); Sorting; Geothermal gradient; Fracture (geology); Geothermal energy; Petroleum engineering; Matching (statistics); Hydraulic fracturing; Heat transfer; Thermal; Environmental science; Computer science; Geology; Geotechnical engineering; Algorithm; Mathematics; Mechanics; Statistics; Geophysics; Chemistry; Meteorology","score_opus":0.02705204361301429,"score_gpt":0.29915726958718925,"score_spread":0.27210522597417497,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4393359294","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.97997266,0.013562827,0.0060318955,0.000055550492,0.00013203616,0.00008115786,0.000002072079,0.00006187483,0.000099902165],"genre_scores_gemma":[0.9989037,0.00087334367,0.000014166118,0.0000042457204,0.00008751216,0.000043094857,0.0000038397516,0.000022793734,0.00004728629],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9991288,0.00008675529,0.00022406486,0.00021533234,0.00020981113,0.00013520879],"domain_scores_gemma":[0.9996776,0.00010870267,0.000014867052,0.00012702015,0.000027693555,0.000044103024],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00023288514,0.00013763647,0.00022821217,0.00014787215,0.000045123346,0.00003481671,0.00003519977,0.00007393633,0.000006695278],"category_scores_gemma":[0.000010994632,0.00011491394,0.000025877904,0.00014962451,0.000015344138,0.00019818606,0.000025448462,0.00015869868,2.7658257e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000010959447,0.000047346715,0.0004105159,0.0000736224,0.00018116053,0.00020573732,0.00296695,0.9900464,0.0005771019,6.679042e-7,0.00008034186,0.0053991843],"study_design_scores_gemma":[0.00048782068,0.000052262312,0.00055553194,0.000068257104,0.000086789645,0.000059072703,0.0018028183,0.9938796,0.0027163783,0.00005760075,0.00010810533,0.00012574186],"about_ca_topic_score_codex":0.0028336167,"about_ca_topic_score_gemma":0.00021738533,"teacher_disagreement_score":0.018931033,"about_ca_system_score_codex":0.0000580602,"about_ca_system_score_gemma":0.0000052863857,"threshold_uncertainty_score":0.46860546},"labels":[],"label_agreement":null},{"id":"W4393434803","doi":"10.1017/jfm.2024.203","title":"Porous media gravity current flow over an interbed layer: the impact of dispersion and distributed drainage","year":2024,"lang":"en","type":"article","venue":"Journal of Fluid Mechanics","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"Natural Sciences and Engineering Research Council of Canada; Canadian Network for Research and Innovation in Machining Technology, Natural Sciences and Engineering Research Council of Canada","keywords":"Dispersion (optics); Drainage; Current (fluid); Porous medium; Geology; Geotechnical engineering; Layer (electronics); Flow (mathematics); Gravity current; Porosity; Materials science; Mechanics; Composite material; Petroleum engineering; Physics; Optics","score_opus":0.00977573750912343,"score_gpt":0.2629638206972651,"score_spread":0.2531880831881417,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4393434803","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8959096,0.0054111313,0.09780656,0.00010841546,0.0006061887,0.00004241205,0.00007467558,0.000033650584,0.0000073834085],"genre_scores_gemma":[0.9981307,0.0015967712,0.00008323193,0.000002672331,0.00015659985,4.702751e-7,0.000008905641,0.000017856411,0.00000279978],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9991327,0.000050842642,0.00032676684,0.000086682216,0.0002526863,0.0001503004],"domain_scores_gemma":[0.9994754,0.000095168114,0.00006210656,0.00017279467,0.00006341384,0.00013111312],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00045774924,0.00013563619,0.0002593432,0.00012576951,0.000031690124,0.000051617873,0.0001805572,0.00006287099,0.000035692578],"category_scores_gemma":[0.00008782738,0.00006819136,0.00024973205,0.00020191462,0.000016277221,0.00018375114,0.00003953805,0.0003167121,0.0000011981089],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00018450858,0.0002796415,0.00018404798,0.00054616126,0.0018235719,0.00027696943,0.0046446705,0.5857796,0.2634811,0.00028566216,0.009748683,0.1327654],"study_design_scores_gemma":[0.0002745347,0.00019245244,0.0008155893,0.00030167896,0.00020763457,0.00008850676,0.00011096972,0.98894316,0.007141439,0.0011190741,0.0006843706,0.00012056356],"about_ca_topic_score_codex":0.000027807322,"about_ca_topic_score_gemma":0.000012724666,"teacher_disagreement_score":0.4031636,"about_ca_system_score_codex":0.000119019365,"about_ca_system_score_gemma":0.00003307811,"threshold_uncertainty_score":0.2780763},"labels":[],"label_agreement":null},{"id":"W4393955459","doi":"10.2139/ssrn.4784589","title":"Combining Acoustic Emission Monitoring and Unsupervised Machine Learning to Investigate Microscopic Fracturing Mechanism of Tight Reservoir Rock","year":2024,"lang":"en","type":"preprint","venue":"SSRN Electronic Journal","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Acoustic emission; Mechanism (biology); Geology; Tight gas; Petroleum engineering; Hydraulic fracturing; Computer science; Materials science; Composite material; Physics","score_opus":0.007744280547320681,"score_gpt":0.23260937915046892,"score_spread":0.22486509860314824,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4393955459","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.94974405,0.032200497,0.016223157,0.00029550493,0.000892776,0.00020497572,0.000007419622,0.00029097337,0.0001406703],"genre_scores_gemma":[0.9858844,0.011872565,0.00044323923,0.000009759297,0.00047040678,0.000015247004,0.0000145321455,0.0001746894,0.0011151286],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9961076,0.00013727888,0.0007902495,0.0005376663,0.0005118979,0.0019153521],"domain_scores_gemma":[0.99883085,0.00010251614,0.00019177613,0.00038949272,0.00009679403,0.000388549],"candidate_categories":["metaepi_narrow","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.0013306225,0.0005966781,0.00081718195,0.0007468329,0.00031389872,0.00023743745,0.00057325955,0.0004508463,0.000015349875],"category_scores_gemma":[0.00015917784,0.0005387455,0.0002615529,0.00032937594,0.000026368567,0.00009432332,0.00084581296,0.009948824,0.000014711027],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00002098971,0.000015641956,0.00045161854,0.001113576,0.00085065706,0.000029135212,0.0012746833,0.92382145,0.071164064,0.000056282264,0.000017881388,0.0011840203],"study_design_scores_gemma":[0.0011717783,0.00045155914,0.00020322688,0.008978726,0.0012161958,0.00035165076,0.0019976958,0.68932545,0.20312753,0.090914726,0.0005256672,0.0017357966],"about_ca_topic_score_codex":0.00023915645,"about_ca_topic_score_gemma":0.00008487311,"teacher_disagreement_score":0.23449601,"about_ca_system_score_codex":0.00082344527,"about_ca_system_score_gemma":0.000638401,"threshold_uncertainty_score":0.9997064},"labels":[],"label_agreement":null},{"id":"W4394592792","doi":"10.1007/s13202-024-01749-z","title":"Performance of multistage-fractured horizontal wells with secondary discrete fractures in heterogeneous tight reservoirs","year":2024,"lang":"en","type":"article","venue":"Journal of Petroleum Exploration and Production Technology","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"National Natural Science Foundation of China","keywords":"Channelized; Traverse; Geology; Discretization; Permeability (electromagnetism); Homogeneous; Petroleum engineering; Flow (mathematics); Environmental geology; Hydrogeology; Petrology; Geotechnical engineering; Mechanics; Computer science; Mathematics","score_opus":0.004827680802606398,"score_gpt":0.21535827479517186,"score_spread":0.21053059399256546,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4394592792","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.98650545,0.005578297,0.0038489252,0.0033918498,0.0004195993,0.000060479517,0.000003081407,0.000093628456,0.000098685756],"genre_scores_gemma":[0.99648464,0.0026679153,0.0005449608,0.0000066838975,0.00015576175,0.00000590025,0.000004162643,0.000020760246,0.000109236345],"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.999075,0.000028152894,0.00042263026,0.00015667414,0.00017976038,0.0001378155],"domain_scores_gemma":[0.9995955,0.000017942648,0.00011909818,0.00015685889,0.00007096471,0.00003963159],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00022422623,0.00013898582,0.00027499584,0.00093663705,0.000040285533,0.000031059193,0.000104056366,0.00014235852,0.000031880787],"category_scores_gemma":[0.00002918798,0.000099383426,0.00005237128,0.00039508415,0.00008782962,0.000515455,0.000015188527,0.000569876,0.0000022874237],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00019822913,0.000036434776,0.0011649041,0.00041397725,0.00019751863,0.00009143599,0.00083933974,0.95090216,0.015982594,0.000008413555,0.00046806334,0.029696899],"study_design_scores_gemma":[0.0013935396,0.0020936518,0.0027635738,0.0009289593,0.00019642111,0.0013110775,0.0015598006,0.24551386,0.6852909,0.0006907139,0.05766083,0.0005967266],"about_ca_topic_score_codex":0.0000060274415,"about_ca_topic_score_gemma":0.000056777957,"teacher_disagreement_score":0.7053883,"about_ca_system_score_codex":0.000053367152,"about_ca_system_score_gemma":0.00003405887,"threshold_uncertainty_score":0.40527385},"labels":[],"label_agreement":null},{"id":"W4395008230","doi":"10.2118/218804-ms","title":"A Chemical Method of Achieving Uniform Stimulation Intensity Along Long Laterals in Horizontal Wells","year":2024,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Intensity (physics); Optics; Physics","score_opus":0.008490978167428352,"score_gpt":0.25514454807283543,"score_spread":0.24665356990540707,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4395008230","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.86065364,0.00017455236,0.1365512,0.00008924805,0.00011025406,0.000054625514,0.0000015423365,0.0001898819,0.0021750545],"genre_scores_gemma":[0.9946028,0.000018397965,0.0051596556,0.000008558051,0.000049775426,0.000001908776,0.000011291975,0.000017135037,0.00013050111],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.999294,0.00001625876,0.00027035706,0.00014133926,0.00011832852,0.00015973739],"domain_scores_gemma":[0.99970835,0.00009408341,0.000011158435,0.00012538611,0.000018112694,0.000042924843],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00027691323,0.000107155305,0.00022830124,0.00019333347,0.000010030296,0.000028942692,0.00007830806,0.00009006577,0.00008544517],"category_scores_gemma":[0.000022947333,0.000087131695,0.000099425924,0.00029523426,0.000011876843,0.0001408476,0.000035164638,0.00021273832,0.000017300952],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000013274205,0.00002284504,0.0071552377,0.00041801747,0.00018345598,0.000066252345,0.00071442727,0.92814106,0.05049189,0.000036438403,0.00022566768,0.012531406],"study_design_scores_gemma":[0.00009709837,0.000008169465,0.007156543,0.00015226906,0.000031372372,0.000011036511,0.00003854809,0.891078,0.10110899,0.000058019345,0.00013870776,0.00012126949],"about_ca_topic_score_codex":0.0005329708,"about_ca_topic_score_gemma":0.000115166215,"teacher_disagreement_score":0.13394913,"about_ca_system_score_codex":0.000077176584,"about_ca_system_score_gemma":0.000007922388,"threshold_uncertainty_score":0.35531273},"labels":[],"label_agreement":null},{"id":"W4395451044","doi":"10.1063/5.0198010","title":"Study on rock strength weakening in multi-stage acid fracturing using continuous strength test","year":2024,"lang":"en","type":"article","venue":"Physics of Fluids","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":7,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"China Scholarship Council; National Natural Science Foundation of China","keywords":"Acid strength; Hydrochloric acid; Permeability (electromagnetism); Fracture (geology); Materials science; Composite material; Chemistry; Metallurgy; Catalysis","score_opus":0.03262948384605345,"score_gpt":0.290940962101661,"score_spread":0.2583114782556075,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4395451044","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9817918,0.00061873934,0.016250938,0.000009889875,0.00021134251,0.00016750432,0.000031098632,0.00028587962,0.00063282525],"genre_scores_gemma":[0.9990087,0.000028087641,0.0005940151,0.000005040467,0.0001784657,0.000010526118,0.000010055211,0.00007473264,0.00009035141],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9985552,0.000034630757,0.00041176876,0.00033159694,0.0003114789,0.00035535486],"domain_scores_gemma":[0.99926794,0.00021410384,0.000034747583,0.00037668482,0.00002950225,0.00007704522],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00016682666,0.00029454665,0.00044108368,0.0002356886,0.000055949837,0.00008302232,0.00022558856,0.00007900211,0.000019681676],"category_scores_gemma":[0.00005996972,0.0002756896,0.00015699657,0.00048045878,0.000017290335,0.00020868694,0.00006332229,0.0005048092,0.000021883227],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000057320794,0.000520225,0.0062646447,0.00022015555,0.0002610542,0.00010936597,0.0030994094,0.9489171,0.036465768,0.000015418564,0.000023914194,0.0040971977],"study_design_scores_gemma":[0.0005489983,0.000113450464,0.0027854582,0.0003916176,0.000090777845,0.0000011251517,0.0012486675,0.87845945,0.115755446,0.000014223256,0.00024701323,0.00034374348],"about_ca_topic_score_codex":0.00018291044,"about_ca_topic_score_gemma":0.00003975739,"teacher_disagreement_score":0.079289675,"about_ca_system_score_codex":0.000087346016,"about_ca_system_score_gemma":0.000025623307,"threshold_uncertainty_score":0.99996954},"labels":[],"label_agreement":null},{"id":"W4395466697","doi":"10.1007/s00603-024-03901-x","title":"Impact of Carbonate Content, Rock Texture, and Roughness on Fracture Transmissivity and Acid-Etching Patterns in Carbonate Rocks","year":2024,"lang":"en","type":"article","venue":"Rock Mechanics and Rock Engineering","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":9,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"Ministério da Educação; King Abdullah University of Science and Technology; Energi Simulation","keywords":"Carbonate rock; Carbonate; Geology; Fracture (geology); Calcium carbonate; Dissolution; Texture (cosmology); Mineralogy; Surface finish; Geotechnical engineering; Composite material; Materials science; Metallurgy; Chemical engineering","score_opus":0.007642925896266946,"score_gpt":0.2153099082856383,"score_spread":0.20766698238937137,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4395466697","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.55179065,0.01149521,0.43597177,0.00005567439,0.00019985954,0.00017384696,0.00004652777,0.00021776679,0.000048680897],"genre_scores_gemma":[0.9976492,0.0020998032,0.000024482842,0.0000132996565,0.00007753706,0.000012896105,0.000010870929,0.00008184085,0.000030052386],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99860674,0.000019916304,0.00034893214,0.00040574695,0.00020419418,0.0004144923],"domain_scores_gemma":[0.9994502,0.00009175615,0.000033122993,0.0001959779,0.000023418554,0.00020549557],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00014075772,0.00042778678,0.00054452854,0.00037686015,0.00007006874,0.00008777416,0.00011061047,0.00025601534,0.000008084143],"category_scores_gemma":[0.00002301171,0.00034797823,0.0001399344,0.0002473157,7.719865e-7,0.00016692719,0.00006608988,0.0006748201,5.944014e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000012984702,0.000015441536,0.00049991533,0.0008139947,0.00025429847,0.000049318107,0.00076122634,0.991364,0.0053870343,0.000039121394,0.000006457606,0.0007961836],"study_design_scores_gemma":[0.0003994827,0.00007866042,0.0024436482,0.00068600965,0.000082648534,0.00003519602,0.00007078388,0.9929762,0.0025636198,0.0000858406,0.00019396843,0.00038393584],"about_ca_topic_score_codex":0.00040666581,"about_ca_topic_score_gemma":0.000065416934,"teacher_disagreement_score":0.44585857,"about_ca_system_score_codex":0.000081468235,"about_ca_system_score_gemma":0.000016757693,"threshold_uncertainty_score":0.99989724},"labels":[],"label_agreement":null},{"id":"W4395665864","doi":"10.18280/mmep.110413","title":"Effect of the Material of Oil Pipelines with 90° Elbows on the Degree of Erosion Using Computational Fluid Dynamics","year":2024,"lang":"en","type":"article","venue":"Mathematical Modelling and Engineering Problems","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Pipeline transport; Degree (music); Erosion; Petroleum engineering; Geotechnical engineering; Marine engineering; Computational fluid dynamics; Environmental science; Geology; Engineering; Environmental engineering; Aerospace engineering; Physics; Geomorphology","score_opus":0.016954809257128684,"score_gpt":0.2043624316283901,"score_spread":0.1874076223712614,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4395665864","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.5753597,0.000120823504,0.42427343,0.0000229793,0.000054553624,0.00005370742,0.000008246915,0.000042061365,0.00006447673],"genre_scores_gemma":[0.9960336,0.000024151675,0.0038614338,8.931138e-7,0.000024424104,0.0000068777154,0.0000027800215,0.000030651387,0.0000151576305],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99922466,0.000021800835,0.00030703263,0.0001034955,0.00021889253,0.00012410298],"domain_scores_gemma":[0.99938077,0.0003702843,0.000032885026,0.00016297174,0.000026952463,0.000026145082],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00032941924,0.00015195138,0.00027691075,0.0000696237,0.00003099613,0.000022266646,0.00011135545,0.00006064524,0.000005110209],"category_scores_gemma":[0.000020365329,0.000073716,0.000083829924,0.00017116958,0.000053468968,0.0000289757,0.000025622836,0.00013860817,5.183943e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000098868495,0.000010481383,0.0000040280843,0.0043221503,0.000077153425,3.9326983e-7,0.00021221732,0.99077547,0.0033604074,0.0009110277,0.0000020465554,0.00031477102],"study_design_scores_gemma":[0.00008200316,0.00005694978,0.0000024308188,0.0020156717,0.000089688496,0.0000064396904,0.0000068505447,0.98233956,0.014782616,0.00053664536,0.000003318429,0.00007783214],"about_ca_topic_score_codex":0.000021424925,"about_ca_topic_score_gemma":9.2844175e-7,"teacher_disagreement_score":0.4206739,"about_ca_system_score_codex":0.000021056323,"about_ca_system_score_gemma":0.0000074364534,"threshold_uncertainty_score":0.30060515},"labels":[],"label_agreement":null},{"id":"W4396222366","doi":"10.1007/978-3-031-53375-4_5","title":"Mass Exchange and Advection Term in Bone Remodeling Process: Theory of Porous Media","year":2024,"lang":"en","type":"book-chapter","venue":"Lecture notes in civil engineering","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Term (time); Advection; Process (computing); Porous medium; Mechanics; Porosity; Geology; Physics; Computer science; Geotechnical engineering; Thermodynamics; Astronomy","score_opus":0.00686101897846807,"score_gpt":0.19702370946378597,"score_spread":0.1901626904853179,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4396222366","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.020826695,0.2844291,0.58671904,0.00020756567,0.0030057535,0.001128431,0.00010476398,0.0020050097,0.101573646],"genre_scores_gemma":[0.99603444,0.0024337454,0.00042063452,0.000007398434,0.0002988212,0.000018890143,0.000027571625,0.00018322872,0.0005752787],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99856806,0.000007326719,0.000496873,0.0003726977,0.00024071927,0.0003143368],"domain_scores_gemma":[0.99934196,0.00025118497,0.00005298457,0.00026356024,0.000026125996,0.000064192136],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00030180643,0.00045117614,0.0006394439,0.0010223234,0.000013280364,0.0000249299,0.00013124646,0.00056838617,0.00005920197],"category_scores_gemma":[0.000119324024,0.0004390547,0.00010843339,0.00018787783,0.000027810136,0.00007383652,0.00004071192,0.0011219082,0.0000035298035],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000007248943,0.0000036013505,0.000014927258,0.0028559512,0.000087885994,0.0000848624,0.0013771531,0.9841609,0.0007082231,0.00012008844,0.0000019536815,0.010577213],"study_design_scores_gemma":[0.0004616513,0.000034699435,0.000080004545,0.0070705134,0.00023379314,0.0000660294,0.000022558339,0.94544494,0.0024828007,0.041877344,0.0010533759,0.0011723038],"about_ca_topic_score_codex":0.000019108022,"about_ca_topic_score_gemma":0.00071385805,"teacher_disagreement_score":0.97520775,"about_ca_system_score_codex":0.00016464431,"about_ca_system_score_gemma":0.0000165098,"threshold_uncertainty_score":0.9998061},"labels":[],"label_agreement":null},{"id":"W4396540357","doi":"10.35767/gscpgbull.71.1.41","title":"Breaking boulders: experimental examination of hydraulic fracturing in the Montney Formation","year":2024,"lang":"en","type":"article","venue":"Bulletin of Canadian Energy Geoscience","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"ConocoPhillips (Canada)","funders":"","keywords":"Geology; Hydraulic fracturing; Geotechnical engineering","score_opus":0.008476257880006518,"score_gpt":0.1998570054512058,"score_spread":0.19138074757119927,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4396540357","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9021863,0.0052020885,0.010245666,0.0021897566,0.0003667298,0.0001305615,0.000013668865,0.00009788256,0.07956736],"genre_scores_gemma":[0.99947,0.00008976864,0.00013889633,0.000101931146,0.00002849842,0.000012092401,0.000005759734,0.0000089626865,0.00014410295],"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","domain_scores_codex":[0.999134,0.000038044338,0.00024338896,0.0001220943,0.00024506092,0.00021741157],"domain_scores_gemma":[0.99966806,0.00006150106,0.000029667666,0.00015650908,0.00001899171,0.00006526839],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00037719545,0.00008835081,0.00010571185,0.00075449434,0.00005007639,0.000044587487,0.0002617058,0.000052774067,0.00008159558],"category_scores_gemma":[0.00003118134,0.00007166892,0.000045962643,0.0007286477,0.0000630533,0.00009406081,0.000011423841,0.000090815745,0.0000039652477],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000020242157,0.000027594728,0.000046518326,0.00020895504,0.000025273084,0.000048990703,0.008156775,0.9403662,0.0038082378,0.0013444687,0.0029937963,0.04297113],"study_design_scores_gemma":[0.00018680899,0.00005627092,0.012223176,0.0004512671,0.000019818888,0.00004002368,0.0029696277,0.41343123,0.11512846,0.00008056553,0.45506626,0.00034649667],"about_ca_topic_score_codex":0.19935295,"about_ca_topic_score_gemma":0.051015776,"teacher_disagreement_score":0.526935,"about_ca_system_score_codex":0.00010119933,"about_ca_system_score_gemma":0.000044791483,"threshold_uncertainty_score":0.9663007},"labels":[],"label_agreement":null},{"id":"W4396545412","doi":"10.2139/ssrn.4814055","title":"An Integrated Dynamic Modeling Workflow for Acid Gas and Co2 Geologic Storage Screening in Saline Aquifers with Faults: A Case Study in Western Canada","year":2024,"lang":"en","type":"preprint","venue":"SSRN Electronic Journal","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Workflow; Aquifer; Petroleum engineering; Saline; Environmental science; Computer science; Geology; Database; Groundwater; Geotechnical engineering; Medicine; Anesthesia","score_opus":0.007726457680039007,"score_gpt":0.24181392062165197,"score_spread":0.23408746294161295,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4396545412","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.83688945,0.005867945,0.15647128,0.00011863965,0.00011997111,0.00043774824,0.000022000166,0.000070148344,0.0000028149823],"genre_scores_gemma":[0.9980403,0.0009707233,0.0006130179,0.000012759642,0.0000862545,0.000070300914,0.00006200888,0.000102980004,0.000041659503],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99662894,0.00015519856,0.0006346396,0.00053952774,0.00028401433,0.001757708],"domain_scores_gemma":[0.99931216,0.000049475457,0.00009907319,0.000310272,0.00007141777,0.00015762584],"candidate_categories":["metaepi_narrow","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.0015490556,0.0005071684,0.0007112876,0.0006404709,0.00010263758,0.00014611715,0.0003244279,0.00023877903,0.000002195038],"category_scores_gemma":[0.000028340266,0.00040557407,0.00008632671,0.00038033616,0.000023391718,0.000099992205,0.00011708226,0.0064166146,2.1115682e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00011134137,0.000052763404,0.004237435,0.00011888221,0.0005932802,0.0028177907,0.00079130556,0.9858783,0.000008266189,8.086482e-7,0.0000012680106,0.0053885453],"study_design_scores_gemma":[0.0011042536,0.00026753233,0.00007433063,0.0005449932,0.00020741565,0.002042683,0.0177955,0.97664523,0.0000029569635,0.00085810316,0.0000051352863,0.0004518428],"about_ca_topic_score_codex":0.38146418,"about_ca_topic_score_gemma":0.9921157,"teacher_disagreement_score":0.6106515,"about_ca_system_score_codex":0.0024809784,"about_ca_system_score_gemma":0.002244156,"threshold_uncertainty_score":0.9998396},"labels":[],"label_agreement":null},{"id":"W4396568896","doi":"10.23952/jnva.8.2024.4.07","title":"Stability analysis for a contaminant convection-reaction-diffusion model of recovered fracturing fluid","year":2024,"lang":"en","type":"article","venue":"Journal of Nonlinear and Variational Analysis","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"Guangxi Normal University; Zhejiang Normal University; National Natural Science Foundation of China; Yulin Normal University; European Commission","keywords":"Convection; Fracturing fluid; Petroleum engineering; Diffusion; Geology; Fluid dynamics; Mechanics; Environmental science; Thermodynamics; Physics","score_opus":0.016362984805776883,"score_gpt":0.24778205177215934,"score_spread":0.23141906696638245,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4396568896","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.40328634,0.000530399,0.5956828,0.00014110279,0.00010576613,0.000045643956,0.00014903376,0.000018946494,0.000039991293],"genre_scores_gemma":[0.99096656,0.0004133917,0.008220203,0.000011201224,0.00020521024,0.000003825879,0.0000897211,0.00001360751,0.000076273995],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9984991,0.00003729048,0.00079921284,0.00017973328,0.0003466815,0.00013800891],"domain_scores_gemma":[0.9987698,0.0004147262,0.00019687529,0.00014634042,0.0003700216,0.000102240774],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00074106274,0.0001542312,0.0006548779,0.0011452915,0.00008130368,0.000060298516,0.00009573949,0.00010824415,0.00008748346],"category_scores_gemma":[0.00010107868,0.00011967881,0.0010507046,0.0013660917,0.00002530464,0.00024817424,0.000015196247,0.00019521943,7.399333e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000056603345,0.000066394896,0.0026644832,0.00013409716,0.015318946,0.0000019456734,0.00029279594,0.971645,0.009168556,0.00004164129,0.00003129769,0.00057824206],"study_design_scores_gemma":[0.00024823484,0.000041536976,0.008256416,0.0000250124,0.0106904805,0.0000040341756,0.00007271033,0.97798604,0.0018752206,0.00033532182,0.0003436043,0.00012138134],"about_ca_topic_score_codex":0.000096927964,"about_ca_topic_score_gemma":0.000105167186,"teacher_disagreement_score":0.5876802,"about_ca_system_score_codex":0.00010099135,"about_ca_system_score_gemma":0.00007712582,"threshold_uncertainty_score":0.488036},"labels":[],"label_agreement":null},{"id":"W4396620149","doi":"10.1016/j.jgsce.2024.205326","title":"A Practical probabilistic history matching framework for characterizing fracture network parameters of shale gas reservoirs","year":2024,"lang":"en","type":"article","venue":"Gas Science and Engineering","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"Natural Sciences and Engineering Research Council of Canada; Petroleum Technology Development Fund; Tertiary Education Trust Fund","keywords":"Shale gas; Probabilistic logic; Petroleum engineering; Matching (statistics); Oil shale; Geology; Fracture (geology); Computer science; Geotechnical engineering; Artificial intelligence; Mathematics; Statistics; Paleontology","score_opus":0.018563865479464727,"score_gpt":0.24770556193733176,"score_spread":0.22914169645786703,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4396620149","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.50749373,0.0037529736,0.48449045,0.0012854047,0.0016549326,0.0003548718,0.000007249381,0.00066902186,0.00029136828],"genre_scores_gemma":[0.93663067,0.00020125548,0.06275978,0.000056673318,0.00024188108,0.000044969034,0.0000031602365,0.00004280414,0.000018799512],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99844337,0.000009071645,0.00028915628,0.00035433972,0.00035280632,0.0005512538],"domain_scores_gemma":[0.9990234,0.000442851,0.000031532785,0.00026494853,0.0000610069,0.00017628344],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008609236,0.00020677768,0.00028213198,0.00024143298,0.00010257974,0.0001295911,0.0002145719,0.00012091377,0.000015792677],"category_scores_gemma":[0.00051507785,0.00018486909,0.000096543146,0.0005189514,0.00014475336,0.00047167166,0.000055698925,0.000434332,0.0000032307307],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000066756033,0.000008488437,0.000023430763,0.0010874051,0.00006311613,0.00001642235,0.0010952993,0.9876663,0.006626027,0.0009282073,0.0013133541,0.0011652835],"study_design_scores_gemma":[0.000061833685,0.000037685648,0.0001978482,0.0007573226,0.00006955824,0.000030723455,0.000086841734,0.9801427,0.0014877529,0.0017508534,0.015086631,0.00029022424],"about_ca_topic_score_codex":0.000019163685,"about_ca_topic_score_gemma":0.0000018920334,"teacher_disagreement_score":0.42913696,"about_ca_system_score_codex":0.00024954352,"about_ca_system_score_gemma":0.0000988008,"threshold_uncertainty_score":0.7538743},"labels":[],"label_agreement":null},{"id":"W4396698630","doi":"10.1080/17486025.2024.2347273","title":"Effective fracture placement using alternate fracturing","year":2024,"lang":"en","type":"article","venue":"Geomechanics and Geoengineering","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Fracture (geology); Geology; Hydraulic fracturing; Geotechnical engineering; Petroleum engineering","score_opus":0.004314581632493337,"score_gpt":0.20655835503060527,"score_spread":0.20224377339811192,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4396698630","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.30811295,0.010397292,0.6792302,0.00006711876,0.00089080445,0.0001847722,0.000009655311,0.0008951892,0.00021202385],"genre_scores_gemma":[0.9982634,0.0006282848,0.00060213776,0.00003478641,0.00030990576,0.000020863481,0.000007962395,0.000076103366,0.000056510467],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9988999,0.000008731808,0.00020093274,0.0002940485,0.0001809944,0.00041542054],"domain_scores_gemma":[0.99957645,0.000059754082,0.000012819505,0.00019358136,0.000015840244,0.00014155847],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00017925943,0.00028474221,0.00024183725,0.00027633255,0.000087070795,0.00019428605,0.0001071793,0.00012404707,0.000055685654],"category_scores_gemma":[0.000009408282,0.00025859705,0.00009953329,0.00022905959,0.000006542258,0.00018075049,0.00006355063,0.0004155913,0.000021024836],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000017810731,0.0000034377435,0.0000033624099,0.00036541838,0.00023070323,0.000064534004,0.00020647545,0.9905855,0.002692376,0.00006727596,0.00006337255,0.0057157804],"study_design_scores_gemma":[0.00011033162,0.00001705201,0.000021738713,0.00022024775,0.00007140937,0.000051918032,0.000036780428,0.9743167,0.006086727,0.0002501273,0.018511461,0.00030547532],"about_ca_topic_score_codex":0.000036258094,"about_ca_topic_score_gemma":0.0000033686026,"teacher_disagreement_score":0.6901505,"about_ca_system_score_codex":0.00010385939,"about_ca_system_score_gemma":0.000007642765,"threshold_uncertainty_score":0.99998665},"labels":[],"label_agreement":null},{"id":"W4397014454","doi":"10.1016/j.geothermics.2024.103055","title":"Modeling transient temperature coupled pressure behaviour for waterflooding well with induced fractures: Semi-analytical model, numerical model, and case studies","year":2024,"lang":"en","type":"article","venue":"Geothermics","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"Education Department of Shaanxi Province; Southwest Petroleum University; State Key Laboratory of Oil and Gas Reservoir Geology and Exploitation; Natural Science Foundation of Shaanxi Province; National Natural Science Foundation of China","keywords":"Transient (computer programming); Geology; Transient analysis; Petroleum engineering; Transient flow; Mechanics; Engineering; Transient response; Physics; Computer science","score_opus":0.018739576256791055,"score_gpt":0.27071798658643204,"score_spread":0.25197841032964097,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4397014454","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.78886575,0.003631378,0.20661232,0.00018628735,0.00006847822,0.00025212564,0.000043049164,0.0003075101,0.000033120825],"genre_scores_gemma":[0.9976703,0.00028742087,0.0013866418,0.00006891665,0.00009632433,0.00006321243,0.00001612531,0.00011604321,0.00029501264],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9985852,0.00001599601,0.0003028053,0.00044555386,0.00022212561,0.00042830588],"domain_scores_gemma":[0.99942183,0.000066994304,0.000015193548,0.00026207571,0.00007812931,0.00015576583],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00017837736,0.0003618053,0.00047367904,0.00013671392,0.00016598786,0.00014402965,0.00011201063,0.00024840416,0.000007854759],"category_scores_gemma":[0.000012258261,0.0002505748,0.00014138345,0.00015788984,0.000037124395,0.00016010324,0.000026563073,0.0005155512,0.0000017138325],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00003274403,0.000021770047,0.00000420804,0.00047104064,0.00085522357,0.00024240845,0.0025064528,0.99436337,0.0012139593,0.000015774624,0.0001231324,0.00014994468],"study_design_scores_gemma":[0.00032525064,0.000044582663,5.895684e-7,0.0001455971,0.0010175263,0.0002586673,0.00043190125,0.9968392,0.0004306166,0.000094422045,0.000049725866,0.000361921],"about_ca_topic_score_codex":0.000042794036,"about_ca_topic_score_gemma":0.00004824873,"teacher_disagreement_score":0.20880458,"about_ca_system_score_codex":0.000055058637,"about_ca_system_score_gemma":0.000040093386,"threshold_uncertainty_score":0.99999464},"labels":[],"label_agreement":null},{"id":"W4398144788","doi":"10.1007/s00603-024-03936-0","title":"How Stress Barriers and Fracture Toughness Heterogeneities Arrest Buoyant Hydraulic Fractures","year":2024,"lang":"en","type":"article","venue":"Rock Mechanics and Rock Engineering","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":7,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Dalhousie University","funders":"Schweizerischer Nationalfonds zur Förderung der Wissenschaftlichen Forschung","keywords":"Hydraulic fracturing; Geotechnical engineering; Fracture toughness; Fracture (geology); Stress (linguistics); Geology; Materials science; Toughness; Forensic engineering; Composite material; Engineering","score_opus":0.003849984576430059,"score_gpt":0.1880172075890555,"score_spread":0.18416722301262542,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4398144788","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.05371953,0.038739815,0.9044019,0.0005908259,0.0012261384,0.00016377323,0.000055239314,0.0010547481,0.00004805093],"genre_scores_gemma":[0.99647915,0.0026094557,0.00012265846,0.0000635013,0.00041611554,0.000026335698,0.000022023938,0.000112168374,0.00014858587],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99863744,0.000012669048,0.00021830288,0.0004101195,0.00024324247,0.00047823973],"domain_scores_gemma":[0.99927,0.000080250524,0.00002087103,0.00025796515,0.000023810044,0.00034709185],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00008074158,0.00044090746,0.0003838199,0.00025980992,0.00017705817,0.00049715367,0.00016269328,0.00026455012,0.000022158834],"category_scores_gemma":[0.000036410856,0.0003720936,0.00011959411,0.00021959384,0.0000015064193,0.00027812767,0.00010200153,0.0005195902,0.0000037518898],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00000240292,0.0000036693932,0.000012807778,0.0007731825,0.00028712722,0.00006211287,0.00052443915,0.9959166,0.0014830523,0.00022752267,0.00033365778,0.0003733948],"study_design_scores_gemma":[0.0001182264,0.00002266373,0.00003182018,0.00027689163,0.000099733006,0.000036033547,0.00030345048,0.94336563,0.011532442,0.00011407661,0.043641787,0.00045723686],"about_ca_topic_score_codex":0.000021028047,"about_ca_topic_score_gemma":0.000017538043,"teacher_disagreement_score":0.94275963,"about_ca_system_score_codex":0.00004796136,"about_ca_system_score_gemma":0.00001639398,"threshold_uncertainty_score":0.9998731},"labels":[],"label_agreement":null},{"id":"W4398160381","doi":"10.1021/acs.energyfuels.4c00139","title":"A Laboratory Protocol to Evaluate Effective Permeability Alteration by Adding Surfactants in Fracturing Fluids","year":2024,"lang":"en","type":"article","venue":"Energy & Fuels","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"Natural Sciences and Engineering Research Council of Canada; Canada First Research Excellence Fund","keywords":"Petroleum engineering; Hydraulic fracturing; Permeability (electromagnetism); Protocol (science); Chemistry; Environmental science; Geology; Chemical engineering; Engineering","score_opus":0.005541761387404666,"score_gpt":0.26002454610256925,"score_spread":0.2544827847151646,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4398160381","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9771744,0.00045326696,0.011979358,0.00011753148,0.00032325048,0.007200876,0.00003789094,0.0006303475,0.0020830918],"genre_scores_gemma":[0.97775286,0.000008648192,0.00015120253,0.000055524364,0.00014345284,0.021658344,0.000015864129,0.00004903105,0.00016506338],"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9985449,0.00015229371,0.00030160733,0.0003867979,0.00027565888,0.00033879714],"domain_scores_gemma":[0.9993989,0.0001457012,0.0000143330535,0.00026919728,0.00004371855,0.00012818858],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00053430174,0.00023103769,0.00025435403,0.00023120335,0.00006180192,0.00014198641,0.00013294462,0.00011725728,0.00016560395],"category_scores_gemma":[0.00008567563,0.00020558226,0.000083443134,0.0005764607,0.000015273043,0.0002751099,0.000037653102,0.00025695353,0.00005176821],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000031324544,0.000048228918,0.00039903988,0.0004451802,0.00016087906,0.000047302914,0.0011786387,0.6110157,0.35804275,0.000015278052,0.002155927,0.02645976],"study_design_scores_gemma":[0.00038535756,0.00007691907,0.0022697863,0.0004133225,0.000030149995,0.0000017264433,0.00003757032,0.15866499,0.7488766,0.00010882397,0.088672794,0.00046198876],"about_ca_topic_score_codex":0.00019766141,"about_ca_topic_score_gemma":0.00012976675,"teacher_disagreement_score":0.4523507,"about_ca_system_score_codex":0.0003637826,"about_ca_system_score_gemma":0.00003874885,"threshold_uncertainty_score":0.8383401},"labels":[],"label_agreement":null},{"id":"W4399269642","doi":"10.2118/0624-0067-jpt","title":"Technology Focus: Hydraulic Fracturing Operations (June 2024)","year":2024,"lang":"en","type":"article","venue":"Journal of Petroleum Technology","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"ConocoPhillips (Canada)","funders":"","keywords":"Hydraulic fracturing; Petroleum engineering; Focus (optics); Geology; Mining engineering; Physics","score_opus":0.004439023070400461,"score_gpt":0.22309757647462666,"score_spread":0.2186585534042262,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4399269642","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.5925957,0.07603261,0.24577588,0.067169316,0.006492659,0.00016760477,0.00001491077,0.0034710146,0.008280329],"genre_scores_gemma":[0.9947252,0.0011923729,0.0020943822,0.000030909127,0.0003851647,0.0000110275505,0.0000011498838,0.000058568723,0.0015011689],"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","domain_scores_codex":[0.9984232,0.000018254415,0.000677024,0.00020984192,0.00025240204,0.00041923468],"domain_scores_gemma":[0.9993064,0.000050282557,0.00006259417,0.00038497095,0.00009993977,0.000095831354],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002579826,0.00024879968,0.00049373164,0.003486502,0.000100482255,0.00009657036,0.0005768549,0.0005050128,0.00023595162],"category_scores_gemma":[0.00011270741,0.0002025903,0.00024354989,0.001452939,0.0001338077,0.0002642886,0.00008392785,0.0015919423,0.00015377831],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000008227215,0.00006546497,0.00026455772,0.00014608158,0.0011080657,0.0011551476,0.00013270136,0.91991484,0.020144014,0.00083137327,0.013565553,0.042663958],"study_design_scores_gemma":[0.0005974613,0.00030179753,0.00008516736,0.00049190613,0.00038001267,0.0027602585,0.00065320614,0.22231746,0.08222766,0.0071363095,0.68247825,0.00057049113],"about_ca_topic_score_codex":0.0000072008243,"about_ca_topic_score_gemma":0.000044544202,"teacher_disagreement_score":0.6975974,"about_ca_system_score_codex":0.00018874618,"about_ca_system_score_gemma":0.00007090377,"threshold_uncertainty_score":0.8261392},"labels":[],"label_agreement":null},{"id":"W4399324606","doi":"10.1190/int-2024-0603-spseintro.1","title":"Introduction to special section: Recent advances in reservoir characterization","year":2024,"lang":"en","type":"article","venue":"Interpretation","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"ARC Resources (Canada)","funders":"","keywords":"Section (typography); Special section; Characterization (materials science); Geology; Reservoir modeling; Philosophy; Engineering; Computer science; Engineering physics; Petroleum engineering; Materials science; Nanotechnology; Operating system","score_opus":0.0043163836582955925,"score_gpt":0.23423853791580446,"score_spread":0.22992215425750887,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4399324606","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.4828891,0.0023011654,0.46545094,0.009602839,0.021674054,0.00044371976,0.000015203079,0.001185807,0.016437193],"genre_scores_gemma":[0.98699284,0.001105383,0.000114910006,0.00003984367,0.011063299,0.00003970427,0.00010102211,0.000022403883,0.0005205964],"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","domain_scores_codex":[0.9993402,0.000026577405,0.0002036418,0.00019011767,0.00012235937,0.000117146585],"domain_scores_gemma":[0.999797,0.000017428487,0.000010555972,0.000107044085,0.000032369833,0.00003561487],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00012280425,0.00008775899,0.000091775604,0.00033823884,0.000021972146,0.000087056746,0.000057015885,0.000052952008,0.00037447055],"category_scores_gemma":[0.000047019385,0.00008561637,0.000033571876,0.00059754483,0.0000065394884,0.0005230641,0.000009484111,0.00014864418,0.00018734187],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000035806734,0.000010381349,0.000050266284,0.00012234521,0.000022528786,0.0000066653556,0.0021302057,0.75077224,0.008791596,0.000028363214,0.005232174,0.23279746],"study_design_scores_gemma":[0.000043414533,0.00002441004,0.0013127126,0.00013137083,0.00000773247,0.0000037961438,0.000054648477,0.26911834,0.00412099,0.00008062022,0.7249919,0.00011003055],"about_ca_topic_score_codex":0.0000049728455,"about_ca_topic_score_gemma":0.00015014753,"teacher_disagreement_score":0.71975976,"about_ca_system_score_codex":0.0002060874,"about_ca_system_score_gemma":0.000008464052,"threshold_uncertainty_score":0.41001898},"labels":[],"label_agreement":null},{"id":"W4399651904","doi":"10.3389/feart.2024.1418783","title":"Research on the transport behavior of microparticle proppants inside natural fractures","year":2024,"lang":"en","type":"article","venue":"Frontiers in Earth Science","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Microparticle; Inflow; Particle size; Hydraulic fracturing; Volume (thermodynamics); Materials science; Fracture (geology); Petroleum engineering; Particle (ecology); Geology; Geotechnical engineering; Chemical engineering; Engineering","score_opus":0.018710403490824916,"score_gpt":0.29627810192143894,"score_spread":0.277567698430614,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4399651904","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9961339,0.0013672708,0.0005159287,0.00019215891,0.00066883955,0.00013286328,0.0000029385192,0.00005645592,0.0009296096],"genre_scores_gemma":[0.9990602,0.00005289687,0.00063867925,0.000017716131,0.000030381329,0.000015394093,5.264548e-7,0.000009558658,0.00017462786],"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9986338,0.000035257355,0.00016586955,0.0002163529,0.00058476086,0.00036393246],"domain_scores_gemma":[0.99956876,0.00005824945,0.000008255895,0.00026671143,0.000041812673,0.000056182667],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0010903365,0.00008155293,0.00011656157,0.00044355183,0.00011328393,0.000054936405,0.00041696848,0.000036344452,0.000024344967],"category_scores_gemma":[0.000045420547,0.00004958492,0.00004923997,0.0016178268,0.0005568255,0.00016075533,0.000021447488,0.00050851464,0.000014077761],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000047791098,0.0001736933,0.08594322,0.00027643822,0.00008483347,0.00032949654,0.005773003,0.5881807,0.26938495,0.00018154558,0.010002877,0.03962141],"study_design_scores_gemma":[0.00009244987,0.000042315358,0.22405782,0.00018819248,0.000014136206,0.000005189586,0.0009447986,0.15831819,0.6142162,0.00012190742,0.0018452164,0.00015356667],"about_ca_topic_score_codex":0.00010832225,"about_ca_topic_score_gemma":0.000078027195,"teacher_disagreement_score":0.42986256,"about_ca_system_score_codex":0.000044306253,"about_ca_system_score_gemma":0.00008463407,"threshold_uncertainty_score":0.22092713},"labels":[],"label_agreement":null},{"id":"W4399986389","doi":"10.1016/j.geoen.2024.213079","title":"Experimental study on acid etching mechanism of acid fracturing in carbonate reservoirs","year":2024,"lang":"en","type":"article","venue":"Geoenergy Science and Engineering","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":10,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"Fundamental Research Funds for the Central Universities; China Scholarship Council; China University of Petroleum, Beijing; National Natural Science Foundation of China","keywords":"Carbonate; Mechanism (biology); Etching (microfabrication); Acid etching; Geology; Petroleum engineering; Chemistry; Chemical engineering; Materials science; Nanotechnology; Composite material; Engineering; Organic chemistry; Physics","score_opus":0.007584812149643595,"score_gpt":0.22503039701573463,"score_spread":0.21744558486609103,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4399986389","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9953272,0.0014753686,0.0012444031,0.000031913347,0.00045271224,0.00007378596,0.0000011644328,0.00021989243,0.0011735596],"genre_scores_gemma":[0.9996777,0.000041524978,0.00015053547,0.00000810265,0.000055386146,0.000020746758,6.941286e-7,0.000028698048,0.000016593347],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99852085,0.000010466127,0.0002516586,0.00034625415,0.00046446783,0.0004062829],"domain_scores_gemma":[0.99958766,0.000027930151,0.00001291628,0.00024025833,0.000019158531,0.00011207861],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00059486413,0.0001996922,0.00022830522,0.000791627,0.00007247356,0.00010901076,0.00026540578,0.00005449496,0.0000058965893],"category_scores_gemma":[0.000041934596,0.00017819031,0.000045714605,0.00088398915,0.000045222503,0.00034915615,0.00009783951,0.00028094862,0.0000027665233],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000022418262,0.000026474883,0.000023920284,0.00004896097,0.000025559453,0.000050692135,0.001905759,0.77835906,0.21890353,0.0002110062,0.000002495049,0.00044028263],"study_design_scores_gemma":[0.00012739179,0.00007741866,0.00086863653,0.00015199564,0.000008145532,0.0000052535675,0.00089046103,0.5912824,0.4062606,0.000025736663,0.000118123884,0.00018379057],"about_ca_topic_score_codex":0.00017311652,"about_ca_topic_score_gemma":0.000018725115,"teacher_disagreement_score":0.18735708,"about_ca_system_score_codex":0.00012923758,"about_ca_system_score_gemma":0.00002617757,"threshold_uncertainty_score":0.72663903},"labels":[],"label_agreement":null},{"id":"W4400004686","doi":"10.1007/s11242-024-02103-x","title":"Novel Modeling of Non-Isothermal Flow-Induced Fine Particle Migration in Porous Media Based on the Derjaguin-Landau-Verwey-Overbeek Theory","year":2024,"lang":"en","type":"article","venue":"Transport in Porous Media","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"York University","funders":"Fundamental Research Funds for Central Universities of the Central South University; Innovative Research Group Project of the National Natural Science Foundation of China","keywords":"DLVO theory; Mechanics; Porous medium; Particle (ecology); Materials science; Fluid dynamics; Permeability (electromagnetism); Porosity; Geotechnical engineering; Geology; Chemistry; Physics; Colloid; Engineering; Chemical engineering","score_opus":0.013394047543634265,"score_gpt":0.21579268187028264,"score_spread":0.20239863432664837,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4400004686","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9484178,0.00048335394,0.049460884,0.00039628765,0.00031136212,0.00019205252,0.0000449713,0.0001395557,0.000553748],"genre_scores_gemma":[0.9991007,0.00008180714,0.00042019796,0.00007497412,0.000115839706,0.000041235504,0.00008183314,0.00006455971,0.00001885588],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99821395,0.000047111425,0.000615525,0.00029193293,0.00043679023,0.00039469736],"domain_scores_gemma":[0.99901205,0.0004886148,0.00003364211,0.00034986305,0.00002670953,0.00008911355],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008231888,0.0002640876,0.000377952,0.0002410842,0.000030667983,0.000018052628,0.00023610475,0.00016940683,0.00016238213],"category_scores_gemma":[0.000057448877,0.00019538942,0.00013240858,0.00054890994,0.000039788592,0.00011482486,0.000005913935,0.00047153982,0.000016065726],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00007358481,0.00011526035,0.0012105599,0.00013068477,0.00005142314,0.00012162037,0.0064806864,0.9800038,0.007348454,0.000033821918,0.000021133901,0.004409025],"study_design_scores_gemma":[0.00065693347,0.000029769488,0.0068267235,0.00031042655,0.00006336399,0.0000030338051,0.00023702513,0.98253065,0.008953382,0.00014169283,0.00002457129,0.0002224503],"about_ca_topic_score_codex":0.0009852991,"about_ca_topic_score_gemma":0.0076925545,"teacher_disagreement_score":0.050682914,"about_ca_system_score_codex":0.00008333586,"about_ca_system_score_gemma":0.000076815195,"threshold_uncertainty_score":0.796775},"labels":[],"label_agreement":null},{"id":"W4400041337","doi":"10.1007/s00603-024-04026-x","title":"Development of a Novel Dynamic Wellbore Fracturing Technology by Integrating Full-Scale Experimental Testing and FDEM Numerical Simulations","year":2024,"lang":"en","type":"article","venue":"Rock Mechanics and Rock Engineering","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":18,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Geomechanica (Canada)","funders":"BHP","keywords":"Wellbore; Geology; Scale (ratio); Petroleum engineering; Geotechnical engineering; Physics","score_opus":0.005685759055449078,"score_gpt":0.21496494924646936,"score_spread":0.2092791901910203,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4400041337","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.20810908,0.0035932455,0.78769666,0.000021158668,0.000106637286,0.000071497314,0.000012672294,0.0003733068,0.000015762957],"genre_scores_gemma":[0.9699401,0.000033840013,0.029896526,0.0000028122104,0.000026917896,0.000014948015,0.00001123419,0.000057422076,0.000016154529],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99894285,0.0000032195392,0.0003626477,0.00027317813,0.00013711234,0.00028096116],"domain_scores_gemma":[0.99963796,0.000093226416,0.000029415769,0.00012003145,0.000022745458,0.00009662894],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0000709562,0.00024790943,0.0002834494,0.00027832223,0.00014815443,0.000051181352,0.000096046206,0.00015723574,0.0000070040433],"category_scores_gemma":[0.000040096253,0.00023198227,0.00004118525,0.00040739123,0.0000011451782,0.00010055419,0.0001256103,0.0003365679,0.0000012271573],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[8.304716e-7,0.000014269677,0.00000602221,0.00018155068,0.000072256094,0.0000020839555,0.000449336,0.70402986,0.29400352,0.000046931626,0.000004174335,0.0011891762],"study_design_scores_gemma":[0.00012758173,0.000022274564,0.000008567113,0.00030546522,0.000028260882,0.000028124943,0.00033682727,0.95819575,0.039909624,0.00001378833,0.0007786263,0.000245131],"about_ca_topic_score_codex":0.0000056452827,"about_ca_topic_score_gemma":0.000005559304,"teacher_disagreement_score":0.76183105,"about_ca_system_score_codex":0.00007974395,"about_ca_system_score_gemma":0.000017378963,"threshold_uncertainty_score":0.9459962},"labels":[],"label_agreement":null},{"id":"W4400167000","doi":"10.47981/j.mijst.12(01)2024.463(11-28)","title":"Development of a Probabilistic Correlation between the Gamma Ray Index and Shale Volume Factor to Improve Resource Estimation for the Niger Delta Basin, Nigeria","year":2024,"lang":"en","type":"article","venue":"MIST INTERNATIONAL JOURNAL OF SCIENCE AND TECHNOLOGY","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Oil shale; Petrophysics; Structural basin; Volume (thermodynamics); Niger delta; Geology; Mineralogy; Petroleum engineering; Delta; Geotechnical engineering; Geomorphology; Paleontology; Engineering; Porosity","score_opus":0.008082587477802805,"score_gpt":0.24591168199382685,"score_spread":0.23782909451602405,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4400167000","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7127304,0.00021352939,0.28352904,0.0032338512,0.00016575732,0.00009042396,0.0000070233714,0.00001608907,0.0000138898695],"genre_scores_gemma":[0.9974719,0.000010483366,0.0023736814,0.000016502154,0.00005079609,0.000007646944,0.0000010699493,0.000004398167,0.00006346627],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9992775,0.000004548529,0.00026667217,0.00009187774,0.00026974865,0.00008969145],"domain_scores_gemma":[0.9994541,0.00012285978,0.000064765554,0.000068680354,0.00025987043,0.000029732271],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00056680216,0.000057845584,0.00009170771,0.00030900716,0.00011580692,0.00008502483,0.00027199232,0.000044886743,0.0000047041794],"category_scores_gemma":[0.00036863654,0.000032836226,0.000021670026,0.00029730352,0.000267276,0.00010671518,0.00005163228,0.00012832906,7.3792313e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00004241611,0.000024122832,0.00990452,0.00012450111,0.00040609948,0.000007689539,0.0046629254,0.12023731,0.016778208,0.00023372823,0.0007533982,0.84682506],"study_design_scores_gemma":[0.00027955044,0.00009348904,0.027684761,0.0002009424,0.00005567184,0.00007238343,0.00082898524,0.9184331,0.009376424,0.0010970306,0.04173522,0.0001424034],"about_ca_topic_score_codex":0.0000042257425,"about_ca_topic_score_gemma":0.0000069775333,"teacher_disagreement_score":0.84668267,"about_ca_system_score_codex":0.00007831074,"about_ca_system_score_gemma":0.000084665844,"threshold_uncertainty_score":0.13390224},"labels":[],"label_agreement":null},{"id":"W4400371155","doi":"10.32390/ksmer.2024.61.3.234","title":"Correlations between Geomechanical Effects, SAGD Performance, and Reservoir Conditions in SAGD Operations in Alberta, Canada","year":2024,"lang":"en","type":"article","venue":"Journal of the Korean Society of Mineral and Energy Resources Engineers","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Petroleum engineering; Reservoir simulation; Geology","score_opus":0.0035028676650320587,"score_gpt":0.17810401407237356,"score_spread":0.1746011464073415,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4400371155","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9968384,0.0013119682,0.00026757095,0.001202636,0.00012933623,0.000023112541,0.000010550924,0.000008473684,0.00020795314],"genre_scores_gemma":[0.99822336,0.00070648995,0.00014425466,0.000033052904,0.00012004728,0.0000026867162,0.000007091245,0.000013785787,0.00074924703],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99921095,0.00003066626,0.0003428508,0.00008310309,0.00017394793,0.00015847798],"domain_scores_gemma":[0.99953365,0.0002472506,0.000027392718,0.00008760672,0.000020769774,0.000083306244],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00017195428,0.000120626675,0.000253823,0.00011424099,0.00006037709,0.000025639898,0.00012397062,0.00008454935,0.0000050341305],"category_scores_gemma":[0.000029412322,0.000082960025,0.00012108716,0.00034098933,0.00005331339,0.00010858274,0.0000320213,0.0003522553,8.907082e-8],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000023275388,0.0000070718756,0.0046833325,0.00014455547,0.00015942803,0.0000036721992,0.0010568638,0.98904014,0.00019856877,0.000028514996,0.0042519076,0.0004236017],"study_design_scores_gemma":[0.00045739472,0.00004613742,0.05758955,0.0006376801,0.00011617383,0.00003576131,0.00054445793,0.9272754,0.00031557254,0.000042431384,0.012760225,0.00017921443],"about_ca_topic_score_codex":0.079952404,"about_ca_topic_score_gemma":0.11843692,"teacher_disagreement_score":0.061764754,"about_ca_system_score_codex":0.00009812513,"about_ca_system_score_gemma":0.0000507535,"threshold_uncertainty_score":0.9261743},"labels":[],"label_agreement":null},{"id":"W4400380245","doi":"10.1016/j.apenergy.2024.123826","title":"Advancing fractured geothermal system modeling with artificial neural network and bidirectional gated recurrent unit","year":2024,"lang":"en","type":"article","venue":"Applied Energy","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":59,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Geothermal gradient; Artificial neural network; Unit (ring theory); Recurrent neural network; Computer science; Petroleum engineering; Artificial intelligence; Engineering; Geology; Mathematics","score_opus":0.006554538752770386,"score_gpt":0.19434781545344207,"score_spread":0.1877932767006717,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4400380245","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.49673408,0.005687567,0.48569262,0.00009916232,0.0009715137,0.00010612597,0.000007301462,0.0021947706,0.008506883],"genre_scores_gemma":[0.9986891,0.000059959344,0.00039661903,0.000020835436,0.00067076524,0.000022697994,0.000031525677,0.000056381698,0.000052094525],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9990767,0.000014805154,0.00019026885,0.0002419084,0.00016270012,0.00031362282],"domain_scores_gemma":[0.9997045,0.000040868363,0.000014780493,0.0001266883,0.000016147062,0.00009704149],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000085923035,0.00018933011,0.00019989566,0.00010324952,0.00011521463,0.00008795339,0.000062023704,0.00008608165,0.000021258465],"category_scores_gemma":[0.0000013060485,0.00014955849,0.000042169053,0.00031611632,0.000018386398,0.000058939604,0.000018779654,0.00020679981,0.000007422105],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000023255574,0.0000045768224,0.0000033600606,0.0000866396,0.0001416492,0.000017941962,0.00006662351,0.9841011,0.0004116701,0.0011199863,0.00014657284,0.013876605],"study_design_scores_gemma":[0.00007408112,0.000012798333,0.000008187965,0.00009946141,0.000059610782,0.000016561225,0.000062808555,0.9890429,0.0007148721,0.000083716615,0.009630661,0.00019438785],"about_ca_topic_score_codex":0.00012767124,"about_ca_topic_score_gemma":0.00016220652,"teacher_disagreement_score":0.50195503,"about_ca_system_score_codex":0.00005534908,"about_ca_system_score_gemma":0.000015834183,"threshold_uncertainty_score":0.6098818},"labels":[],"label_agreement":null},{"id":"W4400380279","doi":"10.1007/s00603-024-03873-y","title":"Investigation on Well Interferences of Infill Well Fracturing in Shale Gas Reservoirs Across Sichuan Basin","year":2024,"lang":"en","type":"article","venue":"Rock Mechanics and Rock Engineering","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":7,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Waterloo","funders":"","keywords":"Infill; Geology; Shale gas; Oil shale; Structural basin; Petroleum engineering; Sichuan basin; Hydraulic fracturing; Geotechnical engineering; Mining engineering; Geochemistry; Geomorphology; Paleontology; Engineering; Civil engineering","score_opus":0.011390334600128955,"score_gpt":0.21435621355078815,"score_spread":0.2029658789506592,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4400380279","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8122353,0.0025002758,0.18326594,0.00018057127,0.00067969866,0.00017011077,0.000018260915,0.00044452547,0.0005053251],"genre_scores_gemma":[0.9988084,0.0007436009,0.00013775943,0.000015660791,0.00010861379,0.000014012965,0.0000131756415,0.000059941463,0.000098847086],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9986454,0.000017487035,0.00041409922,0.0003158977,0.00022415411,0.0003829561],"domain_scores_gemma":[0.99945337,0.0001305779,0.000032186435,0.00023097463,0.00002423327,0.00012866026],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00024662074,0.00028100525,0.00034453114,0.000367057,0.0000636938,0.00008419632,0.0001884543,0.00018211396,0.000035471494],"category_scores_gemma":[0.000045216555,0.0002569445,0.000097258366,0.00045158347,0.0000013350669,0.00019685047,0.0001036585,0.0005002254,0.000024844678],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000005567723,0.000007319855,0.00008127657,0.00066742615,0.000067882494,0.000016978103,0.0010537665,0.9941223,0.0034110048,0.00024786772,0.00009952564,0.0002190752],"study_design_scores_gemma":[0.00014148408,0.00005254014,0.000098258046,0.000908981,0.000019660418,0.000005895538,0.0002328886,0.94858354,0.046329103,0.0002746118,0.0030903732,0.00026265185],"about_ca_topic_score_codex":0.00010028238,"about_ca_topic_score_gemma":0.000070233415,"teacher_disagreement_score":0.18657309,"about_ca_system_score_codex":0.00007813221,"about_ca_system_score_gemma":0.000014076005,"threshold_uncertainty_score":0.99998826},"labels":[],"label_agreement":null},{"id":"W4400593052","doi":"10.1007/s00603-024-04048-5","title":"Crack Opening and Slippage Signatures During Stimulation of Bedded Montney Rock Under Laboratory True-Triaxial Hydraulic Fracturing Experiments","year":2024,"lang":"en","type":"article","venue":"Rock Mechanics and Rock Engineering","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":17,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Toronto","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Hydraulic fracturing; Slippage; Geology; Geotechnical engineering; Geomechanics; Triaxial shear test; Petrology; Engineering; Shear (geology); Structural engineering","score_opus":0.005604310388732831,"score_gpt":0.21359400664206565,"score_spread":0.20798969625333283,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4400593052","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.47919083,0.014939401,0.5044887,0.000027626973,0.0005715472,0.00022332475,0.000020019734,0.000489457,0.000049060873],"genre_scores_gemma":[0.99845934,0.0006884813,0.00034744953,0.000011317163,0.00025356395,0.000021278545,0.000017127728,0.00012026807,0.00008119065],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99832344,0.000022604498,0.00047050253,0.00043900145,0.00031428266,0.0004301423],"domain_scores_gemma":[0.99935347,0.00010275367,0.000053686428,0.0002412409,0.000043893193,0.00020498066],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00015460628,0.0004137818,0.00047292345,0.00042213438,0.0001889085,0.00015044499,0.00015713823,0.00027502768,0.00003059953],"category_scores_gemma":[0.000040439976,0.0004025385,0.0001133731,0.0003652889,9.999503e-7,0.00039111896,0.00016369669,0.00041260684,0.000004960485],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000011453375,0.000010572211,0.000007996561,0.00062145817,0.00024184321,0.000020129799,0.0006499953,0.87790644,0.12030472,0.00011708986,0.000023964803,0.00008434827],"study_design_scores_gemma":[0.0004246994,0.000029502566,0.00015493578,0.00037825343,0.00009673933,0.000009067898,0.0001421766,0.8983634,0.09941895,0.000063578096,0.000521248,0.00039742072],"about_ca_topic_score_codex":0.000022447262,"about_ca_topic_score_gemma":0.000003850315,"teacher_disagreement_score":0.5192685,"about_ca_system_score_codex":0.00009218089,"about_ca_system_score_gemma":0.000020413288,"threshold_uncertainty_score":0.99984264},"labels":[],"label_agreement":null},{"id":"W4400649085","doi":"10.1103/physrevfluids.9.073301","title":"Buoyant miscible viscoplastic injections","year":2024,"lang":"en","type":"article","venue":"Physical Review Fluids","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Université Laval","funders":"Natural Sciences and Engineering Research Council of Canada; Canada Research Chairs; Canada Foundation for Innovation; Petroleum Technology Alliance Canada","keywords":"Viscoplasticity; Materials science; Thermodynamics; Physics; Constitutive equation","score_opus":0.008068454110482563,"score_gpt":0.27337717217093377,"score_spread":0.2653087180604512,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4400649085","genre_codex":"review","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.07872695,0.7592543,0.07842871,0.0035517188,0.002286734,0.0005935999,0.000040205483,0.0040824795,0.07303533],"genre_scores_gemma":[0.9743285,0.024481893,0.00007018687,0.00008776339,0.0004218938,0.00004239598,0.000009037054,0.00003231923,0.0005260129],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9992868,0.000019813495,0.00015903538,0.00017463039,0.00016237222,0.00019739779],"domain_scores_gemma":[0.9995638,0.00009718622,0.000004505549,0.0002208119,0.000015226615,0.00009843714],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00007884098,0.00013942253,0.0002632751,0.000060729086,0.000045117245,0.000050926377,0.000111906564,0.000020892194,0.00019916083],"category_scores_gemma":[0.000046740122,0.000101734695,0.00023321559,0.0005464866,0.00002376758,0.00008558185,0.000022953633,0.00022252204,0.0014410553],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000003439304,0.000287758,0.000022283184,0.039774094,0.0014362817,0.00015671267,0.00056179706,0.46308714,0.03788343,0.0039238865,0.3612895,0.091573656],"study_design_scores_gemma":[0.000038717902,0.000027273192,0.000029668243,0.0032794971,0.00032585207,0.000011631732,0.0000039749734,0.51237494,0.0025630847,0.00057127204,0.48052958,0.00024453798],"about_ca_topic_score_codex":0.000013057411,"about_ca_topic_score_gemma":0.0000026938858,"teacher_disagreement_score":0.8956016,"about_ca_system_score_codex":0.00004229571,"about_ca_system_score_gemma":0.000016988672,"threshold_uncertainty_score":0.9993364},"labels":[],"label_agreement":null},{"id":"W4400881763","doi":"10.1063/5.0216281","title":"Density unstable fluid displacement in vertical annuli","year":2024,"lang":"en","type":"article","venue":"Physics of Fluids","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of British Columbia","funders":"Natural Sciences and Engineering Research Council of Canada; Norges Forskningsråd","keywords":"Mechanics; Viscosity; Buoyancy; Physics; Shear thinning; Displacement (psychology); Newtonian fluid; Shear rate; Fluid dynamics; Casing; Eccentricity (behavior); Non-Newtonian fluid; Thermodynamics","score_opus":0.008079797431553319,"score_gpt":0.2296551101634103,"score_spread":0.221575312731857,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4400881763","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9446778,0.0015273374,0.049316518,0.00015818373,0.00026330008,0.000062074774,0.000006905028,0.00017442323,0.003813426],"genre_scores_gemma":[0.99953467,0.0001121996,0.00012891328,0.000009962716,0.00009429094,0.0000050219496,0.000008582094,0.000017853485,0.00008849796],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9993347,0.000011747437,0.00016916971,0.00012999841,0.00016420336,0.00019016404],"domain_scores_gemma":[0.99970216,0.000041566436,0.0000025839631,0.00018716248,0.000016380574,0.000050158014],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00009577129,0.00010137408,0.00017742433,0.000057803853,0.000015244687,0.000022508439,0.00009347016,0.000040410705,0.00003553575],"category_scores_gemma":[0.000008928834,0.00009106097,0.000087386456,0.00029140912,0.000028732644,0.000107625965,0.000031375097,0.00013552883,0.000055912515],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00001761634,0.00014985552,0.0017691052,0.00090364687,0.00033079443,0.00005516525,0.0012311328,0.8693479,0.1109651,0.0027852582,0.0058484157,0.0065960535],"study_design_scores_gemma":[0.0001422925,0.000021887172,0.000990052,0.00012648405,0.00004837575,8.693219e-7,0.000032596778,0.8439352,0.1495485,0.0011772449,0.0038134025,0.00016311089],"about_ca_topic_score_codex":0.00008930399,"about_ca_topic_score_gemma":0.00001417952,"teacher_disagreement_score":0.054856844,"about_ca_system_score_codex":0.000061011735,"about_ca_system_score_gemma":0.000015948086,"threshold_uncertainty_score":0.37133583},"labels":[],"label_agreement":null},{"id":"W4400950768","doi":"10.1063/5.0212983","title":"Comprehensive study of hydraulic fracturing in shale oil reservoirs comprising shale–sandstone transitions","year":2024,"lang":"en","type":"article","venue":"Physics of Fluids","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":19,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Petro-Canada","funders":"Natural Science Foundation of Heilongjiang Province; National Natural Science Foundation of China","keywords":"Oil shale; Hydraulic fracturing; Petroleum engineering; Tight oil; Shale oil; Geology","score_opus":0.018494346934376713,"score_gpt":0.25951010454424717,"score_spread":0.24101575760987046,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4400950768","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9905165,0.0021161165,0.004897227,0.00007773104,0.00014639487,0.00009927042,0.000021143142,0.00015733996,0.0019683146],"genre_scores_gemma":[0.9994016,0.00014631444,0.00019734523,0.000008412552,0.00011586732,0.000016679314,0.00001984564,0.000051276762,0.000042609525],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9985208,0.000053706994,0.0005268336,0.00027124656,0.0003535467,0.0002738983],"domain_scores_gemma":[0.999262,0.00015808812,0.00003255205,0.00040948662,0.00006895634,0.00006894396],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000101354824,0.00023034256,0.0005390672,0.00029472372,0.000052911542,0.00003183122,0.00025056623,0.000076864264,0.000029292416],"category_scores_gemma":[0.0000074288046,0.00022894748,0.00019424909,0.00078339025,0.00006787299,0.00023162297,0.000049603343,0.00039040577,0.000011230205],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000013878686,0.0003994984,0.0005480776,0.0010929329,0.00040135227,0.000042584215,0.012094035,0.9487736,0.03224859,0.000027177846,0.000098151344,0.0042600757],"study_design_scores_gemma":[0.0016546727,0.00026300753,0.015784793,0.0013963131,0.00036105534,0.000007736452,0.0053304066,0.91070116,0.06203816,0.0008820798,0.0008424267,0.00073816493],"about_ca_topic_score_codex":0.0005600168,"about_ca_topic_score_gemma":0.000060950486,"teacher_disagreement_score":0.038072467,"about_ca_system_score_codex":0.00005789331,"about_ca_system_score_gemma":0.000021675392,"threshold_uncertainty_score":0.93362075},"labels":[],"label_agreement":null},{"id":"W4400957924","doi":"10.3389/feart.2024.1461898","title":"Corrigendum: Research on the transport behavior of microparticle proppants inside natural fractures","year":2024,"lang":"en","type":"erratum","venue":"Frontiers in Earth Science","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Microparticle; Natural (archaeology); Materials science; Geology; Chemical engineering; Engineering","score_opus":0.02837755282879697,"score_gpt":0.2955783320901415,"score_spread":0.26720077926134456,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4400957924","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8774782,0.015934523,0.00029036126,0.00046782836,0.08374509,0.0010043337,0.00008320496,0.00022453869,0.02077193],"genre_scores_gemma":[0.9719361,0.00037438548,0.00031271446,0.000028012835,0.0002288131,0.00003981998,0.000011317195,0.000037208534,0.02703162],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9970231,0.000068787085,0.0003672407,0.0004900347,0.0013452735,0.0007055354],"domain_scores_gemma":[0.99904513,0.00003711568,0.000044197852,0.0006478134,0.00011643097,0.000109317254],"candidate_categories":["research_integrity"],"consensus_categories":[],"category_scores_codex":[0.0014052643,0.00024355752,0.00037525725,0.0009739939,0.00019260742,0.00008916427,0.001121346,0.00021794728,0.0000453947],"category_scores_gemma":[0.000105069215,0.00015433629,0.00013557794,0.0021467246,0.0010654997,0.00012606476,0.00006903267,0.002747146,0.00003483942],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000017536426,0.00007079972,0.003383961,0.00028439617,0.0000643661,0.00019349382,0.001300777,0.024861647,0.0041239536,0.0000086577575,0.9627115,0.0029789063],"study_design_scores_gemma":[0.000504511,0.00030466192,0.1797386,0.0034169767,0.0002982231,0.000033796023,0.003488529,0.21220213,0.2553739,0.00048012572,0.3423931,0.001765454],"about_ca_topic_score_codex":0.00030029804,"about_ca_topic_score_gemma":0.00040051527,"teacher_disagreement_score":0.6203184,"about_ca_system_score_codex":0.00012967794,"about_ca_system_score_gemma":0.00039604536,"threshold_uncertainty_score":0.99955356},"labels":[],"label_agreement":null},{"id":"W4400969664","doi":"10.1016/j.marpetgeo.2024.107010","title":"Development of ensemble learning techniques and sequential model-based optimization for enhancing the generalizability of shale wettability predictions","year":2024,"lang":"en","type":"article","venue":"Marine and Petroleum Geology","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":12,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"High-end Foreign Experts Recruitment Plan of China; Ministry of Science and Technology, Croatia; National Natural Science Foundation of China","keywords":"Geology; Oil shale; Generalizability theory; Wetting; Petroleum engineering; Shale gas; Geochemistry; Paleontology; Statistics; Engineering; Chemical engineering","score_opus":0.008691132854150008,"score_gpt":0.22837713399392284,"score_spread":0.21968600113977282,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4400969664","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.42983365,0.00019100255,0.5695239,0.00006916342,0.000025192934,0.00005266009,0.000002351115,0.000058677237,0.00024341789],"genre_scores_gemma":[0.9707978,0.00006841575,0.028922074,0.0000040837754,0.000027311682,0.000040697316,0.000027144019,0.00000842194,0.00010409324],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9994515,0.000030586958,0.00023847954,0.00012920838,0.000048274138,0.000101936246],"domain_scores_gemma":[0.9997369,0.00009034686,0.000023898108,0.00009352972,0.00003427961,0.00002105155],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003565838,0.00007559528,0.00015500085,0.00007497103,0.00007391544,0.000008545021,0.00003919138,0.00006523162,0.000025121915],"category_scores_gemma":[0.00002350761,0.000057203022,0.00004083361,0.00006353632,0.000067943554,0.000029487755,0.000044905042,0.00009595019,6.567991e-8],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000009784298,0.000009116795,0.0028152613,0.0004344918,0.000055178192,2.3808018e-7,0.00023010428,0.988142,0.0024046816,0.000022004559,0.000007193115,0.005869937],"study_design_scores_gemma":[0.00008579409,0.00003053845,0.00021733725,0.0000124952585,0.00004279871,0.000002397758,0.000030956988,0.97545356,0.022573547,0.00010119113,0.0013989811,0.00005039469],"about_ca_topic_score_codex":0.000096025666,"about_ca_topic_score_gemma":0.00024480757,"teacher_disagreement_score":0.54096407,"about_ca_system_score_codex":0.000018351448,"about_ca_system_score_gemma":0.000036856058,"threshold_uncertainty_score":0.23326714},"labels":[],"label_agreement":null},{"id":"W4401012434","doi":"10.1002/cjce.25425","title":"Preparation and performance analysis of nano‐crosslinking agent for sulphonated guar gum fracturing fluid","year":2024,"lang":"en","type":"article","venue":"The Canadian Journal of Chemical Engineering","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Fracturing fluid; Materials science; Guar gum; Composite material; Viscosity; Rheology; Shear rate; Nano-; Sintering; Chemical engineering; Chemistry","score_opus":0.005852440214270372,"score_gpt":0.2110626836482678,"score_spread":0.20521024343399744,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4401012434","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.98879105,0.0032390854,0.0075317924,0.00010000678,0.00021225645,0.000053756183,0.000009882648,0.000030529005,0.00003166609],"genre_scores_gemma":[0.9994228,0.000045776465,0.00034662522,0.00000983461,0.00012432864,0.0000032525238,0.0000071326804,0.000023418212,0.000016826452],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9991659,0.0000052472305,0.0003747386,0.00008819992,0.000139287,0.00022661155],"domain_scores_gemma":[0.999492,0.000120214034,0.00004421169,0.00012216221,0.000068604626,0.00015279259],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00032644172,0.00012672368,0.00027943245,0.00045509686,0.00005479718,0.00008832335,0.00016567107,0.000082469836,0.000014718158],"category_scores_gemma":[0.00007138555,0.000096193726,0.00019628445,0.00049176154,0.000032507392,0.00012227835,0.000008336863,0.00023170463,4.9980355e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000059479303,0.000001208286,0.00006955742,0.0002187562,0.0009799969,0.0000058520636,0.00067808817,0.94407815,0.052950907,0.0000089798195,0.00008525068,0.0009173055],"study_design_scores_gemma":[0.000073291805,0.000015209187,0.00027046847,0.00015699014,0.0005108364,0.000013985429,0.000008153374,0.81314516,0.1841227,0.000008693272,0.0015774142,0.000097087475],"about_ca_topic_score_codex":0.0002139492,"about_ca_topic_score_gemma":0.0001375268,"teacher_disagreement_score":0.1311718,"about_ca_system_score_codex":0.00015129098,"about_ca_system_score_gemma":0.00007969303,"threshold_uncertainty_score":0.39226663},"labels":[],"label_agreement":null},{"id":"W4401020035","doi":"10.1016/j.petsci.2024.07.022","title":"Three-dimensional fracture space characterization and conductivity evolution analysis of induced un-propped fractures in shale gas reservoirs","year":2024,"lang":"en","type":"article","venue":"Petroleum Science","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"National Natural Science Foundation of China","keywords":"Hydraulic fracturing; Oil shale; Fracture (geology); Conductivity; Geology; Slippage; Shale gas; Bed; Surface finish; Hydraulic conductivity; Surface roughness; Mineralogy; Materials science; Geotechnical engineering; Petroleum engineering; Composite material; Soil science; Chemistry","score_opus":0.008827991019289659,"score_gpt":0.23895761040737007,"score_spread":0.2301296193880804,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4401020035","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.97995216,0.00046750414,0.018583648,0.00048749358,0.00021452557,0.00006162796,0.000013896233,0.00011078287,0.00010835795],"genre_scores_gemma":[0.99966395,0.000029424122,0.00016247407,0.000017059347,0.000043821063,0.000007876427,0.000025411242,0.000014146499,0.000035828874],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99840033,0.00003273437,0.00026821494,0.000441902,0.0005467078,0.00031012774],"domain_scores_gemma":[0.99938273,0.00008052583,0.000054022075,0.00030710432,0.00006846242,0.000107126114],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006572758,0.00017588114,0.00033248254,0.0013759407,0.00011227712,0.000102068494,0.00022739617,0.00011861426,0.00007706211],"category_scores_gemma":[0.00011157976,0.00014610903,0.00009415785,0.0032237766,0.00019312464,0.00058799476,0.00007248002,0.00036973818,0.000004263971],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000012184788,0.000032799595,0.027412664,0.00007864241,0.00021858593,0.0000141945475,0.00032849022,0.6299925,0.34041443,0.000040080886,0.000028213919,0.0014272211],"study_design_scores_gemma":[0.00005908679,0.000013359973,0.38502264,0.000037580296,0.00010576021,0.0000020036262,0.00002184809,0.60083586,0.013670291,0.0000808705,0.000044297773,0.00010637681],"about_ca_topic_score_codex":0.0007938384,"about_ca_topic_score_gemma":0.00075271353,"teacher_disagreement_score":0.35761,"about_ca_system_score_codex":0.00015531461,"about_ca_system_score_gemma":0.000084300445,"threshold_uncertainty_score":0.5958153},"labels":[],"label_agreement":null},{"id":"W4401178931","doi":"10.1002/ese3.1819","title":"Study on the influence of vertical stress difference coefficient on fracture characteristics of shale under high stress","year":2024,"lang":"en","type":"article","venue":"Energy Science & Engineering","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":8,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Hydraulic fracturing; Differential stress; Geotechnical engineering; Fracture (geology); Stress (linguistics); Fractal dimension; Bedding; Geology; Bed; Ultimate tensile strength; Shear stress; Oil shale; Materials science; Fractal; Composite material; Deformation (meteorology); Mathematics; Anisotropy","score_opus":0.006468541683585966,"score_gpt":0.21127532457986653,"score_spread":0.20480678289628057,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4401178931","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9872668,0.00007782796,0.012030465,0.000065746135,0.00027691,0.00006170336,0.000019623105,0.00012293096,0.00007802542],"genre_scores_gemma":[0.9998266,0.000016836952,0.000016069454,0.00002269732,0.0000542631,0.0000125238,0.0000026038108,0.000022566752,0.000025844678],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9984059,0.000017687393,0.00029466863,0.00028650722,0.0006775753,0.00031766153],"domain_scores_gemma":[0.99906504,0.0002940299,0.000022931956,0.00046408863,0.00005739769,0.00009650147],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00021752805,0.00020794071,0.00025115235,0.00027211008,0.000070578615,0.00007208764,0.0005641758,0.0000579643,0.00001512288],"category_scores_gemma":[0.00011413572,0.00013608372,0.00006644357,0.0007763681,0.00015179339,0.00008363839,0.000069365306,0.00029640415,0.0000035545518],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000028094873,0.00008648006,0.00034442608,0.000021666696,0.000044375534,0.000011863917,0.00044571445,0.9774833,0.011301055,0.010137156,0.0000032798507,0.00011789694],"study_design_scores_gemma":[0.00011537896,0.0002161916,0.274427,0.00067291775,0.000054311415,0.0000018252972,0.00036429497,0.5077578,0.21582554,0.000020677726,0.00022552746,0.0003185766],"about_ca_topic_score_codex":0.00008574113,"about_ca_topic_score_gemma":0.0000056644944,"teacher_disagreement_score":0.46972552,"about_ca_system_score_codex":0.00007634267,"about_ca_system_score_gemma":0.000037713216,"threshold_uncertainty_score":0.5549333},"labels":[],"label_agreement":null},{"id":"W4401459761","doi":"10.1115/omae2024-126754","title":"Rock-Fluid Interactions in a Tight Sandstone Reservoir","year":2024,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Regina","funders":"","keywords":"Geology; Petroleum engineering; Tight gas; Petrology; Hydraulic fracturing","score_opus":0.010947239475500425,"score_gpt":0.25616248583272627,"score_spread":0.24521524635722586,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4401459761","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.5244545,0.0075219427,0.06141877,0.0038546706,0.0018313873,0.00018590223,0.000010199222,0.002968923,0.39775375],"genre_scores_gemma":[0.986592,0.00017049028,0.0001530347,0.000027835275,0.00012170964,0.000016967317,0.000007797956,0.000023587147,0.012886608],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9993739,0.0000129505215,0.00017596481,0.00014773403,0.00010158534,0.00018782752],"domain_scores_gemma":[0.9996758,0.000064385364,0.0000032902497,0.00018744603,0.000009099381,0.00005996329],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00008711008,0.00010212623,0.00012391091,0.00032516752,0.000026736754,0.00006940001,0.000103340826,0.000037631755,0.0013757005],"category_scores_gemma":[0.000014696174,0.000080691025,0.00008391236,0.00047646326,0.0000063060197,0.00016403163,0.000024639503,0.00026105548,0.0006844829],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000034548084,0.000021143716,0.00014942502,0.00012491962,0.000119881675,0.00010131533,0.00048771733,0.9436551,0.0025798043,0.000097450386,0.05108381,0.0015760128],"study_design_scores_gemma":[0.000072866475,0.0000049858327,0.00038554595,0.00009566117,0.0000145971835,0.000010710146,0.000070322276,0.75852567,0.0043185647,0.00010617976,0.23626615,0.00012872166],"about_ca_topic_score_codex":0.0002545137,"about_ca_topic_score_gemma":0.0010196276,"teacher_disagreement_score":0.4621375,"about_ca_system_score_codex":0.00008600306,"about_ca_system_score_gemma":0.000011642829,"threshold_uncertainty_score":0.99953717},"labels":[],"label_agreement":null},{"id":"W4401460558","doi":"10.1115/omae2024-126740","title":"Characterization of Dynamic Pore-Throat Structure and Petrophysical Properties in an Unconsolidated Sandstone Reservoir","year":2024,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Regina","funders":"","keywords":"Petrophysics; Geology; Characterization (materials science); Reservoir modeling; Petrology; Throat; Petroleum engineering; Mineralogy; Geotechnical engineering; Porosity; Materials science; Nanotechnology","score_opus":0.006304545422100504,"score_gpt":0.2155071656088225,"score_spread":0.20920262018672198,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4401460558","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9987255,0.00022175827,0.0005499165,0.00009434955,0.00006607944,0.00006138515,0.000016998649,0.00016905984,0.00009498519],"genre_scores_gemma":[0.9994629,0.00009420033,0.000073503994,0.0000058168876,0.000029828196,0.0000033377066,0.00012201564,0.000022425389,0.00018597367],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9994004,0.000022625623,0.00018101408,0.00015958035,0.00010617242,0.00013024347],"domain_scores_gemma":[0.9997676,0.000008943897,0.000010326507,0.00014851503,0.000019692698,0.000044906294],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000039019826,0.00011441688,0.0001883312,0.0001739627,0.00001778463,0.00004930125,0.00006945374,0.00007155728,0.000053370724],"category_scores_gemma":[0.000005545302,0.00008091911,0.000027322221,0.00027784772,0.000047713736,0.00023496772,0.000021321515,0.00015295715,0.0000018439655],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000012785845,0.000022803377,0.0005734526,0.00040490268,0.000063608044,0.000019990455,0.0007466632,0.03896825,0.9569795,0.000017784889,0.0000092699765,0.0021809507],"study_design_scores_gemma":[0.00012970477,0.00004189482,0.020474976,0.00012715704,0.0000259792,0.0000062107238,0.00008486136,0.8806123,0.09817584,0.00005609623,0.0001083755,0.00015661202],"about_ca_topic_score_codex":0.00008217021,"about_ca_topic_score_gemma":0.00025829682,"teacher_disagreement_score":0.8588037,"about_ca_system_score_codex":0.000033281125,"about_ca_system_score_gemma":0.000012826622,"threshold_uncertainty_score":0.3299786},"labels":[],"label_agreement":null},{"id":"W4401479268","doi":"10.56952/arma-2024-0123","title":"Simulating Coupled THM Problem and Wellbore Integrity Analyses with Two-Phase Fluid Flow in Naturally Fractured Reservoirs","year":2024,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Petro Geotech (Canada)","funders":"","keywords":"Wellbore; Petroleum engineering; Flow (mathematics); Geology; Two-phase flow; Fluid dynamics; Geotechnical engineering; Computer science; Mechanics; Physics","score_opus":0.016407343334452474,"score_gpt":0.3051407600254245,"score_spread":0.288733416690972,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4401479268","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9660124,0.0053626504,0.021849658,0.00077216676,0.00010627401,0.00029115507,0.000011412123,0.0009249022,0.0046693454],"genre_scores_gemma":[0.99219334,0.00011715709,0.007105907,0.000048558875,0.00009503488,0.000015827982,0.000045493158,0.00005242771,0.00032627754],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.998497,0.000046842753,0.00037053213,0.00040440843,0.00029903647,0.0003821685],"domain_scores_gemma":[0.9992512,0.00023835445,0.000021733784,0.00029495804,0.0000542062,0.00013958322],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003163402,0.00031249473,0.00040472002,0.00037837567,0.00007952629,0.0002448227,0.00016582472,0.00015245083,0.00017126427],"category_scores_gemma":[0.000057970345,0.00020032753,0.000095856994,0.00082011364,0.000052809133,0.00030998013,0.00005136699,0.000882194,0.000011349468],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000362129,0.000028125964,0.00033457737,0.00028585573,0.00028212197,0.0001841385,0.0007158728,0.9925285,0.0026536223,0.000012760513,0.00029770506,0.0026405083],"study_design_scores_gemma":[0.0008210004,0.000052583466,0.0002481361,0.00030061844,0.000090147885,0.000011522147,0.00021588744,0.994553,0.002341961,0.00016428193,0.0008970119,0.0003038122],"about_ca_topic_score_codex":0.00096687523,"about_ca_topic_score_gemma":0.0024772966,"teacher_disagreement_score":0.02618088,"about_ca_system_score_codex":0.00008791615,"about_ca_system_score_gemma":0.000039734277,"threshold_uncertainty_score":0.81691194},"labels":[],"label_agreement":null},{"id":"W4401479573","doi":"10.56952/arma-2024-0428","title":"The Sunset Solution: Closure on Leaking Proppant","year":2024,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Closure (psychology); Sunset; Computer science; Geology; Environmental science; Petroleum engineering; Optics; Physics","score_opus":0.00878848646864204,"score_gpt":0.2215675659121851,"score_spread":0.21277907944354307,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4401479573","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.17787965,0.02466125,0.087989345,0.027882267,0.0062312796,0.0005341095,0.000015337277,0.00826867,0.6665381],"genre_scores_gemma":[0.99284863,0.0001790432,0.000042463565,0.0000350544,0.00023038629,0.000008161402,0.000002006914,0.000016508293,0.006637729],"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","domain_scores_codex":[0.999481,0.000012080857,0.000096253054,0.00009953565,0.00013461622,0.00017648062],"domain_scores_gemma":[0.9997088,0.000072523784,0.0000034684851,0.00017524115,0.000008076778,0.0000318948],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00014792888,0.00007931799,0.00006209687,0.000040671704,0.00013323364,0.00013250862,0.00010013851,0.00004098481,0.00008605513],"category_scores_gemma":[0.000010789817,0.000040828178,0.000081655606,0.00014558624,0.000018825982,0.000037746046,0.000012448561,0.0001887014,0.00031985555],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00000681244,0.000013614482,0.000057101206,0.00019828827,0.0004729893,0.00008361635,0.00043732487,0.7973378,0.0006683268,0.00306245,0.14934997,0.048311718],"study_design_scores_gemma":[0.00003012358,0.000014181552,0.00015340382,0.00005681948,0.00002090457,0.0000069143452,0.000040147293,0.45140636,0.0018660096,0.0001529038,0.5461531,0.00009910618],"about_ca_topic_score_codex":0.000028870549,"about_ca_topic_score_gemma":0.00008403706,"teacher_disagreement_score":0.814969,"about_ca_system_score_codex":0.000033823715,"about_ca_system_score_gemma":0.000008911977,"threshold_uncertainty_score":0.41112027},"labels":[],"label_agreement":null},{"id":"W4401480367","doi":"10.56952/arma-2024-1022","title":"Modelling the Hydraulic Injection Fracture Response in Layered Media for Megablock Experiments","year":2024,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Fracture (geology); Hydraulic fracturing; Computer science; Materials science; Geology; Geotechnical engineering","score_opus":0.01782117236808821,"score_gpt":0.25346559936209806,"score_spread":0.23564442699400984,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4401480367","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.3752684,0.0039040246,0.6159471,0.0015782049,0.0006339792,0.00029710977,0.000005626719,0.00064939365,0.0017161221],"genre_scores_gemma":[0.99833834,0.00007058221,0.00052636035,0.0001023988,0.00017173906,0.00009065468,0.000008677556,0.000039267543,0.0006519536],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99916303,0.000046540103,0.00020836746,0.00019153178,0.00015451877,0.00023601591],"domain_scores_gemma":[0.9992956,0.00041736604,0.000008973087,0.00021603613,0.00001446848,0.00004754295],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00039375926,0.00014557371,0.00014443102,0.00020322019,0.00006497315,0.00009385492,0.00014165032,0.00011897579,0.000071319504],"category_scores_gemma":[0.000039883045,0.000092681206,0.00011387148,0.0003256965,0.000013494097,0.00011677744,0.000015291482,0.0002475709,0.000028660133],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00006432374,0.000010965051,0.0000024125036,0.000032349475,0.0000646821,0.0000054294505,0.002092073,0.99406123,0.0005633769,0.000008549271,0.0027309807,0.00036365044],"study_design_scores_gemma":[0.0001383433,0.000022278578,0.000016344835,0.000041074512,0.000017128423,0.000003344341,0.0003441233,0.95681936,0.0089302305,0.00025418383,0.03329246,0.00012110395],"about_ca_topic_score_codex":0.00026841438,"about_ca_topic_score_gemma":0.00004763423,"teacher_disagreement_score":0.62306994,"about_ca_system_score_codex":0.00009688417,"about_ca_system_score_gemma":0.000018192906,"threshold_uncertainty_score":0.377943},"labels":[],"label_agreement":null},{"id":"W4401480762","doi":"10.56952/arma-2024-0124","title":"A Simplified Finite Element Algorithm and Coupled THM Problems in Stress-Sensitive Naturally Fractured Reservoirs During Injection/Production","year":2024,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Petro Geotech (Canada)","funders":"","keywords":"Finite element method; Stress (linguistics); Production (economics); Computer science; Petroleum engineering; Algorithm; Engineering; Structural engineering","score_opus":0.005613692898120526,"score_gpt":0.21354707876428972,"score_spread":0.2079333858661692,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4401480762","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.95259005,0.002938869,0.039943084,0.0008848705,0.0007878226,0.00057453196,0.000029220011,0.0012429458,0.0010086102],"genre_scores_gemma":[0.9975061,0.0005163146,0.00067621627,0.000021008991,0.00024387571,0.000040161467,0.000059715592,0.000044722896,0.00089187815],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99854416,0.000038066537,0.00035142942,0.000450022,0.00026226515,0.00035407647],"domain_scores_gemma":[0.9995117,0.00008663746,0.00002411815,0.0002339519,0.00005379557,0.00008976295],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00024088437,0.00025006823,0.00025663828,0.000444991,0.00010184274,0.00016081432,0.00007973772,0.00014765117,0.00006193375],"category_scores_gemma":[0.000058497244,0.00020704175,0.00007610917,0.00060143496,0.000033416185,0.0002869249,0.000052911462,0.00054903625,0.000016023076],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000082218585,0.00001933323,0.00018952604,0.00031452512,0.00019786552,0.00005104779,0.0012708493,0.9931346,0.0021756596,0.0000030996405,0.00017496583,0.0024602627],"study_design_scores_gemma":[0.00029623223,0.00003060505,0.007454063,0.00022946122,0.00004126492,0.000023298893,0.0005385879,0.97891796,0.011243517,0.00017004932,0.0007406029,0.00031436514],"about_ca_topic_score_codex":0.00049848465,"about_ca_topic_score_gemma":0.00094239553,"teacher_disagreement_score":0.044916064,"about_ca_system_score_codex":0.0001677511,"about_ca_system_score_gemma":0.000018124765,"threshold_uncertainty_score":0.84429175},"labels":[],"label_agreement":null},{"id":"W4401666459","doi":"10.1007/s00603-024-04114-y","title":"Local Stress Reconstruction of Multi-radial Wells for Enhancing Stimulated Height of Shale Oil Reservoir","year":2024,"lang":"en","type":"article","venue":"Rock Mechanics and Rock Engineering","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"National Natural Science Foundation of China","keywords":"Radial stress; Stress (linguistics); Stress field; Modulus; Geotechnical engineering; Fracture (geology); Hydraulic fracturing; Cylinder stress; Materials science; Geology; Mechanics; Composite material; Structural engineering; Deformation (meteorology); Finite element method; Engineering; Ultimate tensile strength","score_opus":0.0069212121668727625,"score_gpt":0.20531094576657302,"score_spread":0.19838973359970025,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4401666459","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.050505698,0.0040196176,0.9445012,0.000011950991,0.00061246863,0.00007976713,0.000054219738,0.0001942941,0.000020755522],"genre_scores_gemma":[0.99753886,0.0006549387,0.001495197,0.0000012959139,0.00010310435,0.000013179041,0.00001700507,0.00005929942,0.00011711955],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9989319,0.00000844075,0.00042488665,0.00022967995,0.00014070535,0.00026441104],"domain_scores_gemma":[0.999521,0.0001098595,0.000037516656,0.00017372264,0.000060699098,0.000097164346],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00013510893,0.00020832315,0.00036406034,0.00026652458,0.000054727454,0.000022377912,0.00011176715,0.00017897795,0.000016835042],"category_scores_gemma":[0.000034920766,0.00019656566,0.00014791738,0.0002625916,0.0000012187501,0.000112625115,0.000046467183,0.00020218702,0.0000016752175],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000008019963,0.000012096358,0.0000029836658,0.002127807,0.00022052767,0.0000032155137,0.00021421618,0.97073114,0.024841947,0.00012871636,0.000018224968,0.0016910912],"study_design_scores_gemma":[0.00026023053,0.00003821185,0.000003815373,0.00066051295,0.000081593425,0.000010020695,0.00009047115,0.8816454,0.11650079,0.000031032854,0.0004960465,0.00018191937],"about_ca_topic_score_codex":0.000034072003,"about_ca_topic_score_gemma":0.000032283733,"teacher_disagreement_score":0.94703317,"about_ca_system_score_codex":0.000050659128,"about_ca_system_score_gemma":0.000019829311,"threshold_uncertainty_score":0.8015715},"labels":[],"label_agreement":null},{"id":"W4401699450","doi":"10.2118/218027-pa","title":"Characterization of Wormhole Growth and Propagation Dynamics during CHOPS Processes by Integrating Rate Transient Analysis and a Pressure-Gradient-Based Sand Failure Criterion in the Presence of Foamy Oil Behavior","year":2024,"lang":"en","type":"article","venue":"SPE Journal","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Regina","funders":"","keywords":"Transient (computer programming); Wormhole; Characterization (materials science); Petroleum engineering; Dynamics (music); Materials science; Transient analysis; Pressure gradient; Geology; Geotechnical engineering; Mechanics; Computer science; Transient response; Engineering; Nanotechnology; Physics; Classical mechanics","score_opus":0.0030928209786142435,"score_gpt":0.19960694368029608,"score_spread":0.19651412270168184,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4401699450","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.97866595,0.00085905904,0.020089082,0.00022446083,0.000029354018,0.00007045181,0.000030160443,0.000015799753,0.00001568127],"genre_scores_gemma":[0.9991821,0.0005439416,0.00018036066,0.0000024881874,0.000023554901,0.000011592296,0.000030480998,0.000010670617,0.000014824801],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.999191,0.00006667056,0.0003246767,0.000122021476,0.00017775736,0.00011789644],"domain_scores_gemma":[0.99969894,0.000046763456,0.00008332197,0.000072373674,0.00006210706,0.000036472687],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00029563566,0.0001094588,0.0001983099,0.00033251802,0.00005844978,0.00013336976,0.00008169727,0.00004896898,0.000005270044],"category_scores_gemma":[0.000047636262,0.00007376303,0.00005512335,0.00073862955,0.00004039128,0.00025718205,0.0000074920395,0.00023443591,4.0130143e-8],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00005187195,0.00010653394,0.022489054,0.0049857837,0.0004936037,0.000028560149,0.008225404,0.040974032,0.91639054,0.000005289113,0.0000069701264,0.006242364],"study_design_scores_gemma":[0.0003950633,0.000057726127,0.06041887,0.0009187717,0.0010710644,0.000034122466,0.00058310875,0.8177786,0.11853296,0.000009667013,0.000026557947,0.00017350794],"about_ca_topic_score_codex":0.000047817204,"about_ca_topic_score_gemma":0.00019250264,"teacher_disagreement_score":0.7978576,"about_ca_system_score_codex":0.000019621812,"about_ca_system_score_gemma":0.00002084581,"threshold_uncertainty_score":0.3007969},"labels":[],"label_agreement":null},{"id":"W4401811720","doi":"10.2118/223093-pa","title":"Investigating the Feasibility of EOR While Preloading Parent Wells to Mitigate Fracture Hits: An Experimental and Modeling Study","year":2024,"lang":"en","type":"article","venue":"SPE Journal","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":7,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Petroleum engineering; Geology; Fracture (geology); Geotechnical engineering","score_opus":0.04195530184747142,"score_gpt":0.3088919617432323,"score_spread":0.2669366598957609,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4401811720","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9913854,0.002473712,0.005183256,0.00034862425,0.00022187065,0.0001680141,0.0000032872688,0.000068144014,0.00014767118],"genre_scores_gemma":[0.99912935,0.000026493357,0.0004751313,0.00004558947,0.0002729405,0.000004960077,0.0000010633395,0.000025373798,0.00001907168],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9989252,0.00007999537,0.00034152734,0.00017899714,0.0002689283,0.00020531766],"domain_scores_gemma":[0.99948937,0.00004210624,0.000032128566,0.00019365466,0.000032126332,0.00021060868],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00058008154,0.0001494195,0.00019753112,0.000101264064,0.00017114144,0.0002265009,0.00017034398,0.00004526448,0.00005824417],"category_scores_gemma":[0.000036396137,0.00009555246,0.00007680562,0.00017320516,0.000026604745,0.00020883052,0.000049770137,0.00048187756,0.000004243432],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000003539384,0.000042102853,0.0028088663,0.000044740544,0.00012269408,0.000012226651,0.011398741,0.9750621,0.009641094,0.0000014599505,0.00018062095,0.00068184943],"study_design_scores_gemma":[0.00016984002,0.00015215063,0.0012986648,0.00023921352,0.00007711046,0.0000418187,0.008312733,0.9819723,0.0072267875,0.00018037141,0.00017275613,0.00015629953],"about_ca_topic_score_codex":0.00006562418,"about_ca_topic_score_gemma":0.000022132006,"teacher_disagreement_score":0.007743956,"about_ca_system_score_codex":0.00008329924,"about_ca_system_score_gemma":0.00002539677,"threshold_uncertainty_score":0.38965163},"labels":[],"label_agreement":null},{"id":"W4401910810","doi":"10.1155/2024/8371615","title":"The Imbibition Mechanism and the Calculation Method of Maximum Imbibition Length during the Hydraulic Fracturing","year":2024,"lang":"en","type":"article","venue":"International Journal of Energy Research","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":7,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"Yangtze University; China Postdoctoral Science Foundation; National Natural Science Foundation of China; Qingdao Postdoctoral Science Foundation","keywords":"Imbibition; Hydraulic fracturing; Mechanism (biology); Petroleum engineering; Mechanics; Geology; Materials science; Geotechnical engineering; Physics; Biology","score_opus":0.013122739279041782,"score_gpt":0.3132257781436162,"score_spread":0.3001030388645744,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4401910810","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.70204777,0.026289606,0.23799643,0.027129142,0.0029111188,0.00024206263,0.00001214509,0.00009784375,0.0032738827],"genre_scores_gemma":[0.9935275,0.005271184,0.00018011522,0.000025232912,0.00066279626,0.000010138742,0.0000022829192,0.000020381554,0.00030041314],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99773145,0.0004113576,0.00046672195,0.00011249946,0.0010819389,0.00019602384],"domain_scores_gemma":[0.99747896,0.0016871117,0.00009516556,0.00017032752,0.00051926955,0.000049190294],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0036341005,0.00010272532,0.00016055346,0.00040370057,0.00025043183,0.00025989758,0.00046289642,0.00006666606,0.00001952682],"category_scores_gemma":[0.00029928377,0.000048073493,0.00018781646,0.000308109,0.00018356898,0.0002379422,0.00010162322,0.00062777725,0.0000021822843],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00047857917,0.00003973714,0.000027044003,0.00019555626,0.0036054456,0.00018947925,0.0024661925,0.85242164,0.028350713,0.04811257,0.0013539934,0.06275907],"study_design_scores_gemma":[0.00131431,0.00007279372,0.0008928253,0.00072135666,0.00012417635,0.0008936215,0.0009947005,0.6856572,0.1493246,0.14173296,0.018076839,0.0001946477],"about_ca_topic_score_codex":0.00015564686,"about_ca_topic_score_gemma":0.000053489443,"teacher_disagreement_score":0.29147968,"about_ca_system_score_codex":0.00016319986,"about_ca_system_score_gemma":0.000041367883,"threshold_uncertainty_score":0.27274147},"labels":[],"label_agreement":null},{"id":"W4402114575","doi":"10.53982/10.53982/ajeas.2024.0201.02-j","title":"Appraisal of the Propping Potential of Luwa Sand in Nigeria for Hydraulic Fracturing Applications","year":2024,"lang":"en","type":"article","venue":"Aboud Journal of engineering and applied sciences","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Hydraulic fracturing; Geology; Geotechnical engineering; Mining engineering; Petroleum engineering","score_opus":0.006220106667748899,"score_gpt":0.23312425670995113,"score_spread":0.22690415004220224,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4402114575","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8897524,0.0032657245,0.106110856,0.00010820807,0.00031420137,0.00014622248,0.000003688948,0.00002523571,0.00027344728],"genre_scores_gemma":[0.99782634,0.00010186223,0.0019077489,0.0000030938413,0.00013393431,0.000011591709,2.420824e-7,0.000010636032,0.000004565524],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9991523,0.0000056079493,0.00038889764,0.00010246176,0.00019492094,0.0001558163],"domain_scores_gemma":[0.9996171,0.00016096728,0.00007500079,0.00008220043,0.000024634362,0.000040081137],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00049069256,0.000098431745,0.00022825606,0.00024331766,0.000052615116,0.00004269419,0.00022782902,0.00004653617,0.0000023095984],"category_scores_gemma":[0.000030313786,0.0000650981,0.00010074731,0.00044585761,0.00008936521,0.00008779385,0.000022901218,0.00017475274,1.359614e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000028449338,0.000008423674,0.00007061353,0.0003363116,0.000043875796,5.9907927e-7,0.00032627585,0.9314343,0.06559067,0.00014673056,0.000017930613,0.0020214706],"study_design_scores_gemma":[0.0006068611,0.00009053906,0.004183994,0.0010361025,0.00013002173,0.000065117565,0.0008097768,0.73682934,0.24950594,0.0006833603,0.005700229,0.0003587147],"about_ca_topic_score_codex":0.0000043830837,"about_ca_topic_score_gemma":0.0000014862604,"teacher_disagreement_score":0.1946049,"about_ca_system_score_codex":0.000012895783,"about_ca_system_score_gemma":0.000034924087,"threshold_uncertainty_score":0.26546234},"labels":[],"label_agreement":null},{"id":"W4402193230","doi":"10.53982/ajeas.2024.0201.02-j","title":"Appraisal of the Propping Potential of Luwa Sand in Nigeria for Hydraulic Fracturing Applications","year":2024,"lang":"en","type":"article","venue":"Aboud Journal of engineering and applied sciences","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"Petroleum Technology Development Fund","keywords":"Hydraulic fracturing; Geology; Geotechnical engineering; Petroleum engineering; Mining engineering","score_opus":0.006220106667748899,"score_gpt":0.23312425670995113,"score_spread":0.22690415004220224,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4402193230","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8897524,0.0032657245,0.106110856,0.00010820807,0.00031420137,0.00014622248,0.000003688948,0.00002523571,0.00027344728],"genre_scores_gemma":[0.99782634,0.00010186223,0.0019077489,0.0000030938413,0.00013393431,0.000011591709,2.420824e-7,0.000010636032,0.000004565524],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9991523,0.0000056079493,0.00038889764,0.00010246176,0.00019492094,0.0001558163],"domain_scores_gemma":[0.9996171,0.00016096728,0.00007500079,0.00008220043,0.000024634362,0.000040081137],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00049069256,0.000098431745,0.00022825606,0.00024331766,0.000052615116,0.00004269419,0.00022782902,0.00004653617,0.0000023095984],"category_scores_gemma":[0.000030313786,0.0000650981,0.00010074731,0.00044585761,0.00008936521,0.00008779385,0.000022901218,0.00017475274,1.359614e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000028449338,0.000008423674,0.00007061353,0.0003363116,0.000043875796,5.9907927e-7,0.00032627585,0.9314343,0.06559067,0.00014673056,0.000017930613,0.0020214706],"study_design_scores_gemma":[0.0006068611,0.00009053906,0.004183994,0.0010361025,0.00013002173,0.000065117565,0.0008097768,0.73682934,0.24950594,0.0006833603,0.005700229,0.0003587147],"about_ca_topic_score_codex":0.0000043830837,"about_ca_topic_score_gemma":0.0000014862604,"teacher_disagreement_score":0.1946049,"about_ca_system_score_codex":0.000012895783,"about_ca_system_score_gemma":0.000034924087,"threshold_uncertainty_score":0.26546234},"labels":[],"label_agreement":null},{"id":"W4402552577","doi":"10.1016/j.gete.2024.100596","title":"Numerical investigation of the thermal hydrofracturing behavior of the Callovo-Oxfordian claystone","year":2024,"lang":"en","type":"article","venue":"Geomechanics for Energy and the Environment","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":14,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"Canadian Nuclear Safety Commission; Agence Nationale pour la Gestion des Déchets Radioactifs; Eidgenössisches Nuklearsicherheitsinspektorat; Korea Atomic Energy Research Institute; Japan Atomic Energy Agency; Nuclear Waste Management Organization; U.S. Department of Energy","keywords":"Geotechnical engineering; Thermal; Geology; Petroleum engineering; Mining engineering; Geography; Meteorology","score_opus":0.004123299749622932,"score_gpt":0.16748546786547006,"score_spread":0.1633621681158471,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4402552577","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9608817,0.0018786216,0.03541869,0.0008696962,0.00046793654,0.00025174362,0.000016563483,0.000036082474,0.00017895628],"genre_scores_gemma":[0.99939424,0.0001978214,0.000038875274,0.000038094575,0.00004449558,0.00006324695,0.0000035659798,0.000019713796,0.00019993047],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99934644,0.00004149982,0.00019852645,0.00011332298,0.00016643367,0.0001337936],"domain_scores_gemma":[0.99954915,0.0000793982,0.00004390417,0.00029393428,0.0000032144826,0.000030423746],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00020862004,0.00010958573,0.00014614816,0.000025652767,0.000102962826,0.000010673768,0.00020207134,0.00007107623,0.000018944975],"category_scores_gemma":[0.0000065379195,0.000051550185,0.0001910142,0.0000821117,0.000092510425,0.000030291663,0.000076247095,0.00011868555,5.9233724e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000010957698,0.000013846792,0.00009606233,0.00008783181,0.00019067565,5.3145857e-7,0.0005272545,0.9785791,0.010729314,0.0041607497,0.000025554507,0.005578108],"study_design_scores_gemma":[0.00049657724,0.000032901848,0.0015850961,0.00009574608,0.00041317593,0.000005982728,0.00007071348,0.68334746,0.29714534,0.0058121937,0.010809299,0.00018550303],"about_ca_topic_score_codex":0.000118219876,"about_ca_topic_score_gemma":0.000011113178,"teacher_disagreement_score":0.29523164,"about_ca_system_score_codex":0.00003153923,"about_ca_system_score_gemma":0.000007946122,"threshold_uncertainty_score":0.21021555},"labels":[],"label_agreement":null},{"id":"W4402623447","doi":"10.1007/978-981-99-9057-3_1","title":"New Applications of Field Permeability Tests in Single Observation Well or Borehole","year":2024,"lang":"en","type":"book-chapter","venue":"Environmental science and engineering","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Polytechnique Montréal","funders":"","keywords":"Borehole; Permeability (electromagnetism); Geology; Geotechnical engineering; Petroleum engineering; Chemistry","score_opus":0.008097932906968553,"score_gpt":0.1882775371738459,"score_spread":0.18017960426687735,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4402623447","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.35384843,0.018640418,0.03633797,0.0010001103,0.001445049,0.002509548,0.00015115837,0.001205775,0.5848615],"genre_scores_gemma":[0.96943426,0.00042266145,0.0009685323,0.000010767916,0.000085744374,0.00001165489,0.000009680119,0.000030732346,0.029025987],"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","domain_scores_codex":[0.9991611,7.5255645e-7,0.00020284324,0.00023768611,0.00024129056,0.00015628975],"domain_scores_gemma":[0.9996603,0.000036865138,0.000018725255,0.00019337764,0.0000028558654,0.00008785077],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000120823126,0.0001543085,0.00016689942,0.00018456313,0.00002630869,0.000026434624,0.000145549,0.00010171072,0.00017251704],"category_scores_gemma":[0.0000100295865,0.00013760045,0.00003908549,0.000120165954,0.00006562173,0.00011935976,0.00006440641,0.00020458737,0.000023220498],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000009203497,0.00005586168,0.0008369875,0.0011440315,0.00009256469,0.000025865074,0.00090313837,0.82022566,0.09024006,0.00085870456,0.0006791292,0.0849288],"study_design_scores_gemma":[0.00049441715,0.00026812984,0.017884301,0.0012799088,0.00020837052,0.000030222905,0.00019921703,0.30405882,0.042700518,0.0021842658,0.628831,0.0018607806],"about_ca_topic_score_codex":0.000035373443,"about_ca_topic_score_gemma":0.000027994274,"teacher_disagreement_score":0.6281519,"about_ca_system_score_codex":0.00020946661,"about_ca_system_score_gemma":0.000018112545,"threshold_uncertainty_score":0.56111836},"labels":[],"label_agreement":null},{"id":"W4402641392","doi":"10.1021/acs.energyfuels.4c02894","title":"Strike–Slip Fault Reactivation Triggered by Hydraulic-Natural Fracture Propagation during Fracturing Stimulations near Clark Lake, Alberta","year":2024,"lang":"en","type":"article","venue":"Energy & Fuels","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":38,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Calgary","funders":"Natural Sciences and Engineering Research Council of Canada; China University of Petroleum, Beijing","keywords":"Hydraulic fracturing; Geology; Fault (geology); Slip (aerodynamics); Natural (archaeology); Fracture (geology); Seismology; Petroleum engineering; Geotechnical engineering; Engineering; Paleontology","score_opus":0.004567452816681875,"score_gpt":0.20679053509770082,"score_spread":0.20222308228101893,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4402641392","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9599331,0.004071357,0.027542902,0.0013654047,0.0009397098,0.0002392851,0.00003905739,0.0014192462,0.0044499324],"genre_scores_gemma":[0.9923849,0.00019323533,0.00020019308,0.00012020033,0.000589525,0.00005592319,0.00074071996,0.00012311566,0.005592168],"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","domain_scores_codex":[0.99785525,0.00007532076,0.00053318107,0.00053918496,0.00047856758,0.000518474],"domain_scores_gemma":[0.9989396,0.0002645183,0.00008235422,0.00047398068,0.00006492441,0.0001746439],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00014081557,0.00043448192,0.00038168815,0.0002978111,0.00034572626,0.0004253144,0.00025308735,0.0003444607,0.000332768],"category_scores_gemma":[0.00010126196,0.000386702,0.00025375062,0.0007062872,0.00004276498,0.0008328653,0.000043420387,0.00074529956,0.00006893274],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000025318534,0.00004091868,0.000049816437,0.00019835874,0.00048447165,0.000028422406,0.0007051739,0.92870617,0.055669583,0.000028954615,0.0064308043,0.007632017],"study_design_scores_gemma":[0.0005573057,0.000027135937,0.0020571197,0.00025580372,0.00020200369,0.000019351117,0.0000599475,0.30769765,0.28527892,0.00020018879,0.4028633,0.0007812599],"about_ca_topic_score_codex":0.0009338838,"about_ca_topic_score_gemma":0.0006516347,"teacher_disagreement_score":0.6210085,"about_ca_system_score_codex":0.00019610541,"about_ca_system_score_gemma":0.000046679346,"threshold_uncertainty_score":0.9998585},"labels":[],"label_agreement":null},{"id":"W4402668256","doi":"10.2118/220779-ms","title":"Best Practices of Inline Tests and Deliverability Assessment in the Canadian Low Permeability Duvernay for Improved Design of Completion and Characterization of the Reservoir","year":2024,"lang":"en","type":"article","venue":"SPE Annual Technical Conference and Exhibition","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Alberta Energy","funders":"","keywords":"Completion (oil and gas wells); Petroleum engineering; Permeability (electromagnetism); Reservoir modeling; Computer science; Geology; Chemistry","score_opus":0.037238072552813424,"score_gpt":0.30105542394332363,"score_spread":0.2638173513905102,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4402668256","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9914894,0.00007646516,0.0065651396,0.0012795762,0.000016873857,0.00036891876,0.00014804832,0.000010588732,0.000044981556],"genre_scores_gemma":[0.9993629,0.00025044242,0.0003069684,0.000011320974,0.000012448278,0.000017598992,0.000031561456,0.0000039460465,0.0000028343106],"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","domain_scores_codex":[0.99937004,0.00008254043,0.00023825091,0.00013142893,0.00009436856,0.000083365594],"domain_scores_gemma":[0.99943537,0.00020853367,0.00007337308,0.00013037359,0.0001238201,0.000028564105],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00068392593,0.000070526716,0.0001523814,0.000057576308,0.00004747567,0.000027459793,0.000068257454,0.00008157259,0.000003787049],"category_scores_gemma":[0.00017280589,0.00004458549,0.000026351308,0.00013717389,0.00014918155,0.00015583345,0.000022255654,0.00015245174,3.910179e-8],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00017911906,0.00036048747,0.02185363,0.005020767,0.00011300998,0.0000025716422,0.0035007084,0.0061081764,0.9395678,0.001930353,0.00008790432,0.021275492],"study_design_scores_gemma":[0.0003223249,0.0003669245,0.5665796,0.00055594806,0.00010189542,0.000006473633,0.00054490485,0.4196327,0.009196839,0.0023330685,0.00021066613,0.00014867468],"about_ca_topic_score_codex":0.0086058965,"about_ca_topic_score_gemma":0.02922358,"teacher_disagreement_score":0.9303709,"about_ca_system_score_codex":0.000035284582,"about_ca_system_score_gemma":0.0000742121,"threshold_uncertainty_score":0.99799585},"labels":[],"label_agreement":null},{"id":"W4402720000","doi":"10.1002/cjce.25502","title":"Research on microscale displacement characteristics of supercritical <scp>CO<sub>2</sub></scp> fracturing in shale oil reservoirs","year":2024,"lang":"en","type":"article","venue":"The Canadian Journal of Chemical Engineering","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Microscale chemistry; Oil shale; Supercritical fluid; Shale gas; Tight oil; Displacement (psychology); Petroleum engineering; Geology; Shale oil; Hydraulic fracturing; Chemistry","score_opus":0.013108787851457058,"score_gpt":0.24905417165135146,"score_spread":0.2359453837998944,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4402720000","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99748147,0.0010314968,0.00016640619,0.00036212956,0.00030975035,0.00004166375,0.000025312827,0.000030157,0.00055159634],"genre_scores_gemma":[0.9993626,0.00008893784,0.000051626135,0.000017447504,0.00037330692,0.0000062123127,0.0000065960703,0.00006339853,0.000029891859],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9979474,0.00004829101,0.000618709,0.00016892132,0.0005133485,0.000703317],"domain_scores_gemma":[0.9982544,0.00083180814,0.000017923318,0.00027557008,0.00010185346,0.0005184429],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0011632208,0.00021496315,0.00038913617,0.00078015984,0.00006353701,0.00013835654,0.00049501297,0.00018720659,0.000018028024],"category_scores_gemma":[0.00054161897,0.00017270999,0.00018888786,0.0005848422,0.00013153194,0.000121765195,0.000029919025,0.0018290023,0.00001763074],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000009462701,0.0000317779,0.00023134434,0.00096348167,0.00021982267,0.00060956256,0.0012746872,0.29180825,0.70135725,0.00012094343,0.0019315924,0.0014418022],"study_design_scores_gemma":[0.00020144774,0.000043082317,0.0007225671,0.0013785926,0.00003948826,0.000080599486,0.00011952245,0.06182392,0.93164265,0.00004073732,0.0037822835,0.00012510175],"about_ca_topic_score_codex":0.00030864862,"about_ca_topic_score_gemma":0.0002030701,"teacher_disagreement_score":0.23028539,"about_ca_system_score_codex":0.0005938509,"about_ca_system_score_gemma":0.00021500676,"threshold_uncertainty_score":0.7946207},"labels":[],"label_agreement":null},{"id":"W4402733896","doi":"10.1002/cjce.25491","title":"Study on a reusable surfactant fracturing fluid and its application in Chang‐6 oil reservoir","year":2024,"lang":"en","type":"article","venue":"The Canadian Journal of Chemical Engineering","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"National Natural Science Foundation of China","keywords":"Petroleum engineering; Fracturing fluid; Pulmonary surfactant; Hydraulic fracturing; Enhanced oil recovery; Geology; Chemical engineering; Engineering","score_opus":0.009690609707284763,"score_gpt":0.211092926810201,"score_spread":0.20140231710291623,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4402733896","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9951645,0.0036777973,0.000099457466,0.0005382085,0.00014647274,0.00005571039,0.0000025554111,0.000041510757,0.0002737555],"genre_scores_gemma":[0.99967325,0.000036150603,0.000021515887,0.000014121065,0.000180938,0.000007597982,8.7765386e-7,0.000034522076,0.000031051713],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99912554,0.000013719673,0.00028807114,0.000114726085,0.0001770883,0.00028084655],"domain_scores_gemma":[0.9994211,0.00011566273,0.00002041345,0.00016081387,0.00002673701,0.00025525474],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004397783,0.00014559699,0.00020987759,0.00032959259,0.00003798126,0.00008612746,0.000230427,0.000075402975,0.000008555938],"category_scores_gemma":[0.00010502446,0.00010766957,0.000057920955,0.00033693717,0.000012094414,0.00010747284,0.000013652881,0.0006279567,0.000006983773],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000050684707,0.00000863017,0.00007770248,0.00013063243,0.00011278791,0.00034220924,0.0013285314,0.97043484,0.026584936,0.000031347125,0.0000716374,0.00087164773],"study_design_scores_gemma":[0.00043156123,0.00006858791,0.0007724538,0.0008012202,0.000089624584,0.0002761737,0.0001746533,0.89654523,0.094411805,0.00007106223,0.005952595,0.00040502805],"about_ca_topic_score_codex":0.00078205625,"about_ca_topic_score_gemma":0.0007148129,"teacher_disagreement_score":0.073889636,"about_ca_system_score_codex":0.0002716888,"about_ca_system_score_gemma":0.000067273504,"threshold_uncertainty_score":0.43906376},"labels":[],"label_agreement":null},{"id":"W4402813169","doi":"10.1016/j.energy.2024.133257","title":"Application of pressure small signals extraction and amplification technology in abandoned well pattern for geothermal energy extraction and H2 storage: Numerical modeling and economic analysis","year":2024,"lang":"en","type":"article","venue":"Energy","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"National Natural Science Foundation of China","keywords":"Extraction (chemistry); Geothermal gradient; Geothermal energy; Energy (signal processing); Economic analysis; Petroleum engineering; Environmental science; Engineering; Geology; Chemistry; Physics; Chromatography; Economics","score_opus":0.006444303366283027,"score_gpt":0.22284832315433376,"score_spread":0.21640401978805074,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4402813169","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.30020487,0.0030015872,0.6965361,0.0000996836,0.00002674707,0.000039510847,0.000006503765,0.00006416753,0.000020793485],"genre_scores_gemma":[0.9984844,0.0009387613,0.00031111363,0.000005751315,0.00005753119,0.00008691286,0.000039901217,0.000021727015,0.000053948977],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99927807,0.000020910486,0.0002541344,0.00027886243,0.000045175173,0.00012286994],"domain_scores_gemma":[0.99969375,0.00007479143,0.00004758016,0.00013119535,0.000016062773,0.00003664094],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00012150217,0.00011874881,0.00023070235,0.00051605294,0.000034689445,0.00003673128,0.000042930144,0.00015653348,0.000007811989],"category_scores_gemma":[0.000004592755,0.000119234224,0.00004773014,0.00021462256,0.000021843758,0.00011830052,0.000013145869,0.00008524676,3.074838e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000012064701,0.000011335864,0.00056570815,0.00008167073,0.00026374104,6.8313955e-7,0.000055432356,0.9318775,0.01303217,0.00015263514,0.0000036112388,0.053943437],"study_design_scores_gemma":[0.00014741768,0.000014735169,0.0009396731,0.000014394468,0.00026750824,0.0000046098453,0.00003775377,0.9911232,0.005154084,0.0002930274,0.0018890521,0.00011453357],"about_ca_topic_score_codex":0.0023347097,"about_ca_topic_score_gemma":0.00052838854,"teacher_disagreement_score":0.6982795,"about_ca_system_score_codex":0.00003330065,"about_ca_system_score_gemma":0.0000068249747,"threshold_uncertainty_score":0.48622307},"labels":[],"label_agreement":null},{"id":"W4402865299","doi":"10.1016/j.enggeo.2024.107739","title":"Coupling stress and transmissivity to define equivalent directional hydraulic conductivity of fractured rocks","year":2024,"lang":"en","type":"article","venue":"Engineering Geology","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":14,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Nuclear Waste Management Organization","funders":"Svensk Kärnbränslehantering; Nuclear Waste Management Organization","keywords":"Hydraulic conductivity; Coupling (piping); Stress (linguistics); Geotechnical engineering; Geology; Conductivity; Hydraulic fracturing; Materials science; Mechanics; Soil science; Composite material; Physics; Soil water","score_opus":0.006686393413094752,"score_gpt":0.2150806488524244,"score_spread":0.20839425543932966,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4402865299","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.71895665,0.004853401,0.27462816,0.00028204164,0.0005553193,0.00008085029,0.000016250227,0.00043854123,0.00018875016],"genre_scores_gemma":[0.998832,0.00012185645,0.00073451205,0.000010094482,0.00014712887,0.000017523695,0.000011021173,0.000036352805,0.00008951744],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.999088,0.0000093351155,0.00022622952,0.00025528047,0.0001340863,0.00028705044],"domain_scores_gemma":[0.999478,0.00017898357,0.000012216507,0.00016935816,0.000023165025,0.00013828724],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001436151,0.00019950823,0.00032204748,0.00027108315,0.000032829983,0.000020207983,0.00009612019,0.00013724316,0.00008543464],"category_scores_gemma":[0.000053624837,0.00019019133,0.000089315276,0.00025897715,0.000030879393,0.00007484404,0.00003546218,0.00031239045,0.000009133476],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000045697734,0.000013183986,0.00047771866,0.00047361094,0.0001936402,0.000017557953,0.00025642483,0.9887121,0.008800945,0.000027239048,0.00010317207,0.00091986044],"study_design_scores_gemma":[0.00014235803,0.000044310626,0.0068554827,0.0001555841,0.00006938794,0.000028054681,0.000012502238,0.94662654,0.034979597,0.00003819863,0.010772334,0.00027567425],"about_ca_topic_score_codex":0.000119634096,"about_ca_topic_score_gemma":0.000030648513,"teacher_disagreement_score":0.2798753,"about_ca_system_score_codex":0.000042579904,"about_ca_system_score_gemma":0.000014691166,"threshold_uncertainty_score":0.7755777},"labels":[],"label_agreement":null},{"id":"W4402930928","doi":"10.18280/mmep.110926","title":"Application of HEC-RAS Software for Steady and Unsteady Hydraulic Simulation of Al-Musayyab Canals","year":2024,"lang":"en","type":"article","venue":"Mathematical Modelling and Engineering Problems","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Unsteady flow; Software; Geology; Computer science; Geotechnical engineering; Petroleum engineering; Environmental science; Mechanics; Physics; Operating system","score_opus":0.016257441536435272,"score_gpt":0.2342855169870616,"score_spread":0.21802807545062633,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4402930928","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.045750678,0.0019916305,0.95167744,0.00004281512,0.000033222026,0.00022595628,0.000013158921,0.00021641944,0.000048669477],"genre_scores_gemma":[0.9830554,0.00012788486,0.016657148,0.0000043080026,0.000024799472,0.000047909867,0.000011598388,0.000044424796,0.000026532382],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.999109,0.0000055207424,0.00039302403,0.00018214353,0.00013328673,0.0001770232],"domain_scores_gemma":[0.9993396,0.00035872415,0.000029700019,0.00015249486,0.000045241934,0.00007427312],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00024305603,0.00015901275,0.00032557946,0.00015281602,0.000025205774,0.00002909117,0.000060559025,0.00009167655,0.0000023214286],"category_scores_gemma":[0.00003866773,0.0001394404,0.0000618718,0.00018048695,0.000025234649,0.00007668946,0.000015795884,0.000111099456,0.0000010942034],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000018634754,0.000011933348,0.0000055196283,0.0057090456,0.00010016493,2.548416e-7,0.00044822023,0.9902415,0.0008396778,0.0005072091,0.000010409607,0.002124171],"study_design_scores_gemma":[0.000098618955,0.000024373214,0.0000037457164,0.00048575143,0.000086475324,0.000002306155,0.0000153175,0.9945281,0.0008825092,0.0029774485,0.00075531023,0.0001400011],"about_ca_topic_score_codex":0.000030277355,"about_ca_topic_score_gemma":0.0000013584341,"teacher_disagreement_score":0.93730474,"about_ca_system_score_codex":0.000017737362,"about_ca_system_score_gemma":0.000007102292,"threshold_uncertainty_score":0.5686214},"labels":[],"label_agreement":null},{"id":"W4403091195","doi":"10.1016/j.applthermaleng.2024.124543","title":"An easy-to-use analytical model for standing column wells operating with bleed","year":2024,"lang":"en","type":"article","venue":"Applied Thermal Engineering","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Polytechnique Montréal; Natural Resources Canada","funders":"Office of Energy Research and Development","keywords":"Column (typography); Bleed; Petroleum engineering; Engineering; Environmental science; Mechanical engineering; Medicine; Surgery","score_opus":0.01031893981594952,"score_gpt":0.2198419060368368,"score_spread":0.20952296622088726,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4403091195","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.30168256,0.00005316356,0.696273,0.00002399959,0.00007414083,0.00026000343,0.000016631031,0.00094425253,0.00067220797],"genre_scores_gemma":[0.9808499,0.000005352493,0.018404977,0.000039231953,0.00018354568,0.0001321633,0.000019332077,0.00016432366,0.00020115614],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99870276,0.0000043425434,0.0002422042,0.0003416471,0.00020437136,0.0005046652],"domain_scores_gemma":[0.9993169,0.000109143344,0.000008879534,0.0002918613,0.00002415888,0.00024907792],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00019036973,0.00028524874,0.0002892549,0.00021837391,0.00008647841,0.000356646,0.0001937361,0.000101410755,0.000021567012],"category_scores_gemma":[0.000010986386,0.00024810972,0.00008341395,0.00036770184,0.00001277241,0.00023227665,0.00002416098,0.00026690747,0.000020442641],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000013293082,0.000009182174,0.000010727178,0.00017609795,0.00022248887,0.0000106831685,0.00041732416,0.95510286,0.04239543,0.000922376,0.00004125992,0.00067828264],"study_design_scores_gemma":[0.00020018007,0.000032279077,0.000049137416,0.00010030724,0.00009246655,0.0000031566756,0.000036580084,0.99180275,0.0062196543,0.00000816599,0.0010784231,0.00037691207],"about_ca_topic_score_codex":0.000015391226,"about_ca_topic_score_gemma":0.0000060601255,"teacher_disagreement_score":0.6791674,"about_ca_system_score_codex":0.00011561732,"about_ca_system_score_gemma":0.000023140345,"threshold_uncertainty_score":0.99999714},"labels":[],"label_agreement":null},{"id":"W4403129697","doi":"10.1007/s40789-024-00727-4","title":"Coupled THMC model-based prediction of hydraulic fracture geometry and size under self-propping phase-transition fracturing","year":2024,"lang":"en","type":"article","venue":"International Journal of Coal Science & Technology","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":12,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"Fundamental Research Funds for the Central Universities; National Natural Science Foundation of China","keywords":"Hydraulic fracturing; Fracture (geology); Geology; Geotechnical engineering; Phase transition; Phase (matter); Geometry; Mechanics; Mineralogy; Thermodynamics; Physics; Mathematics","score_opus":0.006078297268693692,"score_gpt":0.25359052651661934,"score_spread":0.24751222924792565,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4403129697","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.4740992,0.0007048701,0.5222881,0.002296319,0.00035053716,0.000035706806,0.0000061961264,0.00014070344,0.00007838877],"genre_scores_gemma":[0.9982376,0.00020066349,0.001283753,0.00012608628,0.00012855059,0.0000020965272,0.0000018599183,0.000013340485,0.0000060214015],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99856967,0.000009426443,0.00041556216,0.00017227467,0.0006434321,0.00018965338],"domain_scores_gemma":[0.9993321,0.00009306869,0.000113932256,0.00011378855,0.00027439327,0.00007275846],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00045326765,0.0001280057,0.00020823412,0.0012543224,0.00006868222,0.00008821787,0.0004381628,0.0001570865,0.000029812374],"category_scores_gemma":[0.00008774412,0.00010478065,0.00009477315,0.0006849487,0.00025476655,0.00047262936,0.00003485259,0.00047603078,0.000001534587],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000014726654,0.000041612297,0.00006805594,0.000029724628,0.00013906957,0.00003000094,0.00014553303,0.9713972,0.026822876,0.000027148499,0.000033853725,0.001250184],"study_design_scores_gemma":[0.00042824328,0.00008723415,0.00043162686,0.00020312406,0.00005845157,0.00012315164,0.000091436195,0.94300294,0.053535715,0.0012134997,0.0007394278,0.00008513858],"about_ca_topic_score_codex":0.00001258433,"about_ca_topic_score_gemma":0.0000015713546,"teacher_disagreement_score":0.52413845,"about_ca_system_score_codex":0.00020866266,"about_ca_system_score_gemma":0.00015042908,"threshold_uncertainty_score":0.42728308},"labels":[],"label_agreement":null},{"id":"W4403140395","doi":"10.1016/j.jrmge.2024.09.026","title":"Synchronous vertical fracture propagation of multi-layer radial wells for enhancing stimulated height in shale oil reservoir","year":2024,"lang":"en","type":"article","venue":"Journal of Rock Mechanics and Geotechnical Engineering","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":9,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"China Scholarship Council; National Natural Science Foundation of China","keywords":"Geology; Oil shale; Petroleum engineering; Tight oil; Fracture (geology); Geotechnical engineering; Layer (electronics); Petrology; Materials science","score_opus":0.007594051881621189,"score_gpt":0.22711312822869018,"score_spread":0.219519076347069,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4403140395","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.13186634,0.003961093,0.8635367,0.00017626885,0.00028569507,0.000085131374,0.000004317268,0.00008065617,0.0000038029102],"genre_scores_gemma":[0.9971142,0.0005533226,0.002088433,0.000010091207,0.00016416417,0.000006473524,0.0000027922465,0.00004439182,0.000016153746],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9986628,0.0000138304085,0.0006728287,0.0001578755,0.00022245588,0.00027017054],"domain_scores_gemma":[0.99941593,0.00020300387,0.000045304812,0.0001277727,0.00007740271,0.0001305871],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00046478078,0.00018896365,0.00043459408,0.00035253578,0.000028187445,0.000039873794,0.0001492591,0.0002711187,0.000011674134],"category_scores_gemma":[0.00022019364,0.00015585497,0.00018289383,0.00029266966,0.0000034997174,0.00016344985,0.000036120677,0.0006463325,0.0000010364406],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000024493607,0.00003045471,8.6434403e-7,0.00064452796,0.000111276735,0.000037591537,0.00009318825,0.97011524,0.027771095,0.00005284138,0.0000389073,0.0010795451],"study_design_scores_gemma":[0.0004889674,0.00012221656,0.000020491212,0.0007200481,0.0000818489,0.00004539515,0.00001604599,0.97716886,0.019378256,0.00008328829,0.0017095474,0.00016500938],"about_ca_topic_score_codex":0.000009148698,"about_ca_topic_score_gemma":0.0000073308247,"teacher_disagreement_score":0.86524785,"about_ca_system_score_codex":0.00010984461,"about_ca_system_score_gemma":0.000040028663,"threshold_uncertainty_score":0.6355581},"labels":[],"label_agreement":null},{"id":"W4403147596","doi":"10.1016/j.jinse.2024.100023","title":"A novel method for rock fracturing with soundless chemical demolition agents in subzero ambient temperature","year":2024,"lang":"en","type":"article","venue":"Journal of industrial safety.","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"McGill University","funders":"Natural Resources Canada; Milli Eğitim Bakanliği; Newmont Corporation","keywords":"Demolition; Hydraulic fracturing; Environmental science; Geology; Petroleum engineering; Geotechnical engineering; Materials science; Engineering; Civil engineering","score_opus":0.026481665710028038,"score_gpt":0.27903180698095936,"score_spread":0.25255014127093134,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4403147596","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.5689153,0.0006447756,0.4271219,0.00133975,0.0012616998,0.00031652578,0.000036858833,0.00008911099,0.00027407726],"genre_scores_gemma":[0.9941439,0.000047324498,0.0042345356,0.00003493545,0.0014047133,0.0000070824035,0.000010941499,0.000040254647,0.000076297634],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99866027,0.000033118416,0.00056510157,0.00015054794,0.00031233238,0.00027861388],"domain_scores_gemma":[0.99939686,0.00020197974,0.00008701581,0.00010636782,0.00007154243,0.00013621393],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006212906,0.00018420214,0.00038411465,0.00030202873,0.000045868288,0.00010632852,0.00016581446,0.00030391043,0.000032549433],"category_scores_gemma":[0.00009845693,0.00013184916,0.00021231764,0.00036921538,0.000009023961,0.00020835592,0.00001681535,0.0009890187,0.0000023277655],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0005283354,0.00007254348,0.000088136556,0.00011962759,0.00046899062,0.000077681674,0.0003356468,0.96113354,0.029887471,0.000014981515,0.0021211698,0.0051518735],"study_design_scores_gemma":[0.017042072,0.00089621416,0.0014126531,0.0077134315,0.0012775084,0.001717845,0.0010280379,0.49029613,0.35604003,0.00057922426,0.120239235,0.0017576359],"about_ca_topic_score_codex":0.00004311485,"about_ca_topic_score_gemma":0.000017708542,"teacher_disagreement_score":0.4708374,"about_ca_system_score_codex":0.00035983612,"about_ca_system_score_gemma":0.000110965826,"threshold_uncertainty_score":0.53766525},"labels":[],"label_agreement":null},{"id":"W4403159588","doi":"10.46690/ager.2024.12.02","title":"Accurate stress measurement using hydraulic fracturing in deep low-permeability reservoirs: Challenges and research directions","year":2024,"lang":"en","type":"article","venue":"ADVANCES IN GEO-ENERGY RESEARCH","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":15,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of British Columbia","funders":"National Natural Science Foundation of China","keywords":"Hydraulic fracturing; Permeability (electromagnetism); Geology; Petroleum engineering; Stress (linguistics); Geotechnical engineering; Chemistry","score_opus":0.07834330039340989,"score_gpt":0.363810782415652,"score_spread":0.28546748202224215,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4403159588","genre_codex":"review","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.39699885,0.5840876,0.0014552558,0.0010858657,0.00051062787,0.00040433565,0.000009394234,0.00035199677,0.015096081],"genre_scores_gemma":[0.86187726,0.13735344,0.00016144179,0.0000041140074,0.00025850898,0.00019141169,0.0000051216975,0.0000657984,0.00008292814],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99410075,0.001061703,0.0005892559,0.00095081073,0.0018514021,0.0014461045],"domain_scores_gemma":[0.997419,0.0012239969,0.000020581421,0.00073937874,0.00034763396,0.00024940993],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0065943515,0.00031040577,0.00043963193,0.0022018836,0.00033877086,0.00027196942,0.0005487149,0.00025587511,0.000049618146],"category_scores_gemma":[0.00081638736,0.00028589737,0.00008958929,0.0023568447,0.00038946033,0.0010951199,0.00037925065,0.00214073,0.000013729557],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000034143915,0.000116540956,0.0004586622,0.0013231405,0.00007365329,0.00020780507,0.0017964807,0.8813899,0.0004677878,0.00022674298,0.000019469759,0.11388566],"study_design_scores_gemma":[0.00042304254,0.0000833038,0.0053515574,0.0025983092,0.00001303612,0.00001600808,0.003403497,0.9181584,0.005566074,0.0074332547,0.056383494,0.00056999386],"about_ca_topic_score_codex":0.0024424924,"about_ca_topic_score_gemma":0.029627698,"teacher_disagreement_score":0.46487838,"about_ca_system_score_codex":0.0011354819,"about_ca_system_score_gemma":0.00013002664,"threshold_uncertainty_score":0.9999593},"labels":[],"label_agreement":null},{"id":"W4403184834","doi":"10.1190/int-2024-0082.1","title":"Poroelasticity and rock-physics templates","year":2024,"lang":"en","type":"article","venue":"Interpretation","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Poromechanics; Template; Physics; Theoretical physics; Geology; Computer science; Geotechnical engineering; Porous medium; Programming language; Porosity","score_opus":0.004675943996017967,"score_gpt":0.21573573644046906,"score_spread":0.21105979244445108,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4403184834","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.15130375,0.0010972735,0.8434492,0.00006865387,0.00021424236,0.000028103346,0.0000033070814,0.0004065464,0.0034289558],"genre_scores_gemma":[0.99961287,0.000034371355,0.00013122526,0.000012431722,0.00006619978,0.0000036878453,0.000006329417,0.0000110205965,0.00012186945],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9997328,0.0000054602756,0.00007284704,0.00007565472,0.000049879436,0.000063395186],"domain_scores_gemma":[0.9998661,0.000051346273,0.0000038604994,0.000046114106,0.000008556478,0.000023984296],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00002783067,0.000055849414,0.00005667431,0.00003834806,0.000017365004,0.00006467927,0.000025686339,0.000027442211,0.000024630823],"category_scores_gemma":[0.000011256493,0.000047213558,0.00002708067,0.00007061446,0.000004689213,0.00011135988,0.000007246369,0.00007627703,0.00006702234],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000037630316,0.0000050540584,0.00022534076,0.00029139352,0.00017010802,0.000014317237,0.0019904478,0.9554238,0.0020201157,0.00014187246,0.0010759364,0.038637884],"study_design_scores_gemma":[0.00001794836,0.000007097066,0.0002995791,0.00009334733,0.000021958904,0.00000381297,0.000019470219,0.99458003,0.0033315676,0.00065595086,0.00091286656,0.000056396566],"about_ca_topic_score_codex":0.000013023436,"about_ca_topic_score_gemma":0.000005655186,"teacher_disagreement_score":0.8483091,"about_ca_system_score_codex":0.000016991036,"about_ca_system_score_gemma":0.0000028179522,"threshold_uncertainty_score":0.1925313},"labels":[],"label_agreement":null},{"id":"W4403287491","doi":"10.2118/221100-ms","title":"An Advanced Workflow and Tool to Map New Sweet Spot and Enhanced Well Placement Strategy using Machine Learning in Unconventional Reservoir","year":2024,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Workflow; Sweet spot; Computer science; Artificial intelligence; Simulation; Database","score_opus":0.010764148937862435,"score_gpt":0.258495999434737,"score_spread":0.24773185049687457,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4403287491","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9600757,0.001484082,0.037018664,0.00019454803,0.0001112915,0.00013118114,0.0000026045184,0.00021537952,0.0007665427],"genre_scores_gemma":[0.9901528,0.00013789967,0.0062917448,0.000024712142,0.000085964166,0.0000067122105,0.00002182821,0.000030566123,0.0032477963],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99900043,0.000030401341,0.00023783608,0.0003112647,0.00015808754,0.00026198546],"domain_scores_gemma":[0.9996355,0.000043664928,0.000011138824,0.00013162229,0.000011492993,0.00016655691],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00020462165,0.00017663946,0.00019646897,0.00023161722,0.000055867495,0.00015109307,0.00007341056,0.000067284,0.00040989812],"category_scores_gemma":[0.000011197535,0.00015852612,0.000034990942,0.00027047435,0.00001302266,0.00023747578,0.00004312731,0.00026078688,0.000018776343],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000028094311,0.00000999379,0.0004631059,0.00012642091,0.000047204085,0.000020423911,0.00019853121,0.97846323,0.01220033,0.000017234031,0.00007384207,0.008351604],"study_design_scores_gemma":[0.000431784,0.00008269943,0.0017184344,0.00023951792,0.000023440465,0.000004716491,0.0001899436,0.98690057,0.006647241,0.00015742335,0.0033300475,0.00027418055],"about_ca_topic_score_codex":0.00045361076,"about_ca_topic_score_gemma":0.00107054,"teacher_disagreement_score":0.03072692,"about_ca_system_score_codex":0.00007717263,"about_ca_system_score_gemma":0.000030341076,"threshold_uncertainty_score":0.64645076},"labels":[],"label_agreement":null},{"id":"W4403289667","doi":"10.1139/cgj-2024-0107","title":"Hydro-thermal coupled behaviors in free zones and matrix of porous media: insights from a micro-continuum transport approach","year":2024,"lang":"en","type":"article","venue":"Canadian Geotechnical Journal","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"National Key Research and Development Program of China; National Natural Science Foundation of China","keywords":"Porous medium; Geotechnical engineering; Matrix (chemical analysis); Thermal; Porosity; Geology; Mechanics; Environmental science; Materials science; Physics; Composite material; Thermodynamics","score_opus":0.00499067782983801,"score_gpt":0.19248541640209985,"score_spread":0.18749473857226184,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4403289667","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.97476345,0.020834269,0.0033629243,0.00039491107,0.00027555603,0.000081929706,0.00006849469,0.00008194594,0.00013653001],"genre_scores_gemma":[0.9982426,0.00046908748,0.00093543547,0.000019332576,0.00020158646,0.000005849357,0.000022977214,0.000040056195,0.00006306228],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9987455,0.00002736656,0.00046507278,0.0002001305,0.00019831759,0.0003635873],"domain_scores_gemma":[0.9991608,0.000056734236,0.000029179004,0.00022494711,0.000023685452,0.0005046402],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00018647665,0.00018531838,0.00037158848,0.00055232295,0.000045766617,0.00004778226,0.00029780925,0.00031077786,0.000085945736],"category_scores_gemma":[0.00002413878,0.0001646304,0.00013578811,0.0003294278,0.000099612924,0.0001274294,0.0000145908425,0.0009285029,0.0000038558624],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000065960936,0.00022027912,0.0035630642,0.0006292541,0.0011916318,0.01622895,0.0063943043,0.9042265,0.039851975,0.00010492271,0.0053655207,0.022157667],"study_design_scores_gemma":[0.0041606887,0.00020062711,0.13477623,0.002076475,0.0015401714,0.0026293634,0.0010826028,0.8194662,0.0054421104,0.004758701,0.021277815,0.0025890272],"about_ca_topic_score_codex":0.040415555,"about_ca_topic_score_gemma":0.059337422,"teacher_disagreement_score":0.13121317,"about_ca_system_score_codex":0.00015553903,"about_ca_system_score_gemma":0.00016009485,"threshold_uncertainty_score":0.9659744},"labels":[],"label_agreement":null},{"id":"W4403324424","doi":"10.1016/j.geoen.2024.213404","title":"Analytical prediction model for edge water invasion flow rate in SAGD heavy oil reservoirs","year":2024,"lang":"en","type":"article","venue":"Geoenergy Science and Engineering","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"Canada First Research Excellence Fund; China Scholarship Council; State Key Laboratory of Oil and Gas Reservoir Geology and Exploitation; National Natural Science Foundation of China","keywords":"Petroleum engineering; Environmental science; Volumetric flow rate; Flow (mathematics); Water cut; Geology; Hydrology (agriculture); Geotechnical engineering; Mechanics; Physics","score_opus":0.011495324494267092,"score_gpt":0.2109597353201039,"score_spread":0.1994644108258368,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4403324424","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8938601,0.0007922742,0.103074245,0.00048576822,0.00070337637,0.000058385627,0.000010934527,0.00048362673,0.00053130405],"genre_scores_gemma":[0.9983091,0.00030751922,0.00074131665,0.000018921222,0.00011959312,0.000034728175,0.0000117312275,0.000024627903,0.00043249602],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9987376,0.0000051506536,0.00021058059,0.00032570213,0.0002186968,0.0005022792],"domain_scores_gemma":[0.999602,0.000039173578,0.0000038599005,0.00017221035,0.00003835591,0.00014437539],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007983744,0.00015372042,0.00016191257,0.0005297478,0.00009976591,0.00017044296,0.00015953091,0.00007983309,0.0000050900035],"category_scores_gemma":[0.000064188804,0.000116343115,0.000053378673,0.0005930611,0.00005761571,0.00047606239,0.000056369357,0.00017198146,0.0000050854715],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000003348875,0.00000385166,0.000010767378,0.00016451695,0.000013394257,0.000006468169,0.00031577493,0.9890368,0.0075414395,0.00005426173,0.00020366855,0.0026456907],"study_design_scores_gemma":[0.00010677471,0.000012151295,0.00011502657,0.00011636135,0.00001437702,0.00000378225,0.000022529483,0.98879415,0.0072330274,0.0000514577,0.0033808716,0.00014949359],"about_ca_topic_score_codex":0.000033976816,"about_ca_topic_score_gemma":0.000037245,"teacher_disagreement_score":0.10444898,"about_ca_system_score_codex":0.00013903448,"about_ca_system_score_gemma":0.000039044262,"threshold_uncertainty_score":0.47443345},"labels":[],"label_agreement":null},{"id":"W4403466448","doi":"10.2139/ssrn.4989283","title":"Evaluating Shale Bedding Laminae Permeability Using the Pulse Decay Method: A Novel Approach Based on Early-Stage Pressure Transmission","year":2024,"lang":"en","type":"preprint","venue":"SSRN Electronic Journal","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Bedding; Oil shale; Permeability (electromagnetism); Stage (stratigraphy); Petroleum engineering; Geology; Pulse (music); Transmission (telecommunications); Mineralogy; Materials science; Computer science; Chemistry; Physics; Optics; Paleontology; Biology; Botany; Telecommunications","score_opus":0.03287368847202976,"score_gpt":0.3253747233465106,"score_spread":0.2925010348744808,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4403466448","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.1681882,0.00758364,0.8214713,0.00028971216,0.00037470006,0.00048631668,0.00002936976,0.00023903999,0.0013377366],"genre_scores_gemma":[0.98000354,0.00043717824,0.017862273,0.000025806738,0.0006183567,0.00004402217,0.000022074852,0.00017720897,0.0008095153],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9945162,0.00053517026,0.0007704433,0.0007882514,0.0010747438,0.0023151778],"domain_scores_gemma":[0.9983366,0.00028198602,0.00020764313,0.00084422913,0.00014563417,0.00018390514],"candidate_categories":["metaepi_narrow","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.009190066,0.00067847205,0.00069758174,0.0003964932,0.00053163676,0.000433166,0.0009284427,0.0005524171,0.00008262554],"category_scores_gemma":[0.00013389849,0.00046329506,0.00087787287,0.00037888088,0.000057108817,0.00009043004,0.00022315585,0.012667972,0.0000048610336],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000039529714,0.000079609854,0.000025705796,0.00072160765,0.0009344343,0.0000053149397,0.00079883874,0.9750343,0.0026377675,0.000116952724,0.0000050415706,0.019600883],"study_design_scores_gemma":[0.00037689545,0.000091554655,0.00008587271,0.0005395191,0.0011599367,0.00008222437,0.000527443,0.9924444,0.0010047468,0.0028855654,0.00029958767,0.0005022394],"about_ca_topic_score_codex":0.0004775902,"about_ca_topic_score_gemma":0.00006308233,"teacher_disagreement_score":0.8118154,"about_ca_system_score_codex":0.0016101017,"about_ca_system_score_gemma":0.0016979782,"threshold_uncertainty_score":0.99978185},"labels":[],"label_agreement":null},{"id":"W4403505633","doi":"10.1130/abs/2023rm-388043","title":"CREATING QUANTITATIVE PATHWAYS TO CONNECT OUTCROP ANALOGS TO RESERVOIR PREDICTION THROUGH DIGITIZED STRATIGRAPHIC MEASURED SECTIONS","year":2023,"lang":"en","type":"article","venue":"Abstracts with programs - Geological Society of America","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Outcrop; Geology; Geomorphology","score_opus":0.04086811297556158,"score_gpt":0.26969955682143065,"score_spread":0.22883144384586906,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4403505633","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9697629,0.00006962914,0.024017008,0.001159462,0.000072141636,0.00069901405,0.000046412064,0.001629192,0.0025442208],"genre_scores_gemma":[0.96783966,0.00010168698,0.031342212,0.0001949316,0.00006288217,0.0002265844,0.0001240339,0.000035887744,0.00007213826],"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","domain_scores_codex":[0.9975995,0.000074695534,0.0005808685,0.0004962965,0.00056341395,0.0006852382],"domain_scores_gemma":[0.9986307,0.00033093948,0.00014141138,0.0003524834,0.00024789642,0.00029659495],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003818461,0.00033110793,0.0005909095,0.00009869418,0.00032302566,0.00008678562,0.000267603,0.00020897287,0.000031322525],"category_scores_gemma":[0.0002595295,0.00024505664,0.00035133064,0.002501109,0.00028062015,0.0001957696,0.00006635641,0.00045659457,0.000056055345],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000064066604,0.00015235774,0.003262765,0.00010568262,0.00068548747,0.000013629462,0.0057753576,0.9828734,0.00138205,0.000015221404,0.0021687865,0.0035011962],"study_design_scores_gemma":[0.004042814,0.016423149,0.5919087,0.0014490497,0.0009499496,0.000044903973,0.07375627,0.24560963,0.011437124,0.0026989433,0.047858533,0.0038209704],"about_ca_topic_score_codex":0.0012059716,"about_ca_topic_score_gemma":0.00014258455,"teacher_disagreement_score":0.7372638,"about_ca_system_score_codex":0.00006057833,"about_ca_system_score_gemma":0.00003924091,"threshold_uncertainty_score":0.999312},"labels":[],"label_agreement":null},{"id":"W4403513775","doi":"10.1038/s41598-024-71493-1","title":"Modelling pressure dynamics of oil–gas two-phase flow in double-porosity media formation with permeability-stress sensitivity","year":2024,"lang":"en","type":"article","venue":"Scientific Reports","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Petro-Canada","funders":"","keywords":"Permeability (electromagnetism); Porosity; Porous medium; Sensitivity (control systems); Materials science; Dynamics (music); Flow (mathematics); Stress (linguistics); Gas phase; Mechanics; Chemistry; Composite material; Physics; Engineering; Physical chemistry; Acoustics; Biochemistry","score_opus":0.00940928619497837,"score_gpt":0.229053228101562,"score_spread":0.21964394190658365,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4403513775","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9068527,0.00032247603,0.09048207,0.000040817504,0.0013039712,0.00009634038,0.000029240582,0.00018791991,0.00068444485],"genre_scores_gemma":[0.9985334,0.000013790613,0.0009134235,6.5287406e-7,0.0000407355,0.000008731388,0.00023568596,0.000019332354,0.00023419043],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99828273,0.000040057876,0.0004844655,0.0004330781,0.0004993827,0.0002602844],"domain_scores_gemma":[0.99907887,0.000054990913,0.000071719354,0.0005958747,0.000109236105,0.00008928538],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0014344029,0.00016015366,0.00026685506,0.00029833743,0.00008707853,0.00019363819,0.00007077063,0.000079278114,0.000024160036],"category_scores_gemma":[0.000023153312,0.00012954157,0.00009651474,0.00067134935,0.0001259351,0.0004541621,0.000032044187,0.0002474006,0.0000026536945],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000013747154,0.000046871366,0.00028585317,0.0007190992,0.000043524506,0.00042246238,0.0017322196,0.99291825,0.00086352805,0.0000066551584,0.000054972832,0.0028928171],"study_design_scores_gemma":[0.0001962329,0.0000059082186,0.000017883036,0.00026296743,0.00006808939,0.00008567851,0.00010088364,0.98266476,0.015929438,0.00022916318,0.00029477384,0.00014424794],"about_ca_topic_score_codex":0.00035195463,"about_ca_topic_score_gemma":0.0024379012,"teacher_disagreement_score":0.091680735,"about_ca_system_score_codex":0.00013627298,"about_ca_system_score_gemma":0.000067833505,"threshold_uncertainty_score":0.5282552},"labels":[],"label_agreement":null},{"id":"W4403713872","doi":"10.1016/j.ngib.2024.09.001","title":"Integrated study of hydraulic/CO2 fracturing and production coupled with a THM-D process in ultra-shallow shale reservoirs","year":2024,"lang":"en","type":"article","venue":"Natural Gas Industry B","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":11,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Hydraulic fracturing; Oil shale; Petroleum engineering; Geology; Shale gas; Fracturing fluid; Process (computing)","score_opus":0.009333004780105944,"score_gpt":0.24238940074445137,"score_spread":0.2330563959643454,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4403713872","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9971123,0.0011703192,0.000013269458,0.00037355832,0.00021444986,0.00035781966,0.0000024660228,0.00027514144,0.00048069292],"genre_scores_gemma":[0.9992333,0.000040526502,0.000039076614,0.000007998384,0.00012813223,0.000043555177,0.000011735253,0.00004462875,0.00045104962],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9985507,0.000042821368,0.0003345181,0.0004112882,0.00036130493,0.00029934957],"domain_scores_gemma":[0.99949306,0.000054118143,0.000040081402,0.00026059547,0.00007113231,0.00008103149],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00024869858,0.00026394354,0.00034074686,0.00036097795,0.00005281559,0.00007791533,0.00017854621,0.00031711455,0.000030253927],"category_scores_gemma":[0.00009628336,0.00018736631,0.000038623784,0.0010790664,0.000055942455,0.0002809316,0.000020961172,0.0020780815,0.0000024300664],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00010967159,0.0001977845,0.01851045,0.00077522197,0.00041158358,0.00022659346,0.006546327,0.9668298,0.002749892,9.747615e-7,0.00021718591,0.0034245658],"study_design_scores_gemma":[0.0022287313,0.0006134024,0.052445024,0.0032001792,0.00036133517,0.00023776057,0.02158619,0.8697644,0.04735519,0.00012653593,0.00081570545,0.001265528],"about_ca_topic_score_codex":0.00037824706,"about_ca_topic_score_gemma":0.00062285695,"teacher_disagreement_score":0.09706534,"about_ca_system_score_codex":0.00009175746,"about_ca_system_score_gemma":0.00004199013,"threshold_uncertainty_score":0.9028345},"labels":[],"label_agreement":null},{"id":"W4403763292","doi":"10.1038/s41598-024-76383-0","title":"Numerical simulation of the temporal and spatial evolution of sandstone pore type reservoir damage types and severity","year":2024,"lang":"en","type":"article","venue":"Scientific Reports","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"National Natural Science Foundation of China","keywords":"Type (biology); Geology; Geotechnical engineering; Paleontology","score_opus":0.007717459640111722,"score_gpt":0.23722891542953192,"score_spread":0.2295114557894202,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4403763292","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99488884,0.0010717415,0.0024130559,0.00004681244,0.001147154,0.00006247655,0.000002101922,0.00003986398,0.00032792587],"genre_scores_gemma":[0.9995658,0.000005538428,0.00005380055,5.718343e-7,0.00002803087,6.4168677e-7,0.000009220951,0.000006699901,0.0003296962],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99929047,0.000021529651,0.00022174742,0.0001791045,0.00020961392,0.000077555014],"domain_scores_gemma":[0.99958,0.00002665828,0.000047005924,0.00025920192,0.00005506275,0.000032025542],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00040017586,0.000059593316,0.00011494347,0.00008165197,0.00006263605,0.000041028517,0.000039851155,0.000045649245,0.000019143637],"category_scores_gemma":[0.00008608286,0.000040331688,0.00003756255,0.00038375537,0.000138222,0.00007896922,0.000036936668,0.000079152844,4.9284904e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000007815845,0.00001539117,0.03416716,0.0003918245,0.000060072183,0.000033670214,0.000525797,0.9567884,0.005366039,0.0000065206773,0.0010187322,0.0016185346],"study_design_scores_gemma":[0.000033397682,0.000011742529,0.04309445,0.00008798881,0.00004196517,0.000021007596,0.000029896473,0.9464674,0.00588371,0.00095393317,0.003304432,0.00007005196],"about_ca_topic_score_codex":0.00036093703,"about_ca_topic_score_gemma":0.000067827285,"teacher_disagreement_score":0.010321018,"about_ca_system_score_codex":0.000021794278,"about_ca_system_score_gemma":0.000035874928,"threshold_uncertainty_score":0.16446786},"labels":[],"label_agreement":null},{"id":"W4403858067","doi":"10.1130/abs/2024am-402873","title":"WHY DO SUBDUCTION THRUSTS LOCK? EVOLVING EFFECTIVE GRAIN SIZES MODULATE CREEP RATES THROUGH PRESSURE SOLUTION","year":2024,"lang":"en","type":"article","venue":"Abstracts with programs - Geological Society of America","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"McGill University; Lakehead University","funders":"","keywords":"Creep; Subduction; Lock (firearm); Geology; Materials science; Seismology; Structural engineering; Composite material; Engineering","score_opus":0.008971455601011888,"score_gpt":0.2371406047810827,"score_spread":0.2281691491800708,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4403858067","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.76340723,0.028689988,0.19226214,0.0044318656,0.0006829743,0.0021498138,0.000021723545,0.0038881842,0.0044660536],"genre_scores_gemma":[0.98570466,0.0006057453,0.013106119,0.00010996042,0.00017680903,0.000111732756,0.00004607178,0.000041687646,0.000097224874],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99808395,0.000073904936,0.00037503123,0.0005033554,0.00039419596,0.00056956604],"domain_scores_gemma":[0.9991783,0.00020748815,0.00011051033,0.0002713443,0.00012178414,0.00011058824],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00025855593,0.00035785293,0.00049462245,0.000035281148,0.0001815038,0.00014328542,0.00019857856,0.00030086315,0.0001255228],"category_scores_gemma":[0.00004706796,0.00024317414,0.00039935362,0.00062310224,0.0005439319,0.0004032321,0.00005950239,0.00064897584,0.000020507772],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000044092067,0.00023297386,0.0009960132,0.0009647599,0.0019979628,0.000020461146,0.0023788828,0.9050239,0.001261603,0.000009574192,0.008299131,0.07877067],"study_design_scores_gemma":[0.0008500159,0.0017336075,0.02979649,0.0009856387,0.0010050753,0.000056433342,0.0022727335,0.8393644,0.008093738,0.0018144811,0.11269258,0.0013348031],"about_ca_topic_score_codex":0.0012929251,"about_ca_topic_score_gemma":0.000014824011,"teacher_disagreement_score":0.2222974,"about_ca_system_score_codex":0.00006546964,"about_ca_system_score_gemma":0.00001787076,"threshold_uncertainty_score":0.9916354},"labels":[],"label_agreement":null},{"id":"W4403902668","doi":"10.1080/12269328.2024.2417076","title":"Material balance analysis of water influx into an undersaturated oil reservoir using pot aquifer model: a case study","year":2024,"lang":"en","type":"article","venue":"Geosystem Engineering","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"AUG Signals (Canada)","funders":"","keywords":"Aquifer; Aquifer test; Geology; Material balance; Hydrology (agriculture); Groundwater; Water level; Water balance; Environmental science; Petroleum engineering; Geotechnical engineering; Groundwater recharge; Engineering; Geography","score_opus":0.013658286780822305,"score_gpt":0.2459261279326301,"score_spread":0.2322678411518078,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4403902668","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9704935,0.00031879699,0.027641421,0.000008031373,0.0004882963,0.000115137154,0.000034489123,0.0008494912,0.000050826377],"genre_scores_gemma":[0.99891156,0.000008780695,0.00066473905,0.000002234825,0.0001467458,0.000025810235,0.00005950795,0.000105437975,0.000075160795],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99797636,0.000060311915,0.00068082457,0.00043390933,0.00034809997,0.0005004875],"domain_scores_gemma":[0.9990248,0.000037470665,0.00002984087,0.0006595177,0.000078748264,0.00016958817],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00045651867,0.0003811705,0.0007283694,0.0011310898,0.00008184344,0.00021051452,0.0002592224,0.00017023427,0.00004534288],"category_scores_gemma":[0.000012063749,0.00030264392,0.0002425847,0.0013382314,0.000014919808,0.00038419492,0.0000888481,0.00026509436,0.000007774897],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000008051697,0.000033101038,0.00011614492,0.0010320968,0.0028822382,0.0010776076,0.0041574794,0.95679855,0.03382142,0.000003208401,0.0000071586655,0.00006295196],"study_design_scores_gemma":[0.0001640578,0.000033223885,0.00002174767,0.00016214926,0.0013879894,0.00013521334,0.0011878425,0.9907905,0.005687827,0.0000018661013,0.000060646656,0.00036696502],"about_ca_topic_score_codex":0.0025479617,"about_ca_topic_score_gemma":0.0004927522,"teacher_disagreement_score":0.03399193,"about_ca_system_score_codex":0.00022948191,"about_ca_system_score_gemma":0.000024161252,"threshold_uncertainty_score":0.99994254},"labels":[],"label_agreement":null},{"id":"W4403935273","doi":"10.1080/19236026.2024.2398955","title":"In situ stress measurement using mini-frac testing in the Sudbury Basin","year":2024,"lang":"en","type":"article","venue":"CIM Journal","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"In situ; Geology; Stress (linguistics); Structural basin; Materials science; Geomorphology; Physics; Meteorology","score_opus":0.04038666540283929,"score_gpt":0.25890743477457384,"score_spread":0.21852076937173454,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4403935273","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9837787,0.0071988357,0.0045031016,0.0006153883,0.00059097476,0.000057919853,0.0000014236508,0.00005306794,0.0032005673],"genre_scores_gemma":[0.999036,0.00006141644,0.00037901453,0.000052625557,0.00042820966,0.0000019946424,4.6007327e-7,0.000019430781,0.000020850479],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9988596,0.00009091823,0.0002957414,0.0001038685,0.00037964887,0.00027021187],"domain_scores_gemma":[0.9996275,0.00014371671,0.000020711772,0.00012445166,0.0000316892,0.00005197037],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0012884873,0.000115030256,0.00014515115,0.00028726106,0.000067061075,0.00020805866,0.00020128708,0.0000557963,0.00003898082],"category_scores_gemma":[0.00017899483,0.000079113735,0.00007581878,0.0005332031,0.000015121639,0.00017771774,0.000016692251,0.000719902,0.000008838119],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00000219503,0.000030256288,0.0026183482,0.00011325782,0.00007267168,0.0011619222,0.0018577315,0.97971755,0.0048281574,0.0000025213292,0.0014162392,0.008179136],"study_design_scores_gemma":[0.00047046636,0.000028197928,0.030166375,0.003213692,0.000116774325,0.0006662639,0.0018831837,0.9477812,0.0055780984,0.00041299395,0.009230104,0.0004526304],"about_ca_topic_score_codex":0.00008134201,"about_ca_topic_score_gemma":0.00018056174,"teacher_disagreement_score":0.031936344,"about_ca_system_score_codex":0.00022888246,"about_ca_system_score_gemma":0.0000526455,"threshold_uncertainty_score":0.32261646},"labels":[],"label_agreement":null},{"id":"W4404106836","doi":"10.1016/j.geothermics.2024.103184","title":"Experimental assessment of inter-well reinjection in standing column wells by analysis of transfer functions obtained from non-stationary deconvolution","year":2024,"lang":"en","type":"article","venue":"Geothermics","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Polytechnique Montréal","funders":"","keywords":"Deconvolution; Column (typography); Geology; Transfer function; Mathematics; Engineering; Statistics; Structural engineering","score_opus":0.005550815325128906,"score_gpt":0.2445627835286563,"score_spread":0.23901196820352738,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4404106836","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.68855405,0.00038042004,0.3098331,0.000013738428,0.0001397048,0.00006154695,0.00014895317,0.00004233671,0.0008261487],"genre_scores_gemma":[0.99907315,0.00008208706,0.00023866817,0.000005419854,0.00002073107,0.000011361738,0.00029988447,0.000020016521,0.00024868728],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99921125,0.000029693516,0.0003463914,0.00016232645,0.00013263957,0.00011767652],"domain_scores_gemma":[0.9997202,0.000072217415,0.000021562539,0.00013570087,0.000021044812,0.00002924018],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00012813948,0.00010432747,0.00025080322,0.00047391487,0.000022958118,0.000016330681,0.00006359663,0.00007696565,0.00045669617],"category_scores_gemma":[0.0000022601048,0.00010834348,0.00016670035,0.0007656312,0.000026460159,0.00010653867,0.000007726175,0.000120204575,0.0000029888674],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000010228914,0.00005245547,0.002070395,0.000054395023,0.0010804369,0.000002037433,0.00089034135,0.91914815,0.07599566,0.000009305263,0.00029713725,0.00038948221],"study_design_scores_gemma":[0.00018514779,0.000034363013,0.0031443941,0.00006446056,0.00035643205,2.4846304e-7,0.0010005884,0.9711751,0.023475569,0.000018419238,0.0004387799,0.0001065475],"about_ca_topic_score_codex":0.0012542502,"about_ca_topic_score_gemma":0.00029243558,"teacher_disagreement_score":0.3105191,"about_ca_system_score_codex":0.0002589216,"about_ca_system_score_gemma":0.000022662522,"threshold_uncertainty_score":0.5000503},"labels":[],"label_agreement":null},{"id":"W4404257174","doi":"10.1088/1742-6596/2834/1/012191","title":"A New Productivity Prediction Model for Multi-fractured Horizontal Wells in Tight Oil Reservoirs","year":2024,"lang":"en","type":"article","venue":"Journal of Physics Conference Series","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Petro-Canada","funders":"","keywords":"Petroleum engineering; Geology; Tight gas; Productivity; Tight oil; Geotechnical engineering; Petrology; Hydraulic fracturing; Oil shale","score_opus":0.024636629369914294,"score_gpt":0.2536952983586567,"score_spread":0.2290586689887424,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4404257174","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.07155034,0.0010790557,0.92460144,0.0010836779,0.0009314688,0.00010121159,0.000044421566,0.000120992016,0.00048737755],"genre_scores_gemma":[0.9895328,0.0003191926,0.0067844633,0.000005017513,0.00072328764,0.0000074170493,0.000007546335,0.000030992527,0.0025892525],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9989944,0.000022453292,0.0003681226,0.00016143016,0.0002357161,0.00021788008],"domain_scores_gemma":[0.99949974,0.000036098176,0.000071772505,0.00015845505,0.00013360838,0.00010030974],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00022882428,0.00017877734,0.00032392697,0.00015067549,0.00004227006,0.00013568722,0.00018204768,0.00009248843,0.000012740054],"category_scores_gemma":[0.000045951045,0.0001447566,0.00018867357,0.00023815574,0.0000316828,0.0009725187,0.000020611533,0.00044774916,0.0000032258763],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000091987626,0.00005559222,0.00007018832,0.00046198195,0.0002341589,0.000018542307,0.0035726663,0.913166,0.0111183645,0.00032128816,0.0026940468,0.068195194],"study_design_scores_gemma":[0.00040179086,0.00009898735,0.00023585005,0.00032727869,0.000075441116,0.000014250584,0.00014943963,0.9212675,0.067141265,0.0041709617,0.005935583,0.00018166353],"about_ca_topic_score_codex":0.00003775091,"about_ca_topic_score_gemma":0.00017215167,"teacher_disagreement_score":0.9179825,"about_ca_system_score_codex":0.00010454285,"about_ca_system_score_gemma":0.0002385128,"threshold_uncertainty_score":0.5903003},"labels":[],"label_agreement":null},{"id":"W4404344071","doi":"10.1016/j.ijhydene.2024.11.071","title":"Studying injection-extraction induced thermal stress on hydrogen storage cavern in bedded salt rocks","year":2024,"lang":"en","type":"article","venue":"International Journal of Hydrogen Energy","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":15,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"National Natural Science Foundation of China","keywords":"Hydrogen storage; Extraction (chemistry); Salt (chemistry); Stress (linguistics); Geology; Thermal; Hydrogen; Chemistry; Geochemistry; Environmental science; Thermodynamics; Chromatography; Organic chemistry; Physics","score_opus":0.010574290529721244,"score_gpt":0.25259441725254417,"score_spread":0.24202012672282291,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4404344071","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9930742,0.00085931894,0.0026262437,0.0001532605,0.001628719,0.00002868039,0.000008732674,0.000084392246,0.0015364724],"genre_scores_gemma":[0.9985386,0.00017194035,0.000018888813,0.000048038644,0.0010001817,0.00000546917,0.000011970447,0.00004606202,0.0001588605],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9983263,0.00006367554,0.0005463206,0.0001729961,0.00068360375,0.00020711104],"domain_scores_gemma":[0.99946374,0.000101295525,0.000109728644,0.00012560931,0.000103693856,0.00009596058],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002544428,0.00019485177,0.0002360347,0.00088121695,0.000039473078,0.00010727543,0.00036932444,0.0001213208,0.00010891248],"category_scores_gemma":[0.00003301883,0.00017091155,0.00022414983,0.00026158255,0.000012887124,0.00035737528,0.000033727905,0.00050836895,0.00001844958],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000039259943,0.00008685272,0.00035045575,0.000011758585,0.00082145643,0.0007547857,0.00044354892,0.9654644,0.020405427,0.000021925069,0.00009143619,0.011508682],"study_design_scores_gemma":[0.0010630182,0.0002734386,0.0011627818,0.00070669455,0.00013624791,0.00061177585,0.00040910026,0.6253636,0.35983092,0.00031129934,0.009589758,0.0005414026],"about_ca_topic_score_codex":0.00058406714,"about_ca_topic_score_gemma":0.00038452313,"teacher_disagreement_score":0.34010085,"about_ca_system_score_codex":0.0004831192,"about_ca_system_score_gemma":0.00006050756,"threshold_uncertainty_score":0.69695705},"labels":[],"label_agreement":null},{"id":"W4404372035","doi":"10.1088/1742-6596/2834/1/012103","title":"Study on Variability Production Characteristics of Fracturing Fluid Imbibition Displacement for Typical Shale","year":2024,"lang":"en","type":"article","venue":"Journal of Physics Conference Series","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Petro-Canada","funders":"","keywords":"Imbibition; Petroleum engineering; Fracturing fluid; Oil shale; Shale gas; Geology; Displacement (psychology); Production (economics); Hydraulic fracturing","score_opus":0.01965629840351522,"score_gpt":0.2623791109199344,"score_spread":0.24272281251641917,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4404372035","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8945376,0.000028801718,0.10429694,0.00015567764,0.0006923859,0.00015531243,0.000016310016,0.00003251894,0.00008442003],"genre_scores_gemma":[0.99908525,0.00004189358,0.00023987124,0.0000023856842,0.00055708626,0.000009025976,0.000006664324,0.00001510993,0.000042691085],"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9991117,0.000035839552,0.00040207707,0.00011742098,0.00022134115,0.00011159247],"domain_scores_gemma":[0.9994386,0.00007896162,0.00009542148,0.00014942921,0.00019630847,0.000041287676],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003697372,0.000120066106,0.0002843978,0.00007276285,0.000041055526,0.00006149143,0.00009372605,0.000039567913,0.000018275923],"category_scores_gemma":[0.00009072878,0.0000940806,0.00012834636,0.00011170036,0.000032488402,0.00028533884,0.000014232095,0.00021185385,0.0000020400773],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0037917572,0.004518001,0.009366588,0.00828644,0.005496928,0.00010767144,0.029603615,0.33798173,0.24677768,0.007905984,0.0019074816,0.3442561],"study_design_scores_gemma":[0.0007088046,0.0025016079,0.061209787,0.001270461,0.0007676451,0.000027985916,0.002437807,0.028248087,0.8911346,0.009728973,0.0014188265,0.0005454045],"about_ca_topic_score_codex":0.0000013441993,"about_ca_topic_score_gemma":0.0000012280491,"teacher_disagreement_score":0.6443569,"about_ca_system_score_codex":0.000061861596,"about_ca_system_score_gemma":0.000045228277,"threshold_uncertainty_score":0.38364956},"labels":[],"label_agreement":null},{"id":"W4404401786","doi":"10.48550/arxiv.2411.06741","title":"Dispersion based Recurrent Neural Network Model for Methane Monitoring in Albertan Tailings Ponds","year":2024,"lang":"en","type":"preprint","venue":"arXiv (Cornell University)","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Tailings; Oil sands; Geology; Methane; Petroleum engineering; Mining engineering; Environmental science; Geochemistry; Archaeology; Geography; Chemistry; Materials science; Metallurgy","score_opus":0.04456583462445495,"score_gpt":0.20325007852222762,"score_spread":0.15868424389777266,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4404401786","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.89732033,0.001033863,0.09893492,0.00010493718,0.0014262709,0.00034339217,0.00002581511,0.0003650579,0.00044538765],"genre_scores_gemma":[0.99766004,0.00031070976,0.00048861187,0.000009744074,0.00029672284,0.0000063947605,0.00006506748,0.00007719316,0.0010855069],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9983271,0.000045336157,0.0002721167,0.0007380719,0.000092895134,0.00052448537],"domain_scores_gemma":[0.9990457,0.000141458,0.000062521074,0.0005293335,0.000049883485,0.00017107892],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00025486408,0.00040797732,0.00047683853,0.00041685725,0.00006623662,0.000058476657,0.00047791094,0.00038427472,0.000010690156],"category_scores_gemma":[0.00002779991,0.00044413356,0.00047581297,0.0005540056,0.000032334196,0.000078099394,0.00035805002,0.001042599,0.000013232189],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000050661354,0.000024155965,0.0007100132,0.0005516931,0.00014012564,0.000064336484,0.00014523395,0.9976039,0.00006920872,0.00007627758,0.00020496298,0.00035944255],"study_design_scores_gemma":[0.00036034896,0.000016532695,0.000050100327,0.00049445196,0.00028196635,4.02105e-7,0.00004428077,0.9954568,0.00021570102,0.0024818974,0.00014967009,0.00044782492],"about_ca_topic_score_codex":0.0002131721,"about_ca_topic_score_gemma":0.0002153684,"teacher_disagreement_score":0.100339696,"about_ca_system_score_codex":0.00044039392,"about_ca_system_score_gemma":0.00006440718,"threshold_uncertainty_score":0.99980104},"labels":[],"label_agreement":null},{"id":"W4404503810","doi":"10.1016/j.geoen.2024.213532","title":"Analysis of enhanced geothermal system flowback and circulation test data for fracture and reservoir characterization","year":2024,"lang":"en","type":"article","venue":"Geoenergy Science and Engineering","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"South Health Campus; University of Calgary","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Petroleum engineering; Geothermal gradient; Circulation (fluid dynamics); Reservoir modeling; Fracture (geology); Lost circulation; Geology; Characterization (materials science); Environmental science; Geotechnical engineering; Engineering; Geophysics; Materials science; Drilling fluid; Aerospace engineering; Drilling","score_opus":0.007807277971670568,"score_gpt":0.21294368180468737,"score_spread":0.2051364038330168,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4404503810","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.86451733,0.0008006425,0.13425273,0.00006418395,0.00008810302,0.00005979897,0.000054116135,0.00013174696,0.000031358308],"genre_scores_gemma":[0.9992575,0.0002184851,0.00031674106,0.0000076248766,0.00006421809,0.000008107591,0.000093524206,0.000014232486,0.000019537494],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9991525,0.0000036079755,0.00017586863,0.0003075264,0.00017105688,0.00018945853],"domain_scores_gemma":[0.9995081,0.00008446723,0.000018828265,0.00026018103,0.00005032529,0.00007813359],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003837393,0.000115835384,0.00020335348,0.00046850907,0.00008401723,0.00013684387,0.00014294138,0.00005744214,0.0000026515042],"category_scores_gemma":[0.00007190529,0.00010144632,0.00002455528,0.0009623483,0.000055168264,0.00049966946,0.000059278453,0.00006257664,2.0076027e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000011140764,0.0000019392587,0.00021219139,0.00046416352,0.00014246588,8.7057765e-7,0.00017682761,0.89718497,0.09951806,0.000031010506,0.000004293517,0.002262095],"study_design_scores_gemma":[0.00005144891,0.000007842515,0.025056945,0.00008734823,0.0001874468,0.0000026703335,0.000040472805,0.9702244,0.0026659553,0.0000014947208,0.0015622254,0.00011176436],"about_ca_topic_score_codex":0.000039101953,"about_ca_topic_score_gemma":0.000012227226,"teacher_disagreement_score":0.1347402,"about_ca_system_score_codex":0.000028427386,"about_ca_system_score_gemma":0.00001651934,"threshold_uncertainty_score":0.4136861},"labels":[],"label_agreement":null},{"id":"W4404619231","doi":"10.1002/ese3.1918","title":"Experimental Study of Imbibition Characteristics During the Soaking Stage After Fracturing in Tight Reservoirs","year":2024,"lang":"en","type":"article","venue":"Energy Science & Engineering","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"Natural Science Foundation of Shandong Province; National Natural Science Foundation of China","keywords":"Imbibition; Stage (stratigraphy); Petroleum engineering; Geology; Fracturing fluid; Multi stage; Petrology; Geotechnical engineering; Engineering","score_opus":0.004290110978103718,"score_gpt":0.2134089098832208,"score_spread":0.2091187989051171,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4404619231","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.995968,0.0009424723,0.0020324208,0.000012922276,0.0005062317,0.00008226487,0.000003140326,0.00023858175,0.00021399643],"genre_scores_gemma":[0.9995548,0.000025908415,0.00006888344,0.0000042562706,0.00014011507,0.00006271697,0.0000014536263,0.00004216295,0.000099662924],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99831575,0.000018739915,0.00038552962,0.00033348656,0.0004956296,0.00045086828],"domain_scores_gemma":[0.99943763,0.0000581895,0.000027767612,0.00037206546,0.000022309048,0.00008204731],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00041631644,0.00021759889,0.00022095602,0.0006761147,0.00011215042,0.00018127533,0.0003968809,0.000052909458,0.00005188963],"category_scores_gemma":[0.000030706342,0.0001712268,0.00007181336,0.0011523379,0.00007234469,0.00051541027,0.00012973227,0.00031215334,0.0000035668115],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000047215804,0.000050853803,0.0006572971,0.000036271413,0.00002779519,0.00010576324,0.0027315493,0.9057907,0.090266846,0.00024483202,0.0000014377464,0.00008193231],"study_design_scores_gemma":[0.00028136425,0.000070204034,0.061303902,0.00038018133,0.000021758264,0.000012325228,0.0016481217,0.61751616,0.31494287,0.000004044683,0.003362214,0.00045686195],"about_ca_topic_score_codex":0.00019234167,"about_ca_topic_score_gemma":0.000059217495,"teacher_disagreement_score":0.28827456,"about_ca_system_score_codex":0.000246214,"about_ca_system_score_gemma":0.000024982577,"threshold_uncertainty_score":0.6982426},"labels":[],"label_agreement":null},{"id":"W4404624985","doi":"10.1007/s00603-024-04268-9","title":"Modeling the Present-Day In-Situ Stress Field in a Geo-Energy Reservoir for Geomechanical Dilation-Enhanced Thermal Recovery","year":2024,"lang":"en","type":"article","venue":"Rock Mechanics and Rock Engineering","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Geomechanica (Canada); University of Calgary; Concordia University","funders":"","keywords":"Geology; Dilation (metric space); Geotechnical engineering; In situ; Thermal; Stress (linguistics); Field (mathematics); Petroleum engineering; Meteorology","score_opus":0.00692278658528712,"score_gpt":0.2052888708903615,"score_spread":0.19836608430507438,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4404624985","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.03748313,0.0037743733,0.9575823,0.000238108,0.00047069942,0.0001680333,0.000008093345,0.00018692522,0.000088327535],"genre_scores_gemma":[0.99829495,0.00094353827,0.00014682804,0.000018818524,0.00028385295,0.00012275734,0.00001556676,0.00006392711,0.00010974615],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99867964,0.000020753461,0.0003650464,0.00031974813,0.00017480183,0.00044001243],"domain_scores_gemma":[0.99932665,0.00031290657,0.000014190629,0.00024526496,0.00002336174,0.000077656405],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00027745514,0.00024290547,0.00027431617,0.00027750892,0.00008422769,0.00010583766,0.00021408523,0.00020638909,0.000008914182],"category_scores_gemma":[0.00006904013,0.00019209004,0.00012385355,0.0003581318,3.3857006e-7,0.0001926797,0.00011007505,0.00040933205,0.000001817045],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000010552065,0.0000102968115,0.0000011753036,0.00022537023,0.000074925614,0.000009175154,0.00024134795,0.99282014,0.0047340738,0.0007837805,0.000036571593,0.0010525701],"study_design_scores_gemma":[0.00019748053,0.000029604325,0.0000038183107,0.00032732595,0.00002485664,0.0000023908399,0.00008448037,0.99008876,0.0074349493,0.00064168166,0.00091920554,0.00024546293],"about_ca_topic_score_codex":0.00010240485,"about_ca_topic_score_gemma":0.00035498958,"teacher_disagreement_score":0.96081185,"about_ca_system_score_codex":0.000076640295,"about_ca_system_score_gemma":0.000018219404,"threshold_uncertainty_score":0.7833204},"labels":[],"label_agreement":null},{"id":"W4404655141","doi":"10.1016/j.gete.2024.100615","title":"Modelling of mass transport in fractured crystalline rock using velocity interpolation and cell-jump particle tracking methods","year":2024,"lang":"en","type":"article","venue":"Geomechanics for Energy and the Environment","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"National Weather Service; Svensk Kärnbränslehantering; Swiss Society for Microbiology; Chinese Academy of Sciences; Nuclear Waste Management Organization; U.S. Department of Energy; Canadian Nuclear Safety Commission; Baltimore Gas and Electric Company","keywords":"Jump; Interpolation (computer graphics); Tracking (education); Particle (ecology); Mass transport; Materials science; Mechanics; Geotechnical engineering; Rock mass classification; Geology; Mineralogy; Classical mechanics; Physics; Motion (physics)","score_opus":0.014312557556398405,"score_gpt":0.22156124251656217,"score_spread":0.20724868496016377,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4404655141","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.17543218,0.003781243,0.82063437,0.000027609958,0.000039703304,0.000055460354,0.00000476164,0.000017665565,0.000007037162],"genre_scores_gemma":[0.988531,0.001146644,0.010231262,0.0000068302,0.000020784968,0.000012441017,0.0000071793556,0.000018992188,0.000024892472],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99939,0.000034200213,0.00022090215,0.00014430292,0.00007359423,0.00013698882],"domain_scores_gemma":[0.99974376,0.00010218609,0.000024139268,0.000095941745,0.0000028067066,0.00003118023],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00045028288,0.00010622405,0.00017711642,0.000052013274,0.000045904897,0.000013918209,0.00004615008,0.00007713571,0.000010250407],"category_scores_gemma":[0.0000025083632,0.0000794865,0.00006492917,0.00006023112,0.000013446013,0.0000646359,0.000013378414,0.00009487583,9.145132e-8],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000021411479,0.000008630697,0.0000032899575,0.00009525195,0.000055634202,0.0000010190931,0.0006544673,0.98585856,0.010355698,0.0004772431,2.8287047e-7,0.0024685403],"study_design_scores_gemma":[0.00031279493,0.000011561681,0.000004401389,0.000036672875,0.00007949676,8.264036e-7,0.000084433945,0.9623056,0.029936107,0.006663858,0.0004778671,0.00008636281],"about_ca_topic_score_codex":0.00009199695,"about_ca_topic_score_gemma":0.000010478392,"teacher_disagreement_score":0.8130988,"about_ca_system_score_codex":0.000028310682,"about_ca_system_score_gemma":0.0000032098535,"threshold_uncertainty_score":0.32413653},"labels":[],"label_agreement":null},{"id":"W4404854038","doi":"10.2139/ssrn.5038664","title":"A Hybrid Modeling Method Enables Real-Time Prediction of Hydraulic Fracturing Wellhead Pressure","year":2024,"lang":"en","type":"preprint","venue":"SSRN Electronic Journal","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Wellhead; Hydraulic fracturing; Petroleum engineering; Geology; Geotechnical engineering; Computer science","score_opus":0.007259506567689294,"score_gpt":0.2331330678763436,"score_spread":0.22587356130865432,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4404854038","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.2843897,0.076768674,0.6265304,0.0004658769,0.001688408,0.0005520973,0.00016586385,0.001334588,0.008104363],"genre_scores_gemma":[0.964914,0.030463539,0.0011422104,0.0000063692273,0.0012235538,0.00002474332,0.00006201936,0.00019836352,0.0019651784],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9952448,0.0001931152,0.0010499866,0.0005818601,0.0006884941,0.0022417589],"domain_scores_gemma":[0.99868643,0.00008684963,0.00025389413,0.00065222563,0.00013861037,0.00018197799],"candidate_categories":["metaepi_narrow","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.0024873784,0.0006243195,0.00096678955,0.00072491966,0.00015305213,0.00017057886,0.00069168315,0.0004844225,0.00008091169],"category_scores_gemma":[0.0000544326,0.000561507,0.00078922824,0.0002114024,0.000030720774,0.0001459285,0.00037908394,0.0085747475,0.000045268367],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000020729447,0.000030366049,0.000008463477,0.0008965231,0.0034151108,0.000015779005,0.00027682495,0.98900294,0.0017591882,0.00009688951,0.00025628073,0.0042208973],"study_design_scores_gemma":[0.00020578738,0.00005544845,0.0000060014017,0.0007122626,0.0012681574,0.00026995,0.00012498119,0.8919634,0.0036032472,0.10052864,0.00088230224,0.00037980682],"about_ca_topic_score_codex":0.0007782059,"about_ca_topic_score_gemma":0.000054879853,"teacher_disagreement_score":0.68052435,"about_ca_system_score_codex":0.0009109064,"about_ca_system_score_gemma":0.0011796155,"threshold_uncertainty_score":0.9996836},"labels":[],"label_agreement":null},{"id":"W4404885990","doi":"10.1016/j.gete.2024.100622","title":"Soft interface instability and gas flow channeling in low-permeability deformable media","year":2024,"lang":"en","type":"article","venue":"Geomechanics for Energy and the Environment","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"Spent Fuel and Waste Disposition; Nuclear Waste Management Organization; Japan Atomic Energy Agency; Center for African Studies; Sandia National Laboratories; National Nuclear Security Administration; Eidgenössisches Nuklearsicherheitsinspektorat; Natural Environment Research Council; Korea Atomic Energy Research Institute; Sight Research UK; Baltimore Gas and Electric Company; U.S. Department of Energy; Canadian Nuclear Safety Commission","keywords":"Instability; Permeability (electromagnetism); Mechanics; Flow (mathematics); Materials science; Petroleum engineering; Geotechnical engineering; Geology; Chemistry; Physics","score_opus":0.004206583667949237,"score_gpt":0.17301318674840607,"score_spread":0.16880660308045684,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4404885990","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.4607534,0.010040336,0.52789205,0.00051925005,0.00037627885,0.00018941794,0.000023704131,0.000110088666,0.00009547265],"genre_scores_gemma":[0.9963296,0.0032898409,0.00016319228,0.000021143042,0.0000443345,0.000075177064,0.00001135748,0.000019465966,0.000045873167],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99918544,0.000028743418,0.00020708136,0.00023799409,0.00009857622,0.00024214253],"domain_scores_gemma":[0.9995457,0.00017339326,0.000011542016,0.0002046095,0.0000027818915,0.00006200475],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000632891,0.00015030193,0.00019718292,0.00005836107,0.000078722376,0.000038937735,0.00008661681,0.00008455559,0.000029505673],"category_scores_gemma":[0.000024410818,0.00010202439,0.00006862844,0.00006490964,0.00005576124,0.00008187608,0.000087815504,0.00013577483,0.0000023826942],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000026579128,0.000014866619,0.0000046027963,0.00018019314,0.000059653117,0.0000014444893,0.0009119014,0.9722727,0.00011647584,0.0006947016,0.0000067560895,0.025710117],"study_design_scores_gemma":[0.0003779806,0.000014216438,0.000010032675,0.000048972888,0.000029530647,0.0000027613921,0.00014299288,0.970796,0.002407001,0.020835027,0.005212976,0.00012251436],"about_ca_topic_score_codex":0.00007319085,"about_ca_topic_score_gemma":0.00015647279,"teacher_disagreement_score":0.5355762,"about_ca_system_score_codex":0.00007977871,"about_ca_system_score_gemma":0.000005074862,"threshold_uncertainty_score":0.4160434},"labels":[],"label_agreement":null},{"id":"W4404889766","doi":"10.1190/tle43120798.1","title":"Introduction to this special section: Reservoir characterization","year":2024,"lang":"en","type":"article","venue":"The Leading Edge","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"ARC Resources (Canada)","funders":"","keywords":"Section (typography); Characterization (materials science); Reservoir modeling; Special section; Geology; Computer science; Petroleum engineering; Engineering; Materials science; Engineering physics; Nanotechnology","score_opus":0.00965671474454597,"score_gpt":0.22740330958460148,"score_spread":0.2177465948400555,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4404889766","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.6814351,0.0007165088,0.08019559,0.06751802,0.06258552,0.00057275046,0.000026878099,0.0043694186,0.102580205],"genre_scores_gemma":[0.8403122,0.00008874804,0.00005671039,0.000116031675,0.11250339,0.000022880893,0.000052719068,0.000051283507,0.04679608],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99937487,0.000027845866,0.00012757324,0.00016586899,0.0001342621,0.00016959186],"domain_scores_gemma":[0.9996554,0.00003329281,0.000007781207,0.0002403191,0.000017389273,0.000045797675],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00024356229,0.00009934533,0.000100730744,0.00014721048,0.00012117173,0.00015198626,0.00013433238,0.000057894147,0.00082474505],"category_scores_gemma":[0.000032614105,0.00007143277,0.000055388995,0.0005150701,0.000015457856,0.00014489422,0.000023649976,0.0002518504,0.0024325736],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000008926016,0.0000067610617,0.0000114291315,0.00010554791,0.00011522832,0.000007710274,0.0028938092,0.14288181,0.043974813,0.00014643742,0.7951109,0.014736631],"study_design_scores_gemma":[0.000021793383,0.000010627407,0.00020852765,0.000029637715,0.000026255644,0.000009915615,0.00001911013,0.02639371,0.007506845,0.000028473894,0.965646,0.000099052064],"about_ca_topic_score_codex":0.000009740509,"about_ca_topic_score_gemma":0.00001633326,"teacher_disagreement_score":0.17053515,"about_ca_system_score_codex":0.00012197299,"about_ca_system_score_gemma":0.000008088991,"threshold_uncertainty_score":0.9983441},"labels":[],"label_agreement":null},{"id":"W4405098607","doi":"10.22215/etd/2024-16226","title":"Integrity of Drilling Waste Sumps, Mackenzie Delta Area, NT","year":2024,"lang":"en","type":"dissertation","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"Natural Resources Canada; Natural Sciences and Engineering Research Council of Canada; Aurora Research Institute","keywords":"Delta; Drilling; Environmental science; Tetrachloroethylene; Geology; Engineering; Petroleum engineering; Environmental chemistry; Trichloroethylene; Chemistry; Mechanical engineering","score_opus":0.011921469779041995,"score_gpt":0.2436550461497759,"score_spread":0.2317335763707339,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4405098607","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8970161,0.009027466,0.003978684,0.000059023132,0.0029172658,0.00020580116,0.00014328911,0.0008487393,0.08580364],"genre_scores_gemma":[0.98185146,0.0009291019,0.00030429766,0.000006276203,0.00019754148,0.0000128641595,0.0021532455,0.00008450988,0.014460682],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99872357,0.000013132672,0.0004657279,0.00026661085,0.0002898722,0.00024108142],"domain_scores_gemma":[0.9993648,0.000055279437,0.000053270607,0.00035429606,0.00008644476,0.00008589937],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00014044237,0.00031530912,0.0005009536,0.00033509822,0.000030820633,0.000049175585,0.00025090447,0.0004043544,0.0004755827],"category_scores_gemma":[0.000036617814,0.00025175125,0.00035681186,0.0002856775,0.0000139738695,0.00004979482,0.00001967053,0.00081861805,0.00006019056],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000039422284,0.00006938165,0.00011233006,0.009961117,0.0030673093,0.00008563699,0.003360413,0.9237971,0.0027131177,0.00014515781,0.040949754,0.0156993],"study_design_scores_gemma":[0.00022908162,0.000038570917,0.00015381028,0.0026018526,0.0011800829,0.000005163126,0.0051365346,0.7828251,0.18533717,0.0008159678,0.020506494,0.0011701277],"about_ca_topic_score_codex":0.0013381703,"about_ca_topic_score_gemma":0.004744979,"teacher_disagreement_score":0.18262406,"about_ca_system_score_codex":0.00007600383,"about_ca_system_score_gemma":0.00004147582,"threshold_uncertainty_score":0.99999344},"labels":[],"label_agreement":null},{"id":"W4405311821","doi":"10.1016/j.ijrmms.2024.105985","title":"Fully coupled hydro-mechanical–chemical continuum modeling of fluid percolation through rock salt","year":2024,"lang":"en","type":"article","venue":"International Journal of Rock Mechanics and Mining Sciences","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Manitoba; Polytechnique Montréal","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Percolation (cognitive psychology); Geotechnical engineering; Geology; Fluid dynamics; Geomechanics; Mechanics; Physics","score_opus":0.014829896270313725,"score_gpt":0.26150529114490134,"score_spread":0.24667539487458762,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4405311821","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.53740555,0.0016074842,0.459543,0.0002711069,0.0009480591,0.000024078352,0.0000033299007,0.000027968066,0.00016941156],"genre_scores_gemma":[0.99616873,0.00056950544,0.002926551,0.000026683489,0.00026814188,9.728626e-7,0.0000016268746,0.00001061717,0.000027156226],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99865884,0.000014557354,0.0004763795,0.00014431089,0.0005659721,0.00013993167],"domain_scores_gemma":[0.99947447,0.00011028291,0.00009362641,0.000053846634,0.00020868989,0.000059089973],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00050552,0.00010935478,0.00021286962,0.00020981557,0.000056592413,0.00012634024,0.00033467918,0.000071018505,0.000027424301],"category_scores_gemma":[0.00010768765,0.00008595426,0.00012413003,0.00018478338,0.000007439794,0.0003547723,0.000055164233,0.00016714697,0.0000018589511],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000010203193,0.000011782894,0.000004881885,0.000024896875,0.0001458005,0.000014574306,0.00056097034,0.9631658,0.034597877,0.0007344582,0.00013245945,0.0005962575],"study_design_scores_gemma":[0.00014823624,0.00007027183,6.4014415e-7,0.0002994006,0.00004651163,0.0000899966,0.0003940595,0.98935974,0.006120963,0.0029807694,0.00039651265,0.00009287975],"about_ca_topic_score_codex":0.000013666026,"about_ca_topic_score_gemma":0.0000045999222,"teacher_disagreement_score":0.45876318,"about_ca_system_score_codex":0.00004193964,"about_ca_system_score_gemma":0.000061756306,"threshold_uncertainty_score":0.3505113},"labels":[],"label_agreement":null},{"id":"W4405367314","doi":"10.2118/223954-pa","title":"Completion Design Optimization as a Function of Reservoir Quality in Tight Reservoirs: A Big Data Approach","year":2024,"lang":"en","type":"article","venue":"SPE Journal","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Workflow; Tight gas; Big data; Kriging; Petroleum engineering; Hydraulic fracturing; Geology; Computer science; Data mining; Machine learning; Database","score_opus":0.10074314437543669,"score_gpt":0.29996917374718035,"score_spread":0.19922602937174366,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4405367314","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.030468753,0.0020293037,0.9631716,0.00037058847,0.000570197,0.00011631749,0.000010919062,0.00011610866,0.0031462098],"genre_scores_gemma":[0.98239887,0.0008221578,0.01581203,0.0000122450665,0.00057783764,0.0000046578016,0.000102015125,0.000036471978,0.00023369335],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9982684,0.00027000418,0.0005717951,0.00023092852,0.00043112275,0.00022773648],"domain_scores_gemma":[0.99917704,0.00010929889,0.00007011555,0.00048257114,0.000070492555,0.00009045916],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002162337,0.00014234659,0.00026969946,0.0004835772,0.00006765177,0.00014695333,0.0003827752,0.00011780688,0.00012278219],"category_scores_gemma":[0.00016173544,0.00011804171,0.000085375956,0.0007456896,0.000031953798,0.00041226245,0.00007556587,0.0005592973,0.000018561006],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000562652,0.000040958766,0.00008992995,0.00021642342,0.00013032145,0.000017981638,0.00021754748,0.9919946,0.00046409355,0.000022730039,0.0037005953,0.0030485534],"study_design_scores_gemma":[0.00027236156,0.00004215899,0.0012803924,0.00020577954,0.00005870911,0.000044818687,0.0001614731,0.992536,0.0001498321,0.0005650122,0.0045430823,0.00014035968],"about_ca_topic_score_codex":0.00014366099,"about_ca_topic_score_gemma":0.000043396994,"teacher_disagreement_score":0.95193017,"about_ca_system_score_codex":0.00013531077,"about_ca_system_score_gemma":0.00008020313,"threshold_uncertainty_score":0.4813601},"labels":[],"label_agreement":null},{"id":"W4405615078","doi":"10.1016/s1876-3804(25)60562-3","title":"Effects of phase-transition heat on fracture temperature in self-propping phase-transition fracturing technology","year":2024,"lang":"en","type":"article","venue":"Petroleum Exploration and Development","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"Southwest Petroleum University; State Key Laboratory of Oil and Gas Reservoir Geology and Exploitation; National Natural Science Foundation of China; China Postdoctoral Science Foundation; Ministry of Natural Resources of the People's Republic of China","keywords":"Phase transition; Fracture (geology); Materials science; Phase (matter); Fracturing fluid; Petroleum engineering; Geology; Composite material; Thermodynamics; Chemistry; Physics","score_opus":0.0056571152912123146,"score_gpt":0.23105381212821863,"score_spread":0.2253966968370063,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4405615078","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.88662016,0.0024944693,0.10776039,0.001793914,0.0002450205,0.00024248747,0.000004178482,0.00068487215,0.00015452538],"genre_scores_gemma":[0.998099,0.00064707454,0.00084336294,0.000115157476,0.000071768,0.00009081911,0.0000902821,0.000031031963,0.000011451073],"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9988822,0.00003236489,0.00035582145,0.00028578457,0.00022349847,0.00022034267],"domain_scores_gemma":[0.9997276,0.000051281764,0.000020172956,0.00011194906,0.00002757597,0.00006138947],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00014461315,0.00023323188,0.00027878495,0.00079044607,0.00008505185,0.00006884274,0.00006072998,0.00021989357,0.000015534848],"category_scores_gemma":[0.00000878527,0.00020565653,0.000047235215,0.00038338322,0.000018820578,0.0003191605,0.000008332441,0.0004019595,0.000014041334],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00008559683,0.0004576516,0.000008456393,0.0023263716,0.00030459807,0.000119469994,0.01419232,0.8480598,0.11380124,0.00003636203,0.0002623592,0.020345813],"study_design_scores_gemma":[0.0027465546,0.00022586015,0.00011884247,0.0013506687,0.000065063745,0.000012138941,0.00088304526,0.3208062,0.6609454,0.00014609641,0.012227881,0.00047222187],"about_ca_topic_score_codex":0.000005682246,"about_ca_topic_score_gemma":0.000010242724,"teacher_disagreement_score":0.5471442,"about_ca_system_score_codex":0.000119182296,"about_ca_system_score_gemma":0.000040877592,"threshold_uncertainty_score":0.83864295},"labels":[],"label_agreement":null},{"id":"W4405623924","doi":"10.1021/acsomega.4c09805","title":"Coupled 4D Flow-Geomechanics Simulation to Characterize Dynamic Fracture Propagation in Tight Sandstone Reservoirs","year":2024,"lang":"en","type":"article","venue":"ACS Omega","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":9,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"Science Foundation of China University of Petroleum, Beijing","keywords":"Geomechanics; Petroleum engineering; Water injection (oil production); Geology; Permeability (electromagnetism); Hydraulic fracturing; Fracture (geology); Tight oil; Geotechnical engineering; Mechanics; Oil shale","score_opus":0.007831918721409254,"score_gpt":0.23746090173852585,"score_spread":0.2296289830171166,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4405623924","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.83631337,0.0005649865,0.1602164,0.0014653977,0.00044514838,0.00029927434,0.000017583508,0.0005430209,0.00013480998],"genre_scores_gemma":[0.998533,0.000095016,0.00032797453,0.00012065997,0.00015504775,0.00004815679,0.00019876359,0.000063374355,0.0004579838],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9987121,0.000028195745,0.00032902483,0.00031373714,0.0002930031,0.00032390002],"domain_scores_gemma":[0.999394,0.00009755638,0.000022294993,0.00033407082,0.00004219652,0.00010986497],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00026322613,0.00021752037,0.00025516987,0.00046737134,0.00006957205,0.00017439971,0.0001821994,0.00019394504,0.00006694678],"category_scores_gemma":[0.000077000856,0.00019296804,0.00007884982,0.0009104165,0.000009599131,0.00030246892,0.00003834643,0.00038761942,0.00019626235],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000016951954,0.000015125959,0.000015054768,0.00016104584,0.000052088442,0.000035387697,0.00060301996,0.9895029,0.0070490697,0.000007054954,0.00025856888,0.002283696],"study_design_scores_gemma":[0.00016903252,0.000021722057,0.0013963622,0.0001646178,0.000028140848,0.0000021083654,0.000025318837,0.9795318,0.0012050675,0.00012020404,0.017096156,0.00023945663],"about_ca_topic_score_codex":0.0000661171,"about_ca_topic_score_gemma":0.00021130321,"teacher_disagreement_score":0.16221964,"about_ca_system_score_codex":0.00024850955,"about_ca_system_score_gemma":0.00003150667,"threshold_uncertainty_score":0.7869009},"labels":[],"label_agreement":null},{"id":"W4405648299","doi":"10.1007/s11053-024-10440-3","title":"Mechanism and Models of Nano-Confined Slip Flow of Shale Oil","year":2024,"lang":"en","type":"article","venue":"Natural Resources Research","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"National Natural Science Foundation of China","keywords":"Oil shale; Petroleum engineering; Mechanism (biology); Slip (aerodynamics); Geology; Flow (mathematics); Mining engineering; Mechanics; Physics; Paleontology; Thermodynamics","score_opus":0.02359742449931149,"score_gpt":0.2855471172481454,"score_spread":0.2619496927488339,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4405648299","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9671273,0.02178141,0.00033496835,0.0001930062,0.00011690655,0.000058161357,0.000019754274,0.00011623775,0.010252246],"genre_scores_gemma":[0.9940922,0.0009823288,0.00036530587,0.0000029832393,0.00007921097,0.000007758758,0.000005640339,0.000027929522,0.0044366326],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9983969,0.000076512486,0.00024677254,0.00021922834,0.0007248287,0.00033576685],"domain_scores_gemma":[0.9991858,0.0003186811,0.000013321619,0.00025058768,0.00013511915,0.000096479336],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00068234786,0.00012118129,0.00025897927,0.00052380696,0.00005849072,0.000054243552,0.00026608366,0.00014149593,0.000088297136],"category_scores_gemma":[0.00010816606,0.00009174382,0.000106659936,0.00063297636,0.00012663951,0.000099165336,0.00011540227,0.00060688687,0.0000095595315],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00016106154,0.000070873604,0.00003205592,0.0074056787,0.0011278127,0.00012437048,0.012407476,0.39696667,0.34480917,0.0027811974,0.0037126935,0.23040093],"study_design_scores_gemma":[0.00013529339,0.000038811326,0.000028792932,0.00023683424,0.000017448843,0.0000056294484,0.00022659352,0.9365897,0.05708619,0.0018845568,0.0036465065,0.00010359958],"about_ca_topic_score_codex":0.00024904893,"about_ca_topic_score_gemma":0.000033594148,"teacher_disagreement_score":0.5396231,"about_ca_system_score_codex":0.000036505124,"about_ca_system_score_gemma":0.000024123845,"threshold_uncertainty_score":0.37412047},"labels":[],"label_agreement":null},{"id":"W4405739983","doi":"10.1016/j.petsci.2024.12.018","title":"Coupling mechanism analysis of CO2 non-Darcy flow in multi-scale reservoirs: A case study of the life-cycle process of fracturing-development in shale oil reservoirs","year":2024,"lang":"en","type":"article","venue":"Petroleum Science","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":11,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Regina","funders":"National Key Research and Development Program of China; Science Foundation of China University of Petroleum, Beijing; Jilin University; Ministry of Education of the People's Republic of China; National Natural Science Foundation of China","keywords":"Petroleum engineering; Oil shale; Shale gas; Unconventional oil; Coupling (piping); Flow (mathematics); Mechanism (biology); Scale (ratio); Geology; Process (computing); Hydraulic fracturing; Engineering; Mechanics; Mechanical engineering; Computer science; Physics","score_opus":0.0139373976777402,"score_gpt":0.27101297469169333,"score_spread":0.2570755770139531,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4405739983","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99771273,0.00025848503,0.0015949322,0.000032109896,0.0001138923,0.00012481141,0.000010460443,0.00004004734,0.00011250833],"genre_scores_gemma":[0.9990868,0.000023182607,0.000735133,0.0000029274918,0.0000102542,0.00004909808,0.0000014573055,0.0000226213,0.00006852985],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99703664,0.00004429959,0.0009355457,0.00052157824,0.0010074388,0.00045449674],"domain_scores_gemma":[0.998758,0.00015395513,0.00013681885,0.0006889159,0.00014064168,0.00012165538],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0019298585,0.00022573605,0.0006478863,0.0018414313,0.0001166779,0.00006239537,0.0009769959,0.000082152495,0.000021030146],"category_scores_gemma":[0.00017899263,0.0001710398,0.00015830713,0.0063832267,0.0001982929,0.00036919877,0.0002664895,0.00041433232,0.0000011935788],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000009168115,0.0003222593,0.026366843,0.00045809514,0.00020066302,0.00010385284,0.013869625,0.9562127,0.0023376779,7.3785674e-7,7.168292e-7,0.0001176801],"study_design_scores_gemma":[0.00039493715,0.000035616726,0.027124759,0.0003347228,0.00016409546,0.0000059954386,0.011230427,0.94344324,0.01709069,0.000006444604,0.0000025506706,0.00016654884],"about_ca_topic_score_codex":0.0042094514,"about_ca_topic_score_gemma":0.020235714,"teacher_disagreement_score":0.016026262,"about_ca_system_score_codex":0.0001726879,"about_ca_system_score_gemma":0.00028946638,"threshold_uncertainty_score":0.99764246},"labels":[],"label_agreement":null},{"id":"W4405750715","doi":"10.1016/j.gete.2024.100629","title":"Comparison of performance assessment models and methods in crystalline rock: Task F1 DECOVALEX-2023","year":2024,"lang":"en","type":"article","venue":"Geomechanics for Energy and the Environment","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Canadian Nuclear Safety Commission","funders":"National Weather Service; Center for African Studies; National Nuclear Security Administration; Nuclear Waste Management Organization; Baltimore Gas and Electric Company; Canadian Nuclear Safety Commission; U.S. Department of Energy","keywords":"Task (project management); Environmental science; Materials science; Engineering; Systems engineering","score_opus":0.012726595970820875,"score_gpt":0.2805535224534126,"score_spread":0.2678269264825917,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4405750715","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.026414614,0.0070332414,0.9660934,0.00008767766,0.00006462806,0.00008323515,0.0000078576095,0.0000236285,0.00019168816],"genre_scores_gemma":[0.98790544,0.006282253,0.005462762,0.000009820736,0.000019941106,0.000062918094,0.000013525656,0.000018076817,0.00022528328],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9992957,0.000036583864,0.0002467427,0.00016122415,0.000101718106,0.00015803053],"domain_scores_gemma":[0.9996445,0.00014179111,0.000023654151,0.00015052591,0.0000026548425,0.000036882237],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000526535,0.00012325404,0.00025824254,0.000081739105,0.000050916024,0.000018254756,0.000076360295,0.000066004075,0.000015370606],"category_scores_gemma":[0.0000025969239,0.00008611366,0.00006080339,0.00006777906,0.000019783589,0.000056786987,0.000064596636,0.00010329268,3.7448368e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000011029051,0.00001705745,0.0000056411036,0.0001380059,0.00010939936,5.0524926e-7,0.00016688924,0.9753843,0.0007108469,0.006645274,0.000010547171,0.016800538],"study_design_scores_gemma":[0.00034804462,0.00003925047,0.000014649641,0.000039273607,0.00006267418,0.0000013100135,0.00006849701,0.9758291,0.0030442616,0.008878391,0.01157564,0.000098875644],"about_ca_topic_score_codex":0.000026289537,"about_ca_topic_score_gemma":0.000016100877,"teacher_disagreement_score":0.9614908,"about_ca_system_score_codex":0.00003956262,"about_ca_system_score_gemma":0.0000050603326,"threshold_uncertainty_score":0.3511613},"labels":[],"label_agreement":null},{"id":"W4405802483","doi":"10.1016/j.gete.2024.100627","title":"Modeling gas migration through clay-based buffer material using coupled multiphase fluid flow and geomechanics with stress-dependent gas permeability","year":2024,"lang":"en","type":"article","venue":"Geomechanics for Energy and the Environment","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"Lawrence Berkeley National Laboratory; National Weather Service; Nuclear Waste Management Organization; Japan Atomic Energy Agency; Center for African Studies; Università di Catania; Korea Atomic Energy Research Institute; Eidgenössisches Nuklearsicherheitsinspektorat; British Geological Survey; Office of Nuclear Energy; Baltimore Gas and Electric Company; U.S. Department of Energy; Canadian Nuclear Safety Commission","keywords":"Geomechanics; Permeability (electromagnetism); Geotechnical engineering; Effective stress; Petroleum engineering; Multiphase flow; Geology; Materials science; Fluid dynamics; Mechanics; Chemistry","score_opus":0.007905089941909747,"score_gpt":0.19202963175557164,"score_spread":0.1841245418136619,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4405802483","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.3329919,0.00088546256,0.66552854,0.00012312045,0.00015530916,0.00017095574,0.000068100955,0.00007381014,0.0000028066306],"genre_scores_gemma":[0.9952619,0.0014474773,0.0028269829,0.000037383677,0.00011484886,0.00010054191,0.00013343846,0.000057261605,0.000020128371],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9987363,0.000043342417,0.00026712107,0.00039205444,0.000241407,0.00031972356],"domain_scores_gemma":[0.9995045,0.00006872809,0.00002639465,0.00030701156,0.000011768064,0.000081620725],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00033742035,0.00028714156,0.00028240687,0.000059573777,0.0002412186,0.00012690728,0.00009760793,0.000138247,0.000045708963],"category_scores_gemma":[0.0000068968598,0.00019265221,0.00009948532,0.000057573143,0.000038350012,0.00012235316,0.000054540295,0.000120110344,0.0000010310474],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00017659493,0.00003291929,9.2129335e-7,0.000153077,0.00018510339,0.000006040566,0.00021707802,0.9903674,0.0074018748,0.0005180905,0.00000210252,0.0009387829],"study_design_scores_gemma":[0.001120303,0.0000733883,1.570451e-7,0.00006755211,0.00026058205,0.000009169538,0.00009340747,0.976131,0.017695714,0.003895459,0.00040409015,0.0002491817],"about_ca_topic_score_codex":0.00038635632,"about_ca_topic_score_gemma":0.00017592547,"teacher_disagreement_score":0.66270155,"about_ca_system_score_codex":0.000114598784,"about_ca_system_score_gemma":0.000015845753,"threshold_uncertainty_score":0.7856129},"labels":[],"label_agreement":null},{"id":"W4405945835","doi":"10.18280/mmep.111210","title":"Analyzing Oil Reservoir Dynamics: Leveraging Separated Variable Solution of Radial Diffusivity Equation with Constant Bottom Flux","year":2024,"lang":"en","type":"article","venue":"Mathematical Modelling and Engineering Problems","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Constant (computer programming); Thermal diffusivity; Flux (metallurgy); Variable (mathematics); Mechanics; Dynamics (music); Geology; Environmental science; Mathematics; Thermodynamics; Physics; Materials science; Computer science; Mathematical analysis; Acoustics","score_opus":0.01565356992744361,"score_gpt":0.20438189565591475,"score_spread":0.18872832572847115,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4405945835","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.15687111,0.0010709822,0.8405524,0.00005020234,0.00007280381,0.0000646331,0.000007785892,0.00046764084,0.00084243395],"genre_scores_gemma":[0.97016525,0.0001558735,0.029319404,0.0000013704106,0.000047502657,0.000021902519,0.000029472561,0.000057746525,0.000201486],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9987141,0.000019407169,0.00041889457,0.00026783746,0.00022502002,0.00035472502],"domain_scores_gemma":[0.99940026,0.00019627156,0.00003135772,0.00020892017,0.000047283578,0.00011590594],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00046329445,0.0002498393,0.00039286463,0.00024279296,0.00007455539,0.00013135695,0.00009605345,0.0001302343,0.000018556631],"category_scores_gemma":[0.000026675756,0.00020517825,0.00006864072,0.00045035235,0.000043707976,0.00018375502,0.00002700538,0.00037674018,0.0000062568374],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000005274594,0.00002012651,0.000009728284,0.0032102321,0.00020415477,0.0000055275887,0.00048417397,0.992192,0.0014772817,0.0017474004,0.000011642989,0.000632457],"study_design_scores_gemma":[0.00016869031,0.000024574243,0.0000016907705,0.0015911486,0.00012834185,0.000016394139,0.000020864254,0.9951514,0.0005106384,0.002051355,0.000081598955,0.00025331517],"about_ca_topic_score_codex":0.000066277775,"about_ca_topic_score_gemma":0.0000030846174,"teacher_disagreement_score":0.8132941,"about_ca_system_score_codex":0.00011238665,"about_ca_system_score_gemma":0.00002660116,"threshold_uncertainty_score":0.83669263},"labels":[],"label_agreement":null},{"id":"W4406419513","doi":"10.1016/0967-0653(95)91464-f","title":"10.1016/0967-0653(95)91464-f","year":2000,"lang":"en","type":"article","venue":"Time to knit","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Petroleum seep; Circulation (fluid dynamics); Environmental science; Chemistry; Mechanics; Physics","score_opus":0.0037747615438354447,"score_gpt":0.15802348786015066,"score_spread":0.15424872631631523,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4406419513","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0006746715,0.00029726108,0.00001552102,0.000121600584,0.000002330515,0.00006392028,0.0000067691913,0.0005023922,0.9983155],"genre_scores_gemma":[0.0035129837,0.000002537752,0.00008361568,0.000017155016,0.00017435676,0.000012411908,0.000016866632,0.000040498107,0.9961396],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9991912,0.000017346025,0.00016527451,0.00016560945,0.00016218757,0.0002983604],"domain_scores_gemma":[0.9994462,0.000028020744,0.000008402201,0.00032749897,0.00001640736,0.00017344726],"candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00008784327,0.00015466161,0.00019353561,0.00007459518,0.00005717449,0.000042044278,0.00021170241,0.00007763694,0.995855],"category_scores_gemma":[0.000013842653,0.00014183547,0.00010351848,0.00025338525,0.000014931509,0.000069726244,0.000018426535,0.00014708824,0.99634314],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000074903537,0.000014428566,3.580403e-8,0.000015670868,0.000067769106,0.000009152463,0.000020944106,0.2921797,0.000021673157,4.433964e-8,0.29604048,0.41162258],"study_design_scores_gemma":[0.00009638181,0.000021296277,0.000008326349,0.000016963466,0.000029552632,0.000004261399,6.9425573e-7,0.025760837,0.00026695855,0.0000021466756,0.9735999,0.00019267644],"about_ca_topic_score_codex":0.000037777274,"about_ca_topic_score_gemma":5.561694e-7,"teacher_disagreement_score":0.67755944,"about_ca_system_score_codex":0.000038980757,"about_ca_system_score_gemma":0.0000067478813,"threshold_uncertainty_score":0.5783882},"labels":[],"label_agreement":null},{"id":"W4406447486","doi":"10.1016/s0967-0653(98)86475-2","title":"10.1016/s0967-0653(98)86475-2","year":2000,"lang":"en","type":"article","venue":"Time to knit","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Geology; Test (biology); Well test (oil and gas); Paleontology","score_opus":0.00391886546195807,"score_gpt":0.1610918575153808,"score_spread":0.15717299205342272,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4406447486","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00033056564,0.00015938444,0.000016117645,0.00011464796,0.0000020444754,0.000063756605,0.0000076046576,0.00048173332,0.9988241],"genre_scores_gemma":[0.001958261,0.00000139537,0.00009948347,0.000014538367,0.00018015411,0.00001180145,0.000017530607,0.00004022712,0.9976766],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.999193,0.000017248321,0.00016308326,0.00016637647,0.00016314579,0.00029711844],"domain_scores_gemma":[0.99944675,0.000026256377,0.000008437429,0.00032978316,0.000016665184,0.00017209318],"candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0000863188,0.00015556153,0.0001962771,0.0000956955,0.000056328467,0.000041361727,0.00021462532,0.00007943436,0.998551],"category_scores_gemma":[0.000012954775,0.00014301324,0.000100387195,0.00024918964,0.0000152440625,0.00006995169,0.000018979426,0.00014818233,0.99923676],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000008246269,0.000013814559,1.0834896e-8,0.0000124612325,0.000071850125,0.000010120342,0.000021920747,0.2616962,0.000013748828,2.5309324e-8,0.355824,0.38232762],"study_design_scores_gemma":[0.0000846352,0.000022224458,0.0000034865143,0.0000148905765,0.00003137124,0.0000051599313,7.04855e-7,0.02113859,0.00040845724,0.000001770112,0.9780938,0.0001949241],"about_ca_topic_score_codex":0.00004323111,"about_ca_topic_score_gemma":4.8688094e-7,"teacher_disagreement_score":0.62226975,"about_ca_system_score_codex":0.00003945061,"about_ca_system_score_gemma":0.000006881966,"threshold_uncertainty_score":0.58319104},"labels":[],"label_agreement":null},{"id":"W4406462191","doi":"10.1016/0967-0653(96)84157-3","title":"10.1016/0967-0653(96)84157-3","year":2000,"lang":"en","type":"article","venue":"Time to knit","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Turbidite; Compaction; Geology; Porosity; Permeability (electromagnetism); Geotechnical engineering; Geomorphology; Sediment; Chemistry","score_opus":0.0037495257128764077,"score_gpt":0.1575176584559341,"score_spread":0.1537681327430577,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4406462191","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0007827432,0.00015724944,0.000021059503,0.0001438442,0.0000023779949,0.00006350434,0.0000072272856,0.00049105857,0.99833095],"genre_scores_gemma":[0.004807645,0.0000012646157,0.00008910124,0.00001716286,0.00018153439,0.000012098391,0.000017701412,0.000039867322,0.99483365],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9991864,0.000017074746,0.0001646035,0.00016723522,0.0001638962,0.00030080124],"domain_scores_gemma":[0.9994403,0.000027024687,0.000008359673,0.00033272017,0.00001656366,0.00017499906],"candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00008677837,0.0001553099,0.00018998547,0.00009618898,0.000058202517,0.000042051503,0.00021572669,0.00007905619,0.9961578],"category_scores_gemma":[0.0000139263175,0.00014269043,0.00010168271,0.0002485922,0.000015176466,0.00007059199,0.000018592897,0.00014915783,0.99615586],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000008151654,0.0000150253045,5.3892965e-8,0.000014288555,0.000069125985,0.000009446545,0.0000258269,0.32876068,0.00002422266,4.7868227e-8,0.25879368,0.41227946],"study_design_scores_gemma":[0.000102350285,0.000022544706,0.000009744451,0.000014909302,0.000028801458,0.0000041693665,7.722884e-7,0.023173375,0.00040892334,0.0000025701513,0.9760375,0.00019433346],"about_ca_topic_score_codex":0.000035944773,"about_ca_topic_score_gemma":5.411145e-7,"teacher_disagreement_score":0.7172438,"about_ca_system_score_codex":0.00004033758,"about_ca_system_score_gemma":0.000006731647,"threshold_uncertainty_score":0.58187467},"labels":[],"label_agreement":null},{"id":"W4406513362","doi":"10.1016/s0967-0653(98)82590-8","title":"10.1016/s0967-0653(98)82590-8","year":2000,"lang":"en","type":"article","venue":"Time to knit","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Permeability (electromagnetism); Geology; Interpretation (philosophy); Geotechnical engineering; Computer science; Chemistry","score_opus":0.0038713115167089644,"score_gpt":0.16072618736009225,"score_spread":0.15685487584338328,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4406513362","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00040271855,0.00015162444,0.000016775559,0.0001300083,0.0000021493352,0.00006233151,0.0000059747294,0.00047204972,0.99875635],"genre_scores_gemma":[0.0020150593,0.0000014212836,0.00009501666,0.00001520788,0.00018485298,0.000011858828,0.0000138334435,0.00003934574,0.9976234],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99920255,0.000016904938,0.00016136207,0.0001636956,0.00016174388,0.00029374403],"domain_scores_gemma":[0.9994534,0.000025753528,0.000008260008,0.00032526627,0.000016425904,0.00017084659],"candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0000848141,0.00015278906,0.00019369344,0.00009500811,0.000055580986,0.000040802566,0.00021189827,0.00007831708,0.9984993],"category_scores_gemma":[0.000013532978,0.00014021665,0.00010014417,0.00024332597,0.000015384825,0.00006869423,0.000018588122,0.0001477255,0.9989359],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000008180265,0.000014378754,1.250731e-8,0.000013151389,0.00006777171,0.000008670542,0.000024004412,0.27730542,0.000011849155,3.9298882e-8,0.37161985,0.35092667],"study_design_scores_gemma":[0.000110445224,0.000021876756,0.000005149391,0.00001502127,0.00002923454,0.0000035475728,7.9317493e-7,0.020786727,0.00033598827,0.000002251679,0.9784977,0.00019127343],"about_ca_topic_score_codex":0.000041096228,"about_ca_topic_score_gemma":6.426142e-7,"teacher_disagreement_score":0.60687786,"about_ca_system_score_codex":0.00004033861,"about_ca_system_score_gemma":0.0000067014776,"threshold_uncertainty_score":0.57178694},"labels":[],"label_agreement":null},{"id":"W4406514539","doi":"10.1016/s0967-0653(97)85956-x","title":"10.1016/s0967-0653(97)85956-x","year":2000,"lang":"en","type":"article","venue":"Time to knit","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Homogeneous; Rossby radius of deformation; Geology; Rossby wave; Atmospheric sciences; Physics; Thermodynamics","score_opus":0.004343568749272666,"score_gpt":0.16097188850232647,"score_spread":0.1566283197530538,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4406514539","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0002418743,0.0001831295,0.00001714439,0.00012954538,0.0000021610806,0.000064398686,0.0000063856896,0.00048060215,0.9988748],"genre_scores_gemma":[0.0012287508,0.000001524526,0.00008879127,0.000015492267,0.0001807785,0.00001254642,0.000014772244,0.000039287614,0.99841803],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.99918133,0.000017671091,0.00016603693,0.00016819157,0.00016518944,0.00030158318],"domain_scores_gemma":[0.99943775,0.000027765354,0.000008437669,0.00033315318,0.000017096372,0.00017578375],"candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00008814351,0.00015752873,0.00019171761,0.000097967284,0.000058386446,0.000042580337,0.00021668787,0.000080067344,0.9980941],"category_scores_gemma":[0.000014526778,0.00014451677,0.00010319531,0.000249543,0.000015339478,0.00007102806,0.00001872089,0.000153066,0.99951243],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000072759385,0.000011695828,1.4506367e-8,0.000011326505,0.00005449836,0.0000073794185,0.000020286194,0.3072992,0.0000058643095,2.8637439e-8,0.0718929,0.6206895],"study_design_scores_gemma":[0.00011481112,0.000022861395,0.0000024003823,0.0000151264185,0.000028706188,0.0000038270987,7.028839e-7,0.025914436,0.0002918818,0.0000020831424,0.97340745,0.00019569918],"about_ca_topic_score_codex":0.000036591315,"about_ca_topic_score_gemma":5.535229e-7,"teacher_disagreement_score":0.9015146,"about_ca_system_score_codex":0.000039888324,"about_ca_system_score_gemma":0.0000067676237,"threshold_uncertainty_score":0.58932227},"labels":[],"label_agreement":null},{"id":"W4406529587","doi":"10.1016/0967-0653(96)82099-0","title":"10.1016/0967-0653(96)82099-0","year":2000,"lang":"en","type":"article","venue":"Time to knit","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Geology","score_opus":0.003722779666303792,"score_gpt":0.15719619180649416,"score_spread":0.15347341214019036,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4406529587","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00085924135,0.00016134421,0.000019739597,0.00014565326,0.0000023426553,0.00006350957,0.0000069996236,0.0004910467,0.9982501],"genre_scores_gemma":[0.004625468,0.000001337936,0.00009124671,0.000017180442,0.00017845955,0.000011803276,0.00001718849,0.000040015624,0.9950173],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.99918634,0.00001717224,0.00016457883,0.00016726996,0.00016390714,0.0003007485],"domain_scores_gemma":[0.9994413,0.000026113361,0.000008364612,0.0003327175,0.000016512166,0.00017496542],"candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00008698484,0.0001553242,0.00019019935,0.000096671705,0.000058145684,0.000042049807,0.00021572199,0.00007907542,0.9959544],"category_scores_gemma":[0.000013396835,0.00014273335,0.00010177763,0.00025038494,0.00001518279,0.000070587936,0.00001866618,0.00014911922,0.9962562],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000008040138,0.0000148224435,5.439897e-8,0.000013958868,0.000067423876,0.000009361279,0.000024612451,0.32595795,0.000023028486,4.452188e-8,0.24337801,0.43050268],"study_design_scores_gemma":[0.00010267311,0.000022926743,0.000009503986,0.000014926812,0.000028509936,0.0000041893313,7.489853e-7,0.023829104,0.00041094955,0.0000023171906,0.9753798,0.00019429583],"about_ca_topic_score_codex":0.000036087928,"about_ca_topic_score_gemma":5.3373384e-7,"teacher_disagreement_score":0.73200184,"about_ca_system_score_codex":0.00004016781,"about_ca_system_score_gemma":0.0000067282667,"threshold_uncertainty_score":0.5820497},"labels":[],"label_agreement":null},{"id":"W4406545365","doi":"10.1016/j.ijhydene.2025.01.062","title":"In-situ wettability alteration of organic-rich shale caprock in hydrogen with cushion gas: Implications for hydrogen geo-storage","year":2025,"lang":"en","type":"article","venue":"International Journal of Hydrogen Energy","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":9,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"Natural Science Foundation of Shandong Province; China University of Petroleum, Beijing; National Natural Science Foundation of China","keywords":"Caprock; Oil shale; Shale gas; Hydrogen; Cushion; Petroleum engineering; Geology; Wetting; Hydrogen storage; Materials science; Chemistry; Composite material; Organic chemistry; Engineering; Paleontology; Mechanical engineering","score_opus":0.005820754016152042,"score_gpt":0.2378204798937691,"score_spread":0.23199972587761705,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4406545365","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9747811,0.00063545303,0.022592038,0.0010727918,0.00015669929,0.00010190592,0.000016486665,0.000018980045,0.0006245377],"genre_scores_gemma":[0.9990684,0.00016096277,0.0003507862,0.00008624983,0.00013567759,0.000030136633,0.000032678956,0.000024086465,0.00011106634],"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9984267,0.000050666487,0.0008287582,0.00019383458,0.00029063932,0.0002094246],"domain_scores_gemma":[0.9990337,0.000114733535,0.00022798873,0.00022056395,0.00033723935,0.00006576597],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00033307908,0.00017719784,0.00035920247,0.0007260276,0.000031448017,0.000025931722,0.00048534502,0.00010751336,0.000028728218],"category_scores_gemma":[0.00007509071,0.00015695818,0.00015662693,0.00045515897,0.000032548436,0.00030825895,0.000042497923,0.00018136157,0.0000012910971],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00010614055,0.0002139541,0.009749325,0.00004763331,0.00052381237,0.00002308365,0.00026825193,0.8767451,0.110670134,0.000259264,0.00016614281,0.001227132],"study_design_scores_gemma":[0.0028059415,0.00016461471,0.006090699,0.0003400229,0.00016666311,0.00015397862,0.00013232401,0.08827423,0.8902619,0.0053275945,0.0058677257,0.00041429908],"about_ca_topic_score_codex":0.00013013167,"about_ca_topic_score_gemma":0.0018678181,"teacher_disagreement_score":0.7884709,"about_ca_system_score_codex":0.00039876517,"about_ca_system_score_gemma":0.00013446684,"threshold_uncertainty_score":0.64005685},"labels":[],"label_agreement":null},{"id":"W4406556037","doi":"10.1016/j.jrmge.2025.01.013","title":"Segmenting identified fracture families from 3D fracture networks in Montney rock using a deep learning-based method","year":2025,"lang":"en","type":"article","venue":"Journal of Rock Mechanics and Geotechnical Engineering","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Toronto","funders":"Natural Sciences and Engineering Research Council of Canada; Nvidia","keywords":"Geology; Fracture (geology); Artificial intelligence; Computer science; Geotechnical engineering","score_opus":0.004224093788686433,"score_gpt":0.22119893208596217,"score_spread":0.21697483829727574,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4406556037","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.017919214,0.00505763,0.97640175,0.000117422154,0.00028783467,0.0000853947,0.0000013482312,0.000121485595,0.000007905035],"genre_scores_gemma":[0.987591,0.0005544805,0.011498767,0.000128074,0.00015860304,0.0000036705442,0.000005136536,0.00004717525,0.000013085626],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9982132,0.000056950354,0.0007798212,0.00024637204,0.00029402217,0.00040965268],"domain_scores_gemma":[0.9990448,0.00033218693,0.00018155215,0.00021135314,0.00008188735,0.00014826714],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0005991929,0.00033262835,0.0006897808,0.00058473274,0.00010669153,0.000110340094,0.00027610402,0.00048121627,0.000019232833],"category_scores_gemma":[0.00026101453,0.00030137924,0.00024236838,0.0005674438,0.0000022055888,0.00017436259,0.00009031118,0.0019099143,5.3988015e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000018905099,0.000021311891,0.000030404077,0.00009208693,0.00019843844,0.000046842626,0.000062189436,0.9968638,0.001447173,0.0000050324584,0.00002760179,0.0011862202],"study_design_scores_gemma":[0.00057532336,0.000028130398,0.00014128828,0.0005525098,0.00018140061,0.000012723288,0.000095471194,0.9937592,0.0013156043,0.00013428362,0.0029339308,0.00027011748],"about_ca_topic_score_codex":0.000093357,"about_ca_topic_score_gemma":0.000018286779,"teacher_disagreement_score":0.9696718,"about_ca_system_score_codex":0.0001426931,"about_ca_system_score_gemma":0.000029711538,"threshold_uncertainty_score":0.99994385},"labels":[],"label_agreement":null},{"id":"W4406584310","doi":"10.1016/s0967-0653(98)86477-6","title":"10.1016/s0967-0653(98)86477-6","year":2000,"lang":"en","type":"article","venue":"Time to knit","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Wavelet; Geology; Geotechnical engineering; Soil science; Computer science; Artificial intelligence","score_opus":0.003868845390285594,"score_gpt":0.16071567209594395,"score_spread":0.15684682670565836,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4406584310","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00038347245,0.00016007976,0.000016146341,0.00012599635,0.0000021098344,0.0000639684,0.000006006248,0.0004823598,0.99875987],"genre_scores_gemma":[0.0019185831,0.0000013766713,0.00010044667,0.000015184114,0.00018369475,0.000011810471,0.0000142690815,0.000040301038,0.99771434],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99919134,0.000017257007,0.00016385625,0.00016669124,0.00016310025,0.00029772532],"domain_scores_gemma":[0.99944466,0.000026536589,0.0000084553185,0.00032996267,0.00001666237,0.00017373162],"candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00008698468,0.00015570829,0.00019695198,0.000097103526,0.000056388057,0.0000414056,0.000214719,0.000079594,0.998152],"category_scores_gemma":[0.000013189101,0.0001431422,0.00010163461,0.000247698,0.000015248426,0.00006998827,0.000018988747,0.00014921816,0.9981497],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000008512558,0.000014148656,1.20265495e-8,0.000012762112,0.00007220973,0.0000085700485,0.000022619217,0.27284038,0.0000138947635,3.767775e-8,0.38918614,0.3378207],"study_design_scores_gemma":[0.00010854125,0.00002242943,0.000004137928,0.000015016873,0.00003064426,0.0000036268343,7.1112123e-7,0.021139324,0.0003957454,0.0000017980032,0.978083,0.00019499644],"about_ca_topic_score_codex":0.00004347822,"about_ca_topic_score_gemma":5.8753574e-7,"teacher_disagreement_score":0.5888969,"about_ca_system_score_codex":0.00003964419,"about_ca_system_score_gemma":0.0000070443753,"threshold_uncertainty_score":0.583717},"labels":[],"label_agreement":null},{"id":"W4406655967","doi":"10.1016/b978-044482403-5/50053-0","title":"10.1016/b978-044482403-5/50053-0","year":2000,"lang":"en","type":"book-chapter","venue":"Time to knit","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Fluvial; Geology; Permeability (electromagnetism); Petroleum engineering; Geotechnical engineering; Geomorphology; Chemistry","score_opus":0.004960983653694431,"score_gpt":0.1565786495001859,"score_spread":0.15161766584649147,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4406655967","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[5.6886216e-7,0.00075978064,0.000009675141,0.00006873231,0.000006403605,0.00015401514,0.00006017058,0.0006952725,0.99824536],"genre_scores_gemma":[0.00001366555,0.000006474097,0.000047031514,0.000017531265,0.00055239914,0.0000136843855,0.00014067044,0.00021142338,0.9989971],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9984846,0.000009403837,0.00036944984,0.00038071314,0.0003461865,0.0004096268],"domain_scores_gemma":[0.9988829,0.00004571541,0.00004085107,0.00070611946,0.00003691406,0.00028748938],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00009231282,0.000517704,0.00059874385,0.0003632115,0.000069703376,0.00006466355,0.0004219799,0.00045883932,0.99732286],"category_scores_gemma":[0.000009920642,0.0005040395,0.00034714423,0.00006723152,0.000036794438,0.00005558457,0.000063540545,0.000559638,0.9962458],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00001500932,0.000008514636,1.407724e-9,0.00006508692,0.00043443358,0.000052945485,0.00001400216,0.10890547,0.0000035598011,0.0000026996338,0.42870316,0.46179512],"study_design_scores_gemma":[0.00010328809,0.000036577225,2.3427897e-7,0.00014184296,0.00016878449,0.000009319532,1.3632106e-7,0.0025148573,0.00002766595,0.000057765872,0.9963326,0.0006069714],"about_ca_topic_score_codex":0.000018656909,"about_ca_topic_score_gemma":0.0000010191733,"teacher_disagreement_score":0.5676294,"about_ca_system_score_codex":0.00011886765,"about_ca_system_score_gemma":0.000023480316,"threshold_uncertainty_score":0.99974114},"labels":[],"label_agreement":null},{"id":"W4406727468","doi":"10.56952/igs-2024-0203","title":"Characterization of the Mechanisms of Debris Production to Minimize the Risk of Wellbore Instability in a Fractured Carbonate Reservoir","year":2024,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"WSP (Canada)","funders":"","keywords":"Debris; Wellbore; Carbonate; Petroleum engineering; Geology; Instability; Lost circulation; Reservoir modeling; Production (economics); Geotechnical engineering; Mining engineering; Engineering; Drilling fluid; Drilling; Mechanics; Materials science; Oceanography; Mechanical engineering; Metallurgy","score_opus":0.005725378672214082,"score_gpt":0.2012525868462275,"score_spread":0.1955272081740134,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4406727468","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9892488,0.00009930547,0.0086949915,0.0010316778,0.00026042617,0.00027536947,0.0000243367,0.000044352088,0.00032072703],"genre_scores_gemma":[0.9994821,0.00006862429,0.00024133925,0.0000100406605,0.000025924983,0.000017946368,0.000005441747,0.000015348183,0.00013326046],"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99898,0.00011207963,0.0003960293,0.00016445213,0.00023556917,0.000111858266],"domain_scores_gemma":[0.99930555,0.000071170005,0.000065248365,0.00047616358,0.00006295502,0.000018902902],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005298813,0.00010521116,0.00022179843,0.00013367907,0.000022626864,0.000008446943,0.0002161906,0.00007467095,0.000037987338],"category_scores_gemma":[0.00021070553,0.000054988624,0.00012690818,0.00083057734,0.000039454575,0.00006566273,0.00005294426,0.00019095404,0.000001041225],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00004227768,0.00005439258,0.0027731692,0.00059497805,0.00020982031,5.923852e-7,0.0055167656,0.59967583,0.38963726,0.00006393907,0.000056195124,0.0013747815],"study_design_scores_gemma":[0.00007885472,0.000013591839,0.09187592,0.00014373925,0.000077511046,4.939358e-7,0.00021294264,0.122742765,0.7836816,0.00074060395,0.0003511805,0.00008080702],"about_ca_topic_score_codex":0.0009807495,"about_ca_topic_score_gemma":0.00053904374,"teacher_disagreement_score":0.47693306,"about_ca_system_score_codex":0.000040192048,"about_ca_system_score_gemma":0.000025694306,"threshold_uncertainty_score":0.2242371},"labels":[],"label_agreement":null},{"id":"W4406727470","doi":"10.56952/igs-2024-0085","title":"1D and 3D Geomechanical Modeling of an Unconventional Shale Gas Formation for Well Placement Location and Completions Optimization","year":2024,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Shale gas; Petroleum engineering; Oil shale; Unconventional oil; Geology; Tight gas; Hydraulic fracturing; Computer science; Petrology; Paleontology","score_opus":0.013990738379590159,"score_gpt":0.23415370987532289,"score_spread":0.22016297149573272,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4406727470","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.030847274,0.00019656634,0.9683311,0.00010050115,0.000041773874,0.00010991487,0.000007855427,0.000079442696,0.0002855929],"genre_scores_gemma":[0.9772164,0.00010924304,0.022350814,0.000006353193,0.000029705616,0.000018585157,0.00020068626,0.000008697594,0.00005946697],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9995991,0.0000072023618,0.00016397679,0.00008939006,0.000074138006,0.00006617513],"domain_scores_gemma":[0.999835,0.000024676869,0.00001003229,0.00005319968,0.000042632335,0.00003442874],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00012589143,0.000055628665,0.00007312645,0.00009359509,0.000046787896,0.00003706461,0.000021152198,0.000036586775,0.000055422195],"category_scores_gemma":[0.000005666089,0.000050422874,0.000021057274,0.00007639656,0.00000818239,0.00020804185,0.000009354535,0.00003477401,0.0000012239758],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000034420545,0.000009371382,0.0000017867615,0.00028104454,0.00002623302,7.990991e-8,0.0000768354,0.99828225,0.00013013076,0.0004584212,0.000040087383,0.00069029577],"study_design_scores_gemma":[0.00014438109,0.000027073675,0.000003933194,0.000046920566,0.000040385985,0.0000033525955,0.00010843711,0.9987246,0.00036922345,0.00034451287,0.00013022758,0.000056963596],"about_ca_topic_score_codex":0.0000178482,"about_ca_topic_score_gemma":0.00001900312,"teacher_disagreement_score":0.9463692,"about_ca_system_score_codex":0.000022892635,"about_ca_system_score_gemma":0.000005881671,"threshold_uncertainty_score":0.20561852},"labels":[],"label_agreement":null},{"id":"W4406787776","doi":"10.1016/j.geoen.2025.213710","title":"Analysis of downhole temperature-strain response in hydraulic fracturing – A coupled geomechanics-thermal-flow simulation approach","year":2025,"lang":"en","type":"article","venue":"Geoenergy Science and Engineering","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Geomechanics; Hydraulic fracturing; Geology; Geotechnical engineering; Strain (injury); Thermal; Flow (mathematics); Petroleum engineering; Mechanics; Thermodynamics; Physics","score_opus":0.004312553050259167,"score_gpt":0.2068019774242061,"score_spread":0.20248942437394696,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4406787776","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9388811,0.00034549457,0.060264245,0.00004083624,0.00008692638,0.000065661196,0.0000064649753,0.00011349853,0.00019575455],"genre_scores_gemma":[0.9990795,0.000040630297,0.00075921795,0.000028110924,0.000016177057,0.000015242515,0.000012203677,0.000013089437,0.00003578648],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9985788,0.000021032225,0.00033958445,0.00033938195,0.00031713652,0.00040409254],"domain_scores_gemma":[0.9993488,0.00013083681,0.00003317674,0.00032377237,0.000069416084,0.00009399387],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0011356984,0.00019754926,0.0003851405,0.0021529181,0.00009234214,0.00007563986,0.0002632661,0.00011647185,0.00000853394],"category_scores_gemma":[0.00019889172,0.00018893747,0.000082218314,0.004470483,0.000055654633,0.00027181394,0.000061739906,0.00021506562,5.02331e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000019962363,0.000013623381,0.00009775213,0.000050710834,0.0001498257,0.0000032838605,0.00023571824,0.92704713,0.071517244,0.000018500963,0.0000011909087,0.0008450845],"study_design_scores_gemma":[0.00018608398,0.000011687573,0.022597369,0.000043166496,0.00010327856,5.61602e-7,0.00006800767,0.9731075,0.0035221616,0.000005673903,0.00017843313,0.00017606784],"about_ca_topic_score_codex":0.000093408635,"about_ca_topic_score_gemma":0.000018072422,"teacher_disagreement_score":0.06799508,"about_ca_system_score_codex":0.00012742568,"about_ca_system_score_gemma":0.00005463887,"threshold_uncertainty_score":0.77046466},"labels":[],"label_agreement":null},{"id":"W4407036730","doi":"10.3389/fchem.2025.1540250","title":"Impact of geochemical reactivity on desulphation requirements in a sandstone reservoir containing carbonate and sulphate minerals","year":2025,"lang":"en","type":"article","venue":"Frontiers in Chemistry","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"Petrobras; Energi Simulation; China National Offshore Oil Corporation; Heriot-Watt University","keywords":"Carbonate; Geology; Geochemistry; Reactivity (psychology); Carbonate minerals; Mineralogy; Chemistry; Dolomite; Organic chemistry","score_opus":0.008361324772170529,"score_gpt":0.2650619856849043,"score_spread":0.25670066091273375,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4407036730","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9939482,0.00076363026,0.00018960735,0.000041563344,0.00006412192,0.00006597967,0.000007944842,0.000030457959,0.004888446],"genre_scores_gemma":[0.9993534,0.00015996434,0.0002532506,0.0000053635868,0.000017048413,0.000013220336,0.000024577694,0.000011136342,0.00016205681],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99911904,0.000021733831,0.00029278776,0.00021261408,0.00012660264,0.00022723773],"domain_scores_gemma":[0.9996199,0.000053031523,0.000046607245,0.000212825,0.00002002911,0.0000476155],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00024950993,0.00015235183,0.00033899353,0.00016210499,0.000015458292,0.000012337486,0.00010779629,0.0001495646,0.0000060498883],"category_scores_gemma":[0.0001284189,0.00014841581,0.000068934176,0.00027330258,0.000048214133,0.00007623798,0.00003255928,0.00025385563,1.5747528e-7],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00038118992,0.00013525212,0.35189897,0.0005158391,0.0002957837,0.00003218971,0.00036352087,0.2240504,0.41799995,8.131328e-7,0.0016660499,0.0026600352],"study_design_scores_gemma":[0.0031705166,0.000047573307,0.10558711,0.00093947916,0.00005850039,0.000002417236,0.0002990962,0.23447035,0.65434337,0.00051114446,0.0001441317,0.0004263185],"about_ca_topic_score_codex":0.0003999517,"about_ca_topic_score_gemma":0.000021650461,"teacher_disagreement_score":0.24631186,"about_ca_system_score_codex":0.00035370447,"about_ca_system_score_gemma":0.000033770346,"threshold_uncertainty_score":0.6052221},"labels":[],"label_agreement":null},{"id":"W4407096627","doi":"10.2139/ssrn.5122975","title":"Capturing Well Integrity Loss Through Measurements of Methane and Ethane Emissions from Surface Casing Vents and Soils Surrounding Oil and Gas Wells","year":2025,"lang":"en","type":"preprint","venue":"SSRN Electronic Journal","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Environment and Climate Change Canada; St. Francis Xavier University","funders":"","keywords":"Casing; Methane; Methane emissions; Environmental science; Soil water; Oil well; Fossil fuel; Petroleum engineering; Geology; Natural gas; Methane gas; Greenhouse gas; Oceanography; Soil science; Waste management; Engineering; Chemistry","score_opus":0.022356775835292348,"score_gpt":0.2690108386982006,"score_spread":0.24665406286290822,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4407096627","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.93907,0.05429453,0.0047731213,0.00036490717,0.00042459246,0.0000710429,0.000029902074,0.00005611975,0.00091576827],"genre_scores_gemma":[0.9244673,0.07390528,0.0009300412,0.000010800758,0.00014777803,0.000002254034,0.00001733853,0.000040990893,0.00047819587],"study_design_codex":"simulation_or_modeling","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.9968108,0.00025592317,0.00064618955,0.00048557555,0.00045825436,0.001343245],"domain_scores_gemma":[0.99887955,0.00023054598,0.0002658659,0.00032461283,0.00010175394,0.00019767758],"candidate_categories":["metaepi_narrow","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.0020547558,0.0004833574,0.00089556724,0.00019713052,0.00013331544,0.0001337687,0.00029159003,0.00045268043,0.000014324459],"category_scores_gemma":[0.0001484837,0.0004409649,0.00017263502,0.00015250935,0.000104540835,0.00017100362,0.00035643508,0.0052513233,9.054784e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000754355,0.0004769869,0.074657366,0.009339976,0.028349213,0.00023072302,0.018295197,0.712084,0.03836034,0.00032239052,0.00020335302,0.11692612],"study_design_scores_gemma":[0.023445223,0.00088635087,0.0067372564,0.04719929,0.016432391,0.0033575362,0.029019259,0.12898044,0.34857866,0.3798681,0.004712471,0.0107830195],"about_ca_topic_score_codex":0.004386811,"about_ca_topic_score_gemma":0.0015261574,"teacher_disagreement_score":0.58310354,"about_ca_system_score_codex":0.0006933274,"about_ca_system_score_gemma":0.0005907262,"threshold_uncertainty_score":0.9998042},"labels":[],"label_agreement":null},{"id":"W4407204612","doi":"10.1016/j.ptlrs.2025.02.002","title":"Performance evaluation of fracturing-huff-n-percolation-puff (FHnPP) processes in a hydrocarbon reservoir","year":2025,"lang":"en","type":"article","venue":"Petroleum Research","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Regina","funders":"","keywords":"Petroleum engineering; Geology; Percolation (cognitive psychology); Fracturing fluid; Petrology","score_opus":0.03532050409653132,"score_gpt":0.3347862418373442,"score_spread":0.29946573774081287,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4407204612","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9530183,0.0018221966,0.00014028596,0.0002739441,0.00007667182,0.00023600197,0.0000024257413,0.000081246704,0.044348944],"genre_scores_gemma":[0.99851066,0.0004997653,0.000056281537,0.000006389841,0.000059139948,0.00019079141,0.000014084113,0.00002403562,0.0006388657],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9969601,0.00026922234,0.00045768305,0.00031181236,0.0014784578,0.0005226922],"domain_scores_gemma":[0.9984356,0.00036627788,0.00003636224,0.00049899076,0.00059205014,0.00007070018],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0038964958,0.00016496867,0.00030060834,0.0014410225,0.00012368445,0.000051176175,0.00043852057,0.00015169289,0.00010046314],"category_scores_gemma":[0.0009871498,0.00015410708,0.000064092084,0.002092419,0.00008520336,0.00025112435,0.00009720804,0.0007159978,0.00002700835],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000036909358,0.000075259784,0.02987444,0.0008590789,0.00006697553,0.0000021799726,0.0004065496,0.96409607,0.0013004481,0.0000056154026,0.00025196868,0.0030245015],"study_design_scores_gemma":[0.0006092333,0.000041062005,0.06044953,0.00039340154,0.000030262416,6.476453e-7,0.00018776888,0.9186517,0.017991874,0.00021115139,0.0012968522,0.00013653548],"about_ca_topic_score_codex":0.00046748438,"about_ca_topic_score_gemma":0.00076443324,"teacher_disagreement_score":0.045492362,"about_ca_system_score_codex":0.00041204892,"about_ca_system_score_gemma":0.00037397386,"threshold_uncertainty_score":0.6284304},"labels":[],"label_agreement":null},{"id":"W4407596328","doi":"10.1016/j.molliq.2025.127154","title":"Study of a low-damage and efficient-imbibition fracturing fluid for tight oil fracturing-oil displacement integration","year":2025,"lang":"en","type":"article","venue":"Journal of Molecular Liquids","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"Southwest Petroleum University; Natural Science Foundation of Sichuan Province; China Postdoctoral Science Foundation; National Natural Science Foundation of China","keywords":"Imbibition; Fracturing fluid; Tight oil; Petroleum engineering; Displacement (psychology); Hydraulic fracturing; Geology; Tight gas; Oil shale","score_opus":0.004031456017759295,"score_gpt":0.23618107264308355,"score_spread":0.23214961662532427,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4407596328","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.909498,0.00081007177,0.088849425,0.00017658404,0.00020495924,0.00007220799,0.0000026365803,0.000021628659,0.00036453197],"genre_scores_gemma":[0.9990245,0.00014536698,0.0005332667,0.000051804578,0.000066798944,0.000011440447,0.0000042413576,0.000022274138,0.00014030271],"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9986732,0.000060677216,0.0006173734,0.00014610087,0.00031745672,0.00018521746],"domain_scores_gemma":[0.9992957,0.00007828523,0.00016861547,0.00020771645,0.00016919906,0.00008049578],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00046459681,0.00018336334,0.00037184448,0.00046927357,0.00007381592,0.000052260883,0.0001553871,0.00009501278,0.000010138832],"category_scores_gemma":[0.00010068252,0.00015009941,0.00018358185,0.00021821688,0.000024319052,0.00009531376,0.00004093023,0.00025939784,5.165957e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00018949021,0.00042671076,0.00006526488,0.00055515335,0.0006175816,0.000051384846,0.0013085759,0.85896754,0.13129115,0.000019479805,0.00023117616,0.0062764897],"study_design_scores_gemma":[0.004049416,0.0009877988,0.0016782621,0.0014804131,0.0007250393,0.00001921951,0.001659762,0.1460654,0.8412804,0.0000612955,0.0016126569,0.00038034815],"about_ca_topic_score_codex":0.000012753054,"about_ca_topic_score_gemma":0.000011223815,"teacher_disagreement_score":0.7129021,"about_ca_system_score_codex":0.00009490404,"about_ca_system_score_gemma":0.00003174903,"threshold_uncertainty_score":0.61208767},"labels":[],"label_agreement":null},{"id":"W4407609275","doi":"10.46690/compes.2024.03.03","title":"Rate transient analysis of multiple wells system producing at constant bottomhole pressures","year":2024,"lang":"en","type":"article","venue":"Computational energy science.","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"National Natural Science Foundation of China","keywords":"Transient (computer programming); Constant (computer programming); Transient analysis; Petroleum engineering; Mechanics; Materials science; Environmental science; Geology; Transient response; Computer science; Engineering; Physics; Electrical engineering","score_opus":0.006820743385168721,"score_gpt":0.21298647878801757,"score_spread":0.20616573540284885,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4407609275","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7497151,0.0024411904,0.24090038,0.000120540164,0.00073453615,0.000081839855,0.0000727479,0.00047676888,0.0054568797],"genre_scores_gemma":[0.99901974,0.000015103271,0.00060334994,0.0000121683315,0.00003804925,0.0000074169398,0.00003419316,0.000011082895,0.00025886693],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9986144,0.000030701573,0.00031021214,0.00034583054,0.000478198,0.00022066418],"domain_scores_gemma":[0.99937314,0.00020013795,0.00003198649,0.00018766592,0.0001096477,0.00009739659],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00046477024,0.00012314295,0.00025245105,0.0007921073,0.00014877373,0.0000825068,0.00022184955,0.00003304794,0.000040653085],"category_scores_gemma":[0.00002457965,0.00010131776,0.00016765764,0.0024363715,0.00022110228,0.00014709472,0.000036937905,0.000060771446,0.000008434962],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000002804726,0.000009389876,0.00025381256,0.00008613326,0.00052957586,0.0000104920855,0.00030448564,0.99336135,0.003816975,0.0010781642,0.00023884226,0.00030799393],"study_design_scores_gemma":[0.000064932785,0.0000071550094,0.004398005,0.00006648825,0.00027462246,0.0000033763436,0.00006395044,0.98563766,0.0069908523,0.000024069386,0.0023511888,0.00011770801],"about_ca_topic_score_codex":0.00022465296,"about_ca_topic_score_gemma":0.00007684308,"teacher_disagreement_score":0.24930465,"about_ca_system_score_codex":0.0001494667,"about_ca_system_score_gemma":0.00009189028,"threshold_uncertainty_score":0.41316184},"labels":[],"label_agreement":null},{"id":"W4407614018","doi":"10.1016/j.ijhydene.2025.02.161","title":"Impact of well flow dynamics and formation characteristics on underground hydrogen storage in aquifers","year":2025,"lang":"en","type":"article","venue":"International Journal of Hydrogen Energy","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"Computer Modelling Group; Louisiana State University","keywords":"Aquifer; Hydrogen storage; Flow (mathematics); Environmental science; Petroleum engineering; Chemistry; Geology; Groundwater; Hydrogen; Mechanics; Geotechnical engineering; Physics","score_opus":0.004429134339147242,"score_gpt":0.23192427915091626,"score_spread":0.22749514481176902,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4407614018","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.98095286,0.00022474228,0.016697424,0.00012763632,0.00026534987,0.000017121047,0.0000184684,0.000010132118,0.0016862893],"genre_scores_gemma":[0.99918765,0.0004994203,0.00007341533,0.00003133629,0.000074188916,7.600337e-7,0.000027385968,0.000011743203,0.00009411527],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9990301,0.000030117855,0.0004873556,0.00007037702,0.00026590898,0.00011613562],"domain_scores_gemma":[0.99952555,0.000064665066,0.00016025033,0.00009030884,0.000106831096,0.00005241293],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00014788349,0.000121340774,0.00023922915,0.0006269873,0.0000143975785,0.000027862088,0.00022264237,0.00007153184,0.00003251184],"category_scores_gemma":[0.00003132564,0.00010417754,0.0001596708,0.00014740929,0.000024246227,0.00018891039,0.000028026487,0.00015104044,0.0000013374323],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00007321074,0.00006434681,0.00231397,0.000017922754,0.0006467957,0.00005646277,0.000082851926,0.98781943,0.0010889163,0.00019459566,0.00011184103,0.00752967],"study_design_scores_gemma":[0.0006198933,0.00008153574,0.0057566906,0.00016642718,0.000043507902,0.000058104884,0.000038373866,0.9863995,0.005870177,0.00044655768,0.00040906866,0.0001101804],"about_ca_topic_score_codex":0.00012972884,"about_ca_topic_score_gemma":0.00015589946,"teacher_disagreement_score":0.018234799,"about_ca_system_score_codex":0.00046979781,"about_ca_system_score_gemma":0.000042617994,"threshold_uncertainty_score":0.42482367},"labels":[],"label_agreement":null},{"id":"W4407676596","doi":"10.1063/5.0256875","title":"An improved displacement discontinuity method of CO2 fracturing/storage considering fluid dynamic seepage","year":2025,"lang":"en","type":"article","venue":"Physics of Fluids","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":18,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Petro-Canada","funders":"Liaoning Revitalization Talents Program; China Scholarship Council","keywords":"Physics; Discontinuity (linguistics); Displacement (psychology); Fracturing fluid; Mechanics; Petroleum engineering; Mathematical analysis; Geology","score_opus":0.005750097390174007,"score_gpt":0.2677306373791734,"score_spread":0.2619805399889994,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4407676596","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.41120178,0.00028424594,0.58724797,0.00003226472,0.00014670605,0.00012017832,0.00003049618,0.00010076231,0.0008356054],"genre_scores_gemma":[0.9916108,0.000060293438,0.008072618,0.000016580654,0.00004129506,0.000014843845,0.000027494832,0.000031983436,0.00012409256],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99873286,0.00006130045,0.00046771095,0.0002595137,0.0002001558,0.0002784734],"domain_scores_gemma":[0.998972,0.00012952564,0.00007764307,0.00066556415,0.00007270076,0.00008255402],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00030242428,0.00024314359,0.00055094797,0.00012021627,0.000056533278,0.000024881962,0.00030233062,0.00009248178,0.00002783522],"category_scores_gemma":[0.000033409593,0.00023060024,0.00022387556,0.00027458873,0.000074044896,0.0001953978,0.000084275955,0.00022329592,0.0000020025184],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000019873418,0.00012626813,0.00023914633,0.00056314084,0.0004479201,0.0000023049909,0.0006209577,0.4079906,0.58150846,0.00014925815,0.000064015214,0.008268071],"study_design_scores_gemma":[0.0003298478,0.00003559395,0.00096891046,0.00009569126,0.00014298534,3.9129958e-7,0.00010843796,0.6596117,0.33768418,0.00062972464,0.0002110132,0.00018152091],"about_ca_topic_score_codex":0.00019936517,"about_ca_topic_score_gemma":0.000038866227,"teacher_disagreement_score":0.58040905,"about_ca_system_score_codex":0.00008279154,"about_ca_system_score_gemma":0.000036777652,"threshold_uncertainty_score":0.9403605},"labels":[],"label_agreement":null},{"id":"W4407806178","doi":"10.1021/acs.iecr.4c04458","title":"Matrix-Fracture Interaction Dynamics in Carbonates and Tight Sandstones when Different Chemicals are Used as Fracturing Fluids and Oil Recovery Additives","year":2025,"lang":"en","type":"article","venue":"Industrial & Engineering Chemistry Research","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"Natural Sciences and Engineering Research Council of Canada; Killam Trusts; University of Alberta; Government of Alberta","keywords":"Petroleum engineering; Matrix (chemical analysis); Fracture (geology); Fracturing fluid; Tight oil; Hydraulic fracturing; Geology; Chemistry; Chemical engineering; Materials science; Oil shale; Chromatography; Geotechnical engineering; Engineering","score_opus":0.017092418365356882,"score_gpt":0.28625359481418233,"score_spread":0.2691611764488254,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4407806178","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9958695,0.0017379327,0.000042198346,0.00071854837,0.0001737299,0.000102959,0.000027305703,0.00017518458,0.0011526498],"genre_scores_gemma":[0.99723953,0.00078184163,0.000016218544,0.0000069026933,0.00031785708,0.000056918856,0.00006625995,0.00004579994,0.0014686866],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9982023,0.000044630564,0.0003934043,0.00044282555,0.00037147827,0.0005453139],"domain_scores_gemma":[0.99867404,0.0007458051,0.00003849102,0.0002977189,0.00006206441,0.00018186774],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00038088087,0.0003404017,0.00048234308,0.0003851321,0.00009248269,0.0002054993,0.0002121929,0.0005828661,0.00009220994],"category_scores_gemma":[0.0006793341,0.00032339038,0.00007897319,0.0003891864,0.00007968068,0.00017685705,0.00016921606,0.0019161841,0.000001953456],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0003316943,0.00017199476,0.011053981,0.0031089834,0.0010242078,0.00019387258,0.0008343269,0.30861062,0.6577978,0.000015443202,0.003129459,0.013727629],"study_design_scores_gemma":[0.0015401185,0.000024919556,0.0015438771,0.0019921653,0.00006001303,0.000022781858,0.00079799845,0.21020727,0.7750648,0.00012006693,0.008019415,0.00060653413],"about_ca_topic_score_codex":0.00022587217,"about_ca_topic_score_gemma":0.00003057087,"teacher_disagreement_score":0.11726706,"about_ca_system_score_codex":0.00061981095,"about_ca_system_score_gemma":0.000044996716,"threshold_uncertainty_score":0.9999218},"labels":[],"label_agreement":null},{"id":"W4407878929","doi":"10.3390/gels11030158","title":"Removal of Divalent Cations from Produced Water and Its Impact on Rheological Properties and Proppant Settling Velocity","year":2025,"lang":"en","type":"article","venue":"Gels","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Divalent; Rheology; Produced water; Viscoelasticity; Settling; Materials science; Viscosity; Chemical engineering; Chemistry; Petroleum engineering; Environmental science; Environmental engineering; Geology; Composite material; Organic chemistry","score_opus":0.019012818807462074,"score_gpt":0.2405711653631039,"score_spread":0.22155834655564183,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4407878929","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9977672,0.0011575273,0.00016276864,0.00047373306,0.000041949537,0.00011810911,0.000010205077,0.00005580908,0.00021270795],"genre_scores_gemma":[0.99946976,0.00011055952,0.0001039482,0.000013555278,0.00002619289,0.000009236215,0.00000909544,0.0000055301016,0.00025211863],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99949855,0.000023520026,0.00013216358,0.00014405804,0.0000732309,0.00012845213],"domain_scores_gemma":[0.999784,0.000022942375,0.000010701712,0.00012214841,0.000025778698,0.00003442368],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00009578275,0.00009215683,0.00016485427,0.00005863054,0.000056801317,0.000017584669,0.00005008227,0.000051123003,0.000013025073],"category_scores_gemma":[0.00004669235,0.000048672657,0.000032888915,0.00005236751,0.000028729148,0.000035448476,0.000042229865,0.000099521196,0.0000025229099],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00011430199,0.00014742084,0.003949867,0.00074123516,0.0010105174,0.000042376134,0.00597149,0.4359689,0.53596973,0.000057113746,0.0003028317,0.015724212],"study_design_scores_gemma":[0.00033485927,0.000059208178,0.050000153,0.00023780383,0.00011434015,0.000009360156,0.00007936747,0.13851649,0.8097504,0.0002511234,0.00044193093,0.00020500495],"about_ca_topic_score_codex":0.0000924671,"about_ca_topic_score_gemma":0.0000048358024,"teacher_disagreement_score":0.29745242,"about_ca_system_score_codex":0.000022518292,"about_ca_system_score_gemma":0.000009394889,"threshold_uncertainty_score":0.19848134},"labels":[],"label_agreement":null},{"id":"W4407929177","doi":"10.1016/j.engfailanal.2025.109461","title":"Comprehensive characterization of hydraulic fracture propagations and prevention of pre-existing fault failure in Duvernay shale reservoirs","year":2025,"lang":"en","type":"article","venue":"Engineering Failure Analysis","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":20,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"Science Foundation of China University of Petroleum, Beijing; China University of Petroleum, Beijing","keywords":"Oil shale; Geology; Fault (geology); Fracture (geology); Hydraulic fracturing; Petroleum engineering; Characterization (materials science); Geotechnical engineering; Engineering; Seismology; Materials science; Paleontology","score_opus":0.005966231464214947,"score_gpt":0.22633266724000176,"score_spread":0.2203664357757868,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4407929177","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.84282386,0.00027021964,0.15616775,0.00027323284,0.000036440957,0.00018841196,0.000018221623,0.00010720528,0.00011467876],"genre_scores_gemma":[0.9971192,0.000086983746,0.0022897231,0.00001016088,0.00002684383,0.000028527586,0.0001648071,0.000023963086,0.00024983104],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9985627,0.000047628157,0.00064770033,0.00027743485,0.00023222584,0.00023233291],"domain_scores_gemma":[0.99919516,0.000102906524,0.00014463687,0.00036553846,0.00013477205,0.000057002817],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000168732,0.00024310146,0.0006441859,0.001316196,0.000045199096,0.00002925699,0.00018959162,0.00019025717,0.00003202495],"category_scores_gemma":[0.00008877697,0.00024495748,0.0002378821,0.002676084,0.00003657914,0.00021402008,0.000054711792,0.00030432988,8.4963574e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000006783254,0.00002808245,0.007923068,0.0006811618,0.001195357,0.00000253539,0.0005968469,0.9573053,0.031846847,0.00002381471,0.00004152924,0.00034863266],"study_design_scores_gemma":[0.00040245824,0.00002417821,0.20600274,0.00043218947,0.0010462824,0.0000013074089,0.0002288273,0.76726586,0.02148958,0.00004020393,0.0027679214,0.00029847454],"about_ca_topic_score_codex":0.00026184355,"about_ca_topic_score_gemma":0.0003710926,"teacher_disagreement_score":0.19807968,"about_ca_system_score_codex":0.00006273455,"about_ca_system_score_gemma":0.000021949556,"threshold_uncertainty_score":0.9989076},"labels":[],"label_agreement":null},{"id":"W4408031482","doi":"10.2118/0325-0022-jpt","title":"Is There a Hydraulic Fracturing ‘Blind Spot’ in Conventional Reservoirs?","year":2025,"lang":"en","type":"article","venue":"Journal of Petroleum Technology","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Hydraulic fracturing; Blind spot; Petroleum engineering; Geology; Computer science; Artificial intelligence","score_opus":0.007687839698547387,"score_gpt":0.2475685706567393,"score_spread":0.2398807309581919,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4408031482","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9738703,0.005527977,0.0070998487,0.007863001,0.00036570337,0.00004408221,0.0000024989222,0.000113043796,0.005113554],"genre_scores_gemma":[0.9980204,0.0005214871,0.000507671,0.00011208626,0.00009074245,0.0000054412117,0.0000010183769,0.000019717632,0.00072143384],"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","domain_scores_codex":[0.99856365,0.000031116448,0.00067639985,0.00015387803,0.00024468865,0.00033024556],"domain_scores_gemma":[0.99932575,0.000071807044,0.00015571386,0.00030153763,0.000088671295,0.000056510627],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003850099,0.00018073007,0.00046464487,0.0021770126,0.000051637573,0.00003076592,0.0005387124,0.00035029146,0.00020036593],"category_scores_gemma":[0.000108313965,0.00015678034,0.00023312388,0.0008515234,0.000079677986,0.00014539319,0.00007489832,0.0010975152,0.000024330766],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00023372433,0.00032434257,0.07076096,0.0004018847,0.0015158637,0.00094097445,0.00024874613,0.89718366,0.00478407,0.000578051,0.013983126,0.0090446],"study_design_scores_gemma":[0.012926567,0.00049422926,0.08894695,0.0025012877,0.0004877419,0.0006953683,0.0021938973,0.16488326,0.1075311,0.034634564,0.5834252,0.0012797952],"about_ca_topic_score_codex":0.000018877054,"about_ca_topic_score_gemma":0.00005437607,"teacher_disagreement_score":0.7323004,"about_ca_system_score_codex":0.00018818208,"about_ca_system_score_gemma":0.000066253626,"threshold_uncertainty_score":0.63933164},"labels":[],"label_agreement":null},{"id":"W4408058918","doi":"10.1016/j.gete.2025.100656","title":"Thermo-hydro mechanical coupling in a discrete modelling: Large-scale 3D application to thermal hydrofracturing","year":2025,"lang":"en","type":"article","venue":"Geomechanics for Energy and the Environment","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"National Weather Service; Chinese Academy of Sciences; Nuclear Waste Management Organization; Baltimore Gas and Electric Company; Canadian Nuclear Safety Commission; U.S. Department of Energy","keywords":"Coupling (piping); Scale (ratio); Thermal; Materials science; Geotechnical engineering; Environmental science; Petroleum engineering; Civil engineering; Geology; Engineering; Composite material; Thermodynamics; Physics","score_opus":0.0036247847557090225,"score_gpt":0.18520602810881626,"score_spread":0.18158124335310724,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4408058918","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.06505966,0.0005473523,0.9334364,0.00041192616,0.00007863096,0.00025791329,0.00000972709,0.000050987583,0.00014739556],"genre_scores_gemma":[0.99793005,0.0002659621,0.00072087586,0.0001857343,0.000040204806,0.0005340631,0.000020263567,0.000028628156,0.000274209],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9989497,0.000024139461,0.00025705036,0.00029061318,0.00014679384,0.00033169903],"domain_scores_gemma":[0.9994851,0.00008506854,0.000031942087,0.00033320792,0.0000036299698,0.00006109286],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00051146717,0.00018088348,0.00024597597,0.000108252076,0.00021789984,0.000022788116,0.00021630165,0.00009173282,0.000007840332],"category_scores_gemma":[0.0000034691036,0.00013752385,0.000099396806,0.00011748754,0.00001420129,0.000032716616,0.00016338682,0.00016151203,0.0000026154535],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000060075297,0.00002659158,0.0000017763451,0.00001788134,0.00007040999,5.415293e-7,0.00015784001,0.99185395,0.001050962,0.005142518,0.000005654918,0.0016118042],"study_design_scores_gemma":[0.0008174065,0.000016035045,0.0000028020781,0.000018069708,0.000051057137,4.5123002e-7,0.000084568965,0.9727976,0.004766039,0.008979289,0.012311178,0.000155507],"about_ca_topic_score_codex":0.00007713349,"about_ca_topic_score_gemma":0.000046632504,"teacher_disagreement_score":0.9328704,"about_ca_system_score_codex":0.000095798314,"about_ca_system_score_gemma":0.0000053653594,"threshold_uncertainty_score":0.56080604},"labels":[],"label_agreement":null},{"id":"W4408136208","doi":"10.3997/2214-4609.202477060","title":"Unravelling Seismic Dim Zone for Reservoir Characterization with Advanced Geophysical Analysis to Unlock Petroleum Potentials","year":2024,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"ConocoPhillips (Canada)","funders":"","keywords":"Reservoir modeling; Geology; Petroleum; Characterization (materials science); Petroleum engineering; Geophysics; Seismology; Materials science; Paleontology; Nanotechnology","score_opus":0.005454745928373443,"score_gpt":0.21883487975786828,"score_spread":0.21338013382949483,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4408136208","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.35797262,0.00006880559,0.6405992,0.00041695387,0.00009907984,0.00014011534,0.000029202507,0.0004285004,0.00024554593],"genre_scores_gemma":[0.9910254,0.00005334128,0.0032851587,0.000074319076,0.00022970045,0.00008657428,0.00030707984,0.000066780696,0.004871635],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99862945,0.000019406189,0.00029476272,0.00041392853,0.00026123202,0.00038124376],"domain_scores_gemma":[0.9993216,0.000080550795,0.000022010021,0.00034451485,0.000068335365,0.00016299426],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001400377,0.0002395694,0.000411325,0.00055057247,0.00009444107,0.00017287026,0.00017444846,0.00007998334,0.00007557999],"category_scores_gemma":[0.000012335335,0.00018251906,0.00034099503,0.0014174168,0.000014570877,0.00020052717,0.00002842817,0.00014930853,0.000077725155],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000029461415,0.000016967757,0.000024336305,0.00013144244,0.0018485419,0.000009914409,0.00015610707,0.9764738,0.01842803,0.000022512739,0.00009297876,0.0027658988],"study_design_scores_gemma":[0.0001567247,0.00007129764,0.00063681096,0.000060437895,0.001012915,0.0000014730563,0.00005555796,0.9736008,0.012089919,0.000022329545,0.012002355,0.00028938547],"about_ca_topic_score_codex":0.000070029244,"about_ca_topic_score_gemma":0.00006981514,"teacher_disagreement_score":0.637314,"about_ca_system_score_codex":0.000075570526,"about_ca_system_score_gemma":0.000018833156,"threshold_uncertainty_score":0.74429107},"labels":[],"label_agreement":null},{"id":"W4408142943","doi":"10.2139/ssrn.5165175","title":"A Two-Layer Model–Based Coupled Simulation Study of Multi-Cluster Hydraulic Fracture Propagation and Proppant Transport in Shale","year":2025,"lang":"en","type":"preprint","venue":"SSRN Electronic Journal","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Hydraulic fracturing; Oil shale; Shale gas; Geology; Fracture (geology); Petroleum engineering; Cluster (spacecraft); Layer (electronics); Geotechnical engineering; Computer science; Materials science; Composite material; Computer network","score_opus":0.012366474236456168,"score_gpt":0.2646468618925044,"score_spread":0.25228038765604827,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4408142943","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.6438278,0.0010128728,0.354214,0.000095717376,0.000056639932,0.00070124515,0.000005153977,0.000052452684,0.00003411609],"genre_scores_gemma":[0.99897534,0.0003759277,0.0002422597,0.00003237261,0.000067658344,0.00005555499,0.00003478642,0.000044030265,0.00017206807],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.997322,0.00011542441,0.00079345977,0.0003854805,0.00041774422,0.0009658806],"domain_scores_gemma":[0.99918306,0.00005320358,0.00022854953,0.0003335566,0.00012815029,0.00007350202],"candidate_categories":["metaepi_narrow","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.001102493,0.00039189454,0.00065540895,0.0006141322,0.000079426405,0.000038143717,0.00026900397,0.0003111615,0.000005891357],"category_scores_gemma":[0.000029425097,0.00033388677,0.00017121974,0.00024858472,0.000023249342,0.00011926445,0.000046534013,0.0036514993,5.4131266e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000089476875,0.0003889086,0.0024621044,0.0002880003,0.0004144267,0.000005953249,0.0011973212,0.9943522,0.000100467216,0.0000032639173,0.0000010643678,0.00069680595],"study_design_scores_gemma":[0.0028586935,0.0001130495,0.001894212,0.00025221746,0.00031845807,0.0000049407936,0.00047755448,0.992805,0.00011621909,0.0008540745,0.000005873586,0.00029969934],"about_ca_topic_score_codex":0.00078648445,"about_ca_topic_score_gemma":0.00573657,"teacher_disagreement_score":0.35514754,"about_ca_system_score_codex":0.00073788274,"about_ca_system_score_gemma":0.001021463,"threshold_uncertainty_score":0.9999113},"labels":[],"label_agreement":null},{"id":"W4408186406","doi":"10.1115/1.4068114","title":"Propagation of Elongated Fluid-Driven Fractures: Rock Toughness Versus Fluid Viscosity","year":2025,"lang":"en","type":"article","venue":"Journal of Applied Mechanics","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Dalhousie University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Viscosity; Geology; Fluid dynamics; Fluid pressure; Toughness; Mechanics; Materials science; Fracture toughness; Composite material; Geotechnical engineering; Physics","score_opus":0.006448079575865842,"score_gpt":0.2305296729056319,"score_spread":0.22408159332976604,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4408186406","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.24297337,0.00046646106,0.7513661,0.00016072224,0.0011719813,0.00020966439,0.0000061201745,0.000094557094,0.0035510457],"genre_scores_gemma":[0.99842054,0.00021546977,0.0011527273,0.000031547115,0.00012027009,0.0000034833126,0.000005855209,0.00002027977,0.00002984275],"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99875426,0.000019947856,0.0005778227,0.00011481961,0.00034431304,0.00018881855],"domain_scores_gemma":[0.9992067,0.00007977443,0.00021224294,0.00023385402,0.00018727146,0.00008014342],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002711414,0.0001708003,0.00042742147,0.00029156878,0.00006537229,0.00002548332,0.000295558,0.00017573523,0.000037459617],"category_scores_gemma":[0.000054043652,0.00014227875,0.00017708867,0.00044068345,0.0000074300733,0.0000945963,0.00004130708,0.00037028815,0.000006094185],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00031070082,0.000054311848,0.0000015762615,0.00016588494,0.00047832404,0.000008032389,0.00020748438,0.88488823,0.10981283,0.0007023546,0.0009865767,0.0023836629],"study_design_scores_gemma":[0.0015402704,0.0000997019,0.00004166367,0.00014453192,0.00034769252,0.0000046419436,0.0002597903,0.41822922,0.5754524,0.0010459663,0.0026461591,0.00018795555],"about_ca_topic_score_codex":0.000005537705,"about_ca_topic_score_gemma":0.0000075440444,"teacher_disagreement_score":0.75544715,"about_ca_system_score_codex":0.0001366102,"about_ca_system_score_gemma":0.00007519578,"threshold_uncertainty_score":0.5801959},"labels":[],"label_agreement":null},{"id":"W4408252902","doi":"10.1016/j.powtec.2025.120877","title":"Corrigendum to “Investigating Proppant Transport in Slickwater Fracture using Direct Numerical Simulations (DNS) and Two-Fluid Models (TFM)” [Powder Technology 446 (2024) 120151].","year":2025,"lang":"en","type":"erratum","venue":"Powder Technology","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Fracture (geology); Direct numerical simulation; Materials science; Fracturing fluid; Mechanics; Petroleum engineering; Computer science; Geology; Physics; Composite material","score_opus":0.015731790703169327,"score_gpt":0.2520798691247934,"score_spread":0.23634807842162409,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4408252902","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.26465967,0.082765,0.41609764,0.062324073,0.07235322,0.012745017,0.0018175743,0.026612014,0.060625784],"genre_scores_gemma":[0.97371155,0.0003426238,0.003741939,0.00039646283,0.00031747489,0.00018770545,0.00023137323,0.00023827456,0.020832608],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.995879,0.000062760046,0.001062342,0.0012981741,0.0003904914,0.0013072358],"domain_scores_gemma":[0.9982033,0.000054996137,0.00015388364,0.0011971702,0.00015357236,0.00023710332],"candidate_categories":["metaepi_narrow","research_integrity"],"consensus_categories":["research_integrity"],"category_scores_codex":[0.00020257515,0.0009895354,0.0016608447,0.0042318148,0.00024902294,0.0000617702,0.0008068136,0.00293111,0.00013249149],"category_scores_gemma":[0.00018249248,0.0009283142,0.00019751841,0.0030450465,0.00030762382,0.0001779318,0.0002793246,0.0035529612,0.000020751162],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000008351155,0.0000682414,0.0014618849,0.00043609092,0.00045881633,0.00016041058,0.0003925873,0.95498216,0.0014312537,0.000046094916,0.038912535,0.0016415695],"study_design_scores_gemma":[0.00065567263,0.00007512474,0.00014351035,0.0010637323,0.00048255813,0.00007427446,0.0002348539,0.77789694,0.0030646035,0.0034150872,0.2113277,0.0015659329],"about_ca_topic_score_codex":0.0007945394,"about_ca_topic_score_gemma":0.0007640087,"teacher_disagreement_score":0.70905185,"about_ca_system_score_codex":0.00040162378,"about_ca_system_score_gemma":0.00027084604,"threshold_uncertainty_score":0.99931675},"labels":[],"label_agreement":null},{"id":"W4408266422","doi":"10.2118/223996-ms","title":"Natural Fracture Compressibility and Permeability Hysteresis: Liquid vs. Gas","year":2025,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Compressibility; Permeability (electromagnetism); Hysteresis; Natural gas; Materials science; Relative permeability; Petroleum engineering; Mechanics; Composite material; Geology; Condensed matter physics; Chemistry; Physics; Waste management; Engineering; Porosity","score_opus":0.004053432052604035,"score_gpt":0.21956656302167402,"score_spread":0.21551313096907,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4408266422","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.98066103,0.0020084982,0.003531818,0.0012955592,0.00020356421,0.000118184464,0.0000033245653,0.00044031744,0.011737673],"genre_scores_gemma":[0.9983208,0.000058200494,0.00019659994,0.00033490956,0.000039305156,0.000008182378,0.000006716805,0.000009390927,0.0010258605],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.999142,0.000043715547,0.0002167327,0.00026386042,0.00011531312,0.00021840745],"domain_scores_gemma":[0.999351,0.00009926951,0.00001334137,0.0004257428,0.00003674939,0.00007388014],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00015337371,0.00016822472,0.00026428132,0.00007840402,0.000088857865,0.000054248438,0.00015190449,0.00011484298,0.00015124485],"category_scores_gemma":[0.00005521812,0.00012367993,0.000096092095,0.00015220745,0.0000671825,0.00010176893,0.00006470169,0.00030890486,0.000009509946],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0010011588,0.0006087041,0.066538975,0.0074794707,0.0032215277,0.00006111076,0.0035671066,0.77908087,0.018182531,0.00032007208,0.09403662,0.025901856],"study_design_scores_gemma":[0.0013563597,0.0000963603,0.2698358,0.00028613055,0.00030003075,0.000008462822,0.00047144905,0.5905869,0.061681386,0.001169573,0.073175274,0.0010322783],"about_ca_topic_score_codex":0.00014935972,"about_ca_topic_score_gemma":0.00015038834,"teacher_disagreement_score":0.20329684,"about_ca_system_score_codex":0.00004932186,"about_ca_system_score_gemma":0.000012364265,"threshold_uncertainty_score":0.5043521},"labels":[],"label_agreement":null},{"id":"W4408266461","doi":"10.2118/224004-ms","title":"Enhancing Well Productivity by Adding Nanofluid to Fracturing Water: A Cardium Case Study","year":2025,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Cenovus Energy (Canada); University of Alberta","funders":"","keywords":"Nanofluid; Productivity; Petroleum engineering; Fracturing fluid; Environmental science; Natural resource economics; Materials science; Process engineering; Nanotechnology; Engineering; Nanoparticle; Economics; Macroeconomics","score_opus":0.003878968349575575,"score_gpt":0.2223305639790831,"score_spread":0.21845159562950753,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4408266461","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.96881396,0.00019397245,0.020892719,0.00022129751,0.00041205494,0.00038183972,0.0000026527537,0.00057513796,0.008506341],"genre_scores_gemma":[0.9941264,0.0000057411194,0.00022428349,0.0000676859,0.00012183898,0.000066880966,0.0000039125985,0.00003405732,0.005349223],"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9985068,0.000056065095,0.00031353522,0.0004404485,0.00019823204,0.00048493512],"domain_scores_gemma":[0.9992175,0.000053832733,0.0000113629485,0.00053684023,0.00004332723,0.00013715122],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004219431,0.0002590183,0.00036305457,0.000279292,0.00022989049,0.00012600727,0.00018078768,0.00007545712,0.00012270313],"category_scores_gemma":[0.000040950334,0.00019357027,0.000115013536,0.0003558856,0.000010412595,0.0001492326,0.00014156986,0.00025844786,0.000111912384],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000019601417,0.00032397785,0.0018015264,0.00037588357,0.001194501,0.0015140304,0.0070675425,0.586016,0.37853324,0.0000016797774,0.018758424,0.004393566],"study_design_scores_gemma":[0.0002259613,0.00003589342,0.00004556597,0.000042111016,0.00011485461,0.000058468453,0.0025771211,0.0025646375,0.9519544,0.0000027140643,0.04205255,0.00032569913],"about_ca_topic_score_codex":0.0020531456,"about_ca_topic_score_gemma":0.0007137605,"teacher_disagreement_score":0.5834514,"about_ca_system_score_codex":0.00014644576,"about_ca_system_score_gemma":0.000012908637,"threshold_uncertainty_score":0.7893567},"labels":[],"label_agreement":null},{"id":"W4408266511","doi":"10.2118/223981-ms","title":"Production Forecast Using Produced Water Production for Wells Producing Tight/Shale Reservoirs","year":2025,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Petroleum engineering; Oil shale; Production (economics); Tight gas; Tight oil; Shale gas; Produced water; Environmental science; Geology; Hydraulic fracturing","score_opus":0.017010432008801576,"score_gpt":0.24445274810738607,"score_spread":0.2274423160985845,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4408266511","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9731131,0.0001897482,0.015764724,0.0037627001,0.0028161267,0.001347647,0.0000026117177,0.00075507874,0.0022482362],"genre_scores_gemma":[0.96812725,0.000026401482,0.003948075,0.0000313749,0.001015928,0.0001592588,0.000041912997,0.000060147995,0.026589638],"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9979718,0.00003888531,0.00043387298,0.00073605357,0.00021023139,0.0006091769],"domain_scores_gemma":[0.9989135,0.000018717075,0.000036258643,0.0007410032,0.00022065845,0.00006983202],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00074002286,0.00028032067,0.00031743257,0.0004269645,0.0003356462,0.00008673053,0.00019688097,0.0001279203,0.000050621304],"category_scores_gemma":[0.00024580726,0.00020331498,0.0001547372,0.0005313111,0.000043813943,0.00038341773,0.000054663742,0.00021527427,0.000025794854],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000044687837,0.000052863157,0.00027878393,0.00078534556,0.0002106388,8.182842e-7,0.0005591306,0.75965875,0.22592564,0.000008622605,0.010768107,0.001706594],"study_design_scores_gemma":[0.00018245584,0.000028155231,0.00011996584,0.00013882965,0.00012873134,0.000007332387,0.00012040004,0.10881417,0.8777009,0.00028931137,0.012181386,0.0002883072],"about_ca_topic_score_codex":0.00010477318,"about_ca_topic_score_gemma":0.00006160987,"teacher_disagreement_score":0.6517753,"about_ca_system_score_codex":0.00022154386,"about_ca_system_score_gemma":0.000041162617,"threshold_uncertainty_score":0.8290944},"labels":[],"label_agreement":null},{"id":"W4408392825","doi":"10.1016/j.renene.2025.122906","title":"Enabling fractured-vuggy reservoirs for large-scale gas storage: Green hydrogen, natural gas, and carbon dioxide","year":2025,"lang":"en","type":"article","venue":"Renewable Energy","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"Natural Sciences and Engineering Research Council of Canada; Sichuan Province Science and Technology Support Program; Alberta Innovates; National Outstanding Youth Science Fund Project of National Natural Science Foundation of China; Department of Science and Technology of Sichuan Province; National Natural Science Foundation of China; Energi Simulation","keywords":"Carbon dioxide; Natural gas; Environmental science; Petroleum engineering; Scale (ratio); Hydrogen; Hydrogen storage; Hydrogen sulphide; Waste management; Chemistry; Geology; Engineering; Organic chemistry; Physics","score_opus":0.0043574023839448445,"score_gpt":0.20658048415049574,"score_spread":0.2022230817665509,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4408392825","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.87308615,0.053298574,0.057130925,0.0013543124,0.001229956,0.000320389,0.000055332162,0.0010886675,0.012435659],"genre_scores_gemma":[0.98373836,0.0010530897,0.00044444163,0.00017004072,0.00033875552,0.00006672044,0.000079688274,0.000067565954,0.014041334],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99824846,0.00005042149,0.000344857,0.000452487,0.00022799685,0.000675786],"domain_scores_gemma":[0.9990478,0.00014853543,0.000052982326,0.0005150228,0.00007188854,0.00016376877],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00025612063,0.00032865183,0.00046914897,0.00034500734,0.00021152117,0.000060098388,0.00029315517,0.00024908254,0.000019299605],"category_scores_gemma":[0.000069370806,0.00030278906,0.00018827926,0.00048133626,0.000031998316,0.00012837222,0.00011317987,0.00021167225,7.5751404e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000030613304,0.000021983877,0.00012640192,0.00020203253,0.0002771301,0.000014286134,0.00016490357,0.98358107,0.011832442,0.000019662592,0.0023538757,0.0013756208],"study_design_scores_gemma":[0.00062641955,0.00002085206,0.00003891363,0.00010325315,0.00012581555,0.0000046791733,0.00015204134,0.60227877,0.14042762,0.0008052029,0.25507307,0.00034336257],"about_ca_topic_score_codex":0.010432696,"about_ca_topic_score_gemma":0.01128842,"teacher_disagreement_score":0.38130227,"about_ca_system_score_codex":0.00013941035,"about_ca_system_score_gemma":0.00004748523,"threshold_uncertainty_score":0.9999424},"labels":[],"label_agreement":null},{"id":"W4408430898","doi":"10.5194/egusphere-egu25-14065","title":"Development of a Robust Geological Model to Explain Creosote Flow and Transport in a Sole-Source Carbonate Aquifer&amp;#160;","year":2025,"lang":"en","type":"preprint","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Guelph","funders":"","keywords":"Aquifer; Carbonate; Flow (mathematics); Geology; Environmental science; Petroleum engineering; Groundwater; Hydrology (agriculture); Geotechnical engineering; Chemistry; Mechanics; Physics","score_opus":0.02775236913769979,"score_gpt":0.235051641280018,"score_spread":0.2072992721423182,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4408430898","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.4096884,0.00020395765,0.58350605,0.00015250042,0.00005350326,0.00022763928,0.0000168907,0.00016550798,0.0059855543],"genre_scores_gemma":[0.82716155,0.00012327888,0.1691745,0.0000733115,0.00001772588,0.00010311615,0.00006308826,0.000026444442,0.0032569615],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9980137,0.000029133847,0.00073157623,0.0005467527,0.00027778477,0.00040108556],"domain_scores_gemma":[0.9992494,0.000057517856,0.0000410696,0.0004332885,0.000040303283,0.00017841606],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00037161235,0.00041457842,0.0008136927,0.0004922842,0.000037700338,0.000017855102,0.00034232598,0.00046712474,0.000049038983],"category_scores_gemma":[0.00003247337,0.00036158983,0.00015326004,0.00023174514,0.000032708373,0.000025263236,0.00031740565,0.00067203795,0.00000327946],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000022451592,0.000036890215,0.0004138625,0.00056522846,0.00017719873,0.000008703795,0.0030880484,0.99423003,0.00009565569,0.000003417038,0.00008638559,0.0012721329],"study_design_scores_gemma":[0.00024524808,0.000005021847,0.00083439733,0.00037452913,0.000056729397,0.0000010045461,0.00008399384,0.99486583,0.00062002504,0.000075771604,0.0024208163,0.00041664272],"about_ca_topic_score_codex":0.00039430262,"about_ca_topic_score_gemma":0.003660655,"teacher_disagreement_score":0.41747314,"about_ca_system_score_codex":0.00012384076,"about_ca_system_score_gemma":0.00013645008,"threshold_uncertainty_score":0.9998836},"labels":[],"label_agreement":null},{"id":"W4408430937","doi":"10.5194/egusphere-egu25-14004","title":"Learning Basin Similarity Through Combined Deep Learning and Random Forest Approaches for Improved Parameter Transfer in Ungauged Basins","year":2025,"lang":"en","type":"preprint","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Waterloo","funders":"","keywords":"Random forest; Structural basin; Similarity (geometry); Transfer of learning; Artificial intelligence; Environmental science; Computer science; Geology; Paleontology","score_opus":0.019201106992617005,"score_gpt":0.23502503282869092,"score_spread":0.2158239258360739,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4408430937","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.25945142,0.0009896759,0.73196405,0.0005797834,0.00027837543,0.0014972175,0.000038562473,0.0006564359,0.004544448],"genre_scores_gemma":[0.9894864,0.00085169123,0.0073624677,0.000058146787,0.00006974178,0.00035999878,0.00030611092,0.00007811015,0.0014273288],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9975783,0.00025031343,0.00067348016,0.0007422457,0.00016101863,0.000594619],"domain_scores_gemma":[0.9984192,0.0010329685,0.000050816834,0.00034053036,0.00005159061,0.000104841936],"candidate_categories":["metaepi_narrow","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.00073216186,0.0006071662,0.0012167024,0.00030648938,0.00019106478,0.00019283342,0.0002745908,0.00076722796,0.000037282887],"category_scores_gemma":[0.00040733474,0.00054828334,0.00046436905,0.00023997527,0.00007960186,0.00012225255,0.00018273432,0.002313245,0.000001092175],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00023576486,0.00006135193,0.0032301485,0.0015003523,0.00057050266,0.0000030723886,0.0016046985,0.9862481,0.00003719229,0.000031173266,0.000030021703,0.006447673],"study_design_scores_gemma":[0.003873769,0.000070311435,0.0011356964,0.00022303486,0.00030702678,9.834354e-7,0.00046219578,0.98779577,0.00081586675,0.0009441294,0.0037479473,0.0006232479],"about_ca_topic_score_codex":0.0005131417,"about_ca_topic_score_gemma":0.002971731,"teacher_disagreement_score":0.73003495,"about_ca_system_score_codex":0.00012131206,"about_ca_system_score_gemma":0.00004738592,"threshold_uncertainty_score":0.99998844},"labels":[],"label_agreement":null},{"id":"W4408553080","doi":"10.1016/j.rser.2025.115636","title":"Exploring the role of fracture networks in enhanced geothermal systems: Insights from integrated thermal-hydraulic-mechanical-chemical and wellbore dynamics simulations","year":2025,"lang":"en","type":"article","venue":"Renewable and Sustainable Energy Reviews","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":10,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"Natural Sciences and Engineering Research Council of Canada; Alberta Innovates; Energi Simulation","keywords":"Wellbore; Geothermal gradient; Hydraulic fracturing; Thermal; Geology; Petroleum engineering; Fracture (geology); Thermal hydraulics; Geotechnical engineering; Mechanics; Geophysics; Thermodynamics; Heat transfer; Physics","score_opus":0.006938662097115233,"score_gpt":0.19982468590413113,"score_spread":0.1928860238070159,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4408553080","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.6565154,0.22996414,0.106994405,0.00017370831,0.00016774419,0.00057483115,0.0000096121275,0.00014087734,0.005459281],"genre_scores_gemma":[0.97611475,0.022755725,0.00004019113,0.00006298901,0.00006336674,0.00009416352,0.00004882764,0.000023373965,0.00079659675],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9986261,0.00014103983,0.0005303731,0.0002667548,0.00009258466,0.00034313946],"domain_scores_gemma":[0.99921066,0.00021186974,0.00008008641,0.00036888602,0.00005942651,0.00006907753],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00018693031,0.0002504306,0.000610202,0.00015459435,0.000117333235,0.00006663469,0.00018132199,0.00016352847,0.000009880513],"category_scores_gemma":[0.000059446633,0.00016498867,0.000084548315,0.00060472585,0.000048973732,0.00019095988,0.000091972375,0.0002542445,2.3076119e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00001074344,0.00001697607,0.000047139358,0.00021433693,0.00008777394,0.000004371615,0.00015020708,0.98596543,0.0014585811,0.0005142908,0.000042276795,0.01148786],"study_design_scores_gemma":[0.00021006746,0.000007967829,0.000049836723,0.0003869414,0.00006850701,5.7164635e-7,0.0015972379,0.88766867,0.0056100194,0.00068562105,0.10354055,0.00017400437],"about_ca_topic_score_codex":0.01138281,"about_ca_topic_score_gemma":0.0010681432,"teacher_disagreement_score":0.31959936,"about_ca_system_score_codex":0.00011740865,"about_ca_system_score_gemma":0.00003053258,"threshold_uncertainty_score":0.99520046},"labels":[],"label_agreement":null},{"id":"W4408586636","doi":"10.2118/223871-ms","title":"Coupled Flow-Geomechanics Surrogate Model with Flexible Boundary Conditions for Geological CO2 Storage Using Fourier Neural Operator Based Gated Recurrent Network","year":2025,"lang":"en","type":"article","venue":"SPE Reservoir Simulation Conference","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Geomechanics; Operator (biology); Computer science; Fourier transform; Flow (mathematics); Boundary (topology); Geology; Geotechnical engineering; Mechanics; Mathematics; Physics; Mathematical analysis; Chemistry","score_opus":0.03895122398248436,"score_gpt":0.2970833538757554,"score_spread":0.25813212989327106,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4408586636","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.21343736,0.00022245655,0.7846545,0.0003227053,0.00023877641,0.00053209526,0.000095442585,0.0003472219,0.0001494639],"genre_scores_gemma":[0.9890248,0.000028558119,0.009971559,0.00013403158,0.00009726046,0.000057120043,0.00034360436,0.00004139127,0.00030165608],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9981363,0.00008937051,0.00045951846,0.00043416268,0.00031834425,0.0005622972],"domain_scores_gemma":[0.99840873,0.00032711506,0.00008490116,0.0004887606,0.00052293274,0.00016757523],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00033676744,0.00034218244,0.0004897278,0.00020283194,0.0004971504,0.00021800923,0.00029152445,0.00022120506,0.00023297829],"category_scores_gemma":[0.00012985153,0.0002962127,0.00014496139,0.0006831117,0.00007883435,0.00029401074,0.00006156069,0.00036230625,0.0000063080674],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00017713825,0.000040082134,0.000121371384,0.00013282416,0.00013215494,0.000005486143,0.000030235185,0.99850583,0.00015942525,0.00025439216,0.00027842395,0.000162606],"study_design_scores_gemma":[0.0012311267,0.00007444015,0.000061285544,0.00019386364,0.00014001562,7.5366563e-7,0.000019077388,0.9946487,0.0001865411,0.0013840963,0.0017123839,0.00034774252],"about_ca_topic_score_codex":0.000036375935,"about_ca_topic_score_gemma":0.00014582524,"teacher_disagreement_score":0.77558744,"about_ca_system_score_codex":0.0001841015,"about_ca_system_score_gemma":0.000357965,"threshold_uncertainty_score":0.999949},"labels":[],"label_agreement":null},{"id":"W4408606243","doi":"10.1021/acs.energyfuels.4c05712","title":"Application of the RTAPK Core Analysis Method to Address Problems Facing Field-Based Characterization and Evaluation of Unconventional Reservoirs","year":2025,"lang":"en","type":"article","venue":"Energy & Fuels","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"Natural Sciences and Engineering Research Council of Canada; Mitacs","keywords":"Characterization (materials science); Core (optical fiber); Field (mathematics); Petroleum engineering; Computer science; Reservoir modeling; Geology; Environmental science; Materials science; Mathematics; Nanotechnology","score_opus":0.015856458859683734,"score_gpt":0.2809022175893585,"score_spread":0.2650457587296748,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4408606243","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.43547064,0.00007830752,0.56381124,0.00018659829,0.000035174122,0.000096471886,0.00000991487,0.000016649296,0.0002949987],"genre_scores_gemma":[0.99883735,0.000009294095,0.000749162,0.00004780887,0.00001511047,0.00007619316,0.00009031819,0.0000063849025,0.00016838999],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99906605,0.00010498832,0.00028857938,0.00015317735,0.00030175052,0.00008547157],"domain_scores_gemma":[0.9993129,0.00010072122,0.00009112264,0.00027882936,0.00018983772,0.00002661484],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005617033,0.00008538414,0.00020155216,0.00029458027,0.00004910826,0.0000106829975,0.00013286731,0.00007074748,0.000033184366],"category_scores_gemma":[0.000057647947,0.00006818304,0.000116956435,0.0010869734,0.000014382735,0.00004395329,0.000030820094,0.000056014553,2.4428962e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000051510833,0.000012648524,0.0032206906,0.00008907493,0.0003054031,2.1893747e-8,0.0000744616,0.84246415,0.1403668,0.00016406836,0.000013141426,0.013284425],"study_design_scores_gemma":[0.0001648681,0.000008502128,0.026089532,0.000059540766,0.00055471907,5.5116153e-8,0.000018038225,0.64685243,0.32520524,0.00024020941,0.0007465469,0.000060308164],"about_ca_topic_score_codex":0.00035943676,"about_ca_topic_score_gemma":0.0002897723,"teacher_disagreement_score":0.5633667,"about_ca_system_score_codex":0.000036992653,"about_ca_system_score_gemma":0.000031795862,"threshold_uncertainty_score":0.27804238},"labels":[],"label_agreement":null},{"id":"W4408830509","doi":"10.21203/rs.3.rs-6297801/v1","title":"Case studies applying a wellbore-proppant simulator in the Midland Basin, Montney, and Bakken Shale Plays","year":2025,"lang":"en","type":"preprint","venue":"Research Square","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Apache (Canada)","funders":"","keywords":"Wellbore; Geology; Petroleum engineering; Oil shale; Structural basin; Shale gas; Petrology; Geochemistry; Geomorphology; Paleontology","score_opus":0.06288605383619518,"score_gpt":0.3703048991424773,"score_spread":0.3074188453062821,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4408830509","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9714732,0.022858525,0.0002595146,0.00068914314,0.00015778009,0.0016924012,0.0001810107,0.00016195931,0.0025264742],"genre_scores_gemma":[0.99411416,0.004436837,0.00008197925,0.000024580087,0.00020331089,0.0006526182,0.00003377464,0.000036463058,0.0004163043],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99695545,0.0005142544,0.00042068338,0.00059818674,0.00078640383,0.0007249959],"domain_scores_gemma":[0.9973583,0.0013567363,0.000035456917,0.00091003,0.00020005542,0.00013938865],"candidate_categories":["metaepi_narrow","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.002376824,0.00036777544,0.0006431395,0.00074514304,0.00034972123,0.0002470708,0.00053648994,0.00033666994,0.000022092065],"category_scores_gemma":[0.0005217565,0.00024985566,0.00016683545,0.0006175058,0.00017787928,0.00006372137,0.0009751839,0.0023660949,0.000011682791],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000040755967,0.00008842828,0.006632489,0.009422648,0.00081194064,0.008216108,0.010372811,0.9563734,0.000019175104,0.000021472244,0.0041334,0.0038673533],"study_design_scores_gemma":[0.001148554,0.0001002471,0.0035719578,0.0039121886,0.0002123712,0.00035217943,0.018961255,0.9577628,0.0003679874,0.0012667181,0.011358432,0.0009853335],"about_ca_topic_score_codex":0.0016512156,"about_ca_topic_score_gemma":0.0012426042,"teacher_disagreement_score":0.022640942,"about_ca_system_score_codex":0.00024242005,"about_ca_system_score_gemma":0.00010172901,"threshold_uncertainty_score":0.99999535},"labels":[],"label_agreement":null},{"id":"W4409014427","doi":"10.1021/acs.energyfuels.4c06337","title":"Deep Learning-Based Prediction of Hydrogen Dynamics and Mixing Phenomenon in Fractured Aquifers for Underground Hydrogen Storage","year":2025,"lang":"en","type":"article","venue":"Energy & Fuels","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Aquifer; Mixing (physics); Hydrogen; Groundwater; Environmental science; Dynamics (music); Hydrogen storage; Geology; Petroleum engineering; Chemical physics; Mineralogy; Earth science; Chemistry; Physics; Geotechnical engineering","score_opus":0.004618900807855664,"score_gpt":0.200063327581829,"score_spread":0.19544442677397333,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4409014427","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.6990532,0.002304052,0.2969849,0.00008075185,0.000099982855,0.000088569424,0.000009380529,0.00011911504,0.0012600343],"genre_scores_gemma":[0.9989419,0.00013828557,0.00025522095,0.00003715811,0.00004123381,0.000037229445,0.00011254169,0.000031736112,0.0004047122],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9990701,0.000044349348,0.00029405786,0.00022282332,0.0001223468,0.00024632885],"domain_scores_gemma":[0.9995406,0.00014059749,0.00005536783,0.0001813538,0.000025126408,0.00005694338],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00017008476,0.00017362289,0.00028871445,0.00034176523,0.00007550483,0.00002161405,0.000111820926,0.00015519904,0.00001235811],"category_scores_gemma":[0.000037763755,0.00017897302,0.00009565953,0.00031418886,0.000036327132,0.00008455245,0.000022701495,0.00016088024,3.4509827e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000022362105,0.000025956606,0.00080387044,0.00012158187,0.0002049276,0.0000023973741,0.00016469229,0.98946327,0.004618752,0.00008795411,0.000012622903,0.0044715847],"study_design_scores_gemma":[0.0006821303,0.000042969506,0.00066354807,0.00005781195,0.00008169187,4.1943483e-7,0.00012483895,0.96755415,0.027857922,0.000500844,0.0022948121,0.00013883278],"about_ca_topic_score_codex":0.0002183508,"about_ca_topic_score_gemma":0.0006779704,"teacher_disagreement_score":0.29988867,"about_ca_system_score_codex":0.00020716336,"about_ca_system_score_gemma":0.000026239048,"threshold_uncertainty_score":0.72983074},"labels":[],"label_agreement":null},{"id":"W4409284874","doi":"10.2118/226177-pa","title":"Wellbore Pressure Inversion Model Based on Wavelet Analysis During Gas Kick","year":2025,"lang":"en","type":"article","venue":"SPE Journal","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Wellbore; Wavelet; Inversion (geology); Geology; Petroleum engineering; Computer science; Seismology; Artificial intelligence","score_opus":0.003970440989486614,"score_gpt":0.20435477487739967,"score_spread":0.20038433388791305,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4409284874","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.5790081,0.0009797646,0.3680711,0.0036344398,0.00061209954,0.00014151684,0.000024169984,0.00038691034,0.04714186],"genre_scores_gemma":[0.9953005,0.00018760722,0.0009319574,0.00012091865,0.00012639849,0.0000013345865,0.000007392392,0.000017658118,0.0033062452],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99892616,0.00003780225,0.0002636908,0.00016608399,0.00031675468,0.0002894778],"domain_scores_gemma":[0.99942493,0.000028043794,0.000048149665,0.0003074493,0.00005043421,0.00014100783],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00019295722,0.00017547121,0.00028894152,0.0008275294,0.00021069529,0.00009355534,0.0002348779,0.000116203635,0.0002848971],"category_scores_gemma":[0.000029380877,0.00014432792,0.00038114554,0.0007852622,0.00001778127,0.000092711336,0.000027332808,0.0005792043,0.000025250234],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000022082617,0.000023356579,0.00075158494,0.00006507326,0.0009792633,0.000030219766,0.00005250533,0.99202085,0.00034390826,0.0000042089728,0.00493053,0.0007764022],"study_design_scores_gemma":[0.00038347542,0.000009610764,0.00142738,0.00007705931,0.00090096274,0.0000025190584,0.000023140175,0.9910104,0.003218007,0.00011854517,0.002686766,0.00014212212],"about_ca_topic_score_codex":0.000014194552,"about_ca_topic_score_gemma":0.000020639818,"teacher_disagreement_score":0.41629237,"about_ca_system_score_codex":0.00010695547,"about_ca_system_score_gemma":0.000038071183,"threshold_uncertainty_score":0.5885521},"labels":[],"label_agreement":null},{"id":"W4409313599","doi":"10.3390/geosciences15040142","title":"Experimental and Numerical Methods for Hydraulic Fracturing at Laboratory Scale: A Review","year":2025,"lang":"en","type":"review","venue":"Geosciences","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Regina","funders":"","keywords":"Hydraulic fracturing; Petroleum engineering; Scale (ratio); Geology; Environmental science; Geotechnical engineering; Physics","score_opus":0.019831667275921196,"score_gpt":0.36374441456230916,"score_spread":0.343912747286388,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4409313599","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0000023070625,0.98097265,0.017098285,0.000050399598,0.00043242317,0.000557295,0.000036550427,0.000162409,0.00068769435],"genre_scores_gemma":[0.000011626803,0.9900852,0.00858171,0.00018215281,0.00010909002,0.0004096523,0.000025630045,0.000029902625,0.0005650654],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.99811107,0.00017268845,0.00052213215,0.000564958,0.00020205499,0.00042711187],"domain_scores_gemma":[0.9987892,0.0005252121,0.00011577953,0.00037177568,0.000026795697,0.0001712173],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0007706177,0.00043025697,0.0016158759,0.00022321787,0.00025892264,0.00007804862,0.0004669624,0.0002037008,0.00006911413],"category_scores_gemma":[0.00017138393,0.0003106034,0.00042120295,0.000777958,0.00013023407,0.00011470595,0.00018538465,0.00025691788,0.000013870937],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[5.250172e-7,0.000013792924,7.4793587e-7,0.06659889,0.00009576365,0.0000023075572,0.000056734767,0.00012994053,0.0000055945857,0.0000010562807,0.004021528,0.9290731],"study_design_scores_gemma":[0.000041575942,0.000015936193,8.138793e-7,0.017499369,0.0004682893,0.000009200436,0.0000137956395,0.0013727137,0.00014680249,0.0000035317648,0.9800861,0.00034185723],"about_ca_topic_score_codex":0.000018006274,"about_ca_topic_score_gemma":0.0000014236945,"teacher_disagreement_score":0.97606456,"about_ca_system_score_codex":0.00013997214,"about_ca_system_score_gemma":0.00011169583,"threshold_uncertainty_score":0.9999346},"labels":[],"label_agreement":null},{"id":"W4409317446","doi":"10.1088/1755-1315/1480/1/012013","title":"Investigations on Particle Migration During Suspension Injection Through Porous Medium Using X-Ray CT","year":2025,"lang":"en","type":"article","venue":"IOP Conference Series Earth and Environmental Science","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Suspension (topology); Particle (ecology); Porous medium; Materials science; Porosity; X-ray; Chemical engineering; Composite material; Physics; Optics; Geology; Mathematics; Engineering","score_opus":0.011879111345607407,"score_gpt":0.21040556901892885,"score_spread":0.19852645767332144,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4409317446","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99823344,0.00006881176,0.0005987421,0.0002335328,0.00014074157,0.0000751659,0.0000032810308,0.000067660774,0.0005786245],"genre_scores_gemma":[0.9990942,0.000216085,0.00035945975,0.00004584305,0.000018942874,0.00000440372,0.000005825796,0.0000049567193,0.00025029093],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9991846,0.000016852633,0.00013969936,0.00022754665,0.00020479555,0.0002265075],"domain_scores_gemma":[0.9997216,0.000012355182,0.000022603695,0.00015311255,0.0000065886798,0.00008376135],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0000918942,0.00011406048,0.00009931987,0.00006824114,0.00046336104,0.00010147744,0.000089547175,0.000026513728,0.000044927416],"category_scores_gemma":[0.000021922275,0.00010269117,0.00001933008,0.00027836804,0.00044025146,0.00059758156,0.00004693978,0.00010543378,0.000009338628],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000008241315,0.000016583952,0.004715767,0.000019166344,0.000009768116,0.000004846165,0.00057237217,0.29160982,0.70207894,0.000095703464,0.00000570806,0.0008631084],"study_design_scores_gemma":[0.00014356275,0.000045701927,0.1068201,0.000054908745,0.00001632443,0.000014336374,0.0010997767,0.06923489,0.82203674,0.000116034,0.00026822006,0.00014938995],"about_ca_topic_score_codex":0.00028029658,"about_ca_topic_score_gemma":0.00029740596,"teacher_disagreement_score":0.22237493,"about_ca_system_score_codex":0.00006136784,"about_ca_system_score_gemma":0.00002839635,"threshold_uncertainty_score":0.41876245},"labels":[],"label_agreement":null},{"id":"W4409351847","doi":"10.1016/j.advwatres.2025.104983","title":"Investigating vertical and lateral gas migration during thermal conduction heating in heterogeneous porous media","year":2025,"lang":"en","type":"article","venue":"Advances in Water Resources","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Queen's University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Porous medium; Thermal conduction; Materials science; Thermal; Porosity; Geotechnical engineering; Geology; Petroleum engineering; Environmental science; Mechanics; Petrology; Composite material; Thermodynamics; Physics","score_opus":0.005249152264699211,"score_gpt":0.21696546447610968,"score_spread":0.21171631221141046,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4409351847","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99701816,0.002308598,0.000038187463,0.00014530774,0.00009755597,0.00005723365,3.8900384e-7,0.00007988748,0.0002547064],"genre_scores_gemma":[0.99950445,0.00021592037,0.00015245873,0.000024002202,0.000052530366,0.000014398544,0.0000062201625,0.000012051013,0.000017960498],"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9991542,0.000048523958,0.0002699707,0.00018086092,0.00009377694,0.00025267314],"domain_scores_gemma":[0.99980307,0.000048291553,0.000010312933,0.00009453413,0.0000076129104,0.0000361542],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00011318849,0.00012298085,0.00017027976,0.00019424259,0.0000617707,0.000043866523,0.000068866306,0.0000647173,0.0000066465464],"category_scores_gemma":[0.000035673394,0.00009451202,0.000022323513,0.00013733759,0.00005730034,0.00024043923,0.000037525722,0.00018672697,0.000001710763],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00000846224,0.000007791673,0.07297488,0.00013174555,0.000014169437,0.000020222036,0.006030095,0.89165515,0.026123784,0.0000013854783,4.268872e-7,0.0030319171],"study_design_scores_gemma":[0.001288323,0.000033459335,0.05306602,0.0007926414,0.000034227407,0.000034089142,0.00091357017,0.3452603,0.59573305,0.0011461918,0.0011676049,0.00053050625],"about_ca_topic_score_codex":0.00022974679,"about_ca_topic_score_gemma":0.0012142551,"teacher_disagreement_score":0.5696093,"about_ca_system_score_codex":0.000051173974,"about_ca_system_score_gemma":0.0000019178226,"threshold_uncertainty_score":0.38540882},"labels":[],"label_agreement":null},{"id":"W4409668065","doi":"10.3390/atmos16050488","title":"External Vibration-Assisted Carbon Dioxide Sequestration in Heavy Oil Reservoirs: The Influences of Frequency and Cavity Distribution","year":2025,"lang":"en","type":"article","venue":"Atmosphere","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Regina","funders":"Mitacs; University of Regina","keywords":"Carbon dioxide; Carbon sequestration; Vibration; Environmental science; Distribution (mathematics); Petroleum engineering; Materials science; Acoustics; Geology; Physics; Chemistry","score_opus":0.006577126608206328,"score_gpt":0.22647488889624198,"score_spread":0.21989776228803565,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4409668065","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99502283,0.0015666422,0.0011949065,0.00037454336,0.00006679784,0.000046799043,0.0000065281647,0.000047765316,0.0016731909],"genre_scores_gemma":[0.9993716,0.00023812088,0.00021511679,0.000014847495,0.000023274366,0.000016168264,0.000014571332,0.0000053930216,0.00010091348],"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","domain_scores_codex":[0.9992863,0.00006602648,0.00026739697,0.00012548766,0.00012690038,0.00012792285],"domain_scores_gemma":[0.9996223,0.000073479474,0.000040664218,0.00019949899,0.000038519487,0.000025554256],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00018181137,0.00009982619,0.00014917224,0.0000069997036,0.000056153352,0.000030434974,0.00011561104,0.00008527016,0.0000081108765],"category_scores_gemma":[0.000065151486,0.00007430854,0.000036777565,0.00034604417,0.00006138336,0.0001283553,0.000021042824,0.0001628531,4.910417e-7],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000034895067,0.0000619181,0.28469867,0.00049402163,0.00016462778,0.00001610623,0.00064400816,0.67022556,0.022945503,0.00057349115,0.00010503165,0.02003621],"study_design_scores_gemma":[0.0003111937,0.000020743591,0.8763778,0.0003716695,0.000054958735,0.0000025098411,0.00026503313,0.10373488,0.017244177,0.0012823871,0.00017954723,0.0001550686],"about_ca_topic_score_codex":0.0056358073,"about_ca_topic_score_gemma":0.004002495,"teacher_disagreement_score":0.59167916,"about_ca_system_score_codex":0.00007460658,"about_ca_system_score_gemma":0.000037140337,"threshold_uncertainty_score":0.8519692},"labels":[],"label_agreement":null},{"id":"W4409920042","doi":"10.1007/s40789-025-00754-9","title":"Evaluating fracture volume loss during production process by comparative analysis of initial and second flowback data","year":2025,"lang":"en","type":"article","venue":"International Journal of Coal Science & Technology","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"Natural Sciences and Engineering Research Council of Canada; Alberta Innovates","keywords":"Volume (thermodynamics); Fracture (geology); Production (economics); Process (computing); Petroleum engineering; Environmental science; Geology; Mineralogy; Computer science; Geotechnical engineering; Thermodynamics; Economics; Physics","score_opus":0.01886080141038039,"score_gpt":0.38024364162044316,"score_spread":0.3613828402100628,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4409920042","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.98142725,0.00043033567,0.016237082,0.0012345809,0.00031416505,0.00004269146,0.000021851007,0.000026418154,0.0002656281],"genre_scores_gemma":[0.999528,0.00004549668,0.00027319894,0.000016887354,0.00005353196,0.0000013717822,0.00000822613,0.0000028135623,0.00007046053],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9986899,0.000017529455,0.0004282686,0.00020817058,0.00051429647,0.0001418274],"domain_scores_gemma":[0.9988693,0.000031362866,0.00022338553,0.0002159557,0.00062298373,0.000036993923],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005870368,0.000094571675,0.00029749,0.0018347045,0.00008364249,0.000049226306,0.0010823499,0.00007823744,0.0000544091],"category_scores_gemma":[0.00029062145,0.00008005957,0.000047188783,0.0016609951,0.00044623582,0.00051382236,0.00016747035,0.00030900215,6.533448e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00003077847,0.00003699084,0.007534792,0.000023701143,0.0010544197,0.000008030466,0.00032212262,0.97179145,0.017806826,0.000004967574,0.00019987684,0.0011860284],"study_design_scores_gemma":[0.0006737426,0.00009851484,0.025988672,0.00020524797,0.0007371924,0.00011823467,0.001139028,0.64211124,0.32591447,0.0006526052,0.0021238427,0.0002372315],"about_ca_topic_score_codex":0.00000980331,"about_ca_topic_score_gemma":0.00003876988,"teacher_disagreement_score":0.32968023,"about_ca_system_score_codex":0.000095878226,"about_ca_system_score_gemma":0.00010659198,"threshold_uncertainty_score":0.32647344},"labels":[],"label_agreement":null},{"id":"W4410018997","doi":"10.1016/j.est.2025.116573","title":"Technical risk evaluation of underground hydrogen storage in Lotsberg Salt Formation: Insights from microscopic evaluations","year":2025,"lang":"en","type":"article","venue":"Journal of Energy Storage","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":8,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"Natural Resources Canada; Natural Sciences and Engineering Research Council of Canada; Mitacs","keywords":"Hydrogen storage; Risk analysis (engineering); Computer science; Environmental science; Chemistry; Hydrogen; Business","score_opus":0.012122771034956327,"score_gpt":0.2704615304474954,"score_spread":0.25833875941253903,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4410018997","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.87689483,0.00618485,0.114662305,0.000084178326,0.0003267735,0.000060908857,0.000007270109,0.000023074404,0.0017558108],"genre_scores_gemma":[0.9987097,0.00044917144,0.0006123127,0.000021850097,0.00010026288,0.000007401124,0.000017112161,0.000014460994,0.000067745],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99804544,0.00028258798,0.0008104972,0.00011200482,0.000611878,0.00013758951],"domain_scores_gemma":[0.9988877,0.00018147551,0.00031102696,0.0002706297,0.00028764457,0.00006152233],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007724986,0.00014544126,0.000368537,0.0006561753,0.000062362684,0.000027406088,0.00024008013,0.00013388593,0.000051322706],"category_scores_gemma":[0.00020563124,0.00012822154,0.00016906562,0.00059549976,0.000035271383,0.00032927457,0.000030331099,0.0003191281,0.0000018617638],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000012976272,0.000069205744,0.00022635439,0.000021477053,0.00016859348,0.000008328438,0.000154475,0.9866674,0.010116939,0.00006601369,0.00049496774,0.0019932783],"study_design_scores_gemma":[0.0029560293,0.00010601267,0.022929806,0.0005824159,0.0011272636,0.000016010545,0.00032758518,0.9140708,0.042281117,0.010729993,0.004541149,0.0003318452],"about_ca_topic_score_codex":0.00030645163,"about_ca_topic_score_gemma":0.0018128996,"teacher_disagreement_score":0.121814854,"about_ca_system_score_codex":0.0005873674,"about_ca_system_score_gemma":0.00018055819,"threshold_uncertainty_score":0.52287227},"labels":[],"label_agreement":null},{"id":"W4410156079","doi":"10.1021/acs.energyfuels.5c01399","title":"Microbial Signatures in Oil Reservoirs: Biomarker Stability and Their Role in Subsurface Fluid Monitoring","year":2025,"lang":"en","type":"article","venue":"Energy & Fuels","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Biomarker; Environmental science; Environmental chemistry; Petroleum engineering; Chemistry; Geology","score_opus":0.0071892371504636374,"score_gpt":0.21146401122071906,"score_spread":0.20427477407025543,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4410156079","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9845138,0.010691482,0.0001844934,0.0001701765,0.00021726426,0.000024264176,0.000005627007,0.00010063306,0.0040922523],"genre_scores_gemma":[0.9983958,0.0009181314,0.00009959476,0.000017518405,0.000047998055,0.000016613041,0.0000048894785,0.000020022535,0.00047942015],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99887747,0.000105025094,0.00029238782,0.00029523598,0.00008929977,0.000340598],"domain_scores_gemma":[0.9994375,0.00014478201,0.000017089465,0.00032167355,0.000021101885,0.000057819114],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00033344663,0.00020549513,0.00029393338,0.00029543953,0.00004631218,0.000049880164,0.00019961638,0.00018526334,0.00003599547],"category_scores_gemma":[0.000046797337,0.00017922172,0.000069104266,0.0005651608,0.000042811247,0.00011680485,0.00008952183,0.00025430557,0.0000011658095],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000048221427,0.00006457735,0.013549729,0.00017276427,0.00011661707,0.000018240267,0.0008768797,0.25382736,0.7181934,0.000020278485,0.00020340492,0.012908523],"study_design_scores_gemma":[0.000602158,0.00000897657,0.024673551,0.00025360996,0.000011926086,6.265585e-7,0.00053869566,0.018046241,0.9445956,0.00039434276,0.0105590075,0.00031529224],"about_ca_topic_score_codex":0.0017411391,"about_ca_topic_score_gemma":0.0026019486,"teacher_disagreement_score":0.23578112,"about_ca_system_score_codex":0.00012108879,"about_ca_system_score_gemma":0.00002357137,"threshold_uncertainty_score":0.730845},"labels":[],"label_agreement":null},{"id":"W4410419555","doi":"10.1016/j.rineng.2025.105344","title":"Cushion gas replacement on underground gas storage in a naturally fracture aquifer: Cushion gas strategies for matrix-independent storage","year":2025,"lang":"en","type":"article","venue":"Results in Engineering","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":9,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Cushion; Petroleum engineering; Environmental science; Aquifer; Underground storage; Underground storage tank; Waste management; Geology; Engineering; Geotechnical engineering; Storage tank; Groundwater; Structural engineering","score_opus":0.005939913384409989,"score_gpt":0.24279574068505166,"score_spread":0.23685582730064167,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4410419555","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.87909365,0.0018305039,0.11152135,0.0011655168,0.0014266995,0.0010349359,0.000047959835,0.0007417732,0.003137589],"genre_scores_gemma":[0.99788594,0.00041340198,0.0007261601,0.0000466361,0.00017166036,0.00010895609,0.00009717083,0.00007701689,0.00047303332],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.997382,0.000052800206,0.00078846613,0.00060561066,0.00043236045,0.0007387495],"domain_scores_gemma":[0.99879175,0.00033942578,0.000083330815,0.00062618364,0.000046063215,0.00011324785],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00071113097,0.00050356745,0.00055150635,0.0010185497,0.00007896225,0.00019203554,0.0003789039,0.00039390445,0.000012583967],"category_scores_gemma":[0.00019439979,0.0004853,0.00019140141,0.0006969139,0.00001685153,0.0003135382,0.000067744404,0.0010342177,0.00000981828],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00029877905,0.00007249968,0.000048975533,0.00056012697,0.000118239004,0.000060743045,0.0006617624,0.9953459,0.0010638955,0.00022977171,0.00097415375,0.0005651837],"study_design_scores_gemma":[0.0031412204,0.00013920206,0.0017177125,0.0012557745,0.000052084684,0.0000064955266,0.0008684116,0.9792745,0.0022214851,0.0003187638,0.010333421,0.0006708985],"about_ca_topic_score_codex":0.00016151788,"about_ca_topic_score_gemma":0.0005835952,"teacher_disagreement_score":0.11879229,"about_ca_system_score_codex":0.0011341455,"about_ca_system_score_gemma":0.00008135328,"threshold_uncertainty_score":0.99975985},"labels":[],"label_agreement":null},{"id":"W4410815090","doi":"10.1016/j.geoen.2025.214009","title":"Non-crosslinked multiphase hybrid fracturing fluid with high temperature resistance of 300 °C","year":2025,"lang":"en","type":"article","venue":"Geoenergy Science and Engineering","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Continental (Canada)","funders":"National Natural Science Foundation of China","keywords":"Fracturing fluid; Materials science; Resistance (ecology); Petroleum engineering; Composite material; Geology; Biology; Ecology","score_opus":0.0019260660678784404,"score_gpt":0.1784441140028644,"score_spread":0.17651804793498596,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4410815090","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9924021,0.00063328125,0.0059322054,0.000080063,0.00019882621,0.000059212296,0.0000041886046,0.0001560158,0.0005341444],"genre_scores_gemma":[0.99742603,0.00012746696,0.0019797198,0.000031611606,0.000046615874,0.000012271148,0.0000035534101,0.000017862993,0.00035487974],"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99875426,0.0000033012152,0.00022206742,0.00030317862,0.0003099611,0.0004072161],"domain_scores_gemma":[0.9993662,0.000037291353,0.00002514399,0.00033705356,0.00011575234,0.000118558404],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00024859462,0.00020837059,0.00027085058,0.00039355224,0.00017456258,0.000070909235,0.00028751843,0.000057937825,0.0000049229093],"category_scores_gemma":[0.000053861582,0.00016942307,0.000038873844,0.0009618844,0.00016414154,0.0002941141,0.000055683355,0.00020034479,8.8427794e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000008755435,0.0000073343595,0.00008887376,0.00014989088,0.00004053596,0.000011105732,0.00006472239,0.8785042,0.120646976,0.000048826332,0.00008500018,0.0003437703],"study_design_scores_gemma":[0.00057076267,0.000021768152,0.009795404,0.0004178167,0.00003868329,0.00000692851,0.00005300947,0.29577604,0.68932325,0.000015125991,0.0036261026,0.0003551241],"about_ca_topic_score_codex":0.00009411614,"about_ca_topic_score_gemma":0.00003231495,"teacher_disagreement_score":0.58272815,"about_ca_system_score_codex":0.00006304344,"about_ca_system_score_gemma":0.00006403294,"threshold_uncertainty_score":0.6908873},"labels":[],"label_agreement":null},{"id":"W4410909321","doi":"10.2118/0625-0015-jpt","title":"Technology Focus: Hydraulic Fracturing Operations (June 2025)","year":2025,"lang":"en","type":"article","venue":"Journal of Petroleum Technology","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"ConocoPhillips (Canada)","funders":"","keywords":"Hydraulic fracturing; Focus (optics); Petroleum engineering; Geology; Mining engineering","score_opus":0.0040104449807616595,"score_gpt":0.22737627813106615,"score_spread":0.22336583315030448,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4410909321","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.5890618,0.020691471,0.2939792,0.07954386,0.0023088818,0.0001586833,0.000005557008,0.0014639187,0.012786644],"genre_scores_gemma":[0.9947899,0.0007503219,0.0027361333,0.00010552986,0.00012761314,0.000011952971,9.839226e-7,0.0000280512,0.0014495265],"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","domain_scores_codex":[0.9984536,0.000022399858,0.0007371778,0.00018342647,0.00019434553,0.00040902695],"domain_scores_gemma":[0.99911195,0.00006361601,0.00011259607,0.0004767316,0.00016628094,0.000068833906],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00023865234,0.00023593484,0.00057795295,0.0037216775,0.00014436623,0.00004362745,0.0007295357,0.00054245745,0.0000863725],"category_scores_gemma":[0.00027610356,0.00020355915,0.00021148463,0.0015591858,0.00014863536,0.00017011346,0.00011350004,0.0012622366,0.00004550294],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000015571002,0.00010935747,0.0017600843,0.000072414274,0.00095159415,0.00019845011,0.000046267254,0.94506586,0.014595896,0.0011426688,0.01215827,0.02388358],"study_design_scores_gemma":[0.0024035727,0.00032292845,0.00077761227,0.0005524128,0.0005891046,0.00064028054,0.0010666171,0.10325228,0.25486597,0.015664563,0.6190989,0.00076578296],"about_ca_topic_score_codex":0.00001059365,"about_ca_topic_score_gemma":0.00007130545,"teacher_disagreement_score":0.84181356,"about_ca_system_score_codex":0.00019057064,"about_ca_system_score_gemma":0.00008461461,"threshold_uncertainty_score":0.8300901},"labels":[],"label_agreement":null},{"id":"W4411144741","doi":"10.1130/abs/2025ne-408631","title":"AN ANGRY ORPHAN GAS WELL OF CLEVELAND - INVESTIGATION TO REMEDIATION","year":2025,"lang":"en","type":"article","venue":"Abstracts with programs - Geological Society of America","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Greenfield Research (Canada)","funders":"","keywords":"Orphan drug; Environmental remediation; Computer science; Environmental science; Contamination; Bioinformatics; Biology","score_opus":0.010473236272281087,"score_gpt":0.23401833375269232,"score_spread":0.22354509748041124,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4411144741","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9827175,0.00007891167,0.014726067,0.00083426357,0.00003422956,0.00023806021,0.000002160398,0.00016912373,0.0011996797],"genre_scores_gemma":[0.9653364,0.000071756935,0.034167297,0.00024264287,0.00003226449,0.000023458953,0.00005883288,0.000009495736,0.000057838988],"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","domain_scores_codex":[0.99895287,0.000030099332,0.00034498487,0.00020683439,0.00022542517,0.00023980792],"domain_scores_gemma":[0.9993549,0.00006505457,0.00011715971,0.00022649312,0.00010540245,0.0001309788],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00018969094,0.00014621567,0.00030032534,0.00004542654,0.0000504252,0.000016316157,0.00017356228,0.00014642555,0.000035207686],"category_scores_gemma":[0.00003063876,0.00010612469,0.000111223424,0.00058390823,0.00025144362,0.00009543592,0.000023258448,0.00018591291,0.0000072229413],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00006236691,0.00036994266,0.05097132,0.00040504587,0.0004814875,0.0000034226375,0.0018408323,0.8123584,0.005547118,0.000009037827,0.0030921795,0.12485887],"study_design_scores_gemma":[0.0015760718,0.0032059522,0.7623331,0.00053130556,0.00041665652,0.0000047413614,0.0033628605,0.12086134,0.07073683,0.0011298986,0.03484338,0.0009978549],"about_ca_topic_score_codex":0.00049430487,"about_ca_topic_score_gemma":0.000023029586,"teacher_disagreement_score":0.71136177,"about_ca_system_score_codex":0.000028239443,"about_ca_system_score_gemma":0.000027285321,"threshold_uncertainty_score":0.4327639},"labels":[],"label_agreement":null},{"id":"W4411201887","doi":"10.1016/j.fuel.2025.135737","title":"Investigating the effects of flow regime on hydrogen transport in salt rock","year":2025,"lang":"en","type":"article","venue":"Fuel","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Salt (chemistry); Flow (mathematics); Hydrogen; Chemistry; Environmental science; Geology; Mineralogy; Thermodynamics; Materials science; Mechanics; Physics; Physical chemistry; Organic chemistry","score_opus":0.004347637542317657,"score_gpt":0.20154980894495014,"score_spread":0.1972021714026325,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4411201887","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9858077,0.001331578,0.0013632908,0.00029680005,0.00015880071,0.00012622905,0.0000016650507,0.00009666431,0.010817252],"genre_scores_gemma":[0.9993252,0.000047523,0.0000622434,0.00011405433,0.000027088945,0.000012728187,0.000003544208,0.000010256643,0.0003973157],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99950296,0.000022858878,0.00015575618,0.00009192126,0.00009713789,0.00012937511],"domain_scores_gemma":[0.9995993,0.00013607589,0.00001507516,0.00021697476,0.0000071875993,0.00002538288],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00009879853,0.00008440454,0.00015058597,0.0000958487,0.000022940096,0.000003981768,0.00014115806,0.00005545921,0.000006375174],"category_scores_gemma":[0.00006429935,0.000059631646,0.000068472356,0.00030882232,0.000013695408,0.000021016609,0.000008311928,0.00017424993,0.0000097614175],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000024644582,0.000014749728,0.002354102,0.000670037,0.00009214851,0.000005867013,0.00056820986,0.9922296,0.0024231956,0.000035310062,0.00047455454,0.0011297953],"study_design_scores_gemma":[0.0012000866,0.00009404229,0.068519175,0.001852772,0.00022719686,0.000001260616,0.00010942718,0.75354517,0.16145574,0.003467187,0.009125405,0.00040256584],"about_ca_topic_score_codex":0.00008556911,"about_ca_topic_score_gemma":0.00008645769,"teacher_disagreement_score":0.23868443,"about_ca_system_score_codex":0.000020632173,"about_ca_system_score_gemma":0.000013033398,"threshold_uncertainty_score":0.2431708},"labels":[],"label_agreement":null},{"id":"W4411264137","doi":"10.1016/j.ngib.2025.05.007","title":"CO2 flooding effects and breakthrough times in low-permeability reservoirs with injection–production well patterns containing hydraulic fractures","year":2025,"lang":"en","type":"article","venue":"Natural Gas Industry B","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"Southwest Petroleum University; State Key Laboratory of Oil and Gas Reservoir Geology and Exploitation; National Natural Science Foundation of China; China Postdoctoral Science Foundation; Ministry of Natural Resources of the People's Republic of China","keywords":"Petroleum engineering; Permeability (electromagnetism); Geology; Water flooding; Water cut; Wellbore; Hydraulic fracturing; Water injection (oil production); Geotechnical engineering; Chemistry","score_opus":0.0039983134319953465,"score_gpt":0.2291677876084488,"score_spread":0.22516947417645344,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4411264137","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99461937,0.00083963573,0.00015263665,0.00084855204,0.0005389346,0.00024171817,0.0000020593654,0.0002500625,0.0025070163],"genre_scores_gemma":[0.9988118,0.000056323122,0.00007554456,0.00014074308,0.00020417034,0.000028313812,0.00001523213,0.000027182661,0.00064069196],"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","domain_scores_codex":[0.99850816,0.00010781456,0.00029457928,0.00045885958,0.00023234113,0.00039826334],"domain_scores_gemma":[0.99929535,0.00017435198,0.00004853885,0.00034636358,0.000054991306,0.00008038223],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00029150714,0.0002984157,0.00037183243,0.00029487826,0.00016215385,0.00008589342,0.00015940364,0.0005118514,0.00003938068],"category_scores_gemma":[0.00020465214,0.00024086259,0.000060848855,0.0006209116,0.00008654278,0.00030327027,0.00006191329,0.002070898,0.0000041961234],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00011144661,0.000052300966,0.15490644,0.0007480245,0.00024404618,0.00005090947,0.0006351428,0.8357032,0.0005163147,0.000006085217,0.0009942006,0.0060318676],"study_design_scores_gemma":[0.0031763595,0.00029654574,0.76363367,0.0044155316,0.00032700272,0.00014825408,0.0024849875,0.13530436,0.085372195,0.0005677393,0.002753589,0.0015197562],"about_ca_topic_score_codex":0.0006229317,"about_ca_topic_score_gemma":0.0005426997,"teacher_disagreement_score":0.70039886,"about_ca_system_score_codex":0.00021154972,"about_ca_system_score_gemma":0.00003061703,"threshold_uncertainty_score":0.98220915},"labels":[],"label_agreement":null},{"id":"W4411345724","doi":"10.2118/228306-pa","title":"A Normalized Analytical Model for Instantaneous Steam/Oil Ratio of the Steam-Assisted Gravity Drainage Process and Its Applications in Athabasca Oil Sands","year":2025,"lang":"en","type":"article","venue":"SPE Journal","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Cenovus Energy (Canada)","funders":"","keywords":"Steam-assisted gravity drainage; Oil sands; Petroleum engineering; Geology; Process (computing); Environmental science; Materials science; Asphalt; Computer science","score_opus":0.009205136701441782,"score_gpt":0.2606932054796947,"score_spread":0.2514880687782529,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4411345724","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9479615,0.0010582928,0.042791188,0.0005105062,0.00006894284,0.0001375988,0.00003887471,0.000039237562,0.007393861],"genre_scores_gemma":[0.99774086,0.00024946342,0.00017940834,0.000021431739,0.00003231752,0.000025685162,0.0000036149374,0.000012187111,0.0017350148],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9990808,0.00003183269,0.00038073905,0.0001233962,0.00018117669,0.00020209415],"domain_scores_gemma":[0.99950004,0.00008160039,0.00007650926,0.00016722736,0.0001029674,0.000071681134],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002819464,0.00012906034,0.00027635662,0.00017778536,0.00015891386,0.000043878936,0.00021867166,0.00008597868,0.000006850992],"category_scores_gemma":[0.000086434826,0.0000890761,0.00013530694,0.0004473178,0.00003820794,0.00008694137,0.000033097916,0.00033020438,3.2876045e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000834429,0.00013194952,0.0006394778,0.0008245017,0.00027378128,0.000008070014,0.00090783584,0.98449284,0.0017642842,0.0005837608,0.00012218743,0.010167857],"study_design_scores_gemma":[0.0007860725,0.000010869439,0.00095288636,0.00013581417,0.00013210376,0.00002997025,0.00020902808,0.99532574,0.001170351,0.0007676269,0.00037441717,0.00010512814],"about_ca_topic_score_codex":0.000011749299,"about_ca_topic_score_gemma":0.00024564675,"teacher_disagreement_score":0.049779378,"about_ca_system_score_codex":0.000086563836,"about_ca_system_score_gemma":0.00010993133,"threshold_uncertainty_score":0.3632418},"labels":[],"label_agreement":null},{"id":"W4411383080","doi":"10.3390/pr13061915","title":"Simulation Study of Refracturing of Shale Oil Horizontal Wells Under the Effect of Multi-Field Reconfiguration","year":2025,"lang":"en","type":"article","venue":"Processes","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"Science Foundation of China University of Petroleum, Beijing; PetroChina Company Limited; China University of Petroleum, Beijing","keywords":"Petroleum engineering; Oil shale; Geology; Oil field; Control reconfiguration; Field (mathematics); Geotechnical engineering; Petrology; Engineering; Paleontology; Embedded system; Mathematics","score_opus":0.00844046840974692,"score_gpt":0.26649858524385234,"score_spread":0.2580581168341054,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4411383080","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9926797,0.00085950806,0.005278185,0.000024578518,0.00006124542,0.00009745274,0.0000013061401,0.000030107734,0.00096791255],"genre_scores_gemma":[0.99976283,0.00006847302,0.00001971514,0.0000032609387,0.000015744085,0.0000112681955,0.0000020791213,0.0000073858027,0.000109226254],"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99941176,0.000035690256,0.00026953995,0.000090200374,0.000121297504,0.000071526],"domain_scores_gemma":[0.9990008,0.0006633709,0.00008287001,0.00016210292,0.0000804621,0.000010414425],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00016106918,0.0000858231,0.00020893103,0.00009738359,0.00003251548,0.0000070452193,0.00011740142,0.000050530656,0.00001539407],"category_scores_gemma":[0.00023701631,0.000056556168,0.000043085216,0.00028806244,0.000017102348,0.00007397464,0.00001546233,0.00008808324,7.0026044e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000028856099,0.00006220953,0.0020215053,0.00223041,0.00015098194,2.0045873e-7,0.0006990761,0.9880645,0.0015896393,3.3238308e-7,0.000007145196,0.005145128],"study_design_scores_gemma":[0.00070915365,0.00034209414,0.0026355495,0.00026526698,0.00020554733,1.6992111e-7,0.0012865721,0.21983941,0.7745115,0.0000126009345,0.00009612137,0.00009598032],"about_ca_topic_score_codex":0.00018421911,"about_ca_topic_score_gemma":0.00015126435,"teacher_disagreement_score":0.7729219,"about_ca_system_score_codex":0.000012342144,"about_ca_system_score_gemma":0.000014391856,"threshold_uncertainty_score":0.23062937},"labels":[],"label_agreement":null},{"id":"W4411404369","doi":"10.1071/ep24404","title":"Session 7. Oral Presentation for: A novel way to achieve early commercialisation of tight-sand and shale gas fields: small-scale modularised liquefied natural gas","year":2025,"lang":"en","type":"article","venue":"Australian Energy Producers journal.","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Tight gas; Directional drilling; Hydraulic fracturing; Natural gas; Productivity; Unconventional oil; Production (economics); Oil shale; Shale gas; Drilling; Petroleum engineering; Geology; Environmental science; Engineering; Waste management; Economics; Paleontology","score_opus":0.017339746091867884,"score_gpt":0.25921379899515146,"score_spread":0.24187405290328357,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4411404369","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.94507927,0.00017394363,0.049650565,0.004044846,0.00052432256,0.00018450222,0.00000866969,0.000052371553,0.00028153462],"genre_scores_gemma":[0.99424314,0.000115286784,0.002779787,0.000092746435,0.00017427042,0.000019756695,0.000027198967,0.000021375949,0.0025264462],"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99889475,0.00005373729,0.00038058322,0.00023364552,0.00016857854,0.00026868723],"domain_scores_gemma":[0.99938434,0.000051187584,0.00009451883,0.0002008468,0.00014211734,0.00012701275],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00026788696,0.00018489728,0.00029029284,0.00030307032,0.00015161297,0.00009297208,0.00016348231,0.00014837125,0.000013707972],"category_scores_gemma":[0.000060855284,0.0001606344,0.00012057385,0.00029453108,0.000032514527,0.00019729273,0.000032379565,0.0002744188,4.9524954e-7],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0007180523,0.0002171735,0.0028798594,0.0005550285,0.0010990307,0.000010588406,0.00426605,0.6829932,0.18988702,0.00014670938,0.034034558,0.08319278],"study_design_scores_gemma":[0.0041121943,0.0005405028,0.030120248,0.00086240086,0.0006302371,0.000044491295,0.0008129297,0.073922694,0.8726028,0.0018234578,0.01356277,0.0009652761],"about_ca_topic_score_codex":0.0005284415,"about_ca_topic_score_gemma":0.00033528058,"teacher_disagreement_score":0.6827158,"about_ca_system_score_codex":0.00006991622,"about_ca_system_score_gemma":0.000026376529,"threshold_uncertainty_score":0.6550481},"labels":[],"label_agreement":null},{"id":"W4411412040","doi":"10.1007/978-981-96-2900-8_22","title":"Evaluation of Water-Blocking Agent Effectiveness and Optimization of Injection Parameters in the Sulige Gas Field","year":2025,"lang":"en","type":"book-chapter","venue":"Springer series in geomechanics and geoengineering","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Petro-Canada","funders":"","keywords":"Blocking (statistics); Petroleum engineering; Natural gas field; Environmental science; Computer science; Engineering; Waste management; Natural gas","score_opus":0.008782396039498933,"score_gpt":0.20906989366439618,"score_spread":0.20028749762489725,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4411412040","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7241893,0.011273066,0.25196168,0.00014524233,0.0015337007,0.0019781038,0.000025369505,0.00015819467,0.008735375],"genre_scores_gemma":[0.9974738,0.0020169863,0.0003488964,0.0000030498359,0.000016294589,0.000029303286,0.000009985354,0.000024080755,0.00007761815],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9989786,0.00003645728,0.00035735458,0.00019352838,0.00027213947,0.00016193456],"domain_scores_gemma":[0.9995443,0.00010638586,0.000052699786,0.00020772207,0.0000698852,0.000018998639],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0012336565,0.00021481408,0.00036311595,0.00045308203,0.000024886333,0.000020938236,0.000098627366,0.00020245064,0.0000074764575],"category_scores_gemma":[0.000056126657,0.00017654688,0.000057924684,0.00009909181,0.000014057155,0.000080483784,0.00006945075,0.00027458268,9.665903e-8],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000010114354,0.0000049340206,0.000013018722,0.00081423245,0.00009429946,0.000002282641,0.0004321856,0.99001867,0.00017930019,0.00047577854,8.374101e-7,0.007954349],"study_design_scores_gemma":[0.00030010173,0.00007792083,0.00008505083,0.0010802321,0.00019532866,0.0000055774253,0.000094652125,0.98696434,0.008835679,0.001978617,0.00015316436,0.00022933928],"about_ca_topic_score_codex":0.00010090581,"about_ca_topic_score_gemma":0.00009600552,"teacher_disagreement_score":0.27328452,"about_ca_system_score_codex":0.00007481254,"about_ca_system_score_gemma":0.000012555511,"threshold_uncertainty_score":0.71993726},"labels":[],"label_agreement":null},{"id":"W4411735031","doi":"10.1139/cgj-2024-0791","title":"Insights into hydraulic gradients on slurry infiltration characteristics in saturated sands","year":2025,"lang":"en","type":"article","venue":"Canadian Geotechnical Journal","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"National Natural Science Foundation of China","keywords":"Geotechnical engineering; Infiltration (HVAC); Slurry; Geology; Hydraulic conductivity; Oil sands; Environmental science; Soil water; Soil science; Asphalt; Materials science; Environmental engineering","score_opus":0.00528730859217555,"score_gpt":0.20893690736053042,"score_spread":0.20364959876835487,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4411735031","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.98850226,0.0004405801,0.0036502746,0.0017564395,0.00089277246,0.00013084742,0.0000049360724,0.00013570813,0.0044861953],"genre_scores_gemma":[0.9988194,0.00021294618,0.000039616938,0.0006322629,0.00013020348,0.0000065467643,0.000023752962,0.000017483484,0.000117776304],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9988104,0.000048537517,0.00044113107,0.00016269057,0.00016693976,0.00037030323],"domain_scores_gemma":[0.9992056,0.0000444028,0.000040673247,0.00022592838,0.000050778046,0.0004326073],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00014593704,0.00018010626,0.00026370978,0.0010267702,0.00019552547,0.00011553739,0.0002644478,0.00027127712,0.000042031133],"category_scores_gemma":[0.00015359567,0.00016301696,0.000093064526,0.0007573194,0.000040940165,0.00011234015,0.000012648365,0.0011019112,0.000031890067],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000436179,0.00007855093,0.0022682506,0.000096273194,0.0002531801,0.00089626224,0.0004975876,0.92761445,0.0023015926,0.00041658877,0.01418855,0.051345095],"study_design_scores_gemma":[0.0013430599,0.0001445311,0.17186396,0.00091467856,0.00009705278,0.000075892814,0.00010524181,0.5831154,0.0020334343,0.0035758712,0.2358591,0.0008717898],"about_ca_topic_score_codex":0.003948543,"about_ca_topic_score_gemma":0.0159812,"teacher_disagreement_score":0.34449905,"about_ca_system_score_codex":0.000789022,"about_ca_system_score_gemma":0.00023104688,"threshold_uncertainty_score":0.8917885},"labels":[],"label_agreement":null},{"id":"W4411809659","doi":"10.55640/ijnget-v02i06-01","title":"THE ROLE OF STRESS AND STRAIN IN MODULATING GAS PRODUCTION FROM SHALE","year":2025,"lang":"en","type":"article","venue":"International Journal of Next-Generation Engineering and Technology","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Geomechanica (Canada)","funders":"","keywords":"Shale gas; Strain (injury); Production (economics); Stress (linguistics); Oil shale; Petroleum engineering; Environmental science; Materials science; Geology; Economics; Medicine; Paleontology; Internal medicine","score_opus":0.0062022737203565334,"score_gpt":0.2083157082463825,"score_spread":0.20211343452602598,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4411809659","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99015105,0.003152648,0.0053638886,0.0009070503,0.0003383807,0.000024444498,0.000004320584,0.000023254806,0.00003498847],"genre_scores_gemma":[0.9983939,0.00071268645,0.0007536627,0.00000230887,0.00011565052,0.000002252458,0.0000032493147,0.000005049274,0.000011250012],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99950373,0.000007563703,0.0002673847,0.00006490894,0.000092283226,0.00006415181],"domain_scores_gemma":[0.99974006,0.000040407496,0.00005549827,0.000059674094,0.00009140382,0.0000129242035],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00011509003,0.00006121531,0.00010602638,0.00036724025,0.000023129938,0.00003204113,0.00010748852,0.00006444733,0.0000013622115],"category_scores_gemma":[0.00012240262,0.000049647282,0.000019021498,0.00013868828,0.000026037786,0.000093188675,0.000021188796,0.0001655321,6.557304e-8],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000003284678,0.000008996865,0.003198058,0.000008521995,0.0001277365,0.0000028968473,0.000081634236,0.7691241,0.16980846,0.00044484832,0.000008014556,0.057183433],"study_design_scores_gemma":[0.0001799555,0.000012874392,0.0024721816,0.00013147279,0.000014142854,0.000014340702,0.00022269614,0.89062995,0.104404405,0.0013302349,0.0005323093,0.00005541733],"about_ca_topic_score_codex":0.000022791906,"about_ca_topic_score_gemma":0.000050961356,"teacher_disagreement_score":0.12150586,"about_ca_system_score_codex":0.000028829112,"about_ca_system_score_gemma":0.000009465536,"threshold_uncertainty_score":0.20245574},"labels":[],"label_agreement":null},{"id":"W4411944361","doi":"10.1130/b38346.1","title":"Near-orthogonal, natural hydraulic opening-mode fractures in a compressive setting as conduits for gas expulsion from shales","year":2025,"lang":"en","type":"article","venue":"Geological Society of America Bulletin","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Geology; Electrical conduit; Natural (archaeology); Natural gas; Hydraulic fracturing; Geotechnical engineering; Petroleum engineering; Paleontology; Engineering","score_opus":0.006418131219871597,"score_gpt":0.2585608289805033,"score_spread":0.2521426977606317,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4411944361","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9735417,0.0043753115,0.0100913225,0.0099552255,0.00012416061,0.00037721603,0.000045786303,0.00019666522,0.0012926157],"genre_scores_gemma":[0.9773796,0.00029381772,0.01934666,0.002426807,0.000067783374,0.000075199176,0.00016584339,0.000019582185,0.00022468035],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9982758,0.000084897954,0.0004941345,0.0004357824,0.00023584714,0.0004735106],"domain_scores_gemma":[0.99849606,0.00095571385,0.00013871807,0.0002526139,0.00007184027,0.00008507969],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001619209,0.00029417177,0.000680011,0.000046639696,0.00018465075,0.00005078957,0.0003979134,0.0002738358,0.0005384829],"category_scores_gemma":[0.00027178333,0.00023712227,0.00047283844,0.0002783655,0.00031512845,0.000039902014,0.00018071783,0.00057471934,0.000025370344],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00014268787,0.00015254332,0.00363475,0.00021772122,0.0005445101,0.000016346137,0.0017553356,0.8787366,0.006725912,0.000011179744,0.09401755,0.014044877],"study_design_scores_gemma":[0.0020368274,0.00017166296,0.020994695,0.00050105626,0.0001526519,0.000003995203,0.0022665558,0.70157576,0.012809712,0.0017318571,0.25697672,0.00077848724],"about_ca_topic_score_codex":0.0016154723,"about_ca_topic_score_gemma":0.000018200786,"teacher_disagreement_score":0.17716081,"about_ca_system_score_codex":0.000059609283,"about_ca_system_score_gemma":0.0000303894,"threshold_uncertainty_score":0.96695656},"labels":[],"label_agreement":null},{"id":"W4412060212","doi":"10.1016/j.fuel.2025.136122","title":"Pore-scale numerical modeling of transport kinetics for CCUS-EOR and carbon cycling in offshore–onshore integrated energy system","year":2025,"lang":"en","type":"article","venue":"Fuel","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"Key Technologies Research and Development Program; National Key Research and Development Program of China; China University of Petroleum, Beijing","keywords":"Cycling; Submarine pipeline; Enhanced oil recovery; Scale (ratio); Environmental science; Carbon fibers; Kinetics; Petroleum engineering; Materials science; Geology; Geotechnical engineering; Physics","score_opus":0.006117705692835523,"score_gpt":0.2070872023139163,"score_spread":0.2009694966210808,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4412060212","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.5590697,0.0019863518,0.43426955,0.00005728861,0.00017681984,0.0001223687,0.000021100617,0.00014362541,0.0041531874],"genre_scores_gemma":[0.9986721,0.00007716402,0.0010514993,0.000008998985,0.00003201085,0.00002419616,0.000038134545,0.00002182781,0.00007403239],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9991506,0.000014477678,0.00038158553,0.00017213207,0.00008880835,0.0001924219],"domain_scores_gemma":[0.9996869,0.000044472083,0.000022723343,0.0001567841,0.000040543542,0.000048572427],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00010016381,0.00013996579,0.0003574295,0.00020716613,0.000016090285,0.0000075270877,0.00009788882,0.00012883988,0.0000013179564],"category_scores_gemma":[0.0000122654665,0.00012403353,0.00008461404,0.00030238912,0.00001855339,0.000021015398,0.0000108824115,0.00012509529,7.185557e-8],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000030516216,0.000026512333,0.0017556091,0.00078035326,0.00008358114,0.0000047877766,0.0002210787,0.9950249,0.00091482775,0.000094656214,0.000010936408,0.0010522129],"study_design_scores_gemma":[0.00029815486,0.000019869658,0.00037565004,0.0002642889,0.000090593545,0.0000010394765,0.00035930387,0.99591887,0.0021235843,0.00009570534,0.00033681002,0.00011610534],"about_ca_topic_score_codex":0.00047210947,"about_ca_topic_score_gemma":0.00030416227,"teacher_disagreement_score":0.43960243,"about_ca_system_score_codex":0.00005183543,"about_ca_system_score_gemma":0.000016741997,"threshold_uncertainty_score":0.50579405},"labels":[],"label_agreement":null},{"id":"W4412391302","doi":"10.1063/5.0273550","title":"Gas drainage optimization via fracture network characterization in coal mining","year":2025,"lang":"en","type":"article","venue":"Physics of Fluids","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":10,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of British Columbia","funders":"National Natural Science Foundation of China","keywords":"Physics; Characterization (materials science); Petroleum engineering; Drainage; Fracture (geology); Coal; Mining engineering; Geotechnical engineering; Waste management","score_opus":0.004497753070376416,"score_gpt":0.206689759862289,"score_spread":0.20219200679191257,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4412391302","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.082953386,0.00011829257,0.91401106,0.00012586862,0.00015122164,0.00006887509,0.0000037230695,0.00008021915,0.0024873302],"genre_scores_gemma":[0.9974081,0.00006129978,0.0020327356,0.000070480986,0.00016574652,0.000007855563,0.00015858331,0.0000167075,0.00007852809],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99938285,0.000021359028,0.00021551288,0.000114741575,0.000099827776,0.00016569973],"domain_scores_gemma":[0.9997064,0.000036118192,0.000030068019,0.00017369204,0.000031085165,0.000022639933],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000086981236,0.0001123088,0.00020497268,0.00008148505,0.0000346228,0.000017736395,0.00010736773,0.00007789031,0.000018297918],"category_scores_gemma":[0.000010959931,0.00011584965,0.0000605263,0.00046006576,0.000017652568,0.00013428093,0.000022064209,0.000117776864,0.0000020198213],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000004744332,0.000019987658,0.00096324756,0.0000774993,0.00004733148,0.0000011388205,0.00025523032,0.9903629,0.0057930914,0.000045144476,0.0001473191,0.0022824],"study_design_scores_gemma":[0.0001729625,0.000006891515,0.0038752223,0.00010450896,0.00002785527,1.267336e-7,0.000014212249,0.98817164,0.0063741617,0.00043842685,0.0007100269,0.00010396308],"about_ca_topic_score_codex":0.000016978736,"about_ca_topic_score_gemma":0.0000036302843,"teacher_disagreement_score":0.9144547,"about_ca_system_score_codex":0.000036182893,"about_ca_system_score_gemma":0.000011701906,"threshold_uncertainty_score":0.47242117},"labels":[],"label_agreement":null},{"id":"W4412449823","doi":"10.1016/j.jgsce.2025.205731","title":"Proxy model-driven optimization of CO2 operating condition and hydraulic fracturing design for maximizing EGR-CCS performance in the Duvernay shale formation, Canada","year":2025,"lang":"en","type":"article","venue":"Gas Science and Engineering","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Geological Survey of Canada","funders":"Energy and Mineral Resources Development Association of Korea; Korea Institute of Energy Technology Evaluation and Planning; Ministry of Trade, Industry and Energy","keywords":"Hydraulic fracturing; Shale gas; Oil shale; Proxy (statistics); Petroleum engineering; Geology; Environmental science; Computer science","score_opus":0.007387263270311506,"score_gpt":0.19731973007876988,"score_spread":0.18993246680845838,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4412449823","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.48770776,0.00012763774,0.51160914,0.000117212985,0.000042123687,0.00018860886,0.0000019655804,0.000025090081,0.00018044938],"genre_scores_gemma":[0.98872703,0.00012331989,0.011046642,0.00003541034,0.000011641969,0.000040167008,0.0000037127752,0.0000060021684,0.0000060584935],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99927044,0.0000065611353,0.00020496352,0.0001282559,0.00018114762,0.00020863433],"domain_scores_gemma":[0.99971277,0.00006512323,0.000027306547,0.00010103429,0.00006189253,0.0000318637],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004512219,0.000099786004,0.0001245475,0.00017135924,0.0001870476,0.00007291963,0.00014341093,0.000031643354,5.8002604e-7],"category_scores_gemma":[0.0000824646,0.00008111083,0.000012395327,0.0003801282,0.000037112517,0.000486599,0.00002335117,0.00009780569,3.4776804e-8],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000012265051,0.0000020979812,0.00017832333,0.00020635626,0.0000052963596,3.5977297e-7,0.0005342862,0.9969678,0.0015775119,0.000019619898,0.000023618013,0.00048350092],"study_design_scores_gemma":[0.00014807723,0.000008483269,0.000732011,0.00013710669,0.000011119107,0.0000035560065,0.00016867847,0.9891688,0.009463567,0.0000070732804,0.000064503794,0.000086991655],"about_ca_topic_score_codex":0.0008198095,"about_ca_topic_score_gemma":0.0005340893,"teacher_disagreement_score":0.50101924,"about_ca_system_score_codex":0.000105448846,"about_ca_system_score_gemma":0.00008556961,"threshold_uncertainty_score":0.33076036},"labels":[],"label_agreement":null},{"id":"W4412454594","doi":"10.3390/pr13072252","title":"Fracture Competitive Propagation and Fluid Dynamic Diversion During Horizontal Well Staged Hydraulic Fracturing","year":2025,"lang":"en","type":"article","venue":"Processes","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Petro-Canada","funders":"National Natural Science Foundation of China","keywords":"Hydraulic fracturing; Geology; Fracture (geology); Geotechnical engineering; Petroleum engineering","score_opus":0.0022197783702050194,"score_gpt":0.194822371991992,"score_spread":0.192602593621787,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4412454594","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.97688717,0.005832457,0.010174308,0.00040318386,0.00014322282,0.00022255084,0.0000077963405,0.0005156051,0.0058137197],"genre_scores_gemma":[0.99760246,0.0016332591,0.00012471386,0.0000613527,0.000048875587,0.000019327568,0.00003125678,0.000024596671,0.00045416498],"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9990424,0.000021161333,0.0001979196,0.00029063443,0.00018413259,0.00026374223],"domain_scores_gemma":[0.9995764,0.00007459282,0.000040933202,0.00016082353,0.00007516183,0.00007207338],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000072208815,0.00022653928,0.00023622418,0.00023053371,0.0002794517,0.000098234086,0.00014732454,0.000120587894,0.00005367076],"category_scores_gemma":[0.00006987033,0.00020114552,0.000047335605,0.00036918433,0.000048030364,0.00031396747,0.0000743243,0.0002970982,0.000020696252],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00030525375,0.00031888904,0.017118536,0.036370218,0.0015543333,0.00019344277,0.0068781464,0.86958724,0.053954173,0.00003791608,0.0012984677,0.0123834],"study_design_scores_gemma":[0.0024682893,0.00011863429,0.046330344,0.0018925976,0.00048406073,0.000030124069,0.003260905,0.1179848,0.78381926,0.00051235594,0.04155921,0.0015394058],"about_ca_topic_score_codex":0.000044203196,"about_ca_topic_score_gemma":0.00007386514,"teacher_disagreement_score":0.7516024,"about_ca_system_score_codex":0.00010831824,"about_ca_system_score_gemma":0.000033719483,"threshold_uncertainty_score":0.82024765},"labels":[],"label_agreement":null},{"id":"W4412507799","doi":"10.1007/s00603-025-04783-3","title":"Fracturing Pressure Prediction Model Based on Temporal and Spatial Feature Fusion in Hydraulic Fracturing","year":2025,"lang":"en","type":"article","venue":"Rock Mechanics and Rock Engineering","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"Natural Science Foundation of Sichuan Province; National Natural Science Foundation of China","keywords":"Hydraulic fracturing; Geology; Feature (linguistics); Petroleum engineering; Geotechnical engineering","score_opus":0.003162105133610041,"score_gpt":0.18304280599715855,"score_spread":0.17988070086354851,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4412507799","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.025197098,0.0014966411,0.9720959,0.00019692566,0.00028115071,0.00020260854,0.000014115074,0.0003444093,0.00017114509],"genre_scores_gemma":[0.9988083,0.00029675575,0.00047526995,0.00006873183,0.000103299106,0.000027754728,0.000021545953,0.00005240486,0.00014591869],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9987128,0.00001491179,0.00027911577,0.00039467757,0.00022268739,0.00037580213],"domain_scores_gemma":[0.99949586,0.000059922244,0.000034223114,0.0002617304,0.000021052494,0.00012718696],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00014245315,0.00035185256,0.0003538805,0.0005185936,0.00016040355,0.0000720423,0.00012449278,0.0003285652,0.0000065636896],"category_scores_gemma":[0.00003916884,0.0003347853,0.00007460267,0.00025159164,6.63863e-7,0.00016749838,0.0000966899,0.000680895,9.4611494e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000017553648,0.000019249457,0.00017028404,0.0003960528,0.000054525186,0.0000079523725,0.00010651161,0.99720275,0.0011539038,0.00004203883,0.000075085765,0.0007540999],"study_design_scores_gemma":[0.0005754527,0.00002929667,0.0006071255,0.00046666953,0.000064479114,0.0000028267016,0.000019081972,0.9924628,0.0030596433,0.00010751644,0.0023185,0.0002865727],"about_ca_topic_score_codex":0.00007197238,"about_ca_topic_score_gemma":0.000040311978,"teacher_disagreement_score":0.97361124,"about_ca_system_score_codex":0.000072725656,"about_ca_system_score_gemma":0.000019385696,"threshold_uncertainty_score":0.9999104},"labels":[],"label_agreement":null},{"id":"W4412526272","doi":"10.2118/228411-pa","title":"A Hybrid Modeling Method Enables Real-Time Prediction of Hydraulic Fracturing Wellhead Pressure","year":2025,"lang":"en","type":"article","venue":"SPE Journal","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Wellhead; Hydraulic fracturing; Petroleum engineering; Geology; Geotechnical engineering","score_opus":0.007402092406290575,"score_gpt":0.23719020114849168,"score_spread":0.2297881087422011,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4412526272","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.19474892,0.0029265916,0.77154815,0.00036810472,0.00058629934,0.00012401318,0.000020728521,0.00029266058,0.029384555],"genre_scores_gemma":[0.98925614,0.0013511835,0.0072750114,0.000018434801,0.00035443276,0.0000030889892,0.000006052467,0.0000307107,0.0017049152],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99865294,0.00008027133,0.00051400077,0.00016402946,0.00028537156,0.00030336622],"domain_scores_gemma":[0.9993867,0.00006886792,0.000087817214,0.00026176986,0.00008699943,0.000107843094],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005745875,0.00018355108,0.00036912775,0.00038192188,0.00014326606,0.00006752449,0.00023298123,0.000101759746,0.00020410863],"category_scores_gemma":[0.000055894936,0.0001579388,0.0002268876,0.00020528851,0.000016618962,0.00021118777,0.000040387305,0.00053000305,0.000014305082],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000013336921,0.000020672014,0.000097569886,0.00015476994,0.0004903484,0.000012320113,0.00013202688,0.98398095,0.009971024,0.0000050538174,0.0019181697,0.003203771],"study_design_scores_gemma":[0.00027756384,0.000016808028,0.00021842022,0.0002560569,0.0002665236,0.00005263892,0.000041881074,0.96324366,0.028527156,0.0010720603,0.005915816,0.000111387744],"about_ca_topic_score_codex":0.00013151822,"about_ca_topic_score_gemma":0.0000025069253,"teacher_disagreement_score":0.79450727,"about_ca_system_score_codex":0.00006507026,"about_ca_system_score_gemma":0.000049665516,"threshold_uncertainty_score":0.6440557},"labels":[],"label_agreement":null},{"id":"W4412833382","doi":"10.3390/en18153990","title":"Experimental Investigation into the Mechanisms of Liquid-Phase Damage in Shale Oil Reservoirs: A Case Study from the Leijia Area","year":2025,"lang":"en","type":"article","venue":"Energies","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"National Natural Science Foundation of China","keywords":"Oil shale; Petroleum engineering; Shale oil; Hydraulic fracturing; Geology; Fracturing fluid; Shale gas","score_opus":0.014638002915546598,"score_gpt":0.26853310618988385,"score_spread":0.25389510327433723,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4412833382","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9976613,0.0010403547,0.00029915725,0.00034089797,0.00011790773,0.000079363774,0.0000053279923,0.000073220224,0.00038248883],"genre_scores_gemma":[0.9992978,0.00002399363,0.00016514504,0.000053767824,0.000032927062,0.000083774634,0.000011664916,0.000013512227,0.00031743266],"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9991317,0.00013592852,0.00026983253,0.00016239093,0.00016567357,0.00013447794],"domain_scores_gemma":[0.9992168,0.00022239891,0.00003393596,0.00047924515,0.000020825639,0.00002682586],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00027724527,0.000137394,0.0001842257,0.000106187545,0.00012873844,0.000045162265,0.0003045252,0.000052877695,0.00003803571],"category_scores_gemma":[0.00006200598,0.00008296827,0.00006305286,0.00039203593,0.00007382567,0.00010003213,0.00012344327,0.00017053472,0.0000017803713],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000042623065,0.00018741719,0.0005041,0.000027910648,0.0002410426,0.00027075777,0.055201095,0.8896035,0.05271074,0.0001355058,0.0006312587,0.00044402687],"study_design_scores_gemma":[0.0014612037,0.00017312888,0.0005450654,0.00015888091,0.000110695815,0.000006751585,0.1892484,0.10005927,0.7068407,0.0007451231,0.00041410988,0.00023666621],"about_ca_topic_score_codex":0.019610658,"about_ca_topic_score_gemma":0.010100366,"teacher_disagreement_score":0.7895442,"about_ca_system_score_codex":0.000055975004,"about_ca_system_score_gemma":0.000023650333,"threshold_uncertainty_score":0.98691785},"labels":[],"label_agreement":null},{"id":"W4412845036","doi":"10.1016/j.ejrh.2026.103430","title":"A Conceptual Model of Fracture Flow in the Milk River Aquifer Under Transverse Hydraulic Gradients","year":2025,"lang":"en","type":"preprint","venue":"Journal of Hydrology Regional Studies","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Calgary","funders":"Alberta Innovates; National Science Foundation","keywords":"Aquifer; Transverse plane; Flow (mathematics); Geology; Geotechnical engineering; Conceptual model; Hydrology (agriculture); Fracture (geology); Petroleum engineering; Environmental science; Mechanics; Groundwater; Engineering; Physics; Computer science; Structural engineering","score_opus":0.04018335568822753,"score_gpt":0.27655494310106077,"score_spread":0.23637158741283323,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4412845036","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.93022764,0.04420825,0.010974935,0.012668775,0.000865473,0.00027891787,0.000047946403,0.000033141285,0.00069494866],"genre_scores_gemma":[0.9895068,0.008523674,0.00045815244,0.0011305092,0.00020888743,0.000014178551,0.000008219848,0.000017805642,0.00013180722],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9977984,0.00020838241,0.0009075667,0.00023800306,0.00052184437,0.00032584686],"domain_scores_gemma":[0.998649,0.00040979576,0.0003478605,0.00032214297,0.00021163425,0.00005953944],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0005251301,0.00039250078,0.0012243082,0.00047407544,0.00007998678,0.0000091198335,0.0007285587,0.00045604436,0.000010986023],"category_scores_gemma":[0.000058903017,0.00024948904,0.0007048207,0.0002029242,0.00066166715,0.00007142954,0.00013481983,0.0017946701,0.0000017242767],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00009060932,0.000095773175,0.00023120896,0.00014997456,0.0028722528,0.00006472117,0.011717777,0.9733972,0.000018340043,0.000042251675,0.011257342,0.00006254856],"study_design_scores_gemma":[0.0038590978,0.00032104476,0.002954761,0.001396519,0.0028082693,0.00022450389,0.0060955295,0.92981637,0.0002546874,0.03402614,0.017283848,0.0009592245],"about_ca_topic_score_codex":0.000044606,"about_ca_topic_score_gemma":0.000108854656,"teacher_disagreement_score":0.059279155,"about_ca_system_score_codex":0.00014138223,"about_ca_system_score_gemma":0.00011476963,"threshold_uncertainty_score":0.9999957},"labels":[],"label_agreement":null},{"id":"W4412902377","doi":"10.1063/5.0274824","title":"Numerical simulation of fully coupled two-phase flow and geomechanics in complex fracture networks of tight oil reservoir","year":2025,"lang":"en","type":"article","venue":"Physics of Fluids","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"National Major Science and Technology Projects of China; China Scholarship Council; National Natural Science Foundation of China","keywords":"Geomechanics; Physics; Two-phase flow; Fracture (geology); Mechanics; Flow (mathematics); Multiphase flow; Phase (matter); Petroleum engineering; Geotechnical engineering; Geology","score_opus":0.010667563143105931,"score_gpt":0.2697654744003517,"score_spread":0.2590979112572458,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4412902377","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.33841902,0.00062411226,0.66046023,0.000068245936,0.00005198125,0.000056946647,0.0000120759805,0.00003081098,0.00027654253],"genre_scores_gemma":[0.9990879,0.000109068176,0.000652763,0.00001845173,0.000048565373,0.0000032474438,0.000048614733,0.000014923748,0.00001641908],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99910516,0.000029847972,0.00039783624,0.00013705673,0.00017402822,0.0001560889],"domain_scores_gemma":[0.9993577,0.0001686274,0.00006331823,0.00027339076,0.00009822271,0.00003872837],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00013590694,0.00013759309,0.00045214593,0.00011300033,0.00002092926,0.000006414515,0.00014224503,0.00009124713,0.000019645848],"category_scores_gemma":[0.00003313214,0.0001301211,0.00009675877,0.0005043868,0.000035936642,0.00007439249,0.00003905834,0.00018538455,3.604662e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000047233574,0.00011267911,0.00016002721,0.00030261997,0.000115374234,0.000001060038,0.0001562232,0.9870364,0.0083243465,0.00006333632,0.00008121129,0.003599503],"study_design_scores_gemma":[0.00095148076,0.000035971614,0.0003752542,0.00010192389,0.00005260428,1.06189646e-7,0.000015250722,0.991674,0.0057940674,0.0006841479,0.00021750323,0.000097679214],"about_ca_topic_score_codex":0.00013793647,"about_ca_topic_score_gemma":0.000012655373,"teacher_disagreement_score":0.6606689,"about_ca_system_score_codex":0.000025002575,"about_ca_system_score_gemma":0.000018680506,"threshold_uncertainty_score":0.5306184},"labels":[],"label_agreement":null},{"id":"W4412916561","doi":"10.1007/s00603-025-04747-7","title":"The Sunset Solution: Closure on Leaking Proppant","year":2025,"lang":"en","type":"article","venue":"Rock Mechanics and Rock Engineering","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of British Columbia","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Closure (psychology); Geology; Sunset; Petroleum engineering; Geotechnical engineering; Optics; Physics","score_opus":0.004751282086992395,"score_gpt":0.19217084439519108,"score_spread":0.18741956230819867,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4412916561","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.004080007,0.0037996974,0.98942614,0.00049511535,0.0008783659,0.00014264013,0.0000039077368,0.00044009142,0.0007340662],"genre_scores_gemma":[0.9982816,0.00084748026,0.00007475007,0.000034931603,0.000115472074,0.000021797214,0.0000035149512,0.000028998486,0.00059144886],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99909717,0.000010407401,0.00020702192,0.0001875758,0.00015254681,0.00034530187],"domain_scores_gemma":[0.99954313,0.00008335311,0.000018835604,0.0002589183,0.000026560312,0.000069195994],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00015368106,0.00020212446,0.0001847226,0.00012037833,0.0004106247,0.00008204609,0.000168288,0.000113675414,0.0000044269223],"category_scores_gemma":[0.000042492557,0.00014431417,0.00008649758,0.00025195026,4.828794e-7,0.0000469246,0.00007418462,0.00033059213,0.000009783198],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000003923424,0.0000055309715,0.0000058087003,0.000098311335,0.00011890786,0.0000039598995,0.000049720675,0.9930566,0.00066434446,0.004593242,0.00078309927,0.00061652873],"study_design_scores_gemma":[0.00013623989,0.0000184811,0.00002910782,0.00013230421,0.000035447098,0.0000047969693,0.00003520354,0.9430695,0.0019416538,0.00018481658,0.05424861,0.00016384726],"about_ca_topic_score_codex":0.0000074676454,"about_ca_topic_score_gemma":0.000013712153,"teacher_disagreement_score":0.9942016,"about_ca_system_score_codex":0.000057824327,"about_ca_system_score_gemma":0.00001301135,"threshold_uncertainty_score":0.5884961},"labels":[],"label_agreement":null},{"id":"W4412989529","doi":"10.56952/arma-2025-0202","title":"Junction Stability Study of a Fishbone Well, Offshore East Coast Canada","year":2025,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Cenovus Energy (Canada)","funders":"","keywords":"Submarine pipeline; East coast; Geology; Marine engineering; Oceanography; Engineering","score_opus":0.006733357075315351,"score_gpt":0.19343338922025843,"score_spread":0.18670003214494307,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4412989529","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9847222,0.00006299401,0.0018574521,0.00017210445,0.00023672447,0.00011698949,0.0000030708147,0.00008463363,0.012743823],"genre_scores_gemma":[0.9989049,0.000005764127,0.000017826607,0.000020644104,0.000015174094,0.000007654023,0.0000046784503,0.00000619436,0.0010171906],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99933594,0.000024435156,0.00022438721,0.00012412538,0.00016826694,0.00012281217],"domain_scores_gemma":[0.9995867,0.000027045538,0.000015571455,0.00028076387,0.000050012277,0.000039924777],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000098397766,0.000091844326,0.00019443798,0.00006614993,0.000038742808,0.000010482001,0.000093153576,0.000033407094,0.0002381757],"category_scores_gemma":[0.000019487043,0.00007605038,0.000036475903,0.0003208285,0.000011646169,0.000040693463,0.000027618595,0.00010788904,0.0000018968575],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00003697732,0.0005561786,0.07870269,0.00043412554,0.0008795203,0.000010501441,0.0009943607,0.8538744,0.00057953515,0.000008779473,0.059419893,0.0045030424],"study_design_scores_gemma":[0.0033076885,0.0002818357,0.37382028,0.0001404521,0.00068417983,0.0000025212744,0.05968737,0.45081875,0.031649373,0.000045672477,0.078634255,0.00092762784],"about_ca_topic_score_codex":0.60904515,"about_ca_topic_score_gemma":0.96013415,"teacher_disagreement_score":0.40305567,"about_ca_system_score_codex":0.00011216498,"about_ca_system_score_gemma":0.00007408977,"threshold_uncertainty_score":0.39355826},"labels":[],"label_agreement":null},{"id":"W4412990435","doi":"10.56952/arma-2025-0915","title":"Hydraulic fracture modeling: past, present, and promising","year":2025,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Computer science; Fracture (geology); Geology; Geotechnical engineering","score_opus":0.007216608482496484,"score_gpt":0.22323560192269915,"score_spread":0.21601899344020267,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4412990435","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.14787398,0.00478998,0.6714977,0.00941775,0.00021972154,0.000251834,0.0000013827031,0.0011187363,0.16482894],"genre_scores_gemma":[0.996029,0.00011478479,0.00056603074,0.00029947795,0.00018760296,0.00000841278,0.0000028490244,0.00001547759,0.0027763594],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9993487,0.000012131208,0.00016346664,0.00017482208,0.00009574995,0.00020515134],"domain_scores_gemma":[0.9996547,0.000028413688,0.000008577272,0.00021976109,0.000019403396,0.00006915214],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00007321147,0.00013650792,0.00017511376,0.00014105796,0.000077399294,0.00007002579,0.00010222248,0.00009817054,0.000047336587],"category_scores_gemma":[0.0000066443313,0.000107898624,0.00005810114,0.00018122813,0.000016586067,0.000089500354,0.00003966966,0.00018684738,0.0000096342055],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000020215025,0.000008290356,0.00017375672,0.00006442041,0.00010128553,0.0000027728506,0.00008567712,0.9854388,0.00012029742,0.000014700767,0.010693652,0.0032943203],"study_design_scores_gemma":[0.00014905202,0.0000032574053,0.00017455031,0.000040610146,0.00003671622,0.0000015984028,0.000045221495,0.9211041,0.0014612488,0.00045784036,0.076408416,0.0001174068],"about_ca_topic_score_codex":0.00011211224,"about_ca_topic_score_gemma":0.000006011425,"teacher_disagreement_score":0.848155,"about_ca_system_score_codex":0.00002167749,"about_ca_system_score_gemma":0.000008628695,"threshold_uncertainty_score":0.43999782},"labels":[],"label_agreement":null},{"id":"W4413134366","doi":"10.2118/228760-ms","title":"An Analytical Approach to Fracture Gradient Prediction Utilizing Leak Off Test Calibration Data: Case Study Application of a Deep Play Niger Delta Well","year":2025,"lang":"en","type":"article","venue":"SPE Nigeria Annual International Conference and Exhibition","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Husky Energy (Canada)","funders":"","keywords":"Niger delta; Calibration; Leak; Computer science; Test (biology); Fracture (geology); Test data; Delta; Reliability engineering; Environmental science; Geology; Engineering; Mathematics; Statistics; Geotechnical engineering; Aerospace engineering","score_opus":0.020131484331086174,"score_gpt":0.28810975180118215,"score_spread":0.26797826747009595,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4413134366","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.60584605,0.00003884912,0.39070222,0.0002004299,0.00015177093,0.00035678543,0.00025400284,0.000100303725,0.0023495695],"genre_scores_gemma":[0.9979246,0.000034275497,0.00037091042,0.00007449008,0.00014611537,0.000044813525,0.0013326645,0.000013153015,0.000058973656],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99867684,0.000050211125,0.00041387294,0.00043509653,0.00026721813,0.0001567659],"domain_scores_gemma":[0.99916774,0.000050030947,0.00006309248,0.00038825566,0.00022487968,0.00010602553],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00026354293,0.00018290851,0.00023174271,0.00030774443,0.00010506768,0.0001182637,0.00023945353,0.00012077378,0.000037350484],"category_scores_gemma":[0.00005169972,0.00016837179,0.000039831062,0.00026776126,0.000041584004,0.00061809714,0.00007323534,0.00018915086,0.00000375579],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00026235473,0.0029755745,0.0600116,0.00031763827,0.0010322613,0.00012221202,0.017417373,0.8716463,0.007127221,0.0015316331,0.0042043845,0.033351436],"study_design_scores_gemma":[0.0003109271,0.00011348166,0.004802945,0.0000334847,0.00008263017,0.00004014975,0.0103314575,0.9823129,0.00068376644,0.00011931088,0.0010138593,0.00015508092],"about_ca_topic_score_codex":0.0005082785,"about_ca_topic_score_gemma":0.0011211358,"teacher_disagreement_score":0.39207855,"about_ca_system_score_codex":0.00006408295,"about_ca_system_score_gemma":0.000026693795,"threshold_uncertainty_score":0.6866002},"labels":[],"label_agreement":null},{"id":"W4413135542","doi":"10.1061/9780784486375.069","title":"Three Mains, Two Reservoirs, One Goal: Vancouver’s Water Mains Are Ready to Shake Things Up","year":2025,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Aecom (Canada); Capital Regional District","funders":"","keywords":"Shake; Mains electricity; Electricity; Environmental science; Engineering; Electrical engineering; Mechanical engineering","score_opus":0.011432891000422609,"score_gpt":0.23630877134123604,"score_spread":0.22487588034081343,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4413135542","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.3000125,0.00073670095,0.30597278,0.015970277,0.0047136857,0.0011878641,0.00007498896,0.0048968736,0.3664343],"genre_scores_gemma":[0.9362325,0.00005598543,0.002871381,0.0017453555,0.00022311423,0.000055701286,0.000043137763,0.00007829156,0.058694523],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99794245,0.00002880518,0.00042981468,0.00045606232,0.00038116553,0.0007616989],"domain_scores_gemma":[0.99867815,0.00006265391,0.00002478351,0.0009076577,0.00009117062,0.00023560972],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00039086686,0.00033450258,0.00047059052,0.00036679266,0.00018787198,0.00012724241,0.0005801069,0.00017309764,0.00064642954],"category_scores_gemma":[0.00005831454,0.00024628083,0.00017583783,0.00045778678,0.000030821455,0.00023278949,0.000251135,0.00043749035,0.00056487066],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00004616534,0.000083942316,0.0012233305,0.0003234563,0.00076149614,0.0000636766,0.00089191535,0.43654105,0.0030908464,0.00049337285,0.5543426,0.0021381117],"study_design_scores_gemma":[0.001875846,0.000072655246,0.0036785954,0.0005962231,0.0003503747,0.0000039568727,0.0012162697,0.11236906,0.05315249,0.0061930213,0.81899357,0.001497919],"about_ca_topic_score_codex":0.0018326088,"about_ca_topic_score_gemma":0.030271923,"teacher_disagreement_score":0.63622,"about_ca_system_score_codex":0.00021432633,"about_ca_system_score_gemma":0.000021856547,"threshold_uncertainty_score":0.9999989},"labels":[],"label_agreement":null},{"id":"W4413165924","doi":"10.1002/nag.70044","title":"Thermo‐Hydro‐Mechanical Behavior of Saturated Porous Media Under Non‐Isothermal Flow With Fine Particle Migration","year":2025,"lang":"en","type":"article","venue":"International Journal for Numerical and Analytical Methods in Geomechanics","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"York University","funders":"National Natural Science Foundation of China","keywords":"Porous medium; Materials science; Isothermal process; Porosity; Geotechnical engineering; Particle flow; Particle (ecology); Flow (mathematics); Mechanics; Composite material; Geology; Discrete element method; Thermodynamics; Physics","score_opus":0.01630610548767734,"score_gpt":0.3290544278752907,"score_spread":0.31274832238761335,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4413165924","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.1445773,0.00015587828,0.85378516,0.00090033154,0.00041020958,0.0000869657,0.000012468801,0.00002548578,0.000046226214],"genre_scores_gemma":[0.939964,0.00011192945,0.05961579,0.00008691022,0.000094643976,0.000016775066,0.000009397557,0.000018541918,0.0000819916],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99871635,0.00007759204,0.00050828216,0.0001837444,0.00027528242,0.0002387209],"domain_scores_gemma":[0.99911654,0.00040542154,0.00007334605,0.00010790198,0.0001778339,0.000118954194],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005244978,0.00016587532,0.00035761288,0.00019714407,0.00004694798,0.00005596164,0.00022562049,0.00013029165,0.000068700276],"category_scores_gemma":[0.00021385604,0.000118920674,0.00013070289,0.00035000272,0.000036027785,0.000096916636,0.000041370087,0.00035854493,9.591208e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0006817152,0.0005974453,0.00079409115,0.00007832402,0.0013210627,0.00010528296,0.00031232947,0.64497644,0.02959436,0.0054918537,0.00016205964,0.31588504],"study_design_scores_gemma":[0.00082004484,0.00009929986,0.00062645564,0.00008276546,0.00014686334,0.00004000512,0.00007879851,0.98190814,0.010861482,0.0047933543,0.00039896386,0.00014384401],"about_ca_topic_score_codex":0.000027089458,"about_ca_topic_score_gemma":0.000030509622,"teacher_disagreement_score":0.79538673,"about_ca_system_score_codex":0.00007998371,"about_ca_system_score_gemma":0.00003419143,"threshold_uncertainty_score":0.48494443},"labels":[],"label_agreement":null},{"id":"W4413283579","doi":"10.3390/en18164381","title":"Wellhead Choke Performance for Multiphase Flowback: A Data-Driven Investigation on Shale Gas Wells","year":2025,"lang":"en","type":"article","venue":"Energies","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"National Natural Science Foundation of China","keywords":"Wellhead; Choke; Petroleum engineering; Shale gas; Oil shale; Environmental science; Geology; Engineering; Waste management","score_opus":0.024242005827488648,"score_gpt":0.2526469156281795,"score_spread":0.22840490980069084,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4413283579","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.989753,0.00037472142,0.004415088,0.00048331762,0.00041191542,0.000139832,0.00004629188,0.0003279675,0.0040478483],"genre_scores_gemma":[0.99313045,0.00025685088,0.0028136887,0.00014235312,0.00015930079,0.00004384535,0.00025563707,0.000021455919,0.0031764193],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9992599,0.000014126974,0.00018002589,0.00022934927,0.000109564346,0.0002070255],"domain_scores_gemma":[0.99926805,0.00009628862,0.000020781334,0.0005408012,0.000024855457,0.000049232327],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00010734157,0.00014621501,0.00017152935,0.00015559618,0.00011563487,0.000045813107,0.00031362718,0.000071788556,0.000025598556],"category_scores_gemma":[0.000050212235,0.00012883036,0.00005787064,0.0001894279,0.00003647125,0.00017491115,0.000055149907,0.000112969145,0.00004319736],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000010730805,0.0000135557975,0.0002455697,0.00015037606,0.00007795304,8.4041164e-7,0.00011667406,0.97744286,0.0009609587,0.00003207671,0.014542178,0.006406245],"study_design_scores_gemma":[0.0003514192,0.000019882838,0.00039836616,0.00010639933,0.000039942137,2.8384667e-7,0.000039009603,0.86685544,0.064075574,0.000045530534,0.06793387,0.0001342959],"about_ca_topic_score_codex":0.00005923812,"about_ca_topic_score_gemma":0.000043241434,"teacher_disagreement_score":0.11058742,"about_ca_system_score_codex":0.000042238255,"about_ca_system_score_gemma":0.000022480728,"threshold_uncertainty_score":0.525355},"labels":[],"label_agreement":null},{"id":"W4413391302","doi":"10.1115/omae2025-157168","title":"Experimental Investigation on Microscopic Oil-Sweeping Behaviour of Novel Injection-Soaking-Production via Fractures (ISPF) in a Tight Sandstone Oil Reservoir","year":2025,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Regina","funders":"","keywords":"Petroleum engineering; Oil production; Tight oil; Geology; Materials science; Petrology; Paleontology","score_opus":0.01364454522341176,"score_gpt":0.26684649446072467,"score_spread":0.25320194923731293,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4413391302","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9929888,0.000495856,0.0018307014,0.0003678012,0.00056091,0.000051993877,0.0000023428609,0.00017056124,0.0035310131],"genre_scores_gemma":[0.9970311,0.00003805398,0.00071348407,0.000096031945,0.00009255892,0.000034825884,0.000024757714,0.000024988822,0.0019441934],"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99872804,0.000037367157,0.00045062148,0.00032573042,0.00022159536,0.00023664284],"domain_scores_gemma":[0.99944305,0.000045712455,0.000068911686,0.00034263165,0.00004598364,0.00005371963],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00019536173,0.00021367069,0.00029460312,0.0006568461,0.00009765977,0.000029478153,0.00015502358,0.0001740721,0.00006139217],"category_scores_gemma":[0.000063814536,0.00020135865,0.000094504925,0.0006918297,0.000061325205,0.00016991221,0.00004132551,0.0003331792,0.0000058899273],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000026971735,0.00015908827,0.004142581,0.00016517004,0.000072846655,0.0000018895364,0.0008252655,0.56298345,0.42984852,0.000019348881,0.0005337316,0.0012211547],"study_design_scores_gemma":[0.0005929487,0.000044871238,0.011071108,0.00043328558,0.00003178795,0.0000030274375,0.00027302725,0.021620257,0.9654515,0.000020400046,0.0002510371,0.00020676578],"about_ca_topic_score_codex":0.0017662552,"about_ca_topic_score_gemma":0.00057650264,"teacher_disagreement_score":0.5413632,"about_ca_system_score_codex":0.00024280038,"about_ca_system_score_gemma":0.000032191212,"threshold_uncertainty_score":0.82111675},"labels":[],"label_agreement":null},{"id":"W4413391402","doi":"10.1115/omae2025-157166","title":"Experimental Investigation on the Spontaneous Imbibition Behaviour of Shale Reservoirs","year":2025,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Regina","funders":"","keywords":"Imbibition; Oil shale; Petroleum engineering; Geology; Shale gas","score_opus":0.013340302257821792,"score_gpt":0.22779188767820133,"score_spread":0.21445158542037954,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4413391402","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9656927,0.000090764246,0.00041154967,0.0004989211,0.0000850872,0.00007805462,0.000001944064,0.000100971694,0.033040036],"genre_scores_gemma":[0.99793243,0.0000053022654,0.00008501801,0.00009790743,0.000017870829,0.00001473258,0.000008818148,0.000007697421,0.0018301911],"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9995169,0.000025889718,0.00014945005,0.00008807045,0.00012533755,0.00009437228],"domain_scores_gemma":[0.9996647,0.000062972846,0.000015168527,0.00021459162,0.00001783023,0.000024704339],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00010270684,0.000076608056,0.000090692156,0.00010103649,0.00005437537,0.000015012755,0.00011267858,0.000048558453,0.00021553911],"category_scores_gemma":[0.000020197083,0.000051712886,0.00006220217,0.00019633005,0.00003588904,0.000034366523,0.000018036992,0.00009938656,0.000016506212],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000062876294,0.00021805736,0.0037455114,0.00015861056,0.00033023395,0.000092258386,0.0019428912,0.74602616,0.20572169,0.004020056,0.03691382,0.0007678261],"study_design_scores_gemma":[0.00011956652,0.000031648382,0.001960247,0.00006243941,0.000022212342,0.0000052332875,0.00054439297,0.027108511,0.9696669,0.00021125347,0.00018691477,0.00008068357],"about_ca_topic_score_codex":0.00016904714,"about_ca_topic_score_gemma":0.000040143623,"teacher_disagreement_score":0.7639452,"about_ca_system_score_codex":0.000050315633,"about_ca_system_score_gemma":0.000008382956,"threshold_uncertainty_score":0.23600021},"labels":[],"label_agreement":null},{"id":"W4413391475","doi":"10.1115/omae2025-157082","title":"Three-Dimensional Hydrodynamics of Off-Bottom Plug Placement in Eccentric Wellbores","year":2025,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Eccentric; Spark plug; Petroleum engineering; Geology; Mechanics; Computer science; Geotechnical engineering; Mechanical engineering; Engineering; Physics","score_opus":0.0038643822138484754,"score_gpt":0.20721645041649225,"score_spread":0.2033520682026438,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4413391475","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9599291,0.0014919093,0.01588907,0.00031111986,0.00023692915,0.0001374924,0.0000058928576,0.00014700403,0.021851482],"genre_scores_gemma":[0.99815756,0.00009675343,0.00065797794,0.00003306235,0.000013683883,0.0000055396586,0.000011497457,0.000009890309,0.0010140616],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9991907,0.000010650536,0.00029240697,0.00013936016,0.00016912507,0.000197754],"domain_scores_gemma":[0.9996374,0.00007011261,0.000019212486,0.0002168551,0.000020119816,0.000036254703],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00012518764,0.000117431104,0.00021803856,0.00034700768,0.000020291338,0.000008362581,0.00013903122,0.00007479753,0.00028033977],"category_scores_gemma":[0.000017033632,0.00009842788,0.00007841559,0.00048086877,0.000022807566,0.000035470344,0.00004803383,0.00015984615,0.000015749405],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000008196777,0.000043199896,0.006027109,0.0000683957,0.00009251809,0.0000051117713,0.00001719838,0.9894934,0.00009925502,0.00012035135,0.0025654589,0.0014597641],"study_design_scores_gemma":[0.00035506976,0.0000073771203,0.008752004,0.00005568313,0.000023983652,3.8228188e-7,0.00001596551,0.98679453,0.001744553,0.00013503262,0.0020158286,0.00009958896],"about_ca_topic_score_codex":0.0004081046,"about_ca_topic_score_gemma":0.0014547409,"teacher_disagreement_score":0.038228434,"about_ca_system_score_codex":0.00008850359,"about_ca_system_score_gemma":0.000027854923,"threshold_uncertainty_score":0.40137726},"labels":[],"label_agreement":null},{"id":"W4413401479","doi":"10.3390/app15169158","title":"Effects of Petrophysical Parameters on Sedimentary Rock Strength Prediction: Implications of Machine Learning Approaches","year":2025,"lang":"en","type":"article","venue":"Applied Sciences","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Memorial University of Newfoundland; University of Saskatchewan","funders":"","keywords":"Petrophysics; Geology; Sedimentary rock; Geotechnical engineering; Geochemistry; Porosity","score_opus":0.009911324590182964,"score_gpt":0.2102702664148992,"score_spread":0.20035894182471625,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4413401479","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9709919,0.00020558127,0.014412614,0.00016461733,0.00007925832,0.00014508993,0.0000067537276,0.00010498307,0.013889173],"genre_scores_gemma":[0.9991183,0.000021896809,0.00076096907,0.000013893476,0.0000138237165,0.00002442978,0.0000061405353,0.0000037460288,0.00003677538],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9994109,0.000015112872,0.00015149971,0.00015243259,0.00015512545,0.00011492613],"domain_scores_gemma":[0.9995965,0.00022363814,0.000034740184,0.00011096102,0.000006955724,0.000027201699],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00009136169,0.00008036352,0.0001552475,0.00014112689,0.000098531615,0.000009323598,0.00017526247,0.00002975199,0.000004267093],"category_scores_gemma":[0.0000139987915,0.00006329197,0.000055904635,0.00049794576,0.00009657043,0.000029677696,0.000025388808,0.0001216373,0.0000020733116],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00000382868,0.000056578232,0.0009208599,0.000108272405,0.00007567346,9.742411e-8,0.00010463938,0.9877841,0.006594704,0.0006207546,0.000086611886,0.0036439174],"study_design_scores_gemma":[0.00029503094,0.00013594047,0.0130350925,0.000066691835,0.000116843345,2.6441876e-7,0.00027266316,0.63553625,0.34958586,0.00056089263,0.00026795935,0.00012648005],"about_ca_topic_score_codex":0.0000333804,"about_ca_topic_score_gemma":0.000002084779,"teacher_disagreement_score":0.35224777,"about_ca_system_score_codex":0.000017404385,"about_ca_system_score_gemma":0.000012923918,"threshold_uncertainty_score":0.25809714},"labels":[],"label_agreement":null},{"id":"W4413453120","doi":"10.1016/j.advwatres.2025.105093","title":"DNS simulations of inertial flow phenomena in 3D intersecting rough fractures: Impact of roughness and intersection angle on non-linear flow regimes","year":2025,"lang":"en","type":"article","venue":"Advances in Water Resources","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Geomechanica (Canada)","funders":"North Dakota Industrial Commission","keywords":"Intersection (aeronautics); Inertial frame of reference; Flow (mathematics); Mechanics; Geology; Surface finish; Surface roughness; Geometry; Geotechnical engineering; Physics; Classical mechanics; Mathematics; Materials science; Engineering; Aerospace engineering","score_opus":0.004726684837855146,"score_gpt":0.2641883811390952,"score_spread":0.25946169630124005,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4413453120","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99412006,0.0006549723,0.0035712721,0.00002306104,0.00014739986,0.00010391509,0.000007545271,0.000033058488,0.0013386864],"genre_scores_gemma":[0.9992557,0.0001016557,0.00045955082,0.000008864328,0.00008542943,0.000007431645,0.000014134217,0.000016453985,0.000050781266],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99902,0.00004650578,0.00040753893,0.00020211747,0.00011040076,0.00021348246],"domain_scores_gemma":[0.99955904,0.00013940883,0.000053867894,0.00019538424,0.000026092534,0.000026176756],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00013110912,0.00017337942,0.00034809168,0.0005289459,0.000035134064,0.000014920708,0.00012943876,0.000083352315,0.000019156341],"category_scores_gemma":[0.000056566434,0.00012284434,0.000086385306,0.00034986302,0.000060301652,0.0002509059,0.00005192986,0.00023442294,6.4440405e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000102008504,0.0000459603,0.007608319,0.00016316843,0.00007193008,0.000002737725,0.0098465225,0.972751,0.0013462186,3.6634043e-7,0.000003940649,0.008057791],"study_design_scores_gemma":[0.00064170494,0.000100752855,0.0030612105,0.00057556387,0.000021891596,7.8648037e-7,0.0007281772,0.9646738,0.028977904,0.00008047734,0.0009861215,0.00015159711],"about_ca_topic_score_codex":0.000605968,"about_ca_topic_score_gemma":0.00078086904,"teacher_disagreement_score":0.027631685,"about_ca_system_score_codex":0.00009984512,"about_ca_system_score_gemma":0.000005574928,"threshold_uncertainty_score":0.50094473},"labels":[],"label_agreement":null},{"id":"W4413558193","doi":"10.2118/225823-ms","title":"Simulating Coupled THM Problem and Wellbore Integrity Analyses with Two-Phase Fluid Flow in Naturally Fractured Reservoirs","year":2025,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Petro Geotech (Canada)","funders":"","keywords":"Wellbore; Petroleum engineering; Flow (mathematics); Geology; Two-phase flow; Phase (matter); Mechanics; Fluid dynamics; Geotechnical engineering; Chemistry; Physics","score_opus":0.013063641811099792,"score_gpt":0.3036767222653925,"score_spread":0.2906130804542927,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4413558193","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.957524,0.0016870472,0.029366642,0.0008404086,0.00006621908,0.00031892123,0.0000061666888,0.00043675356,0.009753846],"genre_scores_gemma":[0.99051243,0.00007226698,0.008670884,0.0001169033,0.00003576546,0.000016906437,0.000034518624,0.000026320367,0.00051402947],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99858534,0.00005546718,0.00039794517,0.00035660452,0.00023449701,0.0003701527],"domain_scores_gemma":[0.9991935,0.00022445069,0.000036914993,0.00035684963,0.000084772626,0.000103524646],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00028720268,0.0002971732,0.00046529283,0.00041219706,0.00011011149,0.000118350625,0.0002026122,0.00016044534,0.00008867605],"category_scores_gemma":[0.000101717415,0.00020079335,0.000082254286,0.000905964,0.000057548437,0.00020669772,0.00006707853,0.00073498924,0.0000032325731],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000068110836,0.000047313846,0.0019328557,0.00016241703,0.0002641942,0.00003960084,0.00031513305,0.99295515,0.0020680188,0.000015696383,0.00027438055,0.0018571529],"study_design_scores_gemma":[0.0018723845,0.000037258946,0.0012231162,0.00021633063,0.00008838857,0.0000023584437,0.0002549589,0.9916436,0.003693966,0.00021396605,0.00049288996,0.00026075187],"about_ca_topic_score_codex":0.0012628837,"about_ca_topic_score_gemma":0.0039439257,"teacher_disagreement_score":0.03298841,"about_ca_system_score_codex":0.00008795132,"about_ca_system_score_gemma":0.00004531446,"threshold_uncertainty_score":0.81881154},"labels":[],"label_agreement":null},{"id":"W4413559725","doi":"10.2118/225821-ms","title":"THM Induced Fluid Flux with Conductive-Convective Heat Transfer Around a Borehole in Naturally Fractured Media","year":2025,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Petro Geotech (Canada)","funders":"","keywords":"Borehole; Convective heat transfer; Convection; Electrical conductor; Heat transfer; Geology; Heat flux; Flux (metallurgy); Mechanics; Materials science; Petroleum engineering; Geotechnical engineering; Composite material; Physics","score_opus":0.006728786084897352,"score_gpt":0.2139357131003858,"score_spread":0.20720692701548846,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4413559725","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.97179586,0.0005705323,0.008035438,0.00060904643,0.00023502599,0.00023811049,0.0000050318586,0.00028782384,0.018223125],"genre_scores_gemma":[0.99872583,0.000020712696,0.00023853828,0.00027609867,0.000051948213,0.000042682244,0.000029989584,0.000030752297,0.000583421],"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99877334,0.000048445218,0.00026206454,0.0003302582,0.00022119151,0.000364703],"domain_scores_gemma":[0.9993919,0.00014451258,0.0000048118563,0.00030404536,0.000063685184,0.00009103185],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00012407707,0.00028703996,0.00041498913,0.0003794376,0.00005841232,0.00005609128,0.00020211349,0.00022275058,0.00017521704],"category_scores_gemma":[0.000035311088,0.00020289219,0.00010116238,0.00075510266,0.00005427203,0.00023247488,0.000017257762,0.0006132957,0.00001975225],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00042109605,0.00028534274,0.003945647,0.00032240132,0.0025572712,0.0002555881,0.013975267,0.7897701,0.18113616,0.0004484255,0.0037467782,0.0031358637],"study_design_scores_gemma":[0.005400103,0.00017032461,0.06732081,0.00042285828,0.00030121487,0.000019783967,0.0039745052,0.14666516,0.76887876,0.0007281123,0.0046859053,0.0014324477],"about_ca_topic_score_codex":0.0008222454,"about_ca_topic_score_gemma":0.0029385553,"teacher_disagreement_score":0.643105,"about_ca_system_score_codex":0.0001576509,"about_ca_system_score_gemma":0.000067308945,"threshold_uncertainty_score":0.82737035},"labels":[],"label_agreement":null},{"id":"W4413669031","doi":"10.1017/jfm.2025.10473","title":"The arrest and recession dynamics of a deflating rectangular hydraulic fracture in a permeable elastic medium","year":2025,"lang":"en","type":"article","venue":"Journal of Fluid Mechanics","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of British Columbia","funders":"Natural Sciences and Engineering Research Council of Canada; École Polytechnique Fédérale de Lausanne","keywords":"Dynamics (music); Mechanics; Fracture (geology); Hydraulic fracturing; Materials science; Geotechnical engineering; Composite material; Geology; Physics; Acoustics","score_opus":0.0033345045106360806,"score_gpt":0.21236812586867457,"score_spread":0.2090336213580385,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4413669031","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7496069,0.016829187,0.22713727,0.0036669627,0.0016220289,0.00017401426,0.0000034626992,0.000044942342,0.00091522746],"genre_scores_gemma":[0.9967804,0.0024993692,0.00054714864,0.000044289434,0.00006143371,0.0000014016447,9.556103e-7,0.000014092884,0.00005089483],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99891645,0.000057177258,0.0005281711,0.00008167095,0.00023273173,0.00018378896],"domain_scores_gemma":[0.99926144,0.0002858318,0.00014833704,0.00015847545,0.000086887325,0.00005903757],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007216326,0.000120961085,0.0003039597,0.00022972174,0.00008195043,0.000031423657,0.0002021911,0.0001294715,0.0000056434064],"category_scores_gemma":[0.0004307951,0.00007898067,0.0000947046,0.00038327105,0.000015579073,0.000090346606,0.000037776397,0.00048447563,3.7995557e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00005828472,0.000031795815,0.00022344862,0.00025765464,0.00020641282,0.000037518603,0.0004887143,0.9754147,0.0152752325,0.00017191394,0.0007367095,0.007097642],"study_design_scores_gemma":[0.00033325405,0.000045865243,0.00024243465,0.00063898414,0.00008620165,0.000020218491,0.00048139124,0.98713773,0.0067212475,0.0023028795,0.0019075673,0.000082237246],"about_ca_topic_score_codex":0.000023035538,"about_ca_topic_score_gemma":0.00016103212,"teacher_disagreement_score":0.24717352,"about_ca_system_score_codex":0.000121025536,"about_ca_system_score_gemma":0.000063408566,"threshold_uncertainty_score":0.32207385},"labels":[],"label_agreement":null},{"id":"W4413903561","doi":"10.1016/j.rineng.2025.107078","title":"Hydraulic fracture initiation and propagation mechanisms in deep coalbed methane reservoirs based on Computed Tomography image reconstruction","year":2025,"lang":"en","type":"article","venue":"Results in Engineering","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Coalbed methane; Geology; Hydraulic fracturing; Fracture (geology); Computed tomography; Tomography; Petroleum engineering; Radiology; Medicine; Geotechnical engineering; Engineering; Coal; Coal mining","score_opus":0.004113905393749117,"score_gpt":0.20330752712445724,"score_spread":0.19919362173070812,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4413903561","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.23835509,0.0003673911,0.75624794,0.00077781465,0.00051563233,0.00056515896,0.000013451073,0.0005909681,0.0025665665],"genre_scores_gemma":[0.9917377,0.00005821885,0.007965221,0.000065929504,0.0000327419,0.00003996095,0.000066009816,0.00002723292,0.0000069358684],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9986927,0.00006018288,0.00046453497,0.00031535717,0.00018193341,0.00028532685],"domain_scores_gemma":[0.9993746,0.00022475462,0.00004705529,0.0002595934,0.00003540894,0.00005853021],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00044838298,0.00023272238,0.0002928268,0.0014781125,0.00003298124,0.000050168845,0.00011648965,0.00021046743,0.0000042305915],"category_scores_gemma":[0.00022769466,0.00023917864,0.00005961353,0.0012659759,0.000018205872,0.000192886,0.000020120488,0.0004826366,0.0000018486904],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00005236086,0.000021288264,0.00012334451,0.00022490419,0.000026441101,0.000013607352,0.00014783049,0.99313694,0.0033547883,0.000019651063,0.000016665907,0.0028621855],"study_design_scores_gemma":[0.0013101476,0.000025930476,0.0074716005,0.0006333076,0.000015809848,0.0000022735683,0.000049397622,0.96498924,0.025030674,0.00016193958,0.0000972504,0.00021239553],"about_ca_topic_score_codex":0.00008976104,"about_ca_topic_score_gemma":0.00012566282,"teacher_disagreement_score":0.7533827,"about_ca_system_score_codex":0.00016974335,"about_ca_system_score_gemma":0.000016388667,"threshold_uncertainty_score":0.97534215},"labels":[],"label_agreement":null},{"id":"W4413903637","doi":"10.1016/j.ptlrs.2025.08.007","title":"Estimation of fluid saturation and pressure distribution throughout a reservoir using machine learning techniques","year":2025,"lang":"en","type":"article","venue":"Petroleum Research","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Ontario Tech University; Petroleum Technology Research Centre; University of Regina","funders":"Mitacs; Petroleum Technology Research Centre","keywords":"Saturation (graph theory); Petroleum engineering; Geology; Fluid pressure; Mechanics; Mathematics; Physics","score_opus":0.019969504187569785,"score_gpt":0.3308388579636,"score_spread":0.31086935377603025,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4413903637","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.840755,0.005574561,0.15006422,0.0004441535,0.0000589871,0.00022314055,0.000032086995,0.00031988684,0.00252796],"genre_scores_gemma":[0.9975731,0.0005937224,0.001155972,0.0000019420258,0.000034065706,0.000017965081,0.000103392296,0.000013957505,0.00050590216],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99876887,0.00018353798,0.0002385798,0.00018239042,0.00037084546,0.00025576432],"domain_scores_gemma":[0.99940324,0.00017711463,0.000028426151,0.00021599354,0.0001325211,0.000042710053],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000936788,0.000106986496,0.00019610113,0.00029833347,0.00021634513,0.000068969064,0.00013017615,0.00012200548,0.000008637055],"category_scores_gemma":[0.00042297924,0.00009673883,0.00004666013,0.00052643433,0.00009191314,0.00017707713,0.00009569618,0.00051808794,0.0000015330218],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000038793347,0.000023418332,0.0019542596,0.0005895098,0.0001249636,0.0000020245323,0.00014905361,0.9414629,0.045748666,0.00014176604,0.00021111086,0.009553552],"study_design_scores_gemma":[0.00011261751,0.000029643174,0.0010259404,0.00012459572,0.000033187414,0.0000015680847,0.000047084835,0.8879463,0.105181776,0.00019569787,0.0052321837,0.00006939992],"about_ca_topic_score_codex":0.00063899544,"about_ca_topic_score_gemma":0.0000506594,"teacher_disagreement_score":0.15681806,"about_ca_system_score_codex":0.00009533405,"about_ca_system_score_gemma":0.000032997363,"threshold_uncertainty_score":0.3944895},"labels":[],"label_agreement":null},{"id":"W4413948001","doi":"10.1002/nag.70054","title":"Numerical Modeling of the Recession and Closure of Planar Hydraulic Fractures: Contact‐Based Versus Asymptotic‐Informed Schemes","year":2025,"lang":"en","type":"article","venue":"International Journal for Numerical and Analytical Methods in Geomechanics","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of British Columbia","funders":"Basic Energy Sciences; U.S. Department of Energy; Office of Science; Schweizerischer Nationalfonds zur Förderung der Wissenschaftlichen Forschung; National Science Foundation","keywords":"Closure (psychology); Recession; Planar; Geology; Geotechnical engineering; Mechanics; Mathematics; Computer science; Physics; Economics; Keynesian economics; Law; Political science","score_opus":0.023375322740049394,"score_gpt":0.3677832408425759,"score_spread":0.3444079181025265,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4413948001","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"methods","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.020869115,0.00058008026,0.97618467,0.0011905642,0.0007674862,0.00008385411,0.000009202842,0.0000140546845,0.00030096597],"genre_scores_gemma":[0.96363145,0.00028886853,0.03587102,0.000113855014,0.000057527803,0.000004229973,0.000003102445,0.0000109948405,0.000018932613],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9986769,0.000087235334,0.0005967634,0.00014931067,0.00030263548,0.0001871358],"domain_scores_gemma":[0.9984956,0.001026927,0.00011603615,0.000116073075,0.00015276785,0.00009259848],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00052310264,0.00015299734,0.0004044236,0.0002455963,0.000062124935,0.000035887813,0.00029898123,0.00014911868,0.000014163896],"category_scores_gemma":[0.0011989714,0.000100204285,0.00020725539,0.0002921353,0.000036113914,0.00007990974,0.000052429223,0.000431029,1.2387478e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00084205455,0.00014425766,0.0009775221,0.00027074877,0.00096971187,0.000006645802,0.00012689955,0.93089926,0.0012024265,0.0041733366,0.00012698359,0.06026015],"study_design_scores_gemma":[0.0010784371,0.000070577895,0.00015756735,0.0002773353,0.00009520797,0.0000055074147,0.00007984178,0.98661554,0.002865165,0.00688668,0.0017658686,0.00010226445],"about_ca_topic_score_codex":0.000022633421,"about_ca_topic_score_gemma":0.0000030011386,"teacher_disagreement_score":0.9427624,"about_ca_system_score_codex":0.00007142044,"about_ca_system_score_gemma":0.000063560066,"threshold_uncertainty_score":0.40862122},"labels":[],"label_agreement":null},{"id":"W4414127345","doi":"10.1088/1742-6596/3048/1/012127","title":"Wellbore Integrity Evaluation Based on the Grey-Markov Model of Sand-Producing Wells in Fractured Tight Gas Reservoirs","year":2025,"lang":"en","type":"article","venue":"Journal of Physics Conference Series","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Petro-Canada","funders":"","keywords":"Wellbore; Tight gas; Integrity management; Structural integrity; Geomechanics; Tarim basin; Permeability (electromagnetism); Lead (geology)","score_opus":0.024805701300278322,"score_gpt":0.26186100928340056,"score_spread":0.23705530798312224,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4414127345","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8196487,0.0005697107,0.14337085,0.014268657,0.0006518692,0.0004508498,0.00002426995,0.000051156843,0.020963978],"genre_scores_gemma":[0.9990249,0.00014337627,0.000560524,0.000075437936,0.00007975193,0.000005135,0.0000043284845,0.000011799411,0.00009474514],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99853265,0.00015657648,0.0005021379,0.0001334158,0.0005044597,0.00017077183],"domain_scores_gemma":[0.998689,0.00019990254,0.00021152779,0.0003609632,0.0004995,0.000039139857],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0011116067,0.00017420789,0.00038494734,0.00020044482,0.000063340376,0.00005610123,0.00034875865,0.000092624956,0.000054432432],"category_scores_gemma":[0.0003149085,0.000114060305,0.00016298344,0.00041285087,0.00008003383,0.00028376668,0.000026773152,0.000760151,0.0000012935789],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00007803779,0.00005097261,0.0003847543,0.00011438259,0.00008970275,0.0000016958629,0.0008694924,0.98595595,0.0050308225,0.000242614,0.0010888904,0.006092695],"study_design_scores_gemma":[0.00028409337,0.000038360344,0.00092445017,0.00048480782,0.00006815496,3.430432e-7,0.00022615581,0.718722,0.26776162,0.011282769,0.00011394116,0.00009333106],"about_ca_topic_score_codex":0.00005626751,"about_ca_topic_score_gemma":0.00005393896,"teacher_disagreement_score":0.26723397,"about_ca_system_score_codex":0.00010600883,"about_ca_system_score_gemma":0.00030655906,"threshold_uncertainty_score":0.46512443},"labels":[],"label_agreement":null},{"id":"W4414143469","doi":"10.1016/j.geoen.2025.214190","title":"Leveraging machine learning to predict water flowback in tight-gas wells: Insights from low-pressure reservoirs in the Ordos Basin","year":2025,"lang":"en","type":"article","venue":"Geoenergy Science and Engineering","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"National Natural Science Foundation of China","keywords":"Workflow; Volume (thermodynamics); Hydraulic fracturing; Feature (linguistics); Artificial neural network; Support vector machine; Reservoir modeling; Perforation","score_opus":0.003648295471442578,"score_gpt":0.18066275893678796,"score_spread":0.17701446346534538,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4414143469","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9945999,0.0010184855,0.0016785257,0.00076959626,0.00025275012,0.000095106465,0.0000015859442,0.00012298494,0.0014610791],"genre_scores_gemma":[0.9992352,0.00015771539,0.00019739338,0.00013935928,0.00006234375,0.000018116649,0.000007065891,0.000017055097,0.00016571041],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9983477,0.000039572602,0.0002816954,0.00039760707,0.00037664772,0.0005568019],"domain_scores_gemma":[0.9994277,0.000093949755,0.000010280458,0.0003325398,0.000031914147,0.00010365732],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00062013016,0.00022201797,0.00025330044,0.00078569027,0.00017014757,0.00018449115,0.0005869126,0.00008167332,0.000017395967],"category_scores_gemma":[0.00012655855,0.00014910949,0.00003914493,0.0014387093,0.000051334056,0.00032281165,0.00017559207,0.00047285925,0.000008861785],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000038455814,0.000008548801,0.0015320198,0.00004418775,0.000019374815,0.000023849083,0.0021790473,0.988006,0.0076037995,0.000015767251,0.00006359176,0.00050000066],"study_design_scores_gemma":[0.00024153749,0.000010035678,0.012164772,0.00023399494,0.000011696193,0.0000015932678,0.00043313252,0.9512125,0.010467283,0.000046386845,0.024978582,0.00019847364],"about_ca_topic_score_codex":0.0019896533,"about_ca_topic_score_gemma":0.0004694718,"teacher_disagreement_score":0.036793455,"about_ca_system_score_codex":0.00008237052,"about_ca_system_score_gemma":0.000026645166,"threshold_uncertainty_score":0.6080509},"labels":[],"label_agreement":null},{"id":"W4414204602","doi":"10.1063/5.0277616","title":"Insight into the oil–water seepage mechanism based on shale stress deformation: A numerical simulation approach","year":2025,"lang":"en","type":"article","venue":"Physics of Fluids","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"Natural Science Foundation of Shandong Province; National Natural Science Foundation of China","keywords":"Oil shale; Shale oil; Hydraulic fracturing; Deformation (meteorology); Matrix (chemical analysis); Flow (mathematics); Computer simulation; Fracture (geology); Shell in situ conversion process","score_opus":0.0076436667548294025,"score_gpt":0.2199971791121882,"score_spread":0.21235351235735878,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4414204602","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.05810145,0.000052565985,0.9242693,0.00018372384,0.00009795613,0.000065748005,0.0000042684437,0.00011122692,0.017113721],"genre_scores_gemma":[0.9991042,0.000005872614,0.0005551605,0.00007774108,0.00007029042,0.000018676845,0.000051625906,0.000012603425,0.00010381365],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9993494,0.000031871692,0.00017815757,0.0001087727,0.00020149154,0.00013030854],"domain_scores_gemma":[0.9995438,0.00006491107,0.000015585194,0.00030883015,0.00004187352,0.000025032592],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000086641434,0.00011886708,0.00015799898,0.00006521935,0.00008744299,0.0000270132,0.0001699614,0.00004596296,0.000014030555],"category_scores_gemma":[0.000008480445,0.00007246452,0.00010645107,0.00023341505,0.000020774873,0.00010063661,0.000029256482,0.00013891602,0.0000130126655],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000064772494,0.00005480195,0.000016222506,0.00014685672,0.00006056556,3.3998754e-7,0.001352478,0.9927054,0.0011197309,0.0005286622,0.00002379803,0.003984687],"study_design_scores_gemma":[0.00014560732,0.000011064501,0.000028830653,0.000029592817,0.00003598893,4.3661572e-8,0.000041762036,0.9265186,0.07182699,0.00083111506,0.00045158973,0.000078822944],"about_ca_topic_score_codex":0.000035437286,"about_ca_topic_score_gemma":8.941144e-7,"teacher_disagreement_score":0.9410028,"about_ca_system_score_codex":0.00004335218,"about_ca_system_score_gemma":0.000009600547,"threshold_uncertainty_score":0.29550174},"labels":[],"label_agreement":null},{"id":"W4414209373","doi":"10.1016/j.molliq.2025.128533","title":"Development of a low-damage Zwitterionic viscoelastic fracturing fluids utilizing noncovalent bonding for unconventional reservoirs","year":2025,"lang":"en","type":"article","venue":"Journal of Molecular Liquids","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"China Scholarship Council; Natural Sciences and Engineering Research Council of Canada; National Natural Science Foundation of China","keywords":"Viscoelasticity; Non-covalent interactions; Rheology; Hydrogen bond; Fracturing fluid","score_opus":0.008791902509850881,"score_gpt":0.2564701387373186,"score_spread":0.24767823622746774,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4414209373","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.66436595,0.0009078588,0.3337051,0.00014596405,0.00033774794,0.000087627704,0.0000020495238,0.00002244196,0.0004252564],"genre_scores_gemma":[0.98021203,0.000041263444,0.019419728,0.000046788606,0.00008312543,0.000010587661,0.000005581012,0.00003344125,0.00014744703],"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9980203,0.000043147014,0.0010386616,0.00015562422,0.00042950423,0.0003127738],"domain_scores_gemma":[0.9991312,0.000113157876,0.00020753725,0.00021735804,0.00022101511,0.0001097456],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007771486,0.00021394828,0.00046897517,0.0006264948,0.00011187501,0.00004483565,0.00034667185,0.000120756005,0.000032959982],"category_scores_gemma":[0.00015245313,0.00019515191,0.0004484111,0.00033969022,0.00003870008,0.00014073109,0.00007996139,0.00031481517,0.000001999352],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00015625835,0.00012071492,0.00015747354,0.0016871586,0.0014305273,0.00007859622,0.0006176721,0.5377727,0.45562425,0.0002895077,0.0004570167,0.0016081086],"study_design_scores_gemma":[0.0018857196,0.0001777059,0.0012876577,0.0032307128,0.00036793403,0.000030260746,0.00050634844,0.05439822,0.92060375,0.0003997546,0.016699051,0.00041289977],"about_ca_topic_score_codex":0.0000018484716,"about_ca_topic_score_gemma":0.000003759213,"teacher_disagreement_score":0.48337448,"about_ca_system_score_codex":0.00025121635,"about_ca_system_score_gemma":0.00024397127,"threshold_uncertainty_score":0.7958064},"labels":[],"label_agreement":null},{"id":"W4414247237","doi":"10.3390/mining5030058","title":"Underground Pumped Hydroelectric Energy Storage in Salt Caverns in Southern Ontario, Canada: Layout and Working Pressure Design","year":2025,"lang":"en","type":"article","venue":"Mining","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Newfoundland and Labrador Centre for Applied Health Research; Government of Newfoundland and Labrador; University of Waterloo","funders":"Mitacs","keywords":"Multiphysics; Creep; Work (physics); Modular design; Energy storage; Renewable energy; Piping; Hydroelectricity; Hydropower","score_opus":0.008181019836764744,"score_gpt":0.18077067966236848,"score_spread":0.17258965982560373,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4414247237","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9807476,0.0026350094,0.01307725,0.000074039126,0.00012128408,0.00006211554,0.0000013268533,0.00006169434,0.0032196916],"genre_scores_gemma":[0.9945808,0.00002099594,0.00016330075,0.00004883827,0.000023208773,0.000012283781,0.000003874598,0.000019682495,0.005127029],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9990558,0.000057388133,0.00021812598,0.0002084101,0.00012899011,0.00033125828],"domain_scores_gemma":[0.99963063,0.0001408616,0.000023708762,0.00014823866,0.000006867358,0.000049712788],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00017069213,0.00015397441,0.00024541668,0.00029327098,0.0000527546,0.00004390695,0.00012067012,0.00009659428,0.000026467125],"category_scores_gemma":[0.000024327042,0.00015943551,0.00002336415,0.00044978003,0.000010112538,0.00004297634,0.00003257381,0.00025388214,4.1212897e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000008014332,0.000007811087,0.021032533,0.000030783343,0.00008795235,0.00008251383,0.0035384027,0.9725731,0.00007978322,0.0000050388194,0.00027951895,0.0022745384],"study_design_scores_gemma":[0.0007306757,0.000013732132,0.016408963,0.0003333615,0.00007895296,0.000004090849,0.0015825673,0.970624,0.00033318895,0.00007545487,0.009420828,0.00039413993],"about_ca_topic_score_codex":0.9411488,"about_ca_topic_score_gemma":0.9961205,"teacher_disagreement_score":0.05497171,"about_ca_system_score_codex":0.0005404719,"about_ca_system_score_gemma":0.00026430248,"threshold_uncertainty_score":0.6501591},"labels":[],"label_agreement":null},{"id":"W4414267992","doi":"10.31223/x5p45w","title":"Massive High-Fidelity Focal Mechanisms Reveal Detailed Structure of Re-Activated Faults During Hydraulic Fracturing in Western Canada","year":2025,"lang":"en","type":"preprint","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Microseism; Focal mechanism; Hydraulic fracturing; Software deployment; Feature (linguistics); Fault (geology)","score_opus":0.005649132715576337,"score_gpt":0.21179225261200688,"score_spread":0.20614311989643053,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4414267992","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9894543,0.00017387929,0.0073620914,0.00021941008,0.0008388441,0.00048753934,0.00028803106,0.00030066748,0.0008751878],"genre_scores_gemma":[0.99747705,0.0000547871,0.0012333028,0.00007123087,0.000110780966,0.0000313078,0.00019959708,0.00007400549,0.00074794155],"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9961852,0.00015999317,0.0013142531,0.0008853232,0.00070900447,0.00074623135],"domain_scores_gemma":[0.99800694,0.0001539667,0.0003100421,0.0011654478,0.00013946714,0.00022411515],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00016987463,0.0008161661,0.0015241589,0.00055998407,0.00008750868,0.00004817296,0.000825564,0.00091677945,0.0002878663],"category_scores_gemma":[0.000105352316,0.0007632543,0.00027545125,0.00046463154,0.000037667156,0.00012116169,0.0007052822,0.002228276,0.0000021293479],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000045060624,0.00002180689,0.0011737957,0.0018391778,0.0005729348,0.000117430915,0.00017340205,0.9786859,0.017042205,0.0000035874662,0.00016387716,0.00016079846],"study_design_scores_gemma":[0.0012841574,0.00002025796,0.058980267,0.001845231,0.0002597855,0.0000053074364,0.0002510978,0.052781824,0.88175344,0.0013038667,0.00013499102,0.0013797786],"about_ca_topic_score_codex":0.5257008,"about_ca_topic_score_gemma":0.8330925,"teacher_disagreement_score":0.9259041,"about_ca_system_score_codex":0.0012568622,"about_ca_system_score_gemma":0.00052902795,"threshold_uncertainty_score":0.99948186},"labels":[],"label_agreement":null},{"id":"W4414307706","doi":"10.2139/ssrn.5500493","title":"Experiments and Numerical Simulation of Hydraulic Fracture Initiation Induced by Hydra-jet Slotted Perforation","year":2025,"lang":"en","type":"preprint","venue":"SSRN Electronic Journal","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Perforation; Fracture (geology); Stress (linguistics); Hydraulic fracturing; Reduction (mathematics); Computer simulation; Finite element method; Stress concentration; Work (physics)","score_opus":0.009088833393588671,"score_gpt":0.2607553036847213,"score_spread":0.2516664702911326,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4414307706","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.6785945,0.00608745,0.31352627,0.0003718466,0.00032787203,0.00026223127,0.000017003791,0.0001274841,0.00068532105],"genre_scores_gemma":[0.99726015,0.0020724833,0.00005982196,0.00006673293,0.00020076026,0.000014568457,0.00018196797,0.00003623461,0.00010727309],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9977384,0.00012734532,0.00060149754,0.0002893898,0.0003837258,0.0008596337],"domain_scores_gemma":[0.9991738,0.00007775802,0.00028629001,0.0002564964,0.00011643752,0.00008922717],"candidate_categories":["metaepi_narrow","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.00052864174,0.00035444158,0.000498206,0.00034094692,0.00013991042,0.00008149589,0.00023043,0.0005190215,0.000026565722],"category_scores_gemma":[0.00007255006,0.00032730724,0.00017325151,0.00022332802,0.000021973825,0.00019141348,0.00008226725,0.003201555,0.000002600539],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00002566017,0.00004366515,0.0002007427,0.000097391065,0.00056638336,7.727291e-7,0.00042727124,0.9935187,0.0014724585,0.000027868358,0.00010904456,0.003510017],"study_design_scores_gemma":[0.00069135055,0.00012407619,0.0004459371,0.00018872324,0.00027854455,0.000009722146,0.00026622135,0.9814199,0.009412247,0.005913062,0.000812363,0.00043781003],"about_ca_topic_score_codex":0.00013513768,"about_ca_topic_score_gemma":0.00002531921,"teacher_disagreement_score":0.31866565,"about_ca_system_score_codex":0.00074616715,"about_ca_system_score_gemma":0.0005007088,"threshold_uncertainty_score":0.9999179},"labels":[],"label_agreement":null},{"id":"W4414402763","doi":"10.1029/2025gl117126","title":"Interplay of Loading and Adsorption Controls Elastic Deformation of Clastic and Crystalline Rocks","year":2025,"lang":"en","type":"article","venue":"Geophysical Research Letters","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Western University","funders":"Ministry of Business, Innovation and Employment; National Natural Science Foundation of China; China Coal Technology Engineering Group","keywords":"Softening; Stiffening; Stiffness; Moisture; Elasticity (physics); Adsorption; Overburden; Elastic modulus","score_opus":0.008570142882022097,"score_gpt":0.27229036140381585,"score_spread":0.2637202185217937,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4414402763","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.94436055,0.00014706244,0.054821033,0.00035663307,0.00002309184,0.00008703405,0.0000034040575,0.000019502995,0.00018170213],"genre_scores_gemma":[0.99978185,0.000056468165,0.00005740752,0.000023559889,0.000029902541,0.000008246261,0.0000049288396,0.000006147803,0.000031491087],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99921376,0.000040674866,0.00020912489,0.00010768382,0.00022997144,0.00019881084],"domain_scores_gemma":[0.9993671,0.00038365126,0.000023062003,0.00010797611,0.00006350417,0.000054700038],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00021814156,0.000076093354,0.00020684891,0.00027219468,0.000034601155,0.000020665388,0.00007537095,0.000042349857,0.000005274263],"category_scores_gemma":[0.00015835156,0.00006402513,0.00004074703,0.0002546736,0.00013911205,0.00009651032,0.00005698404,0.00024413447,0.000002317364],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000096565374,0.00004182743,0.00062529935,0.0011287221,0.00022916376,0.0000034745187,0.00045493004,0.1640821,0.828634,0.00017831025,0.0004718815,0.0040537203],"study_design_scores_gemma":[0.00082740485,0.000120647004,0.016982567,0.000523705,0.00006743077,0.000001383352,0.0001875127,0.9500892,0.029985072,0.0008069971,0.00027286066,0.00013518256],"about_ca_topic_score_codex":0.00010709843,"about_ca_topic_score_gemma":0.000010185941,"teacher_disagreement_score":0.79864895,"about_ca_system_score_codex":0.000032618962,"about_ca_system_score_gemma":0.000009008219,"threshold_uncertainty_score":0.2610869},"labels":[],"label_agreement":null},{"id":"W4414447160","doi":"10.2118/226647-ms","title":"Acid Fracturing and Hydraulic Fracturing Applied in a Single Well for a Deep Carbonate Reservoir Appraisal; The Completion, Perforation, Stimulation and Data Gathering Experiences for 7 Zones","year":2025,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Shell (Canada)","funders":"","keywords":"Hydraulic fracturing; Well stimulation; Fracture (geology); Carbonate; Fault (geology); Wireline; Drilling; Outcrop; Petroleum reservoir","score_opus":0.020764641204113286,"score_gpt":0.2773473842646795,"score_spread":0.25658274306056617,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4414447160","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.66226244,0.0011419295,0.33447096,0.00039419136,0.00010787739,0.0006293933,0.000007206781,0.00013228212,0.00085372117],"genre_scores_gemma":[0.9940513,0.00010310941,0.0051942137,0.00006589531,0.00008270641,0.00034535784,0.000074663985,0.00002959501,0.000053181324],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99867994,0.000031215815,0.00038799248,0.00045624527,0.0001388514,0.00030577555],"domain_scores_gemma":[0.99862677,0.00073628913,0.00006985675,0.00047896683,0.000042987944,0.000045131517],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005814495,0.00022941123,0.00029449313,0.00020133921,0.00038596502,0.00020325539,0.00030835427,0.00010666297,0.0000108791955],"category_scores_gemma":[0.00021743658,0.00017331375,0.000040550054,0.00023283341,0.00007548407,0.00030404926,0.00015110555,0.00017482234,6.605009e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00007241963,0.000032363616,0.0018014662,0.00038579325,0.00012383578,4.6441292e-7,0.0060572266,0.9828341,0.0013456796,0.000098737284,0.00011320633,0.0071347356],"study_design_scores_gemma":[0.00071836845,0.000021858332,0.0041866694,0.00005811302,0.0000611948,0.0000010853113,0.0035918101,0.9785411,0.0052024815,0.0006361123,0.0067589963,0.00022222623],"about_ca_topic_score_codex":0.00019767498,"about_ca_topic_score_gemma":0.0010161601,"teacher_disagreement_score":0.33178884,"about_ca_system_score_codex":0.0000418055,"about_ca_system_score_gemma":0.000013924808,"threshold_uncertainty_score":0.70675296},"labels":[],"label_agreement":null},{"id":"W4414553256","doi":"10.3390/pr13103077","title":"Optimizing Hole Cleaning in Horizontal Shale Wells: Integrated Simulation Modeling in Bakken Formation Through Insights from South Pars Gas Field","year":2025,"lang":"en","type":"article","venue":"Processes","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Regina","funders":"","keywords":"Oil shale; Directional drilling; Drilling; Drilling fluid; Well control; Rate of penetration; Shale gas; Reservoir simulation; Torque; Permeability (electromagnetism)","score_opus":0.01617576591478922,"score_gpt":0.23775729752942687,"score_spread":0.22158153161463764,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4414553256","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.6361194,0.0010583808,0.36106586,0.000059557966,0.000063792344,0.00007829727,0.000002086581,0.00012309509,0.0014295187],"genre_scores_gemma":[0.99812734,0.00023513591,0.0014722549,0.00003948877,0.00002944812,0.00001773294,0.000047368518,0.00001461908,0.000016638216],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.999194,0.000020014804,0.00032355214,0.00017985246,0.0001064184,0.00017613405],"domain_scores_gemma":[0.9996692,0.00011986557,0.000032320164,0.00011194117,0.00004632388,0.000020345482],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00005858439,0.00013976144,0.00019846759,0.0002298994,0.000053133946,0.0000709731,0.00012168066,0.00011663502,0.00001229538],"category_scores_gemma":[0.00014879707,0.000119340075,0.000032525666,0.00064291776,0.000006311159,0.00060610514,0.000027918786,0.00025566528,0.0000051634756],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000014924562,0.000014201219,0.00043109208,0.0002755124,0.000018380415,0.000003516366,0.007480704,0.9899655,0.0001051316,0.000002020281,0.000008482885,0.0016805162],"study_design_scores_gemma":[0.00027356297,0.00000764904,0.000016244052,0.0005175872,0.000015442622,7.225972e-8,0.0031357186,0.98623204,0.00865855,0.00086029386,0.00014633192,0.0001364932],"about_ca_topic_score_codex":0.0008395058,"about_ca_topic_score_gemma":0.0013889119,"teacher_disagreement_score":0.36200792,"about_ca_system_score_codex":0.00009406572,"about_ca_system_score_gemma":0.000029887837,"threshold_uncertainty_score":0.4866547},"labels":[],"label_agreement":null},{"id":"W4414565025","doi":"10.1021/acsomega.5c06404","title":"Production-Increase Potential Evaluations after Refracturing Low-Shale-Oil-Producing Wells via Machine-Learning-Driven Multisource Data Mining","year":2025,"lang":"en","type":"article","venue":"ACS Omega","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"SINOPEC Petroleum Exploration and Production Research Institute; State Key Laboratory of Oil and Gas Reservoir Geology and Exploitation; Science Foundation of China University of Petroleum, Beijing; Southwest Petroleum University; China University of Petroleum, Beijing","keywords":"Ranking (information retrieval); Oil shale; Variance (accounting); Well control; Current (fluid); Completion (oil and gas wells); Hydrogeology; Feature (linguistics); Data set","score_opus":0.009164497553386827,"score_gpt":0.24959732046031372,"score_spread":0.24043282290692689,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4414565025","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.98509073,0.0015873237,0.00956448,0.000827225,0.0008423683,0.0001722501,0.000035292363,0.00061368104,0.0012666192],"genre_scores_gemma":[0.990313,0.00019813173,0.0019862908,0.000085023625,0.0005680078,0.00005236836,0.0003317958,0.00007040269,0.00639498],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99767613,0.00012385155,0.0004873653,0.0008087328,0.00040816196,0.0004957319],"domain_scores_gemma":[0.99800956,0.000112031696,0.000088038425,0.0015442875,0.00010570554,0.00014036964],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0006117983,0.00033819984,0.00036800053,0.00044705512,0.00037521374,0.00015082331,0.0006572709,0.00015428074,0.00007339986],"category_scores_gemma":[0.00065473025,0.0003327214,0.00011789458,0.00062212226,0.000055631874,0.0004786909,0.00038955375,0.0006381008,0.0001290124],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000028610257,0.000061622035,0.0032954582,0.00028226763,0.0004342271,0.000041485237,0.0006764574,0.9704345,0.007816944,2.3532577e-7,0.00194561,0.014982591],"study_design_scores_gemma":[0.0006896471,0.00001838992,0.010427049,0.0004907251,0.00060427963,0.00003192603,0.0002037021,0.9527835,0.0140309,0.000014377293,0.020031407,0.0006740715],"about_ca_topic_score_codex":0.00048193397,"about_ca_topic_score_gemma":0.00012469618,"teacher_disagreement_score":0.018085798,"about_ca_system_score_codex":0.00013154793,"about_ca_system_score_gemma":0.000049811955,"threshold_uncertainty_score":0.9999125},"labels":[],"label_agreement":null},{"id":"W4414577315","doi":"10.1021/acsomega.5c04835","title":"Experimental Study on Solid Acid Systems for Acid Fracturing in Ultrahigh-Temperature Carbonate Reservoirs","year":2025,"lang":"en","type":"article","venue":"ACS Omega","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Husky Energy (Canada)","funders":"","keywords":"Dissolution; Carbonate; Fracture (geology); Hydrolysis; Conductivity; Carbonic acid; Acid etching","score_opus":0.009536693239648132,"score_gpt":0.26533514881984493,"score_spread":0.2557984555801968,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4414577315","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99205166,0.0034427273,0.000093721654,0.00016370813,0.00084060547,0.00067716534,0.000014763828,0.00025787178,0.0024577896],"genre_scores_gemma":[0.9983863,0.00004670871,0.000021912265,0.00006245989,0.00018649154,0.00037755034,0.000022417613,0.00005269883,0.00084345136],"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99836487,0.00006334431,0.00041434643,0.0004113303,0.0002697704,0.00047635625],"domain_scores_gemma":[0.9991861,0.00010585686,0.000037940175,0.00054529385,0.000037874874,0.000086913526],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00028567598,0.00032017668,0.00047678378,0.00044656201,0.00013669625,0.00014249342,0.00038179816,0.00020602177,0.0000033048357],"category_scores_gemma":[0.00006151024,0.00028162773,0.0001252831,0.00046029416,0.000021576774,0.00014552579,0.00005470541,0.00046907895,0.000013567636],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00009905992,0.00043989802,0.00076690584,0.0002325168,0.00047711274,0.000065023276,0.0023023554,0.86806977,0.12479808,0.000024829025,0.002675095,0.000049343816],"study_design_scores_gemma":[0.0025653127,0.0003300728,0.003415145,0.00038990573,0.00008636733,0.0000032047542,0.006010586,0.026489396,0.9537443,0.000026857473,0.006305687,0.0006331765],"about_ca_topic_score_codex":0.00017555522,"about_ca_topic_score_gemma":0.00007052716,"teacher_disagreement_score":0.8415804,"about_ca_system_score_codex":0.0002384434,"about_ca_system_score_gemma":0.00002456571,"threshold_uncertainty_score":0.9999636},"labels":[],"label_agreement":null},{"id":"W4414764276","doi":"10.1007/s44421-025-00005-2","title":"Random forest forecasting of time to failure for Granite hydraulic fracturing using acoustic emission signals","year":2025,"lang":"en","type":"article","venue":"GeoEnergy Communications","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Western University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Hydraulic fracturing; Kurtosis; Acoustic emission; Induced seismicity; Hazard; Energy (signal processing); Microearthquake; Skewness","score_opus":0.017856856487248517,"score_gpt":0.25216238789916984,"score_spread":0.23430553141192131,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4414764276","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.21045044,0.0016337637,0.7806208,0.0013642584,0.00009555072,0.0005014237,0.00004044279,0.0003092026,0.0049840836],"genre_scores_gemma":[0.9849254,0.00007078479,0.014013242,0.000081562095,0.000044956203,0.00008095927,0.00007584379,0.00003532554,0.0006719361],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99890935,0.000059463007,0.0004534497,0.00016611257,0.00012049049,0.00029115911],"domain_scores_gemma":[0.9978863,0.00065733155,0.00008188146,0.0011431848,0.00013693045,0.00009434864],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00026330224,0.00018421639,0.00037372095,0.00037298558,0.00036470237,0.000042807602,0.00075349497,0.00011273287,0.00003332591],"category_scores_gemma":[0.00026068548,0.00017857412,0.00019370417,0.00056372077,0.000045532903,0.00009580399,0.00022189353,0.00017851037,0.000007039909],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000014562403,0.000024742892,0.00005098032,0.00010987388,0.00015371057,3.0749268e-7,0.00012607366,0.9759202,0.020614767,0.0000096051635,0.00085988315,0.0021153046],"study_design_scores_gemma":[0.00053538854,0.00001015541,0.0000911056,0.00037617472,0.00017036362,0.0000018289084,0.00005942552,0.9677971,0.010010057,0.0002530781,0.020524165,0.00017113074],"about_ca_topic_score_codex":0.00018006799,"about_ca_topic_score_gemma":0.00018338565,"teacher_disagreement_score":0.774475,"about_ca_system_score_codex":0.00007403363,"about_ca_system_score_gemma":0.000039826926,"threshold_uncertainty_score":0.72820413},"labels":[],"label_agreement":null},{"id":"W4414815568","doi":"10.1029/2024jb030585","title":"Modeling Overpressure Development and the Mechanical Behavior of Sediments in a Complex, Tectonically Active Setting: East Coast Basin, New Zealand","year":2025,"lang":"en","type":"article","venue":"Journal of Geophysical Research Solid Earth","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Geomechanica (Canada)","funders":"Durham University","keywords":"Overpressure; Tectonics; Subduction; Structural basin; Pore water pressure; Cretaceous; Compaction","score_opus":0.024023459188467888,"score_gpt":0.3110376923508679,"score_spread":0.28701423316240005,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4414815568","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99579346,0.00014034889,0.0025906162,0.0010813612,0.00004195574,0.00017703894,0.0000038636713,0.000009738792,0.00016163013],"genre_scores_gemma":[0.9984645,0.000072738614,0.0011183787,0.000028164612,0.000087238834,0.0000061758305,0.0000017340668,0.000012428444,0.0002085941],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99782854,0.000228675,0.0005813795,0.00014819848,0.0008306833,0.00038253592],"domain_scores_gemma":[0.9989029,0.00041748694,0.00006965667,0.0001771321,0.00024280504,0.00018998074],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0012176457,0.0001417,0.0005493885,0.00028740452,0.00009906877,0.00005337371,0.00031523162,0.00008980343,0.000013141717],"category_scores_gemma":[0.00034056138,0.00009217109,0.00014411357,0.00044259362,0.00012199928,0.00010825165,0.00017424095,0.0011307842,0.0000020891114],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0033224374,0.0010300294,0.0018233673,0.00036013094,0.0021138496,0.00020570976,0.007025996,0.8993785,0.019852398,0.00032676884,0.0030392834,0.061521545],"study_design_scores_gemma":[0.0061362074,0.00022839919,0.044862043,0.0007707649,0.0001722945,0.000020382458,0.00075801293,0.9268586,0.015850771,0.0011618069,0.002919363,0.0002613208],"about_ca_topic_score_codex":0.00042087957,"about_ca_topic_score_gemma":0.00018184652,"teacher_disagreement_score":0.061260223,"about_ca_system_score_codex":0.000060313694,"about_ca_system_score_gemma":0.0003180213,"threshold_uncertainty_score":0.49127573},"labels":[],"label_agreement":null},{"id":"W4414850309","doi":"10.1007/s00603-025-04992-w","title":"Revealing Hydraulic Fracture Geometry and Conductivity in Self-propping Phase-Transition Fracturing with a New Coupling Model for Low-Carbon Development of Unconventional Resources","year":2025,"lang":"en","type":"article","venue":"Rock Mechanics and Rock Engineering","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"National Natural Science Foundation of China","keywords":"Hydraulic fracturing; Fracture (geology); Fluid dynamics; Fracturing fluid; Coupling (piping); Complex fracture; Displacement (psychology); Discrete element method; Flow (mathematics); Unconventional oil","score_opus":0.006760327694858348,"score_gpt":0.21056169232252137,"score_spread":0.20380136462766302,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4414850309","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.4232345,0.00087387505,0.575599,0.000033042346,0.000035060053,0.00013803157,0.0000021124742,0.00008000908,0.0000043625296],"genre_scores_gemma":[0.9931096,0.00011448018,0.0066140518,0.000021653776,0.000046109584,0.000026017067,0.000012463883,0.00003837328,0.000017286544],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99884295,0.000004646798,0.0003905465,0.00029970377,0.00016692879,0.00029520653],"domain_scores_gemma":[0.999597,0.00007661622,0.000062408064,0.00012707284,0.000041234718,0.000095682895],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00022647926,0.00026144713,0.00040129168,0.00044315815,0.00012232285,0.00003342806,0.00008265178,0.00016797383,0.000001231519],"category_scores_gemma":[0.000021417824,0.00024781097,0.00005430082,0.0003063824,8.535969e-7,0.0001233512,0.000041915046,0.00029379953,6.41298e-8],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000026153455,0.000030396219,0.000018829805,0.0012443241,0.00018979365,0.0000017370776,0.001186481,0.99013287,0.006954222,0.000032553395,0.0000027925728,0.0001798297],"study_design_scores_gemma":[0.0011126071,0.000022023518,0.000039849114,0.00092520384,0.00007891074,0.0000036723347,0.00013711146,0.9799728,0.01716394,0.00012393536,0.0001561142,0.00026387966],"about_ca_topic_score_codex":0.000028126386,"about_ca_topic_score_gemma":0.000021250391,"teacher_disagreement_score":0.56987506,"about_ca_system_score_codex":0.000093292736,"about_ca_system_score_gemma":0.000058206864,"threshold_uncertainty_score":0.99999744},"labels":[],"label_agreement":null},{"id":"W4414864354","doi":"10.1115/1.4070078","title":"Pressure Drawdown Management Based on Multi-Zone Pressure Decline Behavior in Shale Reservoir by Physical Experiments","year":2025,"lang":"en","type":"article","venue":"Journal of energy resources technology.","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Petro-Canada","funders":"National Natural Science Foundation of China","keywords":"Drawdown (hydrology); Permeability (electromagnetism); Oil shale; Pore water pressure; Effective stress; Fracture (geology); Shale gas; Tight gas","score_opus":0.00530834657368988,"score_gpt":0.24614905544324361,"score_spread":0.24084070886955372,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4414864354","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.98037255,0.0076683015,0.0075980937,0.0012075957,0.00021153274,0.00015680952,0.000014828626,0.00026189245,0.0025084135],"genre_scores_gemma":[0.9947406,0.00015780127,0.00095040275,0.0000927771,0.000060699444,0.000054603872,0.00000538475,0.00003395998,0.0039037543],"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","domain_scores_codex":[0.99838424,0.0000580624,0.000542189,0.0002624837,0.00039130982,0.00036172208],"domain_scores_gemma":[0.999129,0.000058133544,0.00015077154,0.0005150053,0.000064610475,0.00008249462],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00019501666,0.00027624902,0.0005256568,0.0012643961,0.00007646141,0.000042121243,0.0008072872,0.00032086123,0.00002942233],"category_scores_gemma":[0.000039162784,0.00022957048,0.00020259149,0.00082660746,0.00010115289,0.00008196925,0.0001627655,0.00065506616,0.0000022321576],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00013357082,0.0010796514,0.0051753167,0.0001151814,0.00064448314,0.00018906653,0.00008479119,0.97887945,0.0040888325,0.000035321613,0.005266326,0.004308035],"study_design_scores_gemma":[0.0038018802,0.00035429682,0.0041462774,0.0006639291,0.0006769412,0.000011632718,0.00032219192,0.4048178,0.06260058,0.00009842062,0.5220116,0.0004944905],"about_ca_topic_score_codex":0.00003709526,"about_ca_topic_score_gemma":0.000027420192,"teacher_disagreement_score":0.57406163,"about_ca_system_score_codex":0.000068123016,"about_ca_system_score_gemma":0.0000129517675,"threshold_uncertainty_score":0.9361612},"labels":[],"label_agreement":null},{"id":"W4415071672","doi":"10.46690/ager.2025.09.05","title":"Numerical simulation of power-law acid flow in rough fractures of carbonate rocks","year":2025,"lang":"en","type":"article","venue":"ADVANCES IN GEO-ENERGY RESEARCH","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"Chengdu University; Chengdu University of Technology; State Key Laboratory of Oil and Gas Reservoir Geology and Exploitation; National Natural Science Foundation of China","keywords":"Rheology; Computer simulation; Surface finish; Fracture (geology); Carbonate; Surface roughness; Flow (mathematics); Penetration (warfare)","score_opus":0.009229469549274515,"score_gpt":0.33114982312293173,"score_spread":0.3219203535736572,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4415071672","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.4510879,0.091207124,0.13412309,0.000699942,0.00094395847,0.000552056,0.00003162165,0.00024785302,0.32110646],"genre_scores_gemma":[0.99860406,0.0008913351,0.0002632741,0.000015169147,0.000025657882,0.000021813776,0.000009255843,0.000015699266,0.0001537365],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9982946,0.0001538963,0.00044922353,0.00023515448,0.00047239952,0.00039474355],"domain_scores_gemma":[0.998952,0.00049868453,0.00003534339,0.0003458196,0.00012293764,0.000045253248],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00045383503,0.00013342868,0.00036903322,0.0006282448,0.00003724601,0.000011579129,0.00032112972,0.00015106169,0.00004773121],"category_scores_gemma":[0.00021222151,0.0001214544,0.000076784876,0.0013905361,0.00011907491,0.00022513332,0.00008091633,0.00047278637,0.0000012817704],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000051514933,0.000055327113,0.0014703588,0.00012272554,0.00003331918,0.000010273311,0.00016136115,0.98681444,0.00044505476,0.00031227566,0.00001664668,0.010506677],"study_design_scores_gemma":[0.00038011247,0.00004301387,0.0015485749,0.00019867269,0.0000048261177,2.6077842e-7,0.00008859506,0.94667476,0.03328476,0.0046799467,0.012972864,0.00012361375],"about_ca_topic_score_codex":0.0019962473,"about_ca_topic_score_gemma":0.0013503679,"teacher_disagreement_score":0.54751617,"about_ca_system_score_codex":0.00010673651,"about_ca_system_score_gemma":0.0000400257,"threshold_uncertainty_score":0.4952767},"labels":[],"label_agreement":null},{"id":"W4415094323","doi":"10.2118/226290-ms","title":"A Systematic Approach to Mitigate Drilling Hazards and Improve Horizontal Well Drilling Efficiency in a Conglomerate Reservoir","year":2025,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Petro-Canada","funders":"","keywords":"Drilling; Measurement while drilling; Casing; Wellbore; Completion (oil and gas wells); Drilling fluid; Lost circulation; Oil shale","score_opus":0.004120032664706231,"score_gpt":0.20703223865667364,"score_spread":0.2029122059919674,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4415094323","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8498283,0.0016308536,0.09840867,0.00017226879,0.0002963386,0.0008319332,0.0000040172863,0.00034698486,0.048480656],"genre_scores_gemma":[0.99683845,0.00006549345,0.0014082377,0.00005436243,0.000039175364,0.000110101144,0.0000041610515,0.00002860446,0.0014514334],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9982454,0.00006942393,0.0005824867,0.00041071093,0.0002153873,0.00047659437],"domain_scores_gemma":[0.9992746,0.00012502835,0.000033174263,0.0003636757,0.0000471136,0.00015637888],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00062341447,0.00027247972,0.0005942935,0.0005423475,0.000106464555,0.00016197083,0.00023387645,0.00013275204,0.000006979645],"category_scores_gemma":[0.00010902672,0.00022145381,0.0001060595,0.000861791,0.000034811914,0.00011159053,0.0000940583,0.00028028397,0.000023635834],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00001153813,0.000049537775,0.00025875017,0.010958773,0.00020904283,0.000014778801,0.001064776,0.98396945,0.0029074177,0.00019870103,0.00014667098,0.0002105689],"study_design_scores_gemma":[0.00041815307,0.000026573862,0.0001293819,0.0017357547,0.000068634,0.000003874895,0.00088385824,0.9914096,0.004847149,0.000069112626,0.00011740999,0.0002904871],"about_ca_topic_score_codex":0.0003102506,"about_ca_topic_score_gemma":0.00016938333,"teacher_disagreement_score":0.14701015,"about_ca_system_score_codex":0.00012860193,"about_ca_system_score_gemma":0.000036850743,"threshold_uncertainty_score":0.90306246},"labels":[],"label_agreement":null},{"id":"W4415138897","doi":"10.2118/228269-ms","title":"Rapid Formation Evaluation in the Permian Basin Using Different DFIT-FBA/Rebound Approaches: Design, Field Execution, and Validation Against Traditional DFIT","year":2025,"lang":"en","type":"article","venue":"SPE Annual Technical Conference and Exhibition","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Stress (linguistics); Limiting; Pore water pressure; Fracture (geology); Measure (data warehouse); Field (mathematics); Effective stress; Test data; Stress field","score_opus":0.08848362839154626,"score_gpt":0.2706700387927882,"score_spread":0.18218641040124195,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4415138897","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.720461,0.0002613144,0.27483934,0.0015180169,0.00005361517,0.00047710998,0.000015661228,0.000081981234,0.0022919618],"genre_scores_gemma":[0.998784,0.00036264764,0.00037494648,0.00016368578,0.00005311162,0.00006383282,0.00018342484,0.0000062746176,0.000008044639],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99889565,0.00017316587,0.00030029504,0.0002045816,0.0002608097,0.00016548202],"domain_scores_gemma":[0.99956185,0.00014327282,0.00004053016,0.00014410488,0.0000733831,0.000036888367],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000687387,0.00015201367,0.00016850341,0.00020234179,0.00017091028,0.00013824714,0.00008620686,0.00016607635,0.000027582992],"category_scores_gemma":[0.000086042404,0.00011782309,0.00004557898,0.0002409505,0.000062293344,0.00042958587,0.000020107544,0.00024943997,0.0000012657661],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00045606933,0.0010523783,0.0019678501,0.0018820631,0.00036009782,0.000026102702,0.01450895,0.31502223,0.050158672,0.025862519,0.012545267,0.5761578],"study_design_scores_gemma":[0.00091131177,0.0001515623,0.015299645,0.00044340553,0.00017117789,0.000021210477,0.0025758524,0.9421056,0.0147942,0.022729244,0.0004194891,0.00037733102],"about_ca_topic_score_codex":0.000030504272,"about_ca_topic_score_gemma":0.000047463105,"teacher_disagreement_score":0.62708336,"about_ca_system_score_codex":0.00010091183,"about_ca_system_score_gemma":0.000031333355,"threshold_uncertainty_score":0.4804686},"labels":[],"label_agreement":null},{"id":"W4415139029","doi":"10.2118/228230-ms","title":"Characterization and Modeling of Enhanced Geothermal Systems Using Methods Developed for Unconventional Hydrocarbon Reservoirs","year":2025,"lang":"en","type":"article","venue":"SPE Annual Technical Conference and Exhibition","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Hydraulic fracturing; Fracture (geology); Geothermal gradient; Well stimulation; Drilling; Reservoir modeling; Petroleum reservoir; Completion (oil and gas wells); Reservoir engineering; Stage (stratigraphy)","score_opus":0.033954402673072946,"score_gpt":0.31141436284751844,"score_spread":0.2774599601744455,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4415139029","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.37992537,0.00011118592,0.619419,0.000061184655,0.000044825196,0.00012837868,0.00002022426,0.000051301166,0.00023857663],"genre_scores_gemma":[0.99359936,0.0001755131,0.005970542,0.0000112511625,0.000032635307,0.000026757985,0.00006402987,0.000010020739,0.00010990883],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9992547,0.00003889383,0.00030437362,0.00017905321,0.0000834255,0.00013953552],"domain_scores_gemma":[0.999644,0.000048028203,0.00004340887,0.000094401905,0.00013245692,0.000037741505],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00030631546,0.00011108446,0.00023363126,0.00013913256,0.00006719774,0.000033567238,0.000054888864,0.00013720311,0.000004877056],"category_scores_gemma":[0.000046313955,0.00010488974,0.00004307241,0.00015376395,0.000033615514,0.00016180846,0.000032762182,0.0000969941,1.8088527e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00006171607,0.00002406822,0.000041619114,0.0008719096,0.00008985494,5.2356194e-7,0.0001645906,0.19798076,0.79139423,0.0015078466,0.000013308671,0.007849542],"study_design_scores_gemma":[0.00024447707,0.00002778286,0.00014906177,0.00032586887,0.000049085407,0.000001785057,0.00013258091,0.96403724,0.033408377,0.0013472221,0.00015443389,0.00012206297],"about_ca_topic_score_codex":0.00007298527,"about_ca_topic_score_gemma":0.00001795347,"teacher_disagreement_score":0.7660565,"about_ca_system_score_codex":0.00004128162,"about_ca_system_score_gemma":0.000030075344,"threshold_uncertainty_score":0.42772794},"labels":[],"label_agreement":null},{"id":"W4415139112","doi":"10.2118/228161-ms","title":"A Novel Reservoir-Transient Wellbore Coupling Procedure for Carbon Storage in Depleted Reservoirs","year":2025,"lang":"en","type":"article","venue":"SPE Annual Technical Conference and Exhibition","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Virtual Materials Group (Canada)","funders":"","keywords":"Wellbore; Inflow; Transient (computer programming); Enhanced oil recovery; Flow (mathematics); Coupling (piping); Controller (irrigation); Vaporization","score_opus":0.014445202029194986,"score_gpt":0.25367472130702245,"score_spread":0.23922951927782746,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4415139112","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9381834,0.00058633275,0.05260891,0.0022197922,0.00010599107,0.0006883979,0.00008778329,0.00044894608,0.005070424],"genre_scores_gemma":[0.99880236,0.00019421129,0.0005619222,0.000055573983,0.00004696133,0.000119258744,0.00006877815,0.000020494781,0.00013046285],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.998769,0.000011316825,0.00034741047,0.00035339905,0.00016500798,0.00035385776],"domain_scores_gemma":[0.99945277,0.000079637925,0.00002849516,0.00023352595,0.00012259869,0.00008297852],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002903098,0.00020043823,0.00030331855,0.0002754681,0.000084122934,0.000053416807,0.00015978095,0.00026696562,0.000007768991],"category_scores_gemma":[0.00011958218,0.0001879343,0.00007883304,0.00047592807,0.000071810566,0.00013546042,0.00004658185,0.00037835492,0.0000010146586],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0006981964,0.0005443052,0.0017216404,0.003705558,0.00024635595,0.000056570632,0.0017274442,0.7867631,0.18612204,0.0041647553,0.011711611,0.0025384666],"study_design_scores_gemma":[0.0022143428,0.00022774255,0.01059496,0.0014970101,0.000121687786,0.000009634444,0.0014739253,0.9599988,0.01284007,0.0044590863,0.005832516,0.00073024916],"about_ca_topic_score_codex":0.00017293544,"about_ca_topic_score_gemma":0.0011928631,"teacher_disagreement_score":0.17328197,"about_ca_system_score_codex":0.00008843022,"about_ca_system_score_gemma":0.000055029952,"threshold_uncertainty_score":0.7663739},"labels":[],"label_agreement":null},{"id":"W4415156081","doi":"10.1038/s41598-025-19743-8","title":"Hydrogen solution exposure at a seasonal timescale does not affect the geomechanical properties of clay-rich sandstones","year":2025,"lang":"en","type":"article","venue":"Scientific Reports","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"Technische Universiteit Delft; Energi Simulation","keywords":"Brine; Brittleness; Elastic modulus; Hydrogen; Modulus; Acoustic emission; Repeatability","score_opus":0.008312085818399744,"score_gpt":0.20960633619984778,"score_spread":0.20129425038144805,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4415156081","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99449724,0.0013179537,0.0005809322,0.00037611593,0.0018130322,0.0001747349,0.0000025897864,0.00012872762,0.0011086684],"genre_scores_gemma":[0.98638755,0.000013143218,0.00003079384,0.000011939193,0.000047870795,0.000028773706,0.000011073886,0.0000111059535,0.013457772],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99848616,0.000052147865,0.00037810547,0.00035373753,0.00044083348,0.00028902106],"domain_scores_gemma":[0.99908763,0.000032654913,0.00008154822,0.00066550786,0.000078218676,0.000054443597],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0010633639,0.00013884313,0.00022543932,0.00012933445,0.0003666797,0.00008009104,0.00017588591,0.0000931136,0.000082372666],"category_scores_gemma":[0.0000890504,0.000073735064,0.00018024923,0.0004588684,0.00019299772,0.000079019526,0.00013564395,0.00013056507,0.000013468685],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000026102796,0.0000696117,0.0036005415,0.00033847668,0.00031854826,0.000056959845,0.0006202959,0.08310059,0.8972453,0.000009257847,0.012765308,0.0018489936],"study_design_scores_gemma":[0.000074914846,0.000009323071,0.00053595594,0.000097176904,0.00008961334,0.00003220224,0.000044530334,0.0404956,0.9498123,0.00020890735,0.008477227,0.00012224898],"about_ca_topic_score_codex":0.000035947112,"about_ca_topic_score_gemma":0.00008459649,"teacher_disagreement_score":0.052566983,"about_ca_system_score_codex":0.00007298024,"about_ca_system_score_gemma":0.00005638137,"threshold_uncertainty_score":0.30068284},"labels":[],"label_agreement":null},{"id":"W4415171822","doi":"10.2118/228092-ms","title":"Case Studies of 180 Water Disposal Fall-Off Tests in Alberta, Canada - Engineering Insights of Induced Seismicity","year":2025,"lang":"en","type":"article","venue":"SPE Annual Technical Conference and Exhibition","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Alberta Energy","funders":"","keywords":"Induced seismicity; Pore water pressure; Transient flow; Water pressure; Slip (aerodynamics); Hydrological modelling; Fluid dynamics; Identification (biology)","score_opus":0.011903163167071249,"score_gpt":0.24096789383236694,"score_spread":0.2290647306652957,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4415171822","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99866927,0.00015816982,0.0004104132,0.00019790315,0.00005087975,0.000079428464,0.000012270435,0.000030868414,0.00039077585],"genre_scores_gemma":[0.9997439,0.00012251621,0.000043734308,0.000023441533,0.000012236187,0.000008102069,0.000011021585,0.000006356083,0.000028704133],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99924815,0.000016342126,0.00032192154,0.00014477971,0.000104179635,0.00016465601],"domain_scores_gemma":[0.99962264,0.00009615705,0.000022147742,0.00013242243,0.00008598386,0.000040643106],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000078448546,0.00012922582,0.00031789564,0.00015213861,0.000025324493,0.000006835,0.00006694069,0.00010232365,0.00000449435],"category_scores_gemma":[0.00007758931,0.00009827592,0.00003574182,0.00018452771,0.0000440677,0.00009623817,0.000058137728,0.00019310786,4.0110862e-7],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0002670555,0.00069289876,0.011921378,0.007934556,0.0016531862,0.0030899593,0.013503338,0.38338113,0.54314256,0.0067968713,0.005050188,0.022566857],"study_design_scores_gemma":[0.0019568019,0.00035268764,0.026055945,0.002444519,0.00032405413,0.0002181444,0.0036090047,0.10894874,0.84915555,0.0032968705,0.0023356327,0.0013020518],"about_ca_topic_score_codex":0.1632329,"about_ca_topic_score_gemma":0.4465012,"teacher_disagreement_score":0.306013,"about_ca_system_score_codex":0.000058079444,"about_ca_system_score_gemma":0.000048093705,"threshold_uncertainty_score":0.8423392},"labels":[],"label_agreement":null},{"id":"W4415172111","doi":"10.2118/227933-ms","title":"Environmental Issues with Orphaned Wells","year":2025,"lang":"en","type":"article","venue":"SPE Annual Technical Conference and Exhibition","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"McGill University","funders":"","keywords":"Geospatial analysis; Groundwater; Hazardous waste; Groundwater recharge; Greenhouse gas; Water quality; Water supply; Environmental remediation","score_opus":0.005432229425895656,"score_gpt":0.21922984591571446,"score_spread":0.2137976164898188,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4415172111","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.89863735,0.0016108872,0.04476953,0.0035975096,0.000105659994,0.0003327472,0.000075614545,0.0009693618,0.049901355],"genre_scores_gemma":[0.99802494,0.0007157969,0.00031721813,0.000095569296,0.00003081111,0.0000097926695,0.00002515848,0.000007418004,0.0007733012],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9994627,0.000011420944,0.00011739128,0.00015963902,0.00010002703,0.00014881926],"domain_scores_gemma":[0.9997788,0.000016207823,0.000010748268,0.00013330259,0.000011286681,0.000049629674],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000054261633,0.00011252571,0.0001430148,0.000073181734,0.000056585322,0.000035431684,0.00006643818,0.000092991,0.00016789169],"category_scores_gemma":[0.00000507488,0.000087370405,0.000029611621,0.0001009279,0.00008797835,0.00011872462,0.000028209875,0.00014745294,0.00003508181],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0008146035,0.0012683676,0.014070908,0.0017570974,0.0015645134,0.0005019713,0.003088005,0.058929887,0.4107937,0.01913663,0.20069666,0.28737766],"study_design_scores_gemma":[0.00470591,0.0015937627,0.0971699,0.002034302,0.000807102,0.00014137883,0.005428961,0.042821616,0.41149783,0.026893081,0.40357465,0.0033315064],"about_ca_topic_score_codex":0.000031203905,"about_ca_topic_score_gemma":0.00002852503,"teacher_disagreement_score":0.28404617,"about_ca_system_score_codex":0.00002221154,"about_ca_system_score_gemma":0.0000072740804,"threshold_uncertainty_score":0.35628617},"labels":[],"label_agreement":null},{"id":"W4415172394","doi":"10.2118/228012-ms","title":"Flowback Analysis of Three-Phase Fluid from Hydraulically Fractured Shale Oil Wells","year":2025,"lang":"en","type":"article","venue":"SPE Annual Technical Conference and Exhibition","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Hydraulic fracturing; Oil shale; Flow (mathematics); Permeability (electromagnetism); Fluid dynamics; Volumetric flow rate; Bubble point; Relative permeability; Multiphase flow","score_opus":0.010158496576895128,"score_gpt":0.2563055215587916,"score_spread":0.24614702498189647,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4415172394","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8508285,0.0011020777,0.12532169,0.0011139929,0.000106313804,0.000113581526,0.00042450777,0.0004344114,0.020554923],"genre_scores_gemma":[0.99823034,0.0005606265,0.00051390845,0.00015510786,0.00004920997,0.0000122214715,0.00029857605,0.000011845428,0.00016817116],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99870235,0.000030469211,0.0004569085,0.00034298335,0.00022575467,0.00024153676],"domain_scores_gemma":[0.99920523,0.000109030356,0.000051682957,0.00039669505,0.00012451579,0.00011282586],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00014514165,0.00021510354,0.0005626731,0.0003780393,0.00006668246,0.0000497626,0.00020360411,0.0002831378,0.0005188196],"category_scores_gemma":[0.000060231767,0.00018837191,0.00024507815,0.0008924801,0.00012289739,0.00016276068,0.00007237018,0.00028927476,0.000018672717],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0007045118,0.001619041,0.0052821515,0.00082611584,0.010588331,0.000120868295,0.0016152018,0.16195048,0.40040803,0.0030507864,0.03402042,0.37981406],"study_design_scores_gemma":[0.003336432,0.00041607817,0.046994712,0.0007818477,0.0069585936,0.00000401252,0.0004882909,0.79158473,0.10850675,0.015370306,0.024012199,0.0015460285],"about_ca_topic_score_codex":0.00038943073,"about_ca_topic_score_gemma":0.00065467943,"teacher_disagreement_score":0.62963426,"about_ca_system_score_codex":0.000032511092,"about_ca_system_score_gemma":0.000027976852,"threshold_uncertainty_score":0.7681584},"labels":[],"label_agreement":null},{"id":"W4415223868","doi":"10.1016/j.ijmst.2025.08.017","title":"Quantitative characterization of fracture surface undulations and gas-guiding patterns in fractured rocks under steady loading","year":2025,"lang":"en","type":"article","venue":"International Journal of Mining Science and Technology","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":16,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of British Columbia","funders":"Natural Science Foundation of Henan Province; National Natural Science Foundation of China","keywords":"Fracture (geology); Flow (mathematics); Ultimate tensile strength; Bending; Characterization (materials science); Surface (topology)","score_opus":0.011460445364654449,"score_gpt":0.2729468049323781,"score_spread":0.26148635956772365,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4415223868","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9529896,0.00024521176,0.04420647,0.002251531,0.00018407061,0.000025222598,0.00000266273,0.000014865854,0.000080395796],"genre_scores_gemma":[0.999051,0.00022494688,0.0006471537,0.000046199853,0.000012945126,5.075019e-7,0.0000013764347,0.0000039536317,0.000011958481],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99924695,0.000010930387,0.00030411343,0.00010291977,0.00022790748,0.00010719127],"domain_scores_gemma":[0.9993527,0.000092738206,0.00014134355,0.000060114144,0.0003288313,0.000024295747],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00034039925,0.00007286098,0.00016401049,0.0011041013,0.000045745746,0.000041265735,0.00023272948,0.00008363914,0.000005496034],"category_scores_gemma":[0.00021489963,0.00006340394,0.000018208395,0.0005543184,0.00013784731,0.00027607635,0.00004924454,0.00015776629,1.428194e-7],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000290725,0.000053047013,0.18285301,0.000047457426,0.00027249975,0.000027759033,0.002507573,0.2949951,0.5076708,0.0009233451,0.000027086042,0.010593232],"study_design_scores_gemma":[0.0016736119,0.00021298451,0.29452902,0.0019851655,0.00010764239,0.00014499896,0.008533208,0.40317982,0.28394964,0.0043677418,0.0008918197,0.0004243425],"about_ca_topic_score_codex":0.000019514788,"about_ca_topic_score_gemma":0.000024092411,"teacher_disagreement_score":0.22372118,"about_ca_system_score_codex":0.00007775976,"about_ca_system_score_gemma":0.000066794586,"threshold_uncertainty_score":0.25855377},"labels":[],"label_agreement":null},{"id":"W4415224208","doi":"10.1016/j.ijggc.2025.104498","title":"Ultrasonic response of a brine-saturated reservoir rock during coupled stress and fluid perturbation during liquid-CO2 injection","year":2025,"lang":"en","type":"article","venue":"International journal of greenhouse gas control","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"European Commission; Rijksdienst voor Ondernemend Nederland; Alpha Cancer Technologies; Shell","keywords":"Amplitude; Ultrasonic sensor; Shear stress; Saturation (graph theory); Attenuation; Perturbation (astronomy); Porosity; Shear (geology); Effective stress","score_opus":0.003658551192226802,"score_gpt":0.21720172659554485,"score_spread":0.21354317540331805,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4415224208","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99218816,0.0010763514,0.005359207,0.00067277264,0.00046727934,0.00010571834,0.000018132176,0.00007103316,0.000041345065],"genre_scores_gemma":[0.99870676,0.00058816274,0.00004185054,0.00002300515,0.00021871523,0.000005040499,0.000003753141,0.000026789276,0.00038592372],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.998298,0.00010059273,0.000762261,0.00015620692,0.0004837002,0.00019924095],"domain_scores_gemma":[0.99851835,0.00029370224,0.00028102443,0.00016953476,0.0006481696,0.0000892304],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00039866328,0.00019283958,0.00038662142,0.00080639287,0.00007827623,0.00007224245,0.0003316514,0.00012027594,0.000027209218],"category_scores_gemma":[0.0005431974,0.00017410306,0.00018787885,0.00025582095,0.000033025775,0.0003297172,0.000039768493,0.00035158236,0.0000017439642],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.006159468,0.00006238785,0.0026795897,0.00011320573,0.001187568,0.00008226996,0.00026467643,0.723659,0.26564866,0.000005496791,0.00003083176,0.000106892614],"study_design_scores_gemma":[0.013464917,0.00057513185,0.14255409,0.0020463204,0.00044392963,0.00054621446,0.00034614498,0.47468412,0.36456683,0.00009225349,0.0001874214,0.0004926227],"about_ca_topic_score_codex":0.00008422344,"about_ca_topic_score_gemma":0.00007014345,"teacher_disagreement_score":0.24897483,"about_ca_system_score_codex":0.00023203196,"about_ca_system_score_gemma":0.00007234245,"threshold_uncertainty_score":0.70997167},"labels":[],"label_agreement":null},{"id":"W4415389678","doi":"10.2118/226247-ms","title":"Optimizing Shale Oil Enhanced Recovery with Tuned Hydrocarbon Solvents","year":2025,"lang":"","type":"article","venue":"SPE Eastern Regional Meeting","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Oil shale; Shale oil; Enhanced oil recovery; Oil in place; Shale oil extraction; Hydrocarbon; Natural gas; Shell in situ conversion process; Oil shale gas","score_opus":0.009868521705996001,"score_gpt":0.22078815191960083,"score_spread":0.21091963021360483,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4415389678","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.67913514,0.010797686,0.053689085,0.0025646845,0.0020937242,0.00030325959,0.000010745202,0.0005331797,0.25087246],"genre_scores_gemma":[0.9703131,0.0011894596,0.0051366943,0.00025788698,0.0007046851,0.000038129183,0.00003065692,0.00012886402,0.022200534],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99585724,0.00015333346,0.0009465204,0.0010498399,0.0008407486,0.0011522894],"domain_scores_gemma":[0.9981666,0.00027455174,0.00031973558,0.0007918216,0.0001538815,0.00029337162],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00048386035,0.0007903007,0.0009230053,0.000588838,0.0004164666,0.00028666915,0.00064832397,0.00037908318,0.0001287306],"category_scores_gemma":[0.00011058633,0.0007529283,0.0005006242,0.00097444,0.00014925872,0.00033559656,0.0002533485,0.00088005123,0.00015667004],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00038676543,0.00013129023,0.0007289381,0.001145164,0.0018024222,0.00011106282,0.00096570834,0.9579629,0.008776292,0.000016285097,0.0001539044,0.027819294],"study_design_scores_gemma":[0.0050919307,0.0003804608,0.00062471104,0.030852577,0.0016269056,0.000058746333,0.002943176,0.8889167,0.05803797,0.00042915303,0.0080404505,0.0029972193],"about_ca_topic_score_codex":0.0003985311,"about_ca_topic_score_gemma":0.00018343335,"teacher_disagreement_score":0.29117793,"about_ca_system_score_codex":0.0003611632,"about_ca_system_score_gemma":0.0001876489,"threshold_uncertainty_score":0.99949217},"labels":[],"label_agreement":null},{"id":"W4415454760","doi":"10.54254/2755-2721/2025.28006","title":"Research on Segmented Pressure Prediction and Drilling Boundary of Encrypted Horizontal Wells in Water Drive Ultra-low Permeability Reservoirs—Taking Oil Fields as an Example","year":2025,"lang":"","type":"article","venue":"Applied and Computational Engineering","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Petro-Canada","funders":"","keywords":"Permeability (electromagnetism); Drilling; Directional drilling; Pressure control; Inversion (geology); Oil field; Engineering geology; Relative permeability; Pressure system; Reservoir simulation","score_opus":0.012213816816575249,"score_gpt":0.25086825986573186,"score_spread":0.23865444304915662,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4415454760","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9773734,0.0006413876,0.019428125,0.000121213234,0.00019143517,0.0002574932,0.000020393823,0.00009669685,0.0018698347],"genre_scores_gemma":[0.99859816,0.00023269739,0.00074821984,0.000021357313,0.00011965241,0.00005370962,0.00012026452,0.000037777154,0.00006817804],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99732393,0.000108385866,0.0006894439,0.0007241709,0.0005836947,0.0005703528],"domain_scores_gemma":[0.9987021,0.0006208098,0.000059887505,0.00030749087,0.00014530541,0.00016439057],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001031026,0.0003615959,0.00050821976,0.00080625585,0.00029954457,0.00016059543,0.00019893459,0.0003442939,0.000043317777],"category_scores_gemma":[0.00004919545,0.00035173615,0.00007621665,0.00058379123,0.00014382845,0.00020237036,0.00011582626,0.0010237743,0.0000025487302],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00013837901,0.00013071741,0.0003923412,0.0013928488,0.00030073317,0.000007471788,0.00386027,0.98136324,0.007887839,0.0010316997,0.000009546732,0.0034848945],"study_design_scores_gemma":[0.0010932501,0.0001625365,0.0101741245,0.0007809436,0.00007739822,0.0000045578845,0.0013893904,0.9716393,0.012700079,0.0012791302,0.0003822356,0.00031709694],"about_ca_topic_score_codex":0.0010239587,"about_ca_topic_score_gemma":0.000041489453,"teacher_disagreement_score":0.021224722,"about_ca_system_score_codex":0.00013155924,"about_ca_system_score_gemma":0.00007540674,"threshold_uncertainty_score":0.9998935},"labels":[],"label_agreement":null},{"id":"W4415467217","doi":"10.3390/pr13113389","title":"Wellbore Stability in Interbedded Weak Formations Utilizing a Shear-Based Method: Numerical Realization and Analysis","year":2025,"lang":"en","type":"article","venue":"Processes","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Geomechanica (Canada)","funders":"Key Research and Development Projects of Shaanxi Province; National Key Research and Development Program of China; Key Laboratory of Coal Resources Exploration and Comprehensive Utilization, Ministry of Land and Resources; Yakult Bio-Science Foundation; National Natural Science Foundation of China","keywords":"Borehole; Breakout; Finite element method; Drilling; Instability; Shear (geology); Stress (linguistics); Lost circulation; Stress field; Principal stress","score_opus":0.013259220342697402,"score_gpt":0.2843119034339895,"score_spread":0.2710526830912921,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4415467217","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.023598645,0.001024042,0.96993536,0.00034373757,0.00002185275,0.000089006055,0.000006868946,0.0001769906,0.0048035136],"genre_scores_gemma":[0.9949032,0.00015428467,0.004794574,0.000036599507,0.0000061648975,0.000033877128,0.000041387542,0.000007147639,0.000022762291],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99927795,0.000049171787,0.00026133948,0.00017007026,0.00009396496,0.00014749863],"domain_scores_gemma":[0.99955034,0.00015770303,0.00002499448,0.00015796357,0.00006934425,0.000039655704],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00024141924,0.000105089675,0.00023997351,0.00045380622,0.00005873536,0.0000526283,0.000086002845,0.000061546336,0.000041011215],"category_scores_gemma":[0.00026188156,0.00009399735,0.000053430784,0.002458258,0.000019502202,0.00014120346,0.000021238413,0.00011613762,0.0000011539714],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000014465563,0.000059367096,0.031317305,0.0025600723,0.00030806588,9.651084e-7,0.0009872359,0.95990014,0.000082824095,0.00005616624,0.00010144041,0.0046119387],"study_design_scores_gemma":[0.00014349856,0.000005159091,0.0045752143,0.000063295745,0.00022885058,1.9747971e-7,0.00049686385,0.9886355,0.0044338214,0.00033718592,0.0009778127,0.00010262506],"about_ca_topic_score_codex":0.00017636796,"about_ca_topic_score_gemma":0.00048449798,"teacher_disagreement_score":0.97130454,"about_ca_system_score_codex":0.000054424683,"about_ca_system_score_gemma":0.000044356,"threshold_uncertainty_score":0.38331005},"labels":[],"label_agreement":null},{"id":"W4415777528","doi":"10.2118/229490-ms","title":"Adaptive, Distribution-Free Uncertainty Quantification for Shear and Stoneley Wave Prediction Using Conformalized Ensemble Learning","year":2025,"lang":"","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Uncertainty quantification; Probabilistic logic; Robustness (evolution); Ensemble learning; Prediction interval; Ensemble forecasting; Probabilistic forecasting; Bayesian probability; Outlier; Regression","score_opus":0.022437169581931826,"score_gpt":0.25564926427840173,"score_spread":0.23321209469646992,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4415777528","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.07929127,0.0011071044,0.91623586,0.00027664326,0.0004736502,0.00061424106,0.00019125643,0.0002403771,0.0015696177],"genre_scores_gemma":[0.9924436,0.0006541996,0.0033154187,0.000020774964,0.00011041389,0.0000466464,0.00048461842,0.00003136746,0.0028929203],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9978392,0.00010664175,0.00074747426,0.0005120019,0.00025013916,0.00054454623],"domain_scores_gemma":[0.9985911,0.00033441605,0.00014636619,0.0004742428,0.00030405517,0.00014978107],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0007174222,0.0003630763,0.0005197494,0.00024299695,0.00083231414,0.00021898268,0.00016161235,0.00035371294,0.00007359278],"category_scores_gemma":[0.00048419373,0.00035997332,0.00022957691,0.00052916066,0.0001229231,0.00034488097,0.00010820018,0.0004444399,0.0000038667263],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00020673143,0.000040559502,0.00019941162,0.00044204132,0.00059740373,9.690332e-7,0.0002914586,0.9871411,0.0022938913,0.001694078,0.0008801432,0.0062122284],"study_design_scores_gemma":[0.0016827362,0.000092739494,0.0009334187,0.0002763783,0.00059756095,0.000004641826,0.0012278667,0.9793644,0.0054851486,0.00027160023,0.009749881,0.00031364305],"about_ca_topic_score_codex":0.0011302015,"about_ca_topic_score_gemma":0.00007265961,"teacher_disagreement_score":0.9131524,"about_ca_system_score_codex":0.0003743914,"about_ca_system_score_gemma":0.00012845754,"threshold_uncertainty_score":0.9998852},"labels":[],"label_agreement":null},{"id":"W4415777987","doi":"10.2118/228886-ms","title":"A Pragmatic Approach to Casing Deformation Remediation for Post Stimulation Wellbore Access Assurance Utilizing an Iterative Approach","year":2025,"lang":"","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Casing; Slippage; Wellbore; Hammer; Slip (aerodynamics); Interrupt","score_opus":0.020229516856401914,"score_gpt":0.2933047862995716,"score_spread":0.2730752694431697,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4415777987","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.050292004,0.0002184927,0.9164906,0.00051194994,0.00039295648,0.00241748,0.000042560638,0.00028333897,0.029350625],"genre_scores_gemma":[0.9318354,0.000029568893,0.06563466,0.00023506112,0.00024257081,0.00035923417,0.0011595475,0.000059602287,0.00044436555],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9966903,0.00024108692,0.0011566468,0.0007595809,0.00048896,0.0006634803],"domain_scores_gemma":[0.9978859,0.00035889752,0.0002527051,0.00065434986,0.0006118146,0.00023637264],"candidate_categories":["metaepi_narrow","scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.0011254101,0.00054856675,0.0006724174,0.001008334,0.00066568673,0.0010931926,0.0005184875,0.00037227644,0.000020751526],"category_scores_gemma":[0.0006774393,0.0005155597,0.00024495,0.0017173246,0.000034363173,0.0027122584,0.00010693594,0.00042943866,0.000010499972],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00009492678,0.00023691966,0.00024379988,0.0029300004,0.00030616552,3.2988308e-7,0.0071644005,0.9772235,0.0005650315,0.00054581097,0.0002505101,0.010438597],"study_design_scores_gemma":[0.0008627393,0.0000775688,0.004322441,0.00038697445,0.0003499634,0.0000029249022,0.0029631017,0.9877358,0.0021706882,0.00019278783,0.00039668527,0.00053830555],"about_ca_topic_score_codex":0.00030933195,"about_ca_topic_score_gemma":0.00013196091,"teacher_disagreement_score":0.8815434,"about_ca_system_score_codex":0.0005586782,"about_ca_system_score_gemma":0.00017728131,"threshold_uncertainty_score":0.9999438},"labels":[],"label_agreement":null},{"id":"W4415848231","doi":"10.1002/cjce.70150","title":"Study on main controlling factors of tight gas reservoir productivity","year":2025,"lang":"en","type":"article","venue":"The Canadian Journal of Chemical Engineering","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Tight gas; Permeability (electromagnetism); Porosity; Productivity; Tight oil; Reservoir engineering; Production (economics); Flow (mathematics)","score_opus":0.008566426826532447,"score_gpt":0.20565127185942034,"score_spread":0.1970848450328879,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4415848231","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99779767,0.00031302482,0.0006723635,0.00043880576,0.00027935085,0.000096939744,0.000004258065,0.000020587753,0.0003770138],"genre_scores_gemma":[0.9997693,0.0000018390072,0.000039869297,0.0000084940975,0.00011730613,0.000001973965,5.4893866e-7,0.000018732222,0.00004197554],"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9990424,0.000026728689,0.00037360063,0.0000895517,0.00020021223,0.0002675296],"domain_scores_gemma":[0.99922,0.00018765402,0.000058811882,0.00026040917,0.000071060895,0.00020203402],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00046397297,0.00015490715,0.00035922008,0.00032065934,0.00005147649,0.000031353444,0.00037060268,0.00006850011,0.000010605416],"category_scores_gemma":[0.00040902288,0.00010619047,0.00014918264,0.00036244345,0.0000384771,0.00005650278,0.000011518725,0.0005643064,8.228505e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000010209872,0.000019316074,0.0009797787,0.000048925496,0.00035845724,0.000029226007,0.00056977075,0.97876835,0.018812377,0.000033760993,0.00027406143,0.00009575695],"study_design_scores_gemma":[0.0017143254,0.0001829628,0.008533221,0.0007696252,0.00047320887,0.000035599867,0.0005184536,0.09062113,0.8939934,0.0003137218,0.002270286,0.00057409727],"about_ca_topic_score_codex":0.0006148885,"about_ca_topic_score_gemma":0.00041484658,"teacher_disagreement_score":0.88814723,"about_ca_system_score_codex":0.00022955198,"about_ca_system_score_gemma":0.0001426617,"threshold_uncertainty_score":0.43303216},"labels":[],"label_agreement":null},{"id":"W4415878572","doi":"10.2118/229724-ms","title":"Geomechanical Quantitative Evaluation Method for Connectivity in Ultra-Deep Fault-Controlled Carbonate Reservoirs","year":2025,"lang":"","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Petro-Canada","funders":"","keywords":"Carbonate; Fracture (geology); Fault (geology); Carbonate rock; Evaluation methods; Trajectory; Stress (linguistics)","score_opus":0.022728957765320808,"score_gpt":0.3420993837893221,"score_spread":0.3193704260240013,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4415878572","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.036225703,0.0032531442,0.92082363,0.0032626507,0.0010943337,0.0037970953,0.000030625284,0.00018243713,0.031330377],"genre_scores_gemma":[0.9756313,0.00026830556,0.020704705,0.00014322401,0.00008786445,0.0011818671,0.000039902,0.00006328006,0.0018795785],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99391174,0.0015989927,0.001572983,0.001150657,0.0007581229,0.0010075304],"domain_scores_gemma":[0.9911802,0.0069350083,0.00021084442,0.00082300813,0.00065830554,0.00019265739],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.010291193,0.0006598294,0.0019534137,0.0011994077,0.00025215556,0.00017246154,0.00051427435,0.00066389504,0.00041770286],"category_scores_gemma":[0.008096384,0.0005965008,0.0009355366,0.0016725872,0.0000663453,0.0002970298,0.00008085734,0.00086016994,0.000020803218],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.001609678,0.00026202216,0.00006606679,0.00043046515,0.0019607344,0.00000616407,0.0009105764,0.97948515,0.0033150262,0.0039552217,0.00018110292,0.007817811],"study_design_scores_gemma":[0.016300885,0.00018141312,0.0003863703,0.00024554934,0.0012839215,0.0000010206634,0.0016103563,0.9588051,0.0084691495,0.0116021605,0.0005352512,0.0005788416],"about_ca_topic_score_codex":0.0032096899,"about_ca_topic_score_gemma":0.008498614,"teacher_disagreement_score":0.93940556,"about_ca_system_score_codex":0.00088342186,"about_ca_system_score_gemma":0.00032111636,"threshold_uncertainty_score":0.99964863},"labels":[],"label_agreement":null},{"id":"W4416304001","doi":"10.3997/2214-4609.202577077","title":"Integrated Reservoir Characterization based Workflow for Hydraulic Fracture Simulation","year":2025,"lang":"","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Petro-Canada","funders":"","keywords":"Workflow; Calibration; Fracture (geology); Process (computing); Petrophysics; Reservoir modeling; Quality (philosophy); Hydraulic fracturing; Relation (database)","score_opus":0.011041796013644358,"score_gpt":0.25376435447845225,"score_spread":0.2427225584648079,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4416304001","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.014492667,0.0003979922,0.97028625,0.008187972,0.001059689,0.0011109569,0.00008141332,0.00060485903,0.0037781876],"genre_scores_gemma":[0.97832114,0.00009139019,0.0037739652,0.0029164592,0.00036771013,0.00014085686,0.0018978053,0.00010277132,0.012387928],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9968814,0.00015278748,0.001041067,0.0007777864,0.00037124063,0.00077566353],"domain_scores_gemma":[0.99743575,0.00077573105,0.00017918165,0.0009307412,0.00047229163,0.00020633124],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000504444,0.0006890821,0.00078689895,0.0009429769,0.0004398202,0.00039981803,0.00049928867,0.0008713569,0.0011420044],"category_scores_gemma":[0.00054353167,0.00062605913,0.00057871646,0.002045917,0.00006337361,0.00042899596,0.00005550675,0.0006708757,0.00006747291],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00019583465,0.00013502117,0.00028924254,0.0006984989,0.0005162615,0.0000028688214,0.0001181716,0.97445756,0.0015762978,0.000026269616,0.0030514398,0.018932557],"study_design_scores_gemma":[0.00093744986,0.000040077462,0.0015950659,0.00044531448,0.00031019165,1.1855632e-7,0.0000330698,0.6795888,0.0067414367,0.0001672149,0.30973136,0.00040991858],"about_ca_topic_score_codex":0.00020021795,"about_ca_topic_score_gemma":0.000055405388,"teacher_disagreement_score":0.9665123,"about_ca_system_score_codex":0.00040825532,"about_ca_system_score_gemma":0.00024557943,"threshold_uncertainty_score":0.99977106},"labels":[],"label_agreement":null},{"id":"W4416396488","doi":"10.1016/j.ptlrs.2025.11.002","title":"Comprehensive judgment method of low production causes in tight gas reservoirs——Taking the LX gas reservoir in Ordos Basin as an example","year":2025,"lang":"en","type":"article","venue":"Petroleum Research","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"Southwest Petroleum University; Natural Sciences and Engineering Research Council of Canada; National Natural Science Foundation of China","keywords":"Tight gas; Productivity; Production (economics); Tight oil; Drilling; Structural basin; Completion (oil and gas wells); Hydraulic fracturing; Fossil fuel; Well drilling","score_opus":0.06273676522949295,"score_gpt":0.35865348656596735,"score_spread":0.2959167213364744,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4416396488","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9895194,0.0009042736,0.00092134724,0.0033157498,0.00019079163,0.00045122323,0.0000046410655,0.00008815939,0.0046043815],"genre_scores_gemma":[0.99709886,0.00060925964,0.00070603966,0.00003281225,0.00012233264,0.00019190762,0.000017136397,0.00004633188,0.0011753404],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9950381,0.0016397124,0.0006857957,0.0006583828,0.0010744688,0.0009035365],"domain_scores_gemma":[0.9971641,0.001025926,0.00007694598,0.0012782826,0.00033547502,0.00011927003],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0043176953,0.00026795606,0.00054926245,0.0017081029,0.0002254977,0.000107271255,0.0008650064,0.00017908672,0.00014312721],"category_scores_gemma":[0.00079193513,0.00020932927,0.00012094436,0.0026884757,0.00019739325,0.00025947968,0.00031305657,0.0014639623,0.000025440675],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00020395126,0.00026019098,0.010003628,0.00080070744,0.00015303129,0.00006388564,0.0018470656,0.9690207,0.013479962,0.00012949119,0.0015728548,0.0024644886],"study_design_scores_gemma":[0.002363147,0.00039783044,0.1199928,0.0022685654,0.00007046799,0.000026035566,0.009945618,0.62697566,0.1999981,0.004235179,0.03290269,0.0008238919],"about_ca_topic_score_codex":0.025943248,"about_ca_topic_score_gemma":0.014864565,"teacher_disagreement_score":0.34204507,"about_ca_system_score_codex":0.00049880584,"about_ca_system_score_gemma":0.00018303144,"threshold_uncertainty_score":0.9805431},"labels":[],"label_agreement":null},{"id":"W4416555919","doi":"10.46690/ager.2025.11.05","title":"Aminated nano-silica reinforced slickwater fracturing fluids with enhanced drag reduction, proppant transport and thermal stability","year":2025,"lang":"","type":"article","venue":"ADVANCES IN GEO-ENERGY RESEARCH","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"China Postdoctoral Science Foundation","keywords":"Drag; Rheology; Fracturing fluid; Polymer; Thermal stability; Viscosity; Thermal; Settling; Fracture (geology); Sulfonic acid","score_opus":0.009043177135834078,"score_gpt":0.2728998858572719,"score_spread":0.2638567087214378,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4416555919","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9576202,0.011652012,0.01424332,0.0007278468,0.0003694675,0.000695953,0.000012192009,0.00020209332,0.014476919],"genre_scores_gemma":[0.9798662,0.012852776,0.00043477694,0.000021684345,0.00018522558,0.00034831208,0.0000475457,0.00008939826,0.006154066],"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9934978,0.0005739133,0.0012299417,0.0015058866,0.0012521219,0.001940328],"domain_scores_gemma":[0.99719256,0.00037952003,0.00010683672,0.0013350387,0.0006325572,0.0003534585],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0020276625,0.0007301387,0.0010262822,0.0012723953,0.00073453446,0.00018311109,0.00077110546,0.0005349498,0.00031335728],"category_scores_gemma":[0.00018087908,0.00058713945,0.00017095199,0.002897052,0.001208245,0.001302492,0.00024064795,0.0019527843,0.000008041881],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0013406669,0.00019226718,0.0015993058,0.0017809725,0.00048758215,0.00010521641,0.0030491187,0.8217999,0.12948151,0.00039210133,0.000019289026,0.03975208],"study_design_scores_gemma":[0.0024687164,0.0005270808,0.0058069183,0.0018671544,0.00013347212,0.00002056158,0.0025379371,0.08220584,0.88380206,0.00043696698,0.019023022,0.0011702767],"about_ca_topic_score_codex":0.002125447,"about_ca_topic_score_gemma":0.001354268,"teacher_disagreement_score":0.75432056,"about_ca_system_score_codex":0.0005481498,"about_ca_system_score_gemma":0.0003924834,"threshold_uncertainty_score":0.999658},"labels":[],"label_agreement":null},{"id":"W4416807954","doi":"10.18799/24131830/2025/11/4825","title":"On the issue of acid treatment of the well bottomhole","year":2025,"lang":"","type":"article","venue":"Bulletin of the Tomsk Polytechnic University Geo Assets Engineering","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Context (archaeology); Sedimentation; Filtration (mathematics); Productivity; Workover; Point (geometry); Mathematical model; Production (economics)","score_opus":0.0034073026823031264,"score_gpt":0.17211922697389634,"score_spread":0.1687119242915932,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4416807954","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.90664357,0.006483169,0.008899207,0.034499723,0.002600234,0.0024063794,0.00029274827,0.00040353547,0.037771422],"genre_scores_gemma":[0.98614705,0.00055788463,0.00016640595,0.000037155714,0.000036029393,0.0000023078633,0.000001529483,0.000033879034,0.013017773],"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9981323,0.00013598749,0.0005194212,0.0003174121,0.00045219937,0.00044268733],"domain_scores_gemma":[0.99734956,0.00039892845,0.00030179071,0.0018010852,0.00008272801,0.00006588395],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00031427355,0.0004456701,0.00068638136,0.00031867382,0.00022481667,0.0000143239995,0.0017562254,0.00028947784,0.0005266481],"category_scores_gemma":[0.00013491652,0.00027855026,0.0009465916,0.0010675137,0.00025564537,0.000023241939,0.0004806029,0.00046979965,0.00002044034],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00006264425,0.00026477224,0.00012273065,0.00041035935,0.0012307185,0.0000049104788,0.0003406927,0.9781157,0.009801931,0.0011985984,0.007782091,0.00066486513],"study_design_scores_gemma":[0.0013303208,0.00023307277,0.0045170947,0.0015648467,0.0014850241,0.000005148429,0.00055596343,0.057979163,0.48240563,0.00004090627,0.4493873,0.00049552],"about_ca_topic_score_codex":0.0010632157,"about_ca_topic_score_gemma":0.000021338597,"teacher_disagreement_score":0.9201365,"about_ca_system_score_codex":0.0004008407,"about_ca_system_score_gemma":0.00008912203,"threshold_uncertainty_score":0.9999667},"labels":[],"label_agreement":null},{"id":"W4416822668","doi":"10.2118/230276-ms","title":"Case Study: Liner Integrity Failure Identification and Repair in a SAGD Production Well at MacKay River Commercial Project","year":2025,"lang":"","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Petro-Canada","funders":"","keywords":"Wellbore; Logging; Inflow; Identification (biology); Environmental remediation; Production (economics); Drainage; Oil refinery","score_opus":0.016584476972857476,"score_gpt":0.2784451534678182,"score_spread":0.2618606764949607,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4416822668","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99312395,0.0004281527,0.0013629867,0.0019798318,0.0006950853,0.0014482404,0.0000104231685,0.00027780907,0.00067349925],"genre_scores_gemma":[0.98121214,0.00020930154,0.00037919366,0.000038505612,0.00020688871,0.00009490952,0.000018337867,0.000029281347,0.017811434],"study_design_codex":"observational","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99719846,0.0003705801,0.000881457,0.0008989444,0.00026417532,0.00038635154],"domain_scores_gemma":[0.998804,0.00008684346,0.00010086109,0.0007814788,0.00014648604,0.000080384096],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0011684567,0.00039509614,0.00052894617,0.0008008974,0.0003264902,0.00010164283,0.00015719766,0.00031935377,0.00012560365],"category_scores_gemma":[0.0002286034,0.00035235207,0.00018815305,0.0013639344,0.00012991784,0.0003094264,0.00025315324,0.00096692203,0.000042767126],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0006723188,0.005498204,0.5294107,0.005872263,0.0043697576,0.0057540876,0.06583647,0.21018547,0.00208833,0.00004242112,0.1349803,0.035289656],"study_design_scores_gemma":[0.0055022337,0.00039079972,0.19148825,0.0010155818,0.0031816673,0.0013171074,0.047879435,0.6827252,0.010646741,0.00012286416,0.05324869,0.002481428],"about_ca_topic_score_codex":0.023780998,"about_ca_topic_score_gemma":0.082622774,"teacher_disagreement_score":0.47253972,"about_ca_system_score_codex":0.0005438311,"about_ca_system_score_gemma":0.000089686226,"threshold_uncertainty_score":0.99989283},"labels":[],"label_agreement":null},{"id":"W4416822675","doi":"10.2118/230273-ms","title":"Real-Time and Cloud-Based Well Monitoring, Part 2: Inflow Profiling Using Distributed Acoustic Sensing (DAS)","year":2025,"lang":"","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Imperial Oil (Canada)","funders":"","keywords":"Inflow; Robustness (evolution); Noise (video); Signal processing; Profiling (computer programming); Natural gas field; Data acquisition; Cloud computing","score_opus":0.009484718534937398,"score_gpt":0.2529482780022329,"score_spread":0.2434635594672955,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4416822675","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7916935,0.0009938969,0.19958767,0.00019565008,0.002410915,0.00044774098,0.000062361025,0.000694724,0.003913507],"genre_scores_gemma":[0.9849414,0.00042471598,0.01155434,0.000027651595,0.0011213246,0.0000039737074,0.00007535407,0.00009880294,0.0017524102],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9963362,0.000176949,0.001053317,0.0008652942,0.00044196047,0.0011262863],"domain_scores_gemma":[0.99793863,0.0004641885,0.00016429731,0.00084296876,0.00020770136,0.00038222483],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00057560403,0.00077211845,0.0009797688,0.00051370106,0.0006387676,0.00044357998,0.00025790997,0.00054534455,0.00019895137],"category_scores_gemma":[0.0002665959,0.0007766527,0.00031411147,0.0012346357,0.00016319001,0.00021151255,0.00020237529,0.0007731033,0.000048614445],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00004033953,0.00005146113,0.0027403308,0.0008597575,0.0006129816,0.00007451822,0.0000658762,0.9490976,0.04526089,0.0000029894609,0.00027270263,0.00092060247],"study_design_scores_gemma":[0.0007438475,0.000025123876,0.0005830603,0.0015449537,0.0010757267,0.0000057538523,0.00016687087,0.89692014,0.09709634,0.000016356158,0.0011413913,0.00068044965],"about_ca_topic_score_codex":0.0010935229,"about_ca_topic_score_gemma":0.00002897653,"teacher_disagreement_score":0.1932479,"about_ca_system_score_codex":0.00049362914,"about_ca_system_score_gemma":0.00027008948,"threshold_uncertainty_score":0.99946845},"labels":[],"label_agreement":null},{"id":"W4416822682","doi":"10.2118/230267-ms","title":"Strain-Based Load Qualification Testing of Flow Control Devices","year":2025,"lang":"","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Raytheon Technologies (Canada)","funders":"","keywords":"Casing; Tension (geology); Flow (mathematics); Offset (computer science); Compression (physics)","score_opus":0.013496234430685502,"score_gpt":0.24993660334413975,"score_spread":0.23644036891345424,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4416822682","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0312984,0.0027136488,0.91037107,0.0018326882,0.0003791224,0.0003455531,0.00008056111,0.00029373422,0.0526852],"genre_scores_gemma":[0.9907818,0.00001564239,0.007836837,0.00019837313,0.000072609015,0.000013780904,0.0000132223195,0.000021278081,0.0010464779],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9979481,0.00011547906,0.0008658617,0.00033585064,0.0003713675,0.00036330312],"domain_scores_gemma":[0.99779814,0.0010114427,0.0001606884,0.0005488731,0.00038287338,0.000097963195],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0007398163,0.00028435883,0.000545985,0.00029542955,0.00012009317,0.00007103576,0.0003196824,0.00021204854,0.00040692493],"category_scores_gemma":[0.0007693291,0.00026254426,0.0002410953,0.001005191,0.00007463725,0.00008263115,0.000018884446,0.00026042838,0.000035336005],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000016701475,0.00008581286,0.0023708176,0.0010645257,0.00047966407,0.0000019042557,0.00011736184,0.95816904,0.005776078,0.00006298765,0.00018185317,0.031673227],"study_design_scores_gemma":[0.0009792151,0.000031312302,0.0051514604,0.00046073133,0.00042409403,2.1329623e-7,0.0002177929,0.9767165,0.013810991,0.000052748826,0.0019199378,0.0002349749],"about_ca_topic_score_codex":0.0009045115,"about_ca_topic_score_gemma":0.00025869484,"teacher_disagreement_score":0.9594834,"about_ca_system_score_codex":0.00016086822,"about_ca_system_score_gemma":0.00036133413,"threshold_uncertainty_score":0.99998266},"labels":[],"label_agreement":null},{"id":"W4417137294","doi":"10.14800/iogr.1362","title":"Mineral Analysis of Dolomite Formation During Carbonate Acidizing Using Chelating Agents","year":2025,"lang":"","type":"article","venue":"Improved Oil and Gas Recovery","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"Buddhist Tzu Chi Medical Foundation; Ministry of Science and Technology of the People's Republic of China; Murdoch University; Curtin University of Technology","keywords":"Dolomite; Carbonate; Dissolution; Chelation; Citric acid; Hydrochloric acid; Mineral; Kinetics","score_opus":0.009504925427365826,"score_gpt":0.2362380151849523,"score_spread":0.22673308975758646,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4417137294","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9887902,0.0047266083,0.002445744,0.00012428763,0.0004832822,0.00006440806,0.000049813054,0.000065802706,0.0032498583],"genre_scores_gemma":[0.9923787,0.0044878367,0.0010593575,0.000039898863,0.00010529948,0.000008021286,0.000040070845,0.000034907112,0.0018459079],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9973423,0.000106303865,0.0011766121,0.00049921515,0.0002546938,0.00062087015],"domain_scores_gemma":[0.9987434,0.00015065064,0.00039824654,0.00044053097,0.00012420537,0.00014294166],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0004422564,0.00045890379,0.0010668363,0.0016644584,0.00030426626,0.00017708352,0.000196628,0.00034362578,0.00003396463],"category_scores_gemma":[0.00016424805,0.0004681868,0.00068156363,0.0021192327,0.00007053038,0.00066178635,0.00019630624,0.0004384505,0.0000011506668],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000962983,0.000038315015,0.002262524,0.0019260595,0.006248843,0.000008467879,0.00088886084,0.7998765,0.148378,0.0000020714895,0.0000064408687,0.040267628],"study_design_scores_gemma":[0.00088070845,0.000025397603,0.008931321,0.00061107805,0.005199804,0.0000041100757,0.000299159,0.96497023,0.01854358,0.000045250457,0.00008327573,0.0004060939],"about_ca_topic_score_codex":0.0014925243,"about_ca_topic_score_gemma":0.00023775175,"teacher_disagreement_score":0.16509373,"about_ca_system_score_codex":0.000286769,"about_ca_system_score_gemma":0.00005373903,"threshold_uncertainty_score":0.99977696},"labels":[],"label_agreement":null},{"id":"W4417210890","doi":"10.1016/j.molliq.2025.129100","title":"Performance evaluation of a high-temperature resistant, high-density acid-soluble water-based completion fluid with micronized manganese weighting agent","year":2025,"lang":"en","type":"article","venue":"Journal of Molecular Liquids","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"National Natural Science Foundation of China","keywords":"Brine; Rheology; Sedimentation; Corrosion; Completion (oil and gas wells); Drilling fluid; Wellbore; Manganese; Permeability (electromagnetism)","score_opus":0.005669324587927543,"score_gpt":0.21156302632261917,"score_spread":0.20589370173469163,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4417210890","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99232274,0.0006806351,0.0061439737,0.00037763023,0.00022377817,0.0001219268,0.0000021536023,0.000029717421,0.00009743189],"genre_scores_gemma":[0.9978191,0.00004733974,0.0019263413,0.000049441907,0.000055556106,0.0000044554185,0.000023960722,0.000023062576,0.000050717274],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99824,0.00017562808,0.0005174278,0.00014019506,0.0007031024,0.00022363414],"domain_scores_gemma":[0.9988318,0.000020820098,0.00013964021,0.00027861606,0.00066150026,0.000067586116],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0011103972,0.00018759652,0.00043212925,0.00032859526,0.00009661809,0.000040452855,0.00019711838,0.000121777884,0.000037277718],"category_scores_gemma":[0.00003596949,0.00012885581,0.00016169889,0.00029300075,0.000039059723,0.000105952284,0.000025135725,0.00030626197,0.0000022248123],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0002620821,0.000035694353,0.000048915095,0.00015604719,0.00024376382,0.000031449734,0.0000600069,0.39074403,0.60809815,0.0000035062092,0.000115834686,0.00020054531],"study_design_scores_gemma":[0.001857504,0.00021903407,0.002040775,0.0005004505,0.00050111715,0.000015739035,0.00002601613,0.045964923,0.94853085,0.0000146803095,0.00018520391,0.00014372422],"about_ca_topic_score_codex":0.000051893687,"about_ca_topic_score_gemma":0.000019660121,"teacher_disagreement_score":0.3447791,"about_ca_system_score_codex":0.00022266764,"about_ca_system_score_gemma":0.00010943167,"threshold_uncertainty_score":0.52545875},"labels":[],"label_agreement":null},{"id":"W4417271087","doi":"10.1016/j.geoen.2025.214319","title":"An FMI image fracture segmentation approach based on a two-stage decoupling strategy","year":2025,"lang":"en","type":"article","venue":"Geoenergy Science and Engineering","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"Overseas Expertise Introduction Center for Discipline Innovation of Food Nutrition and Human Health (111 Center); National Key Research and Development Program of China; National Natural Science Foundation of China; Department of Science and Technology of Sichuan Province; Ontario Ministry of Natural Resources and Forestry; Sichuan Province Science and Technology Support Program; Ministry of Natural Resources","keywords":"Segmentation; Fracture (geology); Decoupling (probability); Complex fracture; Image segmentation; Convolution (computer science)","score_opus":0.0046993887919358854,"score_gpt":0.23099852258640047,"score_spread":0.2262991337944646,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4417271087","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.42813635,0.00015637864,0.56649894,0.00007380483,0.00016552722,0.000079233054,0.0000029026016,0.00039261038,0.0044942508],"genre_scores_gemma":[0.9934926,0.00002232714,0.0061479174,0.00016691038,0.000050969073,0.000018113118,0.00001334035,0.000016158101,0.00007167531],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99886245,0.000006145837,0.00015986421,0.0003181219,0.0002857748,0.0003676286],"domain_scores_gemma":[0.9994769,0.000027329126,0.00001586594,0.00027953394,0.00006416644,0.00013621744],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003702103,0.00018425296,0.00015140242,0.0004647503,0.00019470997,0.000236227,0.00023316737,0.000058282614,0.000012092914],"category_scores_gemma":[0.000035706264,0.00016597155,0.00003539407,0.00081119704,0.000059175105,0.00041346363,0.000018494311,0.00018965051,0.0000019409488],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000020996372,0.00001376289,0.000034261535,0.00005592356,0.000011395877,0.0000032276043,0.000052921925,0.9742851,0.02320075,0.00006802881,0.000026820951,0.002245652],"study_design_scores_gemma":[0.0001988782,0.00001835255,0.001120574,0.000031006988,0.000012903674,8.380712e-7,0.00013912674,0.9766094,0.021010539,0.0000073886117,0.00067709247,0.00017387011],"about_ca_topic_score_codex":0.000089093584,"about_ca_topic_score_gemma":0.000007989186,"teacher_disagreement_score":0.56535625,"about_ca_system_score_codex":0.00009305754,"about_ca_system_score_gemma":0.000053656415,"threshold_uncertainty_score":0.67681235},"labels":[],"label_agreement":null},{"id":"W4417407309","doi":"10.1016/j.geothermics.2025.103570","title":"Fluid flow and heat transfer during staged multi-cluster fracturing treatments along horizontal wells — Application for hydraulic fracture characterization using distributed temperature sensing","year":2025,"lang":"en","type":"article","venue":"Geothermics","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"University of Calgary; Sichuan Province Science and Technology Support Program; National High-tech Research and Development Program; China Postdoctoral Science Foundation; National Natural Science Foundation of China; China National Offshore Oil Corporation","keywords":"Heat transfer; Fluid dynamics; Hydraulic fracturing; Fracture (geology); Characterization (materials science); Geothermal energy; Flow (mathematics)","score_opus":0.004764586483540866,"score_gpt":0.21055941009240214,"score_spread":0.20579482360886128,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4417407309","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.66043526,0.00017072055,0.3382688,0.00019607993,0.000113617905,0.00049495045,0.00013421664,0.00018086129,0.000005504274],"genre_scores_gemma":[0.99731207,0.0001265117,0.0011366217,0.00026180033,0.0001654001,0.000029972342,0.00079246104,0.00008260276,0.000092562215],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9986285,0.00003998656,0.0003666657,0.00041705475,0.00013799027,0.00040980364],"domain_scores_gemma":[0.9994563,0.000052318075,0.000023173483,0.00031697293,0.000054604036,0.0000966398],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00010496127,0.00037652586,0.00038526327,0.0001905498,0.00037355628,0.0001347976,0.000106495936,0.00032326663,0.000006826936],"category_scores_gemma":[0.00001363557,0.00035438567,0.00014195598,0.00025252986,0.000032431162,0.00024659865,0.000023917293,0.00027489866,0.0000020530767],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000049550472,0.000035154873,0.00047135507,0.00026897356,0.000288686,0.0000044778535,0.00039759945,0.59082985,0.40543184,3.6381502e-7,0.0000120028735,0.0022101745],"study_design_scores_gemma":[0.0014787366,0.000012509752,0.0060632327,0.00013811144,0.0002179126,0.000010506235,0.000068995854,0.78394955,0.20618097,0.0000056613053,0.0015405667,0.0003332146],"about_ca_topic_score_codex":0.0001545132,"about_ca_topic_score_gemma":0.000043265147,"teacher_disagreement_score":0.33713216,"about_ca_system_score_codex":0.00024034097,"about_ca_system_score_gemma":0.000024093853,"threshold_uncertainty_score":0.9998908},"labels":[],"label_agreement":null},{"id":"W623148563","doi":"","title":"The Effect of Proppant Size on Hydraulic Fracturing by a Slurry","year":2014,"lang":"en","type":"article","venue":"48th U.S. Rock Mechanics/Geomechanics Symposium","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":9,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Hydraulic fracturing; Petroleum engineering; Slurry; Geology; Comminution; Geotechnical engineering; Environmental science; Materials science; Metallurgy; Environmental engineering","score_opus":0.0031297000476347655,"score_gpt":0.1887924143613972,"score_spread":0.18566271431376244,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W623148563","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.18308438,0.0038835166,0.78386414,0.004198827,0.0075564836,0.003646911,0.00016336539,0.0034104504,0.010191907],"genre_scores_gemma":[0.9977829,0.00063016824,0.000045487453,0.00017839923,0.0002900243,0.00016245413,0.000025499128,0.00020048818,0.0006845932],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9960568,0.0003114563,0.0008773017,0.0006990126,0.0009356106,0.0011198473],"domain_scores_gemma":[0.99648744,0.001326543,0.00028184903,0.0014532884,0.000099567915,0.0003513306],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0014430219,0.0007777745,0.00093821954,0.00020720698,0.0006340835,0.00013860324,0.0011221215,0.00044430757,0.00005597923],"category_scores_gemma":[0.00042495984,0.00054023444,0.0005024544,0.000570039,0.000013270994,0.00016555024,0.00023618405,0.00092672533,0.0001709758],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00019328589,0.000090760666,0.0000070987594,0.00060683995,0.0006208757,0.000010882546,0.0002452576,0.86872566,0.11805536,0.0011570953,0.00689221,0.0033946717],"study_design_scores_gemma":[0.00079569494,0.00088378676,0.000001247403,0.0001500225,0.00018131484,0.000011740571,0.000029638331,0.6116276,0.3488969,0.00104304,0.035842292,0.0005367432],"about_ca_topic_score_codex":0.00006602561,"about_ca_topic_score_gemma":0.000021821936,"teacher_disagreement_score":0.8146985,"about_ca_system_score_codex":0.0002004395,"about_ca_system_score_gemma":0.000032354605,"threshold_uncertainty_score":0.9997049},"labels":[],"label_agreement":null},{"id":"W6887883766","doi":"10.17632/8scy63d3tw.2","title":"Random Forest Prediction of Time to Failure for Granite Hydraulic Fracturing Using Nanoseismic Signals","year":2024,"lang":"en","type":"dataset","venue":"Data Archiving and Networked Services (DANS)","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Western University","funders":"","keywords":"Hydraulic fracturing; Random forest; Statistical analysis; Waveform; Statistical model","score_opus":0.009957105616209373,"score_gpt":0.22414334119685042,"score_spread":0.21418623558064104,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W6887883766","genre_codex":"dataset","genre_gemma":"dataset","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"dataset","genre_consensus":"dataset","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.014662529,0.0017146203,0.013674524,0.00004962489,0.0004029228,0.00064917735,0.9685649,0.0002473379,0.00003436354],"genre_scores_gemma":[0.028886313,0.0008848103,0.00089164707,0.000094243325,0.001186742,0.000055670786,0.9677969,0.00014346284,0.0000602116],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9972469,0.000104097206,0.0007814691,0.00086199393,0.00037140213,0.0006341327],"domain_scores_gemma":[0.9975687,0.00049705635,0.00018189699,0.0014566975,0.00003909304,0.00025650632],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0006345711,0.0006491491,0.0009905803,0.0005473049,0.0002463373,0.00022907817,0.0014351513,0.0003266685,0.000036187932],"category_scores_gemma":[0.000024674928,0.0005697795,0.00021738267,0.00042912684,0.000057811398,0.00029088743,0.0006911642,0.000619373,0.000095505224],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000059425864,0.00001591075,0.00001574088,0.0035437606,0.00058619556,0.00001005325,0.00023836594,0.6118686,0.00048154432,2.6722642e-8,0.38261977,0.0005605966],"study_design_scores_gemma":[0.00031484547,0.00003348744,0.000041618194,0.001978023,0.00076546834,0.000012762135,0.000038348524,0.56781656,0.000056997742,0.00002931935,0.42859957,0.0003129797],"about_ca_topic_score_codex":0.0010062546,"about_ca_topic_score_gemma":0.0014746618,"teacher_disagreement_score":0.045979813,"about_ca_system_score_codex":0.000049634502,"about_ca_system_score_gemma":0.000034899516,"threshold_uncertainty_score":0.9996754},"labels":[],"label_agreement":null},{"id":"W6894063266","doi":"10.5281/zenodo.7384369","title":"Technical Reports: Methods-The Application of Local Pressure Measurements and PolyJet 3D Printing in Assessing the Hydraulic Behavior of Fractures","year":2023,"lang":"en","type":"article","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Hydraulic pressure; Hydraulic machinery; Hydraulic fluid; 3D printing; Pressure sensor; Pressure measurement","score_opus":0.030675971441153218,"score_gpt":0.30905589658260496,"score_spread":0.27837992514145177,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W6894063266","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.41867548,0.0014583765,0.55742127,0.0009988926,0.0001315416,0.0015583149,0.000032204884,0.0015146391,0.018209305],"genre_scores_gemma":[0.99887633,0.00004483656,0.000765068,0.000010218357,0.000023757368,3.3982872e-7,0.00005277296,0.00020827111,0.00001842395],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.99870145,0.0002764201,0.0003467674,0.00018826207,0.00030893943,0.00017815088],"domain_scores_gemma":[0.99923474,0.00006954302,0.00011734637,0.00040556688,0.00013252802,0.000040287832],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0019539066,0.00008924714,0.00015044845,0.00017213375,0.00037601174,0.00011224207,0.00038552014,0.000063111554,0.00011150547],"category_scores_gemma":[0.00041003997,0.000063120424,0.00003971339,0.0007088477,0.00015706339,0.00009691771,0.00035887116,0.0002747506,0.000018317567],"study_design_candidate":"design_other","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000012180385,0.00010903653,0.0005662851,0.00036754063,0.00014328578,0.000011285101,0.001486838,0.22937843,0.1211355,0.000041008607,0.0036508702,0.64309776],"study_design_scores_gemma":[0.00051700417,0.000085542175,0.117403276,0.00021120373,0.00027964314,0.00016446393,0.0016196207,0.20764385,0.07075629,0.00015836673,0.60076606,0.00039470062],"about_ca_topic_score_codex":0.0000641042,"about_ca_topic_score_gemma":0.000001685241,"teacher_disagreement_score":0.64270306,"about_ca_system_score_codex":0.00003274113,"about_ca_system_score_gemma":0.000002318462,"threshold_uncertainty_score":0.28920165},"labels":[],"label_agreement":null},{"id":"W6894101052","doi":"10.5281/zenodo.6728351","title":"Fugitive Gas Migration in the Vadose Zone at an Experimental Field Site in the Montney Shale Gas Region","year":2022,"lang":"en","type":"article","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Oil shale; Natural gas field; Vadose zone; Shale gas; Field (mathematics); Fossil fuel","score_opus":0.020972247693844804,"score_gpt":0.22513825871613707,"score_spread":0.20416601102229226,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W6894101052","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.980639,0.00017359205,0.00058842404,0.0018151891,0.000037850077,0.00029178933,0.000021953572,0.0001933082,0.016238894],"genre_scores_gemma":[0.99861234,0.000062701416,0.000012173701,0.0002389124,0.000060232236,5.608619e-7,0.0005373103,0.00023141045,0.0002443516],"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","domain_scores_codex":[0.99846274,0.00059032417,0.00016992056,0.00020645908,0.0003445465,0.00022602832],"domain_scores_gemma":[0.9994893,0.00004107416,0.000031167336,0.00036116256,0.00003456588,0.000042749496],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0006188763,0.00009963106,0.00008952677,0.00017431054,0.0010442974,0.00022554278,0.0006723833,0.000031325093,0.0021723357],"category_scores_gemma":[0.00007066896,0.000077922195,0.000042369076,0.0005614589,0.0000349315,0.00016698767,0.00031697398,0.0003660687,0.0002837385],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00043385878,0.0013233509,0.0003905425,0.00010662813,0.00010716097,0.0006676785,0.2405091,0.3912701,0.023265291,0.0005031096,0.3037925,0.037630677],"study_design_scores_gemma":[0.0009075542,0.00060577056,0.0029246244,0.000024700465,0.00001930363,0.00029253113,0.022291837,0.09031559,0.0034043835,0.00006130432,0.87882185,0.00033054355],"about_ca_topic_score_codex":0.0002435385,"about_ca_topic_score_gemma":0.00005263555,"teacher_disagreement_score":0.5750294,"about_ca_system_score_codex":0.00020505539,"about_ca_system_score_gemma":0.0000012201377,"threshold_uncertainty_score":0.99873984},"labels":[],"label_agreement":null},{"id":"W6902993054","doi":"10.7939/r3-rm2f-hk42","title":"A Geomechanically-Constrained Dynamic Fractal Wormhole Growth Model for Simulating Cold Heavy Oil Production with Sand (CHOPS)","year":2019,"lang":"en","type":"dissertation","venue":"University of Alberta Library","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Wormhole; Fractal; Representation (politics); Process (computing); Flow (mathematics); Limit (mathematics); Stability (learning theory); Coupling (piping)","score_opus":0.0037259649481140183,"score_gpt":0.17161161129420072,"score_spread":0.1678856463460867,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W6902993054","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9772374,0.00012506328,0.0087506715,0.00023223514,0.00022143137,0.0003434703,0.000044091867,0.00021976134,0.012825885],"genre_scores_gemma":[0.9325666,0.000099437064,0.0029161347,0.000010959141,0.00003569607,0.0000012977292,0.001327739,0.000075996315,0.06296617],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.998966,0.000015289312,0.00020387572,0.00037186814,0.00018808838,0.0002549133],"domain_scores_gemma":[0.9992693,0.00014106289,0.00015248902,0.0002814296,0.000060898714,0.00009483366],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.000042120573,0.00028324444,0.00045876286,0.00025445677,0.00012074505,0.000029718754,0.00026870234,0.0003255129,0.00007510199],"category_scores_gemma":[0.00002243088,0.0002976205,0.00021697042,0.0002206658,0.000032779888,0.0005940308,0.000025992673,0.0003186253,0.00000738924],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00050194527,0.000058260408,0.000045891873,0.0015017369,0.0005198885,0.000004574316,0.0024304332,0.9927583,0.0008328129,0.000037153564,0.00041570145,0.0008933019],"study_design_scores_gemma":[0.0007039186,0.000063009116,0.00003715038,0.0004673497,0.00028011913,0.0000013447009,0.0011037674,0.99399376,0.0025972573,0.000043897566,0.00031539483,0.00039303862],"about_ca_topic_score_codex":0.00026898374,"about_ca_topic_score_gemma":0.00061083114,"teacher_disagreement_score":0.05014028,"about_ca_system_score_codex":0.00004664919,"about_ca_system_score_gemma":0.00013151656,"threshold_uncertainty_score":0.9999476},"labels":[],"label_agreement":null},{"id":"W6903269313","doi":"","title":"An integrated approach to characterize hydraulic fracturing-induced seismicity in shale reservoirs","year":2021,"lang":"en","type":"dissertation","venue":"Open MIND","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Induced seismicity; Hydraulic fracturing; Geomechanics; Poromechanics; Pore water pressure; Oil shale; Microseism; Stress field; Permeability (electromagnetism)","score_opus":0.02937972752572476,"score_gpt":0.28138958810126874,"score_spread":0.252009860575544,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W6903269313","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.94624543,0.00009985609,0.0002611826,0.00006249833,0.00039954495,0.0006729014,0.000068386915,0.000029970832,0.05216025],"genre_scores_gemma":[0.9809356,0.000039414357,0.0025170215,0.00007883891,0.00017572663,0.00016829954,0.008609007,0.00015340802,0.0073227054],"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9970697,0.00016042386,0.0007295964,0.0010050973,0.00041196836,0.00062321534],"domain_scores_gemma":[0.99826884,0.00004214387,0.00012688478,0.0010765839,0.00011798651,0.00036755137],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00047263844,0.0006322899,0.0010332889,0.0005898584,0.00011019148,0.00066315825,0.0015239809,0.00074377406,0.0010744277],"category_scores_gemma":[0.00009141213,0.0006247988,0.00018688472,0.0010039994,0.000011599854,0.00046999656,0.00011565058,0.0013262122,0.0002599486],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00036556763,0.001279879,0.00033418974,0.00080104906,0.0009774956,0.0004831827,0.026658248,0.7539654,0.042914197,8.3217424e-7,0.0015772175,0.17064273],"study_design_scores_gemma":[0.0025793344,0.0003152568,0.051932596,0.0031147997,0.0005571106,0.000043380278,0.022073552,0.33547783,0.34462997,0.000025441987,0.23347469,0.0057760505],"about_ca_topic_score_codex":0.003691335,"about_ca_topic_score_gemma":0.0039975094,"teacher_disagreement_score":0.41848758,"about_ca_system_score_codex":0.00028210066,"about_ca_system_score_gemma":0.00018393042,"threshold_uncertainty_score":0.9998387},"labels":[],"label_agreement":null},{"id":"W6903351191","doi":"10.11575/prism/28201","title":"The Implications of Water in Tight Gas – A Case Study on Shell Canada's Groundbirch Position in the Montney","year":2012,"lang":"en","type":"article","venue":"University of Calgary","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Tight gas; Hydraulic fracturing; Position (finance); Natural gas; Deep water; Work (physics); Water quality; Hydraulic engineering","score_opus":0.0070288102955459895,"score_gpt":0.18763305868993413,"score_spread":0.18060424839438813,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W6903351191","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99592346,0.000051368854,0.00014272556,0.00039936524,0.00001861161,0.00010422443,0.0000023488503,0.0000052272208,0.003352674],"genre_scores_gemma":[0.99989176,0.0000130925055,0.000008377904,0.0000121014755,0.0000064639175,4.3904845e-7,0.0000045059387,0.0000024671315,0.000060773476],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99959946,0.00006386757,0.000076020755,0.000045970195,0.000095358875,0.0001193135],"domain_scores_gemma":[0.99969864,0.00007279697,0.000012174236,0.00017899522,0.000013377041,0.000024032604],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00017492339,0.00004513742,0.00007412039,0.00006224792,0.00007144737,0.0000028963204,0.00013296265,0.000023419394,0.000009273317],"category_scores_gemma":[0.0000028543154,0.000028015553,0.000026719415,0.00010355803,0.00002167968,0.000039951723,0.00001822607,0.000107624786,0.0000011488947],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00030961915,0.0034002638,0.40469006,0.0003042938,0.0010375222,0.003945842,0.1931118,0.35487753,0.0056051533,0.0010204498,0.00846568,0.023231769],"study_design_scores_gemma":[0.0016112166,0.00015820026,0.903897,0.000059813025,0.00020317952,0.00016016714,0.054947723,0.020973552,0.0025451232,0.000091347305,0.014993359,0.00035936036],"about_ca_topic_score_codex":0.47631118,"about_ca_topic_score_gemma":0.68038875,"teacher_disagreement_score":0.4992069,"about_ca_system_score_codex":0.00009395788,"about_ca_system_score_gemma":0.000015225053,"threshold_uncertainty_score":0.5271761},"labels":[],"label_agreement":null},{"id":"W6903622995","doi":"10.13140/rg.2.2.23577.34401","title":"Methods of Estimating Fracture Density (P 32 ) and Size from an Image Log in the Horizontal Cardium Well, Persist Oil Stolberg 10-11-42-15, in the Alberta Foothills","year":2021,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Foothills; Fracture (geology); Oil exploration; Petroleum; Image (mathematics)","score_opus":0.006873394726938379,"score_gpt":0.25884957691739124,"score_spread":0.25197618219045287,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W6903622995","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9737337,0.0007908701,0.009195224,0.0019475282,0.000111831956,0.00007738685,0.000010724006,0.000037284142,0.014095403],"genre_scores_gemma":[0.9704836,0.000031275264,0.028715232,0.00027853614,0.00010920502,0.000007920327,0.00002742509,0.0000227334,0.0003240428],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9982863,0.0005604246,0.00032407927,0.000304493,0.00025290958,0.00027177975],"domain_scores_gemma":[0.997422,0.001851183,0.00004930119,0.00057819294,0.00004118752,0.000058169342],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008314974,0.00022521295,0.00043188612,0.00005115158,0.000093526134,0.00010099248,0.00032829624,0.0001598203,0.00032231724],"category_scores_gemma":[0.0004855308,0.00013671844,0.00015554494,0.000330351,0.000073464704,0.00015127713,0.00007086227,0.00039788304,0.0000035442145],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000095017465,0.0006778518,0.022306904,0.0007746156,0.0013693626,0.00089401705,0.08499552,0.81069523,0.04003241,0.00007047422,0.011830636,0.026257988],"study_design_scores_gemma":[0.0023548738,0.00013778103,0.09601978,0.00031544655,0.0008319649,0.00016258571,0.04226328,0.76468146,0.06994278,0.0006268405,0.021196771,0.0014664567],"about_ca_topic_score_codex":0.019202419,"about_ca_topic_score_gemma":0.04728995,"teacher_disagreement_score":0.07371288,"about_ca_system_score_codex":0.000040774397,"about_ca_system_score_gemma":0.00002573582,"threshold_uncertainty_score":0.98732877},"labels":[],"label_agreement":null},{"id":"W6907828984","doi":"10.2516/ogst2010017/pdf","title":"Pressure Build-up and Decay in Acid Gas Injection Operations in\\n Reefs in the Zama Field, Canada, and Implications for CO","year":2011,"lang":"en","type":"article","venue":"Springer Link (Chiba Institute of Technology)","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Wellhead; Aquifer; Produced water; Petroleum; Gas pressure; Pressure measurement; Fossil fuel","score_opus":0.010550366217810726,"score_gpt":0.22551015182997627,"score_spread":0.21495978561216555,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W6907828984","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9933075,0.00072083966,0.002477996,0.002329522,0.00012057718,0.00029782238,0.0000102956765,0.0000530142,0.0006824558],"genre_scores_gemma":[0.9979223,0.00025840887,0.0016560174,0.000034392204,0.000020188752,0.000078839825,0.0000039167244,0.000008355201,0.000017558963],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99938184,0.000007786572,0.00024024367,0.00016384642,0.000045769077,0.0001605432],"domain_scores_gemma":[0.9996365,0.00002124281,0.00002359767,0.00027460407,0.0000231027,0.000021009002],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00014213087,0.00010047874,0.00016451,0.0003738252,0.00005827736,0.000010705986,0.00018861868,0.00018679042,0.0000021475614],"category_scores_gemma":[0.00007153046,0.00008502369,0.000019154364,0.00035754437,0.0000638091,0.00010181526,0.000037782873,0.0003004961,1.8167442e-7],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000063219304,0.00022244308,0.63067645,0.00074080256,0.0003388609,0.000024000898,0.004489693,0.24793038,0.011595472,0.02516716,0.0007744662,0.077977024],"study_design_scores_gemma":[0.0027487366,0.00027372417,0.7906038,0.00045167352,0.0001784572,0.00007454704,0.0007983284,0.050160185,0.09648643,0.0038930348,0.053417407,0.0009136405],"about_ca_topic_score_codex":0.061456457,"about_ca_topic_score_gemma":0.6697347,"teacher_disagreement_score":0.6082783,"about_ca_system_score_codex":0.000032152082,"about_ca_system_score_gemma":0.000051605777,"threshold_uncertainty_score":0.9447934},"labels":[],"label_agreement":null},{"id":"W6910476739","doi":"10.48336/6700-5r38","title":"A novel evaluation of total skin factor and pressure gradients for vertical perforated wells in near-wellbore region","year":2023,"lang":"en","type":"article","venue":"Memorial University Research Repository (Memorial University)","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Perforation; Wellbore; Flow (mathematics); Volumetric flow rate; Differential pressure; Fluid dynamics; Completion (oil and gas wells); Work (physics); Pressure gradient","score_opus":0.03791705316356526,"score_gpt":0.2621952386569556,"score_spread":0.22427818549339035,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W6910476739","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9949143,0.000031383282,0.00040733966,0.000060936698,0.0014417105,0.00069366104,0.000040472223,0.00012452525,0.0022857036],"genre_scores_gemma":[0.99681044,0.000058760917,0.00005362771,6.234662e-7,0.000481727,9.148459e-7,0.00003561253,0.00002254448,0.0025357425],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9975307,0.00040256823,0.00020997046,0.00045157076,0.0008785907,0.00052657764],"domain_scores_gemma":[0.99853736,0.0003140938,0.00004166714,0.00032589192,0.0005528672,0.00022814058],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00087224203,0.00019218857,0.0003562534,0.0010139645,0.00044199135,0.00006190284,0.00036478013,0.00029775308,0.000013861008],"category_scores_gemma":[0.00022557729,0.00022144445,0.00015235062,0.0019209519,0.00028189697,0.0003911713,0.00020577427,0.0004314771,0.000006062503],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0068278033,0.0006260055,0.004520393,0.0011632016,0.0014987128,0.00093030446,0.006387674,0.9110691,0.054147694,0.00060390227,0.008011798,0.0042133927],"study_design_scores_gemma":[0.011223655,0.00043639672,0.016198808,0.00017368302,0.00052709883,0.000019733508,0.0028063417,0.92105,0.022439605,0.000059667425,0.024474343,0.000590629],"about_ca_topic_score_codex":0.0010428269,"about_ca_topic_score_gemma":0.00010305507,"teacher_disagreement_score":0.03170809,"about_ca_system_score_codex":0.00048904016,"about_ca_system_score_gemma":0.00028063866,"threshold_uncertainty_score":0.90302426},"labels":[],"label_agreement":null},{"id":"W6918132998","doi":"10.6047/j.issn.1000-8241.2024.08.009","title":"Physical simulation experiment on horizontal docking well leaching for salt cavern storage","year":2024,"lang":"en","type":"article","venue":"DOAJ (DOAJ: Directory of Open Access Journals)","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Petro-Canada","funders":"","keywords":"Leaching (pedology); Brine; Dissolution; Docking (animal); Groundwater","score_opus":0.12400006842209416,"score_gpt":0.513326727608135,"score_spread":0.38932665918604087,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W6918132998","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9608769,0.008927084,0.024983902,0.00005374911,0.0010926834,0.00036683326,0.000025477773,0.00022761065,0.0034457839],"genre_scores_gemma":[0.9981906,0.00056424347,0.000083080406,0.000029935984,0.00078762876,0.000041346826,0.00001875332,0.00009882518,0.00018557918],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99814945,0.00008343289,0.00048474869,0.0003742535,0.0005458881,0.00036223148],"domain_scores_gemma":[0.99881834,0.00050386577,0.00012302064,0.0003192182,0.000058791615,0.00017679321],"candidate_categories":["metaepi_narrow","scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.0005361211,0.0003178731,0.0005554492,0.00058994745,0.00022186217,0.0012066558,0.000887465,0.000094632574,0.0008837947],"category_scores_gemma":[0.00006693343,0.00027596703,0.0003695816,0.00038079597,0.000030286872,0.0011495947,0.00019091119,0.000495259,0.00003553229],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000050585233,0.00009103481,0.00049473206,0.00021338377,0.00037090617,0.000031991527,0.0006644681,0.9238786,0.05835284,0.00002212338,0.0043917387,0.011437578],"study_design_scores_gemma":[0.0003219093,0.000023610757,0.0027646283,0.0006679226,0.0001507458,0.0000030967135,0.00010006719,0.874816,0.09680494,0.0006103084,0.023245813,0.00049095845],"about_ca_topic_score_codex":0.00027127843,"about_ca_topic_score_gemma":0.000018182953,"teacher_disagreement_score":0.049062617,"about_ca_system_score_codex":0.00029350093,"about_ca_system_score_gemma":0.000033396846,"threshold_uncertainty_score":0.99996924},"labels":[],"label_agreement":null},{"id":"W6918147074","doi":"10.6047/j.issn.1000-8241.2024.11.013","title":"Study of causes for neck contraction of gas injection-production well in salt cavern gas storage and its preventive and remedial measures","year":2024,"lang":"en","type":"article","venue":"DOAJ (DOAJ: Directory of Open Access Journals)","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Petro-Canada","funders":"","keywords":"Contraction (grammar); Calipers; Gas pressure; Remedial action; Volume (thermodynamics); Creep","score_opus":0.11004272972439236,"score_gpt":0.4563172195511836,"score_spread":0.3462744898267912,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W6918147074","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9817581,0.01659927,0.00023420497,0.000030965086,0.00064578064,0.00056571857,0.000013500081,0.000028114215,0.00012434287],"genre_scores_gemma":[0.9902911,0.00938152,0.000017043536,0.000002279118,0.00015595598,0.00003352772,0.0000034082605,0.000030820505,0.0000843248],"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","domain_scores_codex":[0.9985081,0.00013151833,0.00059236883,0.00027090093,0.0003389215,0.00015819434],"domain_scores_gemma":[0.99916124,0.00020343754,0.00022183132,0.0001528966,0.00018395652,0.00007662464],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008916792,0.00017547577,0.0005360591,0.0007753126,0.000068110916,0.00016978102,0.00023857821,0.000078296725,0.00013887532],"category_scores_gemma":[0.00027412514,0.00015827519,0.0000790713,0.00046421948,0.000038562735,0.0009870592,0.000084750776,0.00025812056,5.196368e-7],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0011787964,0.0011149405,0.19873892,0.0031590287,0.003257477,0.00006828051,0.009179906,0.40663046,0.34230444,0.000007006024,0.007006186,0.027354585],"study_design_scores_gemma":[0.002032422,0.00020576338,0.6389128,0.0020766356,0.0010096977,0.000048793183,0.0025716932,0.018477278,0.33129087,0.0010122957,0.0016995531,0.00066222384],"about_ca_topic_score_codex":0.0011875822,"about_ca_topic_score_gemma":0.0017618143,"teacher_disagreement_score":0.44017386,"about_ca_system_score_codex":0.00007467999,"about_ca_system_score_gemma":0.00003642303,"threshold_uncertainty_score":0.64542747},"labels":[],"label_agreement":null},{"id":"W6920341146","doi":"10.60692/895xd-w6486","title":"Study on brittleness templates for shale gas reservoirs-A case study of Longmaxi shale in Sichuan Basin, southern China","year":2021,"lang":"en","type":"article","venue":"Greater South Information System","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Brittleness; Oil shale; Hydraulic fracturing; Shale gas; Permeability (electromagnetism); Southern china","score_opus":0.03190788930792644,"score_gpt":0.23459009147319032,"score_spread":0.2026822021652639,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W6920341146","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.996229,0.000008317386,0.0017004965,0.000012453371,0.00017818407,0.0010373456,0.00013873301,0.00017370752,0.0005217599],"genre_scores_gemma":[0.99948174,1.4090244e-7,0.00003025439,0.000007916502,0.00005262264,0.00027132174,0.000025974483,0.00003093881,0.00009909797],"study_design_codex":"qualitative","study_design_gemma":"qualitative","domain_scores_codex":[0.99808437,0.00012043005,0.00092358276,0.00022080033,0.00035677938,0.00029406126],"domain_scores_gemma":[0.99892056,0.000033033542,0.00015912854,0.0006302238,0.00017351021,0.00008353353],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005296,0.00025735502,0.00052616175,0.00042103222,0.0001242681,0.00012821058,0.00019480466,0.00010882283,0.000014891702],"category_scores_gemma":[0.00003961116,0.00022220273,0.000121319725,0.0004865212,0.00001191773,0.00030928108,0.000060626593,0.00016320462,0.00006113177],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000058799877,0.00010736076,0.3536987,0.00096686877,0.0003138457,0.00063604256,0.35534307,0.28860113,0.0000018223021,8.637215e-7,0.00003475955,0.00023674672],"study_design_scores_gemma":[0.004362086,0.00037943159,0.058749422,0.0003672595,0.00015244474,0.00039281524,0.8705972,0.06340716,0.0011006924,9.126823e-7,0.00003473117,0.00045588653],"about_ca_topic_score_codex":0.00053714623,"about_ca_topic_score_gemma":0.00014054541,"teacher_disagreement_score":0.5152541,"about_ca_system_score_codex":0.00010794819,"about_ca_system_score_gemma":0.000022768654,"threshold_uncertainty_score":0.9061164},"labels":[],"label_agreement":null},{"id":"W6920388709","doi":"10.60692/vf5hc-ezd25","title":"Study on brittleness templates for shale gas reservoirs-A case study of Longmaxi shale in Sichuan Basin, southern China","year":2021,"lang":"en","type":"article","venue":"Greater South Information System","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Brittleness; Oil shale; Hydraulic fracturing; Shale gas; Permeability (electromagnetism); Southern china","score_opus":0.03190788930792644,"score_gpt":0.23459009147319032,"score_spread":0.2026822021652639,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W6920388709","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.996229,0.000008317386,0.0017004965,0.000012453371,0.00017818407,0.0010373456,0.00013873301,0.00017370752,0.0005217599],"genre_scores_gemma":[0.99948174,1.4090244e-7,0.00003025439,0.000007916502,0.00005262264,0.00027132174,0.000025974483,0.00003093881,0.00009909797],"study_design_codex":"qualitative","study_design_gemma":"qualitative","domain_scores_codex":[0.99808437,0.00012043005,0.00092358276,0.00022080033,0.00035677938,0.00029406126],"domain_scores_gemma":[0.99892056,0.000033033542,0.00015912854,0.0006302238,0.00017351021,0.00008353353],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005296,0.00025735502,0.00052616175,0.00042103222,0.0001242681,0.00012821058,0.00019480466,0.00010882283,0.000014891702],"category_scores_gemma":[0.00003961116,0.00022220273,0.000121319725,0.0004865212,0.00001191773,0.00030928108,0.000060626593,0.00016320462,0.00006113177],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000058799877,0.00010736076,0.3536987,0.00096686877,0.0003138457,0.00063604256,0.35534307,0.28860113,0.0000018223021,8.637215e-7,0.00003475955,0.00023674672],"study_design_scores_gemma":[0.004362086,0.00037943159,0.058749422,0.0003672595,0.00015244474,0.00039281524,0.8705972,0.06340716,0.0011006924,9.126823e-7,0.00003473117,0.00045588653],"about_ca_topic_score_codex":0.00053714623,"about_ca_topic_score_gemma":0.00014054541,"teacher_disagreement_score":0.5152541,"about_ca_system_score_codex":0.00010794819,"about_ca_system_score_gemma":0.000022768654,"threshold_uncertainty_score":0.9061164},"labels":[],"label_agreement":null},{"id":"W6930062312","doi":"10.5281/zenodo.12296678","title":"Iso 27110 pdf","year":2024,"lang":"en","type":"other","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Information security management system; Information security; Certified Information Systems Security Professional; International standard; The Internet; Information technology; Data Protection Act 1998; Toolbox; Information security management","score_opus":0.0133200254132761,"score_gpt":0.214143956736446,"score_spread":0.20082393132316992,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W6930062312","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.000008190172,0.0015573482,0.0032528457,0.00016163463,0.00031118392,0.00016580721,0.00013496767,0.00428777,0.99012023],"genre_scores_gemma":[0.006038172,0.00083330035,0.00012606682,0.000039326584,0.0006923075,3.65004e-8,0.0013740198,0.016129246,0.9747675],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9986874,0.000080810154,0.00019382924,0.0003739696,0.00031355585,0.00035045622],"domain_scores_gemma":[0.9991817,0.0000062170225,0.00003856102,0.000541126,0.00006777372,0.00016462672],"candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00020689948,0.00023867354,0.00023369925,0.0005344094,0.00030936164,0.0006152861,0.0007952165,0.00020491285,0.18182462],"category_scores_gemma":[0.00008006998,0.00023557675,0.000118156,0.00046233763,0.00007733305,0.000049914874,0.00045729277,0.0005239269,0.29106817],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000018197801,0.00001597733,2.6394446e-8,0.00038259145,0.00022837239,0.000032103282,0.00014865828,0.001206122,0.00007233329,0.00008779066,0.9839913,0.01383289],"study_design_scores_gemma":[0.00010207197,0.00002545698,0.000001757504,0.00016214716,0.000055219123,0.000033454955,0.000041734173,0.001895775,0.000054421762,0.000066418186,0.99730533,0.00025623612],"about_ca_topic_score_codex":0.000024449437,"about_ca_topic_score_gemma":0.0000012914473,"teacher_disagreement_score":0.10924356,"about_ca_system_score_codex":0.00011175055,"about_ca_system_score_gemma":0.0000013937421,"threshold_uncertainty_score":0.96065414},"labels":[],"label_agreement":null},{"id":"W6930681365","doi":"10.5281/zenodo.3566007","title":"Poroelasticity of Hydraulic Fracturing of a Reservoir","year":2019,"lang":"en","type":"article","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Manitoba","funders":"","keywords":"Poromechanics; Hydraulic fracturing; Oil shale; Fracture (geology); Geomechanics; Flow (mathematics); Fluid dynamics; Well stimulation","score_opus":0.01286895019488896,"score_gpt":0.20642729957952122,"score_spread":0.19355834938463226,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W6930681365","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.82973945,0.00014811747,0.0065947515,0.00009815284,0.00009227847,0.00020582105,0.00005276796,0.00051856524,0.16255008],"genre_scores_gemma":[0.9987728,0.0000586228,0.00014867491,0.000010720376,0.000044544937,1.3056391e-8,0.00013446662,0.0005513114,0.00027884467],"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","domain_scores_codex":[0.9988097,0.00009360688,0.00031667083,0.00019975343,0.00033100456,0.00024924308],"domain_scores_gemma":[0.9990767,0.00003655678,0.00008686854,0.00046481995,0.00023570673,0.00009934295],"candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0003595461,0.00011822689,0.00023950792,0.00026378589,0.00020910478,0.00006388603,0.0006538619,0.000068815185,0.006052194],"category_scores_gemma":[0.00021698674,0.00011647864,0.0000912444,0.0004987618,0.000074242555,0.0001463515,0.00035526854,0.0002307448,0.0013172488],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00013808029,0.00030917785,0.0001819858,0.002066376,0.0006370729,0.000017373874,0.003592666,0.82589483,0.09554729,0.00052360416,0.03328518,0.037806343],"study_design_scores_gemma":[0.0011106081,0.00036655925,0.009882757,0.00026114113,0.00006257273,0.00004680793,0.0005596005,0.06718141,0.0992352,0.0002086499,0.82061154,0.00047316274],"about_ca_topic_score_codex":0.000033041542,"about_ca_topic_score_gemma":3.9139704e-7,"teacher_disagreement_score":0.78732634,"about_ca_system_score_codex":0.00005472726,"about_ca_system_score_gemma":0.0000020505179,"threshold_uncertainty_score":0.99946034},"labels":[],"label_agreement":null},{"id":"W6939676342","doi":"10.6084/m9.figshare.16649188.v1","title":"Using 1,2 dimethylimidazole to improve gel thermalstability for wellbore plugging in ultra-high temperature fractured reservoirs","year":2021,"lang":"en","type":"article","venue":"Figshare","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Spark plug; Wellbore; Workover; Lost circulation; Thermal stability; Drilling fluid; Polymer","score_opus":0.02151714358075078,"score_gpt":0.26148103047520577,"score_spread":0.239963886894455,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W6939676342","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.88914615,0.0025746922,0.0002432046,0.00080639205,0.0004611657,0.0011930914,0.103521734,0.0006286566,0.0014248972],"genre_scores_gemma":[0.9855198,0.0000055668265,0.001235544,0.00019552722,0.00024800817,0.0001951715,0.012404281,0.00007585834,0.00012024655],"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99838865,0.00005729428,0.00033695585,0.00045985542,0.00022135625,0.0005358906],"domain_scores_gemma":[0.9987909,0.00024433865,0.000040143645,0.00058625854,0.0001584931,0.0001798706],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00013157743,0.00028107202,0.00038609275,0.0001441904,0.00012133617,0.00012381375,0.00027967765,0.0002702735,0.009843501],"category_scores_gemma":[0.0010758016,0.00026253596,0.00019673417,0.00056847924,0.0000052292567,0.00017619944,0.00007024929,0.00046384116,0.00006867129],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000017791757,0.00003525131,0.00008408359,0.0006565834,0.000078182,0.000040370178,0.000550953,0.91153055,0.07374668,5.3278563e-7,0.012612365,0.0006466547],"study_design_scores_gemma":[0.00087392266,0.000027718686,0.0045644506,0.0015778692,0.000051807507,0.0000067146643,0.0004292958,0.08056792,0.8494842,0.00009099786,0.061451163,0.0008739655],"about_ca_topic_score_codex":0.000073898154,"about_ca_topic_score_gemma":0.0002415507,"teacher_disagreement_score":0.83096266,"about_ca_system_score_codex":0.00018560915,"about_ca_system_score_gemma":0.000078937825,"threshold_uncertainty_score":0.9999827},"labels":[],"label_agreement":null},{"id":"W6948807068","doi":"10.5281/zenodo.11976407","title":"chart 1 pdf","year":2024,"lang":"en","type":"other","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Nucleofection; Subpoena; Chart; Filter (signal processing)","score_opus":0.014181262979197569,"score_gpt":0.21196811178439406,"score_spread":0.1977868488051965,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W6948807068","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.000008600385,0.0013082221,0.0018803617,0.00016947191,0.00029509896,0.00015584676,0.00016841311,0.004244382,0.9917696],"genre_scores_gemma":[0.0062033613,0.00075376395,0.00007943712,0.00003847017,0.0007277818,3.5951363e-8,0.0015180067,0.015856363,0.97482276],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9988298,0.00006685511,0.0001693258,0.0003354221,0.00028186003,0.00031673518],"domain_scores_gemma":[0.99927014,0.0000047081244,0.00003285074,0.00048437735,0.000058172136,0.00014973777],"candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00019458336,0.00021272912,0.00021055024,0.0005063417,0.0002804536,0.0005318789,0.0006974838,0.0001759982,0.22018021],"category_scores_gemma":[0.00006405762,0.00021021439,0.00010342355,0.0004075884,0.00006577803,0.000044099685,0.0003910305,0.00045189235,0.3592405],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000014539726,0.000013223592,2.1081071e-8,0.00034940912,0.00019904398,0.000026492096,0.00012971186,0.00068566727,0.00008087554,0.00005686307,0.9884234,0.010033804],"study_design_scores_gemma":[0.00008727615,0.000021315527,0.0000016496693,0.00015657462,0.000046754572,0.00003094562,0.000036822752,0.0015177805,0.00006252777,0.000036763307,0.99777436,0.00022723287],"about_ca_topic_score_codex":0.000019649005,"about_ca_topic_score_gemma":7.6299625e-7,"teacher_disagreement_score":0.13906027,"about_ca_system_score_codex":0.0000962357,"about_ca_system_score_gemma":0.0000010806846,"threshold_uncertainty_score":0.8572294},"labels":[],"label_agreement":null},{"id":"W6948863440","doi":"10.5281/zenodo.1239406","title":"Geomechanical Principles Of Hydraulic Fracturing Method In Unconventional Gas Reservoirs","year":2018,"lang":"en","type":"article","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Hydraulic fracturing; Oil shale; Shale gas; Fracture (geology); Work (physics); Yield (engineering); Wellbore; Unconventional oil","score_opus":0.029264702110637177,"score_gpt":0.25575506077582183,"score_spread":0.22649035866518466,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W6948863440","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.51012963,0.0003191807,0.22314468,0.001253873,0.00038053677,0.00065133884,0.00012967111,0.0020233076,0.2619678],"genre_scores_gemma":[0.996941,0.000069903275,0.0017256188,0.000026066307,0.00017424749,6.046717e-8,0.00019651293,0.0005764346,0.0002901814],"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","domain_scores_codex":[0.9983708,0.00022319604,0.00039085696,0.00029373425,0.00036931733,0.000352043],"domain_scores_gemma":[0.9991024,0.00004601441,0.00006777869,0.00040957067,0.00024110253,0.00013309078],"candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0010032394,0.00014044315,0.00021728831,0.00041321642,0.0004473109,0.00013410233,0.0007182467,0.00009495732,0.0065900306],"category_scores_gemma":[0.00040457078,0.00014265956,0.000088977846,0.00065502606,0.000115012,0.00017302159,0.00049730786,0.00031763015,0.0011919932],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00032550364,0.0007498237,0.0001265601,0.0011769,0.00082890963,0.000108510336,0.0060028797,0.71152407,0.047439303,0.0065608583,0.048583396,0.17657329],"study_design_scores_gemma":[0.0005878634,0.00015608092,0.0016108871,0.00011205531,0.000023037026,0.000047918013,0.00020618689,0.12918583,0.021356475,0.0006002365,0.8458536,0.0002597806],"about_ca_topic_score_codex":0.000052329593,"about_ca_topic_score_gemma":0.0000049943214,"teacher_disagreement_score":0.79727024,"about_ca_system_score_codex":0.00012571782,"about_ca_system_score_gemma":0.0000031399675,"threshold_uncertainty_score":0.9995857},"labels":[],"label_agreement":null},{"id":"W6949715715","doi":"10.5281/zenodo.3565977","title":"FIELD TESTING OF A STANDING COLUMN WELL LOCATED IN THE NICOLET FORMATION","year":2019,"lang":"en","type":"article","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Polytechnique Montréal","funders":"","keywords":"Thermal conductivity; Column (typography); Thermal; Field (mathematics); Thermography","score_opus":0.019740160868496722,"score_gpt":0.21036241188649255,"score_spread":0.19062225101799582,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W6949715715","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.795787,0.0000773584,0.012683846,0.00028662232,0.0000631225,0.00042307933,0.00002424593,0.00046544854,0.19018929],"genre_scores_gemma":[0.9994586,0.000024447945,0.00006462143,0.00003208355,0.000021669955,2.6162265e-8,0.000107728214,0.00019750101,0.00009330252],"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","domain_scores_codex":[0.9992212,0.00010815377,0.00019492347,0.00010259736,0.0002009591,0.0001721492],"domain_scores_gemma":[0.9995244,0.00006359484,0.00004149108,0.00023130869,0.000109086366,0.000030105175],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00052254513,0.000065489796,0.00009747791,0.00016207463,0.00023532711,0.00015306749,0.0004257822,0.00003939332,0.0017140858],"category_scores_gemma":[0.00024443155,0.00005630909,0.000027171955,0.0006078641,0.000016699107,0.00015011505,0.000120036624,0.00019163053,0.0007652722],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00015342797,0.00030444498,0.000867021,0.0022318347,0.00022017113,0.000035956527,0.01613594,0.70792174,0.03444414,0.00079897756,0.1298408,0.10704552],"study_design_scores_gemma":[0.000912367,0.00037977812,0.002522427,0.0002729339,0.000027563685,0.000056989084,0.002986561,0.38100228,0.010231006,0.00008390181,0.6012285,0.0002956974],"about_ca_topic_score_codex":0.00003938342,"about_ca_topic_score_gemma":0.0000016898416,"teacher_disagreement_score":0.47138768,"about_ca_system_score_codex":0.00006839946,"about_ca_system_score_gemma":0.0000010427019,"threshold_uncertainty_score":0.9991985},"labels":[],"label_agreement":null},{"id":"W6949769598","doi":"10.5281/zenodo.3566006","title":"Poroelasticity of Hydraulic Fracturing of a Reservoir","year":2019,"lang":"en","type":"article","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Manitoba","funders":"","keywords":"Poromechanics; Hydraulic fracturing; Oil shale; Fracture (geology); Geomechanics; Flow (mathematics); Fluid dynamics; Well stimulation","score_opus":0.01286895019488896,"score_gpt":0.20642729957952122,"score_spread":0.19355834938463226,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W6949769598","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.82973945,0.00014811747,0.0065947515,0.00009815284,0.00009227847,0.00020582105,0.00005276796,0.00051856524,0.16255008],"genre_scores_gemma":[0.9987728,0.0000586228,0.00014867491,0.000010720376,0.000044544937,1.3056391e-8,0.00013446662,0.0005513114,0.00027884467],"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","domain_scores_codex":[0.9988097,0.00009360688,0.00031667083,0.00019975343,0.00033100456,0.00024924308],"domain_scores_gemma":[0.9990767,0.00003655678,0.00008686854,0.00046481995,0.00023570673,0.00009934295],"candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0003595461,0.00011822689,0.00023950792,0.00026378589,0.00020910478,0.00006388603,0.0006538619,0.000068815185,0.006052194],"category_scores_gemma":[0.00021698674,0.00011647864,0.0000912444,0.0004987618,0.000074242555,0.0001463515,0.00035526854,0.0002307448,0.0013172488],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00013808029,0.00030917785,0.0001819858,0.002066376,0.0006370729,0.000017373874,0.003592666,0.82589483,0.09554729,0.00052360416,0.03328518,0.037806343],"study_design_scores_gemma":[0.0011106081,0.00036655925,0.009882757,0.00026114113,0.00006257273,0.00004680793,0.0005596005,0.06718141,0.0992352,0.0002086499,0.82061154,0.00047316274],"about_ca_topic_score_codex":0.000033041542,"about_ca_topic_score_gemma":3.9139704e-7,"teacher_disagreement_score":0.78732634,"about_ca_system_score_codex":0.00005472726,"about_ca_system_score_gemma":0.0000020505179,"threshold_uncertainty_score":0.99946034},"labels":[],"label_agreement":null},{"id":"W6957850407","doi":"10.6084/m9.figshare.16649188","title":"Using 1,2 dimethylimidazole to improve gel thermalstability for wellbore plugging in ultra-high temperature fractured reservoirs","year":2021,"lang":"en","type":"article","venue":"Figshare","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Spark plug; Wellbore; Workover; Lost circulation; Thermal stability; Drilling fluid; Polymer","score_opus":0.02151714358075078,"score_gpt":0.26148103047520577,"score_spread":0.239963886894455,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W6957850407","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.88914615,0.0025746922,0.0002432046,0.00080639205,0.0004611657,0.0011930914,0.103521734,0.0006286566,0.0014248972],"genre_scores_gemma":[0.9855198,0.0000055668265,0.001235544,0.00019552722,0.00024800817,0.0001951715,0.012404281,0.00007585834,0.00012024655],"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99838865,0.00005729428,0.00033695585,0.00045985542,0.00022135625,0.0005358906],"domain_scores_gemma":[0.9987909,0.00024433865,0.000040143645,0.00058625854,0.0001584931,0.0001798706],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00013157743,0.00028107202,0.00038609275,0.0001441904,0.00012133617,0.00012381375,0.00027967765,0.0002702735,0.009843501],"category_scores_gemma":[0.0010758016,0.00026253596,0.00019673417,0.00056847924,0.0000052292567,0.00017619944,0.00007024929,0.00046384116,0.00006867129],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000017791757,0.00003525131,0.00008408359,0.0006565834,0.000078182,0.000040370178,0.000550953,0.91153055,0.07374668,5.3278563e-7,0.012612365,0.0006466547],"study_design_scores_gemma":[0.00087392266,0.000027718686,0.0045644506,0.0015778692,0.000051807507,0.0000067146643,0.0004292958,0.08056792,0.8494842,0.00009099786,0.061451163,0.0008739655],"about_ca_topic_score_codex":0.000073898154,"about_ca_topic_score_gemma":0.0002415507,"teacher_disagreement_score":0.83096266,"about_ca_system_score_codex":0.00018560915,"about_ca_system_score_gemma":0.000078937825,"threshold_uncertainty_score":0.9999827},"labels":[],"label_agreement":null},{"id":"W6957993097","doi":"10.60692/vfjct-bpd68","title":"Investigation of change in different properties of sandstone and dolomite samples during matrix acidizing using chelating agents","year":2019,"lang":"en","type":"article","venue":"Greater South Information System","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Dissolution; Ethylenediaminetetraacetic acid; Dolomite; Permeability (electromagnetism); Chelation; Matrix (chemical analysis); Porosity; Hydrochloric acid; Fluoride","score_opus":0.07683527751223891,"score_gpt":0.2203858409933691,"score_spread":0.1435505634811302,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W6957993097","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99911404,0.00003730655,0.00048644166,0.0000036597894,0.00006111061,0.00020491108,0.000008649126,0.000049186274,0.000034675384],"genre_scores_gemma":[0.99982023,0.0000010792066,0.00012896389,0.0000021787607,0.000020940826,0.000009999305,0.000004075423,0.000008443722,0.000004091306],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99912053,0.00002682735,0.00051492045,0.00006489874,0.00014954673,0.00012328646],"domain_scores_gemma":[0.99962664,0.000003918741,0.00017747415,0.00012747596,0.000033557273,0.00003095196],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00014722974,0.00011382737,0.0002727089,0.0003319901,0.000026556007,0.000024552326,0.000052272015,0.000066614375,0.0000033798347],"category_scores_gemma":[0.0000070723327,0.000086484084,0.00003728699,0.00014500033,0.00001543626,0.0004435399,0.000034104483,0.0000627497,0.0000040978775],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000013358619,4.1678436e-7,0.8302871,0.0050861947,0.000047886948,2.1518981e-7,0.09583384,0.061401695,0.0072919712,0.0000014078284,1.04523835e-7,0.00003582308],"study_design_scores_gemma":[0.0006445228,0.000008642851,0.5073212,0.0017823108,0.00002643386,0.0000052575456,0.006312039,0.34285325,0.14090864,1.9240183e-7,5.3195987e-7,0.00013699947],"about_ca_topic_score_codex":0.00007996242,"about_ca_topic_score_gemma":7.8977e-7,"teacher_disagreement_score":0.32296592,"about_ca_system_score_codex":0.00006643139,"about_ca_system_score_gemma":0.0000038479134,"threshold_uncertainty_score":0.35267186},"labels":[],"label_agreement":null},{"id":"W6963355280","doi":"10.19975/j.dqyxx.2020-027","title":"Global review of induced earthquakes in oil and gas production fields","year":2021,"lang":"en","type":"article","venue":"DOAJ (DOAJ: Directory of Open Access Journals)","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":7,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Induced seismicity; Hydraulic fracturing; Natural gas field; Shale gas; Fossil fuel; Geothermal gradient; Oil shale; Wastewater","score_opus":0.11553488332918146,"score_gpt":0.47270318667907874,"score_spread":0.35716830334989724,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W6963355280","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8201992,0.17421669,0.00006660468,0.0006934785,0.00028369678,0.000058471425,0.0000061100495,0.000021757758,0.004454003],"genre_scores_gemma":[0.71987027,0.2797726,0.00007332595,0.00007073624,0.00006575593,0.0000072595153,0.000004272339,0.00001154993,0.00012423715],"study_design_codex":"design_other","study_design_gemma":"observational","domain_scores_codex":[0.99852836,0.00013579108,0.00060197705,0.00022838468,0.0003193764,0.00018613454],"domain_scores_gemma":[0.99917823,0.00006043719,0.00017765751,0.00032040032,0.0001620167,0.00010123719],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0006589517,0.00016104872,0.0006141753,0.00021863886,0.0000436192,0.0001493495,0.0004806914,0.00008949367,0.0013156196],"category_scores_gemma":[0.00043264165,0.00014576108,0.00011519171,0.001066421,0.000032161293,0.0006080803,0.00019337217,0.00025211985,0.0000019811298],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00006904311,0.00038646298,0.23780745,0.018219711,0.0009450555,0.00021107013,0.00039362622,0.06824918,0.059732284,0.000014140464,0.035789303,0.5781827],"study_design_scores_gemma":[0.0009281868,0.000017715685,0.7721373,0.031016236,0.00042900658,0.00013436282,0.00018604283,0.002062406,0.16842696,0.0024678248,0.021110043,0.0010839293],"about_ca_topic_score_codex":0.0004935449,"about_ca_topic_score_gemma":0.0003583039,"teacher_disagreement_score":0.5770987,"about_ca_system_score_codex":0.000045929315,"about_ca_system_score_gemma":0.00005713608,"threshold_uncertainty_score":0.9995973},"labels":[],"label_agreement":null},{"id":"W6964569941","doi":"10.25916/sut.26244260.v1","title":"Excessive daytime sleepiness and falls among older men and women: Cross-sectional examination of a population-based sample","year":2024,"lang":"en","type":"article","venue":"Figshare","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"Innovate UK; Fonds de Recherche du Québec - Santé; National Health and Medical Research Council; Craig H. Neilsen Foundation","keywords":"Nocturia; Logistic regression; Interquartile range; Poison control; Epworth Sleepiness Scale; Cohort; Injury prevention; Depression (economics); Occupational safety and health","score_opus":0.010049638230293747,"score_gpt":0.23797063151774708,"score_spread":0.22792099328745333,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W6964569941","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9778251,0.00060116773,0.00023673008,0.000008894634,0.000043470052,0.000113348506,0.020503184,0.00017020493,0.0004979254],"genre_scores_gemma":[0.9851566,0.0000027883677,0.00003462637,0.0000051546062,0.000058124602,0.00007464738,0.014541069,0.000017266244,0.000109750246],"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","domain_scores_codex":[0.99944496,0.000014142052,0.00014370562,0.00015445352,0.00013087264,0.000111849644],"domain_scores_gemma":[0.99960095,0.00019620912,0.000023258974,0.000082790684,0.000043290143,0.000053507254],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000054863554,0.00009245022,0.000112872345,0.00013191528,0.000046058623,0.00010413116,0.000045433702,0.00007716935,0.009791722],"category_scores_gemma":[0.00016483168,0.000084788,0.000028792274,0.00015677037,0.000007810082,0.00016728719,0.000019986377,0.000081795246,0.000012973198],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000008160435,0.000041026688,0.11493526,0.006669017,0.00044018254,0.000025261654,0.00321014,0.85690886,0.0002604267,0.000005903529,0.005223584,0.012272184],"study_design_scores_gemma":[0.00009315786,0.0000058774826,0.68070996,0.00026743478,0.000004751526,8.669116e-7,0.000024418598,0.31824625,0.0001846776,0.000013800641,0.00036834332,0.00008044828],"about_ca_topic_score_codex":0.000053955053,"about_ca_topic_score_gemma":0.000010059169,"teacher_disagreement_score":0.56577474,"about_ca_system_score_codex":0.00004810293,"about_ca_system_score_gemma":0.00000861234,"threshold_uncertainty_score":0.9911135},"labels":[],"label_agreement":null},{"id":"W6968288454","doi":"10.5281/zenodo.4026654","title":"A Review on the Geologic Occurrence, Development and Associated Environmental Problems of Unconventional Hydrocarbon Energy Resources","year":2020,"lang":"en","type":"article","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Unconventional oil; Oil shale; Retort; Shale oil extraction; Petroleum; Synthetic crude; Fossil fuel; Methane; Coal; Natural gas","score_opus":0.023502896363913336,"score_gpt":0.18829730282696833,"score_spread":0.164794406463055,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W6968288454","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8230183,0.033597704,0.0058664973,0.0147464145,0.00015503675,0.001544421,0.0006329395,0.0026316857,0.117806986],"genre_scores_gemma":[0.99689966,0.0021916719,0.00001303719,0.0002806798,0.000016948687,8.276484e-8,0.00039952833,0.00012497566,0.00007342273],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99918884,0.00013209604,0.0001834805,0.00015355583,0.00020945544,0.00013254579],"domain_scores_gemma":[0.9997142,0.000022292103,0.000054148153,0.00011106101,0.00002537113,0.000072932235],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00027161022,0.0000867194,0.000119507094,0.000046769026,0.0003564117,0.00005179671,0.0002873509,0.000029698234,0.0016478993],"category_scores_gemma":[0.0001473002,0.00006525543,0.00003405048,0.00020938985,0.000055941066,0.000033426626,0.0002111214,0.00013259929,0.0001973496],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000102715,0.00072954997,0.00014309635,0.0046035433,0.0019007109,0.00003561077,0.011473979,0.09874264,0.008839199,0.00078843185,0.585019,0.28762153],"study_design_scores_gemma":[0.0001349626,0.000081547405,0.00025659188,0.0002447809,0.000019728952,0.0000044675526,0.000057052555,0.0076704416,0.0006011392,0.00002139843,0.9908081,0.00009975252],"about_ca_topic_score_codex":0.000004095725,"about_ca_topic_score_gemma":2.4661625e-7,"teacher_disagreement_score":0.40578914,"about_ca_system_score_codex":0.000060709295,"about_ca_system_score_gemma":0.0000010122181,"threshold_uncertainty_score":0.9992647},"labels":[],"label_agreement":null},{"id":"W6968949319","doi":"10.5281/zenodo.3565976","title":"FIELD TESTING OF A STANDING COLUMN WELL LOCATED IN THE NICOLET FORMATION","year":2019,"lang":"en","type":"article","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Polytechnique Montréal","funders":"","keywords":"Thermal conductivity; Column (typography); Thermal; Field (mathematics); Thermography","score_opus":0.019740160868496722,"score_gpt":0.21036241188649255,"score_spread":0.19062225101799582,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W6968949319","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.795787,0.0000773584,0.012683846,0.00028662232,0.0000631225,0.00042307933,0.00002424593,0.00046544854,0.19018929],"genre_scores_gemma":[0.9994586,0.000024447945,0.00006462143,0.00003208355,0.000021669955,2.6162265e-8,0.000107728214,0.00019750101,0.00009330252],"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","domain_scores_codex":[0.9992212,0.00010815377,0.00019492347,0.00010259736,0.0002009591,0.0001721492],"domain_scores_gemma":[0.9995244,0.00006359484,0.00004149108,0.00023130869,0.000109086366,0.000030105175],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00052254513,0.000065489796,0.00009747791,0.00016207463,0.00023532711,0.00015306749,0.0004257822,0.00003939332,0.0017140858],"category_scores_gemma":[0.00024443155,0.00005630909,0.000027171955,0.0006078641,0.000016699107,0.00015011505,0.000120036624,0.00019163053,0.0007652722],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00015342797,0.00030444498,0.000867021,0.0022318347,0.00022017113,0.000035956527,0.01613594,0.70792174,0.03444414,0.00079897756,0.1298408,0.10704552],"study_design_scores_gemma":[0.000912367,0.00037977812,0.002522427,0.0002729339,0.000027563685,0.000056989084,0.002986561,0.38100228,0.010231006,0.00008390181,0.6012285,0.0002956974],"about_ca_topic_score_codex":0.00003938342,"about_ca_topic_score_gemma":0.0000016898416,"teacher_disagreement_score":0.47138768,"about_ca_system_score_codex":0.00006839946,"about_ca_system_score_gemma":0.0000010427019,"threshold_uncertainty_score":0.9991985},"labels":[],"label_agreement":null},{"id":"W6976379410","doi":"10.60692/373ac-wz335","title":"Investigation of change in different properties of sandstone and dolomite samples during matrix acidizing using chelating agents","year":2019,"lang":"en","type":"article","venue":"Greater South Information System","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Dissolution; Ethylenediaminetetraacetic acid; Dolomite; Permeability (electromagnetism); Chelation; Matrix (chemical analysis); Porosity; Hydrochloric acid; Fluoride","score_opus":0.07683527751223891,"score_gpt":0.2203858409933691,"score_spread":0.1435505634811302,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W6976379410","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99911404,0.00003730655,0.00048644166,0.0000036597894,0.00006111061,0.00020491108,0.000008649126,0.000049186274,0.000034675384],"genre_scores_gemma":[0.99982023,0.0000010792066,0.00012896389,0.0000021787607,0.000020940826,0.000009999305,0.000004075423,0.000008443722,0.000004091306],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99912053,0.00002682735,0.00051492045,0.00006489874,0.00014954673,0.00012328646],"domain_scores_gemma":[0.99962664,0.000003918741,0.00017747415,0.00012747596,0.000033557273,0.00003095196],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00014722974,0.00011382737,0.0002727089,0.0003319901,0.000026556007,0.000024552326,0.000052272015,0.000066614375,0.0000033798347],"category_scores_gemma":[0.0000070723327,0.000086484084,0.00003728699,0.00014500033,0.00001543626,0.0004435399,0.000034104483,0.0000627497,0.0000040978775],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000013358619,4.1678436e-7,0.8302871,0.0050861947,0.000047886948,2.1518981e-7,0.09583384,0.061401695,0.0072919712,0.0000014078284,1.04523835e-7,0.00003582308],"study_design_scores_gemma":[0.0006445228,0.000008642851,0.5073212,0.0017823108,0.00002643386,0.0000052575456,0.006312039,0.34285325,0.14090864,1.9240183e-7,5.3195987e-7,0.00013699947],"about_ca_topic_score_codex":0.00007996242,"about_ca_topic_score_gemma":7.8977e-7,"teacher_disagreement_score":0.32296592,"about_ca_system_score_codex":0.00006643139,"about_ca_system_score_gemma":0.0000038479134,"threshold_uncertainty_score":0.35267186},"labels":[],"label_agreement":null},{"id":"W6977080792","doi":"10.60692/5s7sn-snp45","title":"Analysis of horizontal well productivity in tight gas formations and its sensitivity to reservoir properties","year":2018,"lang":"en","type":"article","venue":"Greater South Information System","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Productivity; Sensitivity (control systems); Well test (oil and gas); Tight gas; Viscosity; Anisotropy; Test data; Oil viscosity","score_opus":0.019019282183026925,"score_gpt":0.19565520862703067,"score_spread":0.17663592644400375,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W6977080792","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99063325,0.0000058532387,0.0069069113,0.000057652847,0.000085222346,0.00024506776,0.000045769986,0.00012551945,0.0018947497],"genre_scores_gemma":[0.9998117,3.315651e-7,0.00005444831,0.000008353207,0.000045624678,0.0000253328,0.000010735254,0.000006909523,0.00003657082],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99893785,0.0000618974,0.0004741124,0.000113723145,0.00021806789,0.00019432684],"domain_scores_gemma":[0.9993837,0.000006450363,0.000083581515,0.00027172634,0.00017574921,0.000078794284],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004988474,0.00013810104,0.0003353103,0.0009831138,0.00007880001,0.000059203277,0.00007410782,0.00007213038,0.0000083445875],"category_scores_gemma":[0.000035459892,0.00010846595,0.00006997703,0.0010835638,0.00002576475,0.000741031,0.000050005718,0.000080708654,0.00010828351],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00012415058,0.000011348367,0.15000626,0.0021139183,0.0013968553,0.0000046306523,0.25561598,0.5894071,0.0005815896,0.00002736084,0.00013941563,0.0005714231],"study_design_scores_gemma":[0.00028965023,0.000049546525,0.122198075,0.00016797046,0.00023595897,0.000009037855,0.0048007867,0.8325479,0.039200027,2.1320521e-7,0.00024465309,0.0002561542],"about_ca_topic_score_codex":0.0000643323,"about_ca_topic_score_gemma":0.00007714539,"teacher_disagreement_score":0.25081518,"about_ca_system_score_codex":0.00009034705,"about_ca_system_score_gemma":0.000011157033,"threshold_uncertainty_score":0.44231132},"labels":[],"label_agreement":null},{"id":"W6981603804","doi":"","title":"Environmental Racism and Work in a Warming World Workshop - Presentation at the IWOC Conference","year":2022,"lang":"en","type":"other","venue":"York University Digital Library (York University)","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Racism; Presentation (obstetrics); Indigenous; Work (physics); Black women","score_opus":0.0071961736681738315,"score_gpt":0.1498467830640022,"score_spread":0.14265060939582838,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W6981603804","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.031610757,0.0012058641,0.000143557,0.0002042941,0.00018401013,0.00037868385,0.00060969096,0.00069296075,0.9649702],"genre_scores_gemma":[0.2690168,0.00050257216,0.000046191428,0.000017552386,0.000047557347,2.7293146e-7,0.000476845,0.00011926699,0.7297729],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9987465,0.000086041975,0.00012622794,0.00044996315,0.0002506756,0.00034056336],"domain_scores_gemma":[0.99921685,0.00014640535,0.00009602745,0.0003811933,0.0000018231082,0.00015770344],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000026016203,0.00034200554,0.00031389977,0.00101635,0.000245313,0.0001741499,0.00066646637,0.00019535192,0.006328781],"category_scores_gemma":[0.00000348108,0.00036430365,0.00015679747,0.0012067863,0.00024456187,0.00072906906,0.0008440599,0.0005640292,0.00008299309],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00051984657,0.0002008617,0.105049625,0.00023344193,0.0010867948,0.0021414547,0.0018202846,0.06724569,0.0000043812806,0.00037713203,0.81107765,0.010242817],"study_design_scores_gemma":[0.00049034075,0.00000947806,0.0017674132,0.00010862623,0.00007574466,0.0000046945756,0.0026053607,0.00037456007,0.0000059552785,0.000009768476,0.994121,0.00042701818],"about_ca_topic_score_codex":0.00004670829,"about_ca_topic_score_gemma":0.0002301899,"teacher_disagreement_score":0.23740603,"about_ca_system_score_codex":0.00030808814,"about_ca_system_score_gemma":0.000032389536,"threshold_uncertainty_score":0.9998809},"labels":[],"label_agreement":null},{"id":"W6986506720","doi":"","title":"Predicting the breakdown pressure in hard rock material subjected to hydraulic fracturing and quantifying fluid flow within a fracture network","year":2023,"lang":"en","type":"dissertation","venue":"Lu Zone Ul (Laurentian University)","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Rock mass classification; Airflow; Fracture (geology); Hydraulic fracturing; Flow (mathematics); Volume (thermodynamics); Heat exchanger; Porosity","score_opus":0.007110694209450015,"score_gpt":0.1952622081159247,"score_spread":0.1881515139064747,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W6986506720","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99160373,0.00092520844,0.0021224942,0.00019311869,0.0024904523,0.00068135076,0.000077898425,0.0009540796,0.0009516565],"genre_scores_gemma":[0.9888672,0.0002559236,0.00021438299,0.000045277502,0.0006707504,0.000008380181,0.0010757407,0.00016320734,0.0086991405],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9974959,0.00015071766,0.00046707926,0.0007123163,0.00044248297,0.00073148863],"domain_scores_gemma":[0.99884236,0.00012417353,0.00017642067,0.0005534066,0.00007105102,0.00023256644],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0002565398,0.0006165732,0.00070380763,0.00085958187,0.000443649,0.00027065293,0.00062538806,0.0006941487,0.00012906182],"category_scores_gemma":[0.000056394492,0.00057174615,0.00021192926,0.0014501939,0.000022832597,0.00024813044,0.00013490891,0.0012176981,0.000033443754],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00017584616,0.00001721227,0.0010162236,0.00062037155,0.00068820757,0.00018245498,0.008877262,0.98445684,0.0006600895,0.0000026448595,0.0028471714,0.0004556563],"study_design_scores_gemma":[0.002983627,0.00018336516,0.08424534,0.006649705,0.0040586395,0.00004753781,0.036500104,0.7359478,0.013600692,0.00005945833,0.11149635,0.0042273984],"about_ca_topic_score_codex":0.0015927748,"about_ca_topic_score_gemma":0.031357467,"teacher_disagreement_score":0.24850908,"about_ca_system_score_codex":0.000120136996,"about_ca_system_score_gemma":0.00006149034,"threshold_uncertainty_score":0.9996734},"labels":[],"label_agreement":null},{"id":"W6987199914","doi":"","title":"Shale plays: Production forecasts fromnumerical simulation predictive.","year":2014,"lang":"en","type":"article","venue":"Dialnet (Universidad de la Rioja)","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Hydraulic fracturing; Shale gas; Natural gas; Oil shale; Coal; Unconventional oil; Reservoir engineering; Production (economics); Resource (disambiguation)","score_opus":0.006303218473208064,"score_gpt":0.21334420230302326,"score_spread":0.2070409838298152,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W6987199914","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7477999,0.000061988314,0.23583007,0.00012503602,0.00022975172,0.00009573041,0.00000615342,0.00041481646,0.0154365795],"genre_scores_gemma":[0.99841124,0.000027676517,0.0006054552,0.00001787064,0.00036042684,0.000004123791,0.00003303268,0.000028525614,0.00051167485],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9991695,0.00009776029,0.00010679314,0.00021111425,0.00017588609,0.00023891435],"domain_scores_gemma":[0.9994349,0.00015935111,0.000033098186,0.00022608391,0.000032035918,0.00011454811],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00019754394,0.00013708742,0.00017236997,0.00017781222,0.000107538304,0.00003943522,0.00013285628,0.00015713852,0.00010193317],"category_scores_gemma":[0.00011033675,0.00014474674,0.00009220023,0.0002823856,0.000057247948,0.00023032233,0.000024800365,0.0002150801,0.000052741245],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000017796337,0.000020547774,0.0011547623,0.000024084391,0.00007174737,0.000008026016,0.000603979,0.9899891,0.0004721703,0.00003270441,0.0012879255,0.006317142],"study_design_scores_gemma":[0.00027853766,0.000034851568,0.01700585,0.000020851418,0.00006228163,0.000004580487,0.000103086924,0.9650598,0.00086001784,0.0002880426,0.016108382,0.00017371976],"about_ca_topic_score_codex":0.0000825138,"about_ca_topic_score_gemma":0.000020290383,"teacher_disagreement_score":0.25061134,"about_ca_system_score_codex":0.00012812241,"about_ca_system_score_gemma":0.00001353054,"threshold_uncertainty_score":0.59026},"labels":[],"label_agreement":null},{"id":"W6990489814","doi":"","title":"3D geomechanical numerical modelling of the absolute stress state in the Alberta Foreland Basin","year":2013,"lang":"en","type":"article","venue":"Publication Database GFZ (GFZ German Research Centre for Geosciences)","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Foreland basin; Structural basin; Stress (linguistics); State (computer science); Geomechanics","score_opus":0.0323413266102034,"score_gpt":0.2919303511188665,"score_spread":0.2595890245086631,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W6990489814","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.63218623,0.00029996707,0.32876104,0.029524887,0.00045801053,0.004083107,0.0023110863,0.00014468573,0.0022309467],"genre_scores_gemma":[0.9974887,0.000088706765,0.00080076413,0.00009152485,0.000062239276,0.00022649081,0.00041922665,0.000019533467,0.0008028473],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9969058,0.00026852792,0.00046464312,0.0004002362,0.001125577,0.0008352131],"domain_scores_gemma":[0.9974988,0.00088705675,0.00008308261,0.0009902777,0.00036012282,0.00018064043],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002379548,0.00015774419,0.00020091278,0.00030986857,0.0003261969,0.00027168985,0.0015853461,0.00006707529,0.00021144097],"category_scores_gemma":[0.0006454676,0.00009249931,0.00011361988,0.0016121682,0.00022052627,0.00066344056,0.0002438436,0.00048696777,0.00004611694],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000043697757,0.00074286864,0.0056225336,0.0005925835,0.0001299704,0.0000033537117,0.005147389,0.86760813,0.00030295338,0.0023441333,0.10481844,0.012643948],"study_design_scores_gemma":[0.0002315957,0.000013967167,0.0023258254,0.000042077063,0.000008587556,0.0000017601959,0.000205708,0.9675352,0.00048459336,0.00066410314,0.028362948,0.00012366108],"about_ca_topic_score_codex":0.0144204255,"about_ca_topic_score_gemma":0.002847809,"teacher_disagreement_score":0.3653024,"about_ca_system_score_codex":0.000082695726,"about_ca_system_score_gemma":0.00010231954,"threshold_uncertainty_score":0.9921426},"labels":[],"label_agreement":null},{"id":"W6991048915","doi":"","title":"Evaluation of Hydraulic Fracture Performance in the Viking Formation Using a Data-Driven Approach","year":2020,"lang":"en","type":"dissertation","venue":"University Library (University of Saskatchewan)","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Hydraulic fracturing; Well stimulation; Completion (oil and gas wells); Directional drilling; Hyperparameter; Fracture (geology); Metric (unit); Drilling; Linear regression; Predictive modelling","score_opus":0.02281140421494368,"score_gpt":0.20171992280689227,"score_spread":0.1789085185919486,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W6991048915","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.98160464,0.00028492094,0.00441946,0.00013189454,0.0000812889,0.00041535115,0.0001037039,0.00010231497,0.012856441],"genre_scores_gemma":[0.99437064,0.00022248413,0.0019365399,0.00001538308,0.00003523428,6.694437e-8,0.0031668118,0.000022498685,0.00023031406],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9983728,0.00021792097,0.00019683613,0.00029066397,0.00073983,0.00018194696],"domain_scores_gemma":[0.9990034,0.00004585329,0.00026387957,0.0005434438,0.00008806344,0.00005532494],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00033059114,0.00022664818,0.00041405778,0.00047441956,0.00015202074,0.000019092435,0.0012899515,0.0003071646,0.0001055893],"category_scores_gemma":[0.0000087117705,0.0002488282,0.0001500677,0.00084121275,0.00005657816,0.0021620658,0.00012578869,0.0005183912,0.000004167799],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00008969212,0.00006354804,0.0003739737,0.001128379,0.00029884625,0.000016733311,0.09076448,0.9042999,0.000110991634,0.000002112869,0.00039989976,0.0024514187],"study_design_scores_gemma":[0.0005023338,0.000018266128,0.0029369544,0.00020368416,0.000779934,0.0000018212268,0.18146911,0.8116019,0.00027583953,0.000011961216,0.001982287,0.00021591896],"about_ca_topic_score_codex":0.0006681939,"about_ca_topic_score_gemma":0.0006889872,"teacher_disagreement_score":0.09269804,"about_ca_system_score_codex":0.00012046419,"about_ca_system_score_gemma":0.00027631936,"threshold_uncertainty_score":0.9999964},"labels":[],"label_agreement":null},{"id":"W6995748744","doi":"","title":"Patterns of diversity in stream macroinvertebrate communities in the Sydenham River watershed (SW Ontario)","year":2024,"lang":"en","type":"article","venue":"Scholarship at UWindsor (University of Windsor)","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Biodiversity; Species richness; Watershed; Invertebrate; Benthic zone; Tributary; Ecosystem health; Ordination; STREAMS","score_opus":0.02184754686732521,"score_gpt":0.20675348349969264,"score_spread":0.18490593663236743,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W6995748744","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9977388,0.00022782599,0.000094410396,0.00019908727,0.00010021275,0.00013363642,0.000056039768,0.00006850635,0.0013814861],"genre_scores_gemma":[0.9987893,0.00011951568,0.000055521512,0.00002388833,0.0000128936745,3.9979707e-7,0.000058060847,0.000016788617,0.0009236332],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9985957,0.00023437564,0.00022703517,0.00020885727,0.00038877735,0.00034525793],"domain_scores_gemma":[0.9992104,0.00014742035,0.000047067715,0.0004879409,0.000037598445,0.00006955585],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006920493,0.00021328914,0.00037456345,0.0005684778,0.00019976447,0.0000351391,0.00092532375,0.00018528212,0.0007205514],"category_scores_gemma":[0.00000873792,0.00020061,0.00022673978,0.0004968385,0.00015385925,0.00055142894,0.00044551498,0.00084566587,0.000047112077],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000679485,0.00010602396,0.8734036,0.00045167687,0.00025838646,0.00030964692,0.09954505,0.024696453,0.00039146096,0.00003488961,0.00019635045,0.0005385182],"study_design_scores_gemma":[0.0010062224,0.00006383493,0.9703654,0.000530296,0.00015320798,0.000011462368,0.017825713,0.006716813,0.0013015333,0.0002864275,0.001371326,0.00036776674],"about_ca_topic_score_codex":0.08452375,"about_ca_topic_score_gemma":0.36551213,"teacher_disagreement_score":0.28098837,"about_ca_system_score_codex":0.00033306138,"about_ca_system_score_gemma":0.00004148493,"threshold_uncertainty_score":0.9215725},"labels":[],"label_agreement":null},{"id":"W7000784531","doi":"","title":"Geotechnical Centrifuge Experiments to Improve Understanding of Sand Production from Heavy Oil Reservoirs","year":2021,"lang":"en","type":"dissertation","venue":"University Library (University of Saskatchewan)","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Centrifuge; Flow (mathematics); Oil sands; Erosion; Oil production; Completion (oil and gas wells); Production rate","score_opus":0.009642783927807767,"score_gpt":0.1850040291578794,"score_spread":0.17536124523007163,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7000784531","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9898078,0.00044459134,0.0014199159,0.0003070201,0.0006667084,0.00015764267,0.00033458218,0.00027499683,0.006586776],"genre_scores_gemma":[0.9638642,0.00060454605,0.0017618977,0.000006649518,0.00008007331,9.0055906e-8,0.0013587896,0.00004783926,0.032275897],"study_design_codex":"qualitative","study_design_gemma":"qualitative","domain_scores_codex":[0.9984475,0.00007675554,0.00022504193,0.000544054,0.00040236433,0.00030428014],"domain_scores_gemma":[0.99889207,0.000056338245,0.0001788157,0.00056745135,0.00007118835,0.0002341662],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.000061359766,0.00031333874,0.0006659073,0.00057915377,0.00019998687,0.000022679447,0.0006276787,0.00050650624,0.00062155345],"category_scores_gemma":[0.000012889387,0.00043835433,0.00036179603,0.00077416864,0.00009106434,0.00073127786,0.00019343401,0.00046200433,0.000011438474],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.008247913,0.0018343634,0.0025094145,0.009226835,0.01183365,0.0020654276,0.37694094,0.34712246,0.18440546,0.00012229709,0.04522129,0.010469966],"study_design_scores_gemma":[0.0015780835,0.00014357507,0.00095885876,0.001666636,0.000864947,0.0000017299595,0.7289945,0.0020825444,0.25216484,0.00016627125,0.010176818,0.0012012225],"about_ca_topic_score_codex":0.0025288519,"about_ca_topic_score_gemma":0.0012546295,"teacher_disagreement_score":0.35205355,"about_ca_system_score_codex":0.00029129122,"about_ca_system_score_gemma":0.00022356161,"threshold_uncertainty_score":0.9998068},"labels":[],"label_agreement":null},{"id":"W7010333669","doi":"","title":"Hydraulic fracture productivity performance in tight gas sands, a numerical simulation approach","year":2013,"lang":"en","type":"dissertation","venue":"Figshare","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Tight gas; Hydraulic fracturing; Wellbore; Permeability (electromagnetism); Work (physics); Reservoir simulation; Productivity; Transient (computer programming); Fracture (geology); Flow (mathematics)","score_opus":0.012189566587065156,"score_gpt":0.22840278835847475,"score_spread":0.21621322177140959,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7010333669","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.59362936,0.020087566,0.00082786824,0.00038511096,0.0022697023,0.008784141,0.046115976,0.005731224,0.32216904],"genre_scores_gemma":[0.79747725,0.000019852776,0.000044850065,0.000019014311,0.00031943803,0.00036105825,0.19997273,0.00007940136,0.0017064081],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99842626,0.000038376646,0.00033606667,0.0004589521,0.0003574795,0.00038286138],"domain_scores_gemma":[0.99921095,0.000060854694,0.00010796741,0.0004349451,0.00008262944,0.000102654056],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00004806472,0.00041929752,0.0004811832,0.00028791814,0.00007418377,0.00008674658,0.00027824842,0.0005737675,0.021320904],"category_scores_gemma":[0.00020556363,0.00037346233,0.00015508602,0.00046675382,0.000002962185,0.00029941404,0.000019437746,0.0009917574,0.001146684],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000008425413,0.000042855874,0.00004483203,0.0016405693,0.000054104672,0.0000037837094,0.000464672,0.95872176,0.00000791673,2.9731446e-8,0.035151128,0.0038598976],"study_design_scores_gemma":[0.00015846705,0.000013997575,0.017187176,0.0011173305,0.000030336232,0.0000018656449,0.000038009963,0.8662303,0.00098151,0.0000035429173,0.11371678,0.00052066636],"about_ca_topic_score_codex":0.000036664504,"about_ca_topic_score_gemma":0.000019909376,"teacher_disagreement_score":0.32046264,"about_ca_system_score_codex":0.00013322382,"about_ca_system_score_gemma":0.00004550391,"threshold_uncertainty_score":0.99987173},"labels":[],"label_agreement":null},{"id":"W7015907433","doi":"","title":"Using Stage Level Microseismic Analysis to Investigate Correlate and Ground Truth Cored Hydraulic Fractures","year":2018,"lang":"en","type":"other","venue":"OSTI OAI (U.S. Department of Energy Office of Scientific and Technical Information)","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Geomembrane Technologies (Canada)","funders":"","keywords":"Microseism; Hydraulic fracturing; Stage (stratigraphy); Fracture (geology); Interval (graph theory); Ground truth","score_opus":0.01803915804685276,"score_gpt":0.24250012336169496,"score_spread":0.2244609653148422,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7015907433","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.45467496,0.0024565735,0.17359093,0.0001375826,0.0016244721,0.0008944753,0.0026472218,0.00088748225,0.36308628],"genre_scores_gemma":[0.98048246,0.00018129074,0.0046259277,0.000077674566,0.000042778935,0.000012434683,0.0017512717,0.00007513992,0.012751001],"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","domain_scores_codex":[0.99814343,0.000023435237,0.00073049805,0.0003276481,0.00046500022,0.00030999703],"domain_scores_gemma":[0.9986676,0.000077506535,0.00039319223,0.0004933053,0.000109512424,0.00025891466],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00030187724,0.0003662507,0.00070494256,0.0014439316,0.00013793261,0.0001584507,0.0002867181,0.00034649804,0.0002673492],"category_scores_gemma":[0.00007295871,0.00032157815,0.00017777753,0.0011025748,0.0006227136,0.00027583886,0.0001612806,0.00015414951,0.000019775029],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0002495752,0.00044684485,0.0015444476,0.0028325757,0.011182388,0.000021326166,0.00014479957,0.6505435,0.0056566037,0.0024036032,0.3184664,0.0065079047],"study_design_scores_gemma":[0.0011966878,0.00024080221,0.035576474,0.00074883405,0.003370092,0.000023573304,0.000031511736,0.020061534,0.006937197,0.00016301013,0.9299816,0.0016686837],"about_ca_topic_score_codex":0.00046587954,"about_ca_topic_score_gemma":0.00020575819,"teacher_disagreement_score":0.630482,"about_ca_system_score_codex":0.000052980868,"about_ca_system_score_gemma":0.000052159736,"threshold_uncertainty_score":0.99992365},"labels":[],"label_agreement":null},{"id":"W7016474617","doi":"","title":"셰일저류층에서의 시추 문제 분석을 통한 장거리 수평정 설계 개선 연구","year":2023,"lang":"ko","type":"dissertation","venue":"KMOU Repository (Korea Maritime and Ocean University)","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Borehole; Drilling; Oil shale; Measurement while drilling; Drilling fluid; Well control","score_opus":0.004675609502022664,"score_gpt":0.17919888303978088,"score_spread":0.1745232735377582,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7016474617","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.82681024,0.001685197,0.00032891013,0.00013983824,0.0026431496,0.00051911554,0.00011873507,0.0012661851,0.16648863],"genre_scores_gemma":[0.68763316,0.0019091545,0.0000768988,0.000023462697,0.00059047056,0.0000010008612,0.0014374021,0.00017324298,0.3081552],"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","domain_scores_codex":[0.9964158,0.00020555915,0.00063745416,0.0012085439,0.00062182633,0.00091081014],"domain_scores_gemma":[0.99770993,0.00025165238,0.00029121066,0.00088038435,0.00025349893,0.0006133157],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00021956982,0.0009680526,0.0011095633,0.0015546228,0.0010805967,0.00034464744,0.000757142,0.0011831623,0.00014898377],"category_scores_gemma":[0.00005605001,0.0011010891,0.00072213233,0.0012847591,0.00019163774,0.00045045515,0.00024372026,0.0012312568,0.00022702935],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.004881839,0.0032760806,0.19297902,0.040490065,0.0505127,0.12833518,0.05999536,0.2984922,0.027482396,0.004486915,0.15586782,0.033200428],"study_design_scores_gemma":[0.01236087,0.0016148001,0.28513688,0.0114447605,0.025031338,0.0010359613,0.061288223,0.13137728,0.036371566,0.0006533467,0.41575631,0.01792867],"about_ca_topic_score_codex":0.002584419,"about_ca_topic_score_gemma":0.00038593926,"teacher_disagreement_score":0.2598885,"about_ca_system_score_codex":0.00039795283,"about_ca_system_score_gemma":0.00019594334,"threshold_uncertainty_score":0.9991439},"labels":[],"label_agreement":null},{"id":"W7019936077","doi":"","title":"Investigation Study on the Strength Properties of Local Sand as Proppant","year":2012,"lang":"en","type":"other","venue":"UTPedia (Universiti Teknologi Petronas)","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Work (physics); Current (fluid); Suspension (topology); Turbidity","score_opus":0.020973823535297628,"score_gpt":0.19210177666578485,"score_spread":0.17112795313048723,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7019936077","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.5801448,0.0029212884,0.00046919816,0.00043791256,0.00065274193,0.0010248602,0.000058112226,0.0011051423,0.41318592],"genre_scores_gemma":[0.9138257,0.00014897368,0.000026644266,0.00001633506,0.00021365062,0.000012059263,0.000019016376,0.00014887426,0.08558873],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9988177,0.00010762493,0.00016480016,0.00024604631,0.00034374167,0.00032012525],"domain_scores_gemma":[0.9992176,0.000052414347,0.00011674528,0.00049279985,0.00002889182,0.00009153156],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00013190157,0.00031960267,0.0003825374,0.00043479327,0.00007483914,0.000016124675,0.0004163508,0.00028311845,0.0010952636],"category_scores_gemma":[0.000027778364,0.00021139345,0.00011851391,0.00024761766,0.00026604056,0.00006823334,0.00009102835,0.00047294103,0.00025869446],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00023784275,0.001718797,0.007833048,0.0023865283,0.011102345,0.00045455658,0.021340434,0.06848219,0.002880275,0.002416339,0.8623584,0.018789269],"study_design_scores_gemma":[0.005862115,0.0039044549,0.0078494325,0.0035352078,0.0055608316,0.000052715277,0.19843888,0.029787648,0.04250185,0.00025390965,0.69614863,0.006104334],"about_ca_topic_score_codex":0.0004708332,"about_ca_topic_score_gemma":0.00014206412,"teacher_disagreement_score":0.3336809,"about_ca_system_score_codex":0.00011199271,"about_ca_system_score_gemma":0.000049341692,"threshold_uncertainty_score":0.99981785},"labels":[],"label_agreement":null},{"id":"W7031256065","doi":"","title":"The Liar's Paradox","year":2021,"lang":"en","type":"dissertation","venue":"The Atrium (University of Guelph)","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Identity (music); Foundation (evidence); Mosaic; Narrative","score_opus":0.006973931491189217,"score_gpt":0.19623049781110158,"score_spread":0.18925656631991236,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7031256065","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8677859,0.02602426,0.0013376598,0.0029343285,0.0026710206,0.00038782143,0.000049265855,0.00043300327,0.09837674],"genre_scores_gemma":[0.9537663,0.0036167186,0.000039103325,0.000005799478,0.00009907291,2.2181214e-7,0.00014668802,0.000021854965,0.042304277],"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","domain_scores_codex":[0.9992631,0.000053233667,0.00011157711,0.00013681818,0.00024399128,0.000191281],"domain_scores_gemma":[0.99911904,0.00014130876,0.000084360836,0.00052591047,0.00008268995,0.000046665085],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00017566807,0.00015373816,0.0002480119,0.00006508298,0.00039813292,0.000028886625,0.00068302907,0.00017549162,0.00015363764],"category_scores_gemma":[0.00002144225,0.00011333994,0.00032209186,0.00027927014,0.00006463874,0.000048950053,0.000043181364,0.00039188407,0.00006810046],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0005431843,0.00017841859,0.00020828546,0.0028842206,0.010889256,0.00050292234,0.041963227,0.5566041,0.04344738,0.0007696587,0.26177335,0.080236025],"study_design_scores_gemma":[0.0011125869,0.00007882471,0.0913834,0.0005434536,0.0032231696,0.000018668527,0.10760367,0.048802152,0.004264546,0.0009016257,0.7405697,0.0014981877],"about_ca_topic_score_codex":0.0005437622,"about_ca_topic_score_gemma":0.0021639948,"teacher_disagreement_score":0.5078019,"about_ca_system_score_codex":0.000040488572,"about_ca_system_score_gemma":0.000043359374,"threshold_uncertainty_score":0.46218687},"labels":[],"label_agreement":null},{"id":"W7071220599","doi":"","title":"Simulação numérica de fraturamento hidráulico em um reservatório arenítico da Bacia Sergipe-Alagoas","year":2019,"lang":"en","type":"article","venue":"Americanae (AECID Library)","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Hydraulic fracturing; Permeability (electromagnetism); Fracture (geology); Oil production; Well stimulation; Oil field; Petroleum reservoir; Sensitivity (control systems)","score_opus":0.00481000897786547,"score_gpt":0.19693209853743593,"score_spread":0.19212208955957047,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7071220599","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.97061086,0.0009690882,0.0010646199,0.0015472006,0.00050936727,0.00027661485,0.000028531185,0.0010583113,0.023935439],"genre_scores_gemma":[0.9815051,0.00037833347,0.0021290027,0.0012286793,0.0003096301,0.000034504465,0.00010586534,0.00019454418,0.01411433],"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","domain_scores_codex":[0.9972675,0.000113753624,0.00051820104,0.0006050893,0.00048480832,0.0010106843],"domain_scores_gemma":[0.99791175,0.00019555262,0.00012151888,0.0012211958,0.000032152187,0.00051785173],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0001048332,0.00051384745,0.00070836174,0.00032964261,0.0001243781,0.00021228347,0.0009294615,0.00022384747,0.006138871],"category_scores_gemma":[0.00004618962,0.00047865088,0.0003449691,0.0013625377,0.000089885085,0.0009525628,0.00022320038,0.00064959127,0.0017925753],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00006641325,0.0001573313,0.16771194,0.0002358987,0.0009506779,0.00015028802,0.0017290777,0.6702815,0.0023631796,0.00009952386,0.14395571,0.012298404],"study_design_scores_gemma":[0.001469685,0.00034864078,0.12811625,0.0002132991,0.00019040599,0.000021309239,0.0020893824,0.38061777,0.0082515115,0.00034547911,0.47608164,0.002254649],"about_ca_topic_score_codex":0.003000799,"about_ca_topic_score_gemma":0.00003499339,"teacher_disagreement_score":0.3321259,"about_ca_system_score_codex":0.0001425309,"about_ca_system_score_gemma":0.00010479904,"threshold_uncertainty_score":0.9997665},"labels":[],"label_agreement":null},{"id":"W7094587119","doi":"","title":"Cоціальне партнерство «школа - родина - громада»у запобіганні насиллю над жінками та дівчатами в Канаді(Social partnership «school - family - community» in violence against women and girls prevention in Canada)","year":2017,"lang":"uk","type":"article","venue":"Digital Repository of Ostroh Academy (Ostroh Academy)","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"General partnership; Raising (metalworking); Domestic violence; Poison control; Youth participation; Suicide prevention","score_opus":0.020312347430968766,"score_gpt":0.25795365049484703,"score_spread":0.23764130306387826,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7094587119","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.979966,0.0025973737,0.000046056655,0.0009133648,0.0004233404,0.0008994977,0.0002593028,0.00012259666,0.014772471],"genre_scores_gemma":[0.99568856,0.0012111316,0.00006694757,0.0002333408,0.0007121443,0.00017328144,0.00007778576,0.00018836475,0.0016484637],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9906489,0.00070729747,0.0029980096,0.0013380838,0.001795245,0.0025124182],"domain_scores_gemma":[0.9953752,0.00056611263,0.0016030389,0.001091693,0.00012472841,0.0012392092],"candidate_categories":["metaepi_narrow","sts","research_integrity"],"consensus_categories":["metaepi_narrow","research_integrity"],"category_scores_codex":[0.001467695,0.0014024335,0.0022388792,0.00085808453,0.0013948517,0.00090615003,0.0028694312,0.0018717492,0.000025045121],"category_scores_gemma":[0.0012314275,0.0015793416,0.00047118682,0.0007602224,0.0009597656,0.0027560887,0.0010855056,0.007271978,0.00002369497],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0016781205,0.0015557094,0.84999025,0.0045689745,0.0025653173,0.0006016083,0.0071823397,0.052621316,0.02185655,0.00032341643,0.003958351,0.053098015],"study_design_scores_gemma":[0.0046653417,0.00030607675,0.9628915,0.0035519442,0.00024915513,0.000055733253,0.0047314665,0.0059021926,0.007589055,0.0008883932,0.0068238326,0.0023452686],"about_ca_topic_score_codex":0.11447851,"about_ca_topic_score_gemma":0.019245842,"teacher_disagreement_score":0.11290126,"about_ca_system_score_codex":0.002905139,"about_ca_system_score_gemma":0.0017143898,"threshold_uncertainty_score":0.99990517},"labels":[],"label_agreement":null},{"id":"W7096070166","doi":"","title":"Shale Natural Resources Stephen Ingram, North America Technology Manager, Hall iburton","year":2015,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Oil shale; Natural resource; Natural gas; Natural (archaeology); Upstream (networking); Sustainable development","score_opus":0.006930136104774583,"score_gpt":0.19736239608417025,"score_spread":0.19043225997939567,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7096070166","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8518697,0.0023576573,0.006729862,0.001360538,0.0003624352,0.0001334506,0.000003956443,0.0024178934,0.1347645],"genre_scores_gemma":[0.9826864,0.00005685428,0.0017481933,0.00011441884,0.00009018414,0.0000113999695,0.000022302767,0.000031229614,0.015239038],"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","domain_scores_codex":[0.9990388,0.000015928483,0.00018878466,0.00021028824,0.00020826235,0.0003378927],"domain_scores_gemma":[0.999378,0.000020318312,0.000026789432,0.00038192628,0.00006083758,0.00013209206],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000061480954,0.00017562007,0.00023908252,0.0003178259,0.00005013921,0.000048403563,0.00034262554,0.000106840176,0.000071669405],"category_scores_gemma":[0.000049754017,0.00013990856,0.000077290395,0.0006492176,0.00007118937,0.00009512838,0.000096303804,0.00030882048,0.00048763593],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00001418228,0.000050045845,0.005987674,0.00007676323,0.00043535902,0.00014490917,0.0008828687,0.87069595,0.000107454005,0.000023965657,0.08544142,0.0361394],"study_design_scores_gemma":[0.0003891208,0.00005629486,0.0010368132,0.000020691334,0.0000673429,0.000015308062,0.001237862,0.28545257,0.00046787644,0.00018002158,0.71060807,0.0004680043],"about_ca_topic_score_codex":0.0002805423,"about_ca_topic_score_gemma":0.00030649747,"teacher_disagreement_score":0.62516665,"about_ca_system_score_codex":0.000064416614,"about_ca_system_score_gemma":0.000007758822,"threshold_uncertainty_score":0.6267736},"labels":[],"label_agreement":null},{"id":"W7096651830","doi":"","title":"Optimization","year":2016,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Oil shale; Shale gas; Workflow; Permeability (electromagnetism); Unconventional oil; Reservoir engineering; Natural gas; Volume (thermodynamics)","score_opus":0.004427709712702631,"score_gpt":0.18098883136738356,"score_spread":0.17656112165468094,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7096651830","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0033957395,0.00002342224,0.9278024,0.00023972518,0.000045675402,0.000007568417,2.3851246e-7,0.000271413,0.06821386],"genre_scores_gemma":[0.9938784,0.000054027583,0.002440831,0.000013940776,0.000029170516,0.0000011772726,3.6416347e-7,0.000005132501,0.0035769178],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99985343,0.0000018100269,0.0000343044,0.00002901901,0.000030231144,0.000051211493],"domain_scores_gemma":[0.9999021,0.000008641091,0.0000016771509,0.00006304939,0.0000048460274,0.000019675465],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000015797745,0.000023945251,0.000026486745,0.000021844387,0.000008092052,0.0000040229725,0.000027287819,0.000014982206,0.000955419],"category_scores_gemma":[0.000004942405,0.000012115487,0.000015878788,0.000036037967,0.000003818548,0.00003655746,0.0000029313867,0.000008837599,0.00013325005],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[1.2975778e-7,8.691283e-7,0.000044845492,0.0000014470854,0.000008573985,3.2582466e-7,0.000003921354,0.99239635,0.00036100554,0.0000124273865,0.0020578557,0.005112238],"study_design_scores_gemma":[0.00016890443,0.000004635237,0.00025075235,0.000011705905,0.00000845028,0.0000013217455,0.000005945891,0.94633114,0.021224445,0.00006567007,0.0318069,0.00012010407],"about_ca_topic_score_codex":0.0000023106218,"about_ca_topic_score_gemma":0.0000016527663,"teacher_disagreement_score":0.9904827,"about_ca_system_score_codex":0.0000085945385,"about_ca_system_score_gemma":8.0280716e-7,"threshold_uncertainty_score":0.99995786},"labels":[],"label_agreement":null},{"id":"W7100118883","doi":"","title":"Short Note 5th dimension warning for 4D studies","year":2013,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Compaction; Aquifer; Subsidence; Dimension (graph theory); Creep; Groundwater-related subsidence; Work (physics)","score_opus":0.020327496549954787,"score_gpt":0.28001923197446726,"score_spread":0.25969173542451246,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7100118883","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7826937,0.001881749,0.20825502,0.0006291251,0.00041803173,0.0003062061,0.0000011520136,0.0007868911,0.0050281063],"genre_scores_gemma":[0.99333817,0.00012273014,0.004678088,0.000044330704,0.00009410047,0.000049191563,0.0000042494084,0.00001976432,0.0016493781],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9994804,0.0000056263625,0.00012953713,0.000109517736,0.00008318111,0.00019173538],"domain_scores_gemma":[0.999673,0.000079460326,0.000006542679,0.00013993027,0.000051307943,0.000049728173],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00007637753,0.00009988446,0.0001640667,0.000054679196,0.000095696785,0.000030871877,0.000062468054,0.00004353857,0.0000650083],"category_scores_gemma":[0.00003894568,0.00006944676,0.0000812084,0.00006654493,0.0000166583,0.00008932207,0.000024589119,0.000072021,0.000076308745],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000015879572,0.000010172856,0.00036698315,0.00012521548,0.00033014218,0.0000015086458,0.00058144314,0.9465834,0.0030597488,0.00001991942,0.020731874,0.02818799],"study_design_scores_gemma":[0.00014180517,0.000023126478,0.001177761,0.000035615023,0.00006425353,0.0000013128165,0.00036765687,0.96433884,0.018067496,0.00017583842,0.015370995,0.00023527311],"about_ca_topic_score_codex":0.000043931974,"about_ca_topic_score_gemma":0.000018828094,"teacher_disagreement_score":0.21064445,"about_ca_system_score_codex":0.000030118215,"about_ca_system_score_gemma":0.0000025177637,"threshold_uncertainty_score":0.28319567},"labels":[],"label_agreement":null},{"id":"W7103146363","doi":"10.1016/j.engappai.2025.112950","title":"Automatic and accurate characterization of rock fractures based on Deep Learning","year":2025,"lang":"en","type":"article","venue":"Engineering Applications of Artificial Intelligence","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Western University","funders":"China Scholarship Council; Science Foundation Ireland; Synthesis and Solid State Pharmaceutical Centre","keywords":"Fracture (geology); Deep learning; Hydraulic fracturing; Range (aeronautics); Reduction (mathematics); Sampling (signal processing); Noise (video)","score_opus":0.006310850524896424,"score_gpt":0.24208482009672022,"score_spread":0.2357739695718238,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7103146363","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.13760208,0.00008572155,0.8618227,0.0000464519,0.000036506048,0.00012340845,0.0000030322976,0.0001453923,0.00013471695],"genre_scores_gemma":[0.99807745,0.00005113591,0.0017420452,0.000007875568,0.000019936428,0.00005693105,0.00001544387,0.000013435601,0.000015730102],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9993112,0.000010297267,0.00034135528,0.00012787474,0.0000994277,0.00010981915],"domain_scores_gemma":[0.99949366,0.00015260359,0.00005791241,0.00021211339,0.000051922896,0.00003176194],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00010206423,0.000113607275,0.00017957014,0.000304968,0.0000454164,0.00001742539,0.00013234273,0.00006623224,0.000028413964],"category_scores_gemma":[0.000077543446,0.000115534946,0.00004598118,0.00048604995,0.00001952405,0.000044860768,0.000014968271,0.00015134574,0.000005845699],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000002159543,0.000020775315,0.000025775153,0.00019510921,0.000025780233,9.8159276e-8,0.00006967433,0.9185242,0.026716685,0.00044596384,0.0000011685687,0.053972613],"study_design_scores_gemma":[0.000009786434,0.000010870504,0.0009328198,0.00007453703,0.00001933418,1.0881428e-7,0.000023062614,0.80739534,0.19107442,0.00009012447,0.00029967073,0.00006991256],"about_ca_topic_score_codex":0.00000817875,"about_ca_topic_score_gemma":0.0000013833884,"teacher_disagreement_score":0.8604754,"about_ca_system_score_codex":0.000018728013,"about_ca_system_score_gemma":0.000009340807,"threshold_uncertainty_score":0.47113785},"labels":[],"label_agreement":null},{"id":"W7106022634","doi":"10.7939/83061","title":"Conceptual analysis of induced seismicity risks associated with Hydraulic Fracturing (HF) and Wastewater Disposal (WWD) in Cadomin Formation A Formation-Adaptive Risk Assessment Framework","year":2025,"lang":"en","type":"dissertation","venue":"University of Alberta Library","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Induced seismicity; Risk assessment; Consistency (knowledge bases); Hydraulic fracturing; Reliability (semiconductor); Expert elicitation; Risk management; Conceptual framework; Conceptual model","score_opus":0.008817319117595195,"score_gpt":0.20661282862905817,"score_spread":0.19779550951146296,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7106022634","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99221283,0.000083310995,0.0026868302,0.000045844157,0.000044864348,0.00023876253,0.00008020613,0.00004908057,0.0045582484],"genre_scores_gemma":[0.99638724,0.00023212106,0.00060107466,0.0000120410405,0.000008980293,0.0000015097162,0.0022207398,0.00002264503,0.00051366835],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99862725,0.00015781491,0.0004322305,0.00026639242,0.00028344456,0.00023285292],"domain_scores_gemma":[0.9985749,0.000542429,0.00048074944,0.0002575658,0.00006322017,0.00008113099],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00010741246,0.00031236207,0.00086382445,0.0012409316,0.00011029048,0.0000333391,0.00025554106,0.00051487755,0.00008867311],"category_scores_gemma":[0.00005193035,0.0003123401,0.00022748049,0.001065771,0.000056292934,0.0012588326,0.00006177847,0.0007348324,7.90082e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00053425593,0.00017530256,0.02626317,0.000550863,0.008033192,0.000021918857,0.06208225,0.90100545,0.00008085235,0.00013375223,0.00019413036,0.0009248728],"study_design_scores_gemma":[0.0014268509,0.00013242538,0.26064348,0.0016542112,0.004854901,4.8099497e-7,0.02338972,0.70069253,0.0062495596,0.00015014688,0.00013809031,0.0006675891],"about_ca_topic_score_codex":0.007724751,"about_ca_topic_score_gemma":0.009686777,"teacher_disagreement_score":0.23438032,"about_ca_system_score_codex":0.00013164626,"about_ca_system_score_gemma":0.00009138958,"threshold_uncertainty_score":0.9999329},"labels":[],"label_agreement":null},{"id":"W7108466135","doi":"10.1080/10916466.2025.2595298","title":"A model and type curves for analyzing shut-in pressure based on multistage closure of fracture networks in volume fracturing","year":2025,"lang":"en","type":"article","venue":"Petroleum Science and Technology","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Petro-Canada","funders":"","keywords":"Closure (psychology); Fracture (geology); Volume (thermodynamics); Type (biology); Hydraulic fracturing","score_opus":0.004653514197137328,"score_gpt":0.23071885826112523,"score_spread":0.2260653440639879,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7108466135","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9177573,0.009647919,0.06943913,0.0022601134,0.00008095673,0.00023468843,0.000008502661,0.00015295394,0.00041843852],"genre_scores_gemma":[0.9988852,0.00033914926,0.00058035,0.000086593376,0.000005956288,0.000018949995,0.0000017480857,0.0000074503346,0.000074608804],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9991111,0.0000082019515,0.00019494146,0.00028455735,0.00011592706,0.000285265],"domain_scores_gemma":[0.9995922,0.000065202636,0.000034493183,0.00022348629,0.000054186305,0.000030440147],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00040733808,0.00012186091,0.00027293948,0.0010476763,0.000069953145,0.000019402356,0.00021441207,0.00017746845,0.0000023500743],"category_scores_gemma":[0.00019442245,0.00010745006,0.000023057484,0.0011113881,0.00020980071,0.00009125347,0.00004662221,0.00032139278,1.01621886e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00001050673,0.00001587203,0.05708924,0.00019798706,0.000010648424,0.0000020031978,0.000020068657,0.9409606,0.0004444695,0.00002731766,0.000065869826,0.0011554293],"study_design_scores_gemma":[0.0003200416,0.00003204001,0.011733961,0.00027677105,0.000021506035,4.068797e-7,0.000026751473,0.9859307,0.0008414783,0.00016416554,0.0005576269,0.00009458969],"about_ca_topic_score_codex":0.000051505875,"about_ca_topic_score_gemma":0.00023097057,"teacher_disagreement_score":0.08112789,"about_ca_system_score_codex":0.00003152216,"about_ca_system_score_gemma":0.000047923477,"threshold_uncertainty_score":0.43816864},"labels":[],"label_agreement":null},{"id":"W7116794789","doi":"10.1139/cjes-2025-0091","title":"Mechanical and anisotropic properties of the Duvernay Formation","year":2025,"lang":"en","type":"article","venue":"Canadian Journal of Earth Sciences","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"University of Alberta; University of Waterloo","funders":"","keywords":"Anisotropy; Transverse isotropy; Core (optical fiber); Isotropy; Oil shale; Hydraulic fracturing; Directional drilling; Drilling; Core sample","score_opus":0.011184352497398308,"score_gpt":0.19055787289886855,"score_spread":0.17937352040147025,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7116794789","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99608237,0.0013135786,0.000601073,0.00073254143,0.00020864318,0.000018277022,5.7304163e-7,0.000001998233,0.0010409533],"genre_scores_gemma":[0.9997266,0.000044441655,0.00008626221,0.000031917574,0.000013866477,1.2594684e-7,1.2923254e-8,8.6080155e-7,0.00009591142],"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9996655,0.000013645412,0.00012666482,0.000025397283,0.00008532869,0.00008344044],"domain_scores_gemma":[0.9998192,0.000008094414,0.000032482374,0.000042308067,0.00003289279,0.00006498576],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00016608564,0.000029558767,0.00006887057,0.000116089905,0.00011014935,0.000034102304,0.00015174269,0.000017369783,0.000008420909],"category_scores_gemma":[0.000053161497,0.000016148057,0.00003284657,0.00020454232,0.00011724727,0.00012315331,0.00000544263,0.00006479792,3.248868e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000010581354,0.000016287462,0.0625724,0.00059232506,0.00031350012,0.000026503718,0.0044821696,0.8685515,0.03974465,0.0036719819,0.0029902635,0.017027855],"study_design_scores_gemma":[0.0007958075,0.00025149097,0.22721846,0.001903535,0.00019264939,0.0001740507,0.0031989347,0.26898336,0.44972706,0.0028437078,0.04433014,0.00038080665],"about_ca_topic_score_codex":0.0006309146,"about_ca_topic_score_gemma":0.018320922,"teacher_disagreement_score":0.5995681,"about_ca_system_score_codex":0.000004294618,"about_ca_system_score_gemma":0.00018244106,"threshold_uncertainty_score":0.9995922},"labels":[],"label_agreement":null},{"id":"W7117242942","doi":"10.1190/geo-2025-0156","title":"Method and application of fracture width calculation based on formation contrast variation index","year":2025,"lang":"en","type":"article","venue":"Geophysics","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Schlumberger (Canada)","funders":"","keywords":"Fracture (geology); Porosity; Logging; Permeability (electromagnetism); Contrast (vision); Foundation (evidence)","score_opus":0.0024822819981321267,"score_gpt":0.22089819537407268,"score_spread":0.21841591337594055,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7117242942","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.015804045,0.000019807825,0.98295665,0.00013933642,0.000032193693,0.00011033058,0.000004209939,0.000058660906,0.00087478664],"genre_scores_gemma":[0.9979399,0.000005093216,0.0018250025,0.00010265077,0.000031432817,0.000014130856,0.000056997844,0.0000063829757,0.000018437493],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99957174,0.00002320653,0.00014476015,0.00008573382,0.000104405444,0.000070174356],"domain_scores_gemma":[0.99967444,0.00007588292,0.000047540532,0.00014089794,0.00004392806,0.000017286486],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00009856839,0.000076197735,0.00011954027,0.00009555397,0.000039432372,0.000013002837,0.000037881797,0.000075671516,0.0000023650061],"category_scores_gemma":[0.0000106587195,0.00007054033,0.00003520029,0.00022009648,0.000008085287,0.000091407586,0.000004964731,0.00008716914,0.0000024122887],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000007745811,0.0000141382825,0.00021427096,0.000096473595,0.00002508416,5.077276e-8,0.00009590419,0.9653443,0.0018826883,0.0001931388,0.00005615914,0.03207005],"study_design_scores_gemma":[0.00021734968,0.00000780258,0.055861354,0.00002153505,0.00003895359,6.078117e-8,0.0000053040335,0.9358606,0.0053864685,0.0019249563,0.00061956514,0.0000560499],"about_ca_topic_score_codex":0.000085450534,"about_ca_topic_score_gemma":0.0000068355275,"teacher_disagreement_score":0.98213583,"about_ca_system_score_codex":0.00003252029,"about_ca_system_score_gemma":0.000008225198,"threshold_uncertainty_score":0.28765512},"labels":[],"label_agreement":null},{"id":"W7133418243","doi":"","title":"Technical evaluation of the feasibility for implementing a sagd process in heavy oil reservoirs","year":2010,"lang":"es","type":"article","venue":"Universidad Industrial de Santander","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Process (computing); Oil field; Wellbore; Petroleum","score_opus":0.05607593378944271,"score_gpt":0.3269883000700633,"score_spread":0.2709123662806206,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7133418243","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99152815,0.00006131491,0.00021199486,0.00071977644,0.00036423723,0.0005746983,0.000057124325,0.000037404378,0.006445303],"genre_scores_gemma":[0.99939567,0.000019225761,0.00011745511,0.000009800084,0.00029616544,0.00001750908,0.000013485293,0.000026990998,0.000103679],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99772984,0.00025008025,0.0005126166,0.00034209024,0.0006365006,0.0005288956],"domain_scores_gemma":[0.9986255,0.0002590544,0.00019252021,0.0005325278,0.00029127902,0.00009910329],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00339704,0.00022173903,0.00036700765,0.00024113782,0.00019599884,0.000056042838,0.00051124196,0.0005983821,0.00026838336],"category_scores_gemma":[0.0014027422,0.00018355799,0.0002735953,0.00080093154,0.00013545793,0.00017236992,0.0001259392,0.0010818607,0.0000011941869],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0016018186,0.0008817888,0.3442881,0.0013099483,0.00078380684,0.00001208723,0.0035901926,0.5573529,0.052758783,0.0009415611,0.0038492423,0.03262977],"study_design_scores_gemma":[0.044247333,0.0005363703,0.12815242,0.0029885082,0.005059402,0.000039761057,0.014538171,0.6092628,0.16476226,0.003166288,0.024825891,0.0024207875],"about_ca_topic_score_codex":0.00048839307,"about_ca_topic_score_gemma":0.0015768044,"teacher_disagreement_score":0.2161357,"about_ca_system_score_codex":0.00052544754,"about_ca_system_score_gemma":0.00068217627,"threshold_uncertainty_score":0.74852777},"labels":[],"label_agreement":null},{"id":"W7151966967","doi":"10.11779/cjge202203002","title":"Numerical simulation method for hydraulic fracture pressure of perforated surrounding rock under hydraulic coupling","year":2022,"lang":"zh","type":"article","venue":"DOAJ (DOAJ: Directory of Open Access Journals)","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"CAE (Canada)","funders":"","keywords":"Permeability (electromagnetism); Fluid dynamics; Computer simulation; Porosity; Hydraulic fracturing; Fracture (geology); Stress (linguistics); Coupling (piping); Flow (mathematics)","score_opus":0.1337233061198935,"score_gpt":0.49442850362552637,"score_spread":0.3607051975056329,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7151966967","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.06395647,0.07118345,0.85761195,0.0008319791,0.0018058136,0.0020041743,0.00030556912,0.00020085229,0.0020997648],"genre_scores_gemma":[0.99453115,0.0023779455,0.0010323015,0.00036991865,0.0004994563,0.00013999314,0.00015606295,0.00027227568,0.0006208653],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99304724,0.0007247617,0.0023422511,0.0010234936,0.0018345529,0.0010276907],"domain_scores_gemma":[0.9931735,0.0026025185,0.0020658288,0.0010183376,0.0006441549,0.0004956968],"candidate_categories":["metaepi_narrow","scholarly_communication","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0036543473,0.000901055,0.002421348,0.0017324216,0.001250679,0.0011199665,0.0034826451,0.00044175892,0.011214908],"category_scores_gemma":[0.00067592924,0.0009075981,0.0010200829,0.003023962,0.00006969094,0.0019867048,0.0011236423,0.0019849786,0.000007974598],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00045413896,0.0004300113,0.012443071,0.0011039017,0.0028818825,0.000019250823,0.00063689856,0.96713763,0.0077124834,0.00002091088,0.0052053956,0.0019544412],"study_design_scores_gemma":[0.001169659,0.00004843169,0.014061069,0.00052493426,0.0014670679,0.000013724255,0.00037157795,0.94514257,0.0064502284,0.0020332972,0.02777463,0.0009428409],"about_ca_topic_score_codex":0.0029423102,"about_ca_topic_score_gemma":0.000015078162,"teacher_disagreement_score":0.9305747,"about_ca_system_score_codex":0.00048537648,"about_ca_system_score_gemma":0.0003140984,"threshold_uncertainty_score":0.999917},"labels":[],"label_agreement":null},{"id":"W7162344166","doi":"10.3997/2214-4609.202510819","title":"Hydraulic Fracture Propagation: Combined Analysis of Low-Frequency DAS and Microseismicity","year":2025,"lang":"","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Fracture (geology); Hydraulic fracturing; Hydraulic pressure; Deformation (meteorology)","score_opus":0.004340314300795216,"score_gpt":0.23441804690161153,"score_spread":0.23007773260081632,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7162344166","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7543883,0.007795506,0.19812469,0.0066976165,0.00043116353,0.0006907432,0.000065830034,0.00029506406,0.03151108],"genre_scores_gemma":[0.99319464,0.00093909225,0.0005672392,0.00083285,0.000048794933,0.000014172562,0.00009482882,0.000030852992,0.0042775073],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99704295,0.0001350072,0.001198632,0.00070503866,0.00038745714,0.00053088175],"domain_scores_gemma":[0.99804854,0.00023960859,0.00023757287,0.0010095084,0.00025566795,0.00020907592],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00041038965,0.0005609602,0.0014802509,0.0016783937,0.00023543186,0.00014659527,0.00045438312,0.00051408994,0.001066523],"category_scores_gemma":[0.00013440986,0.0004982564,0.00067853846,0.00468525,0.00026889093,0.00023572837,0.00015984655,0.0006115265,0.00001891817],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000057679554,0.00035574342,0.015563776,0.0020002655,0.021002743,0.000019157322,0.0009634835,0.94788015,0.0067642564,0.0004086278,0.0024226338,0.0025614973],"study_design_scores_gemma":[0.0013985235,0.0000854606,0.08103632,0.0004382689,0.013467941,0.0000017035413,0.00029098237,0.8342035,0.06389583,0.0007340531,0.003604105,0.00084333715],"about_ca_topic_score_codex":0.0023263867,"about_ca_topic_score_gemma":0.00021892946,"teacher_disagreement_score":0.23880637,"about_ca_system_score_codex":0.00014601507,"about_ca_system_score_gemma":0.00012714067,"threshold_uncertainty_score":0.99984664},"labels":[],"label_agreement":null},{"id":"W812474714","doi":"10.1007/978-3-319-16531-8_5","title":"On Support Vector Regression to Predict Poisson’s Ratio and Young’s Modulus of Reservoir Rock","year":2015,"lang":"en","type":"book-chapter","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Support vector machine; Structural risk minimization; Artificial neural network; Computer science; Machine learning; Generalization; Regression; Algorithm; Mathematical optimization; Artificial intelligence; Data mining; Mathematics; Statistics","score_opus":0.015832913650918743,"score_gpt":0.232921284935154,"score_spread":0.21708837128423525,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W812474714","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00230692,0.0007144241,0.0031008322,0.00036438124,0.0009122413,0.00040026475,0.000119215,0.00037888542,0.99170285],"genre_scores_gemma":[0.31263158,0.00015393629,0.00012267799,0.000026053689,0.00016740435,0.000009018023,0.00007324199,0.00008346681,0.68673265],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99833935,0.000013245897,0.00043640824,0.0003762103,0.0005828718,0.00025193306],"domain_scores_gemma":[0.998775,0.000029796416,0.00008211452,0.0006461552,0.00013235686,0.00033456238],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00020310658,0.00040786847,0.0006297688,0.00034219126,0.00004211868,0.00002893178,0.00023909433,0.00041744584,0.0011365097],"category_scores_gemma":[0.00006582163,0.00030573984,0.00014686194,0.00004940947,0.000020623158,0.00006764557,0.000110727065,0.00038718633,0.0002310188],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00010724664,0.000023955661,0.000031344156,0.0003944772,0.00048786294,0.00006029494,0.00038042836,0.19270141,0.00023945868,0.0013286935,0.803484,0.00076079986],"study_design_scores_gemma":[0.0019281382,0.0018000208,0.00057238946,0.0028354605,0.00077959074,0.000061322775,0.00008863686,0.18251742,0.007838856,0.0063080112,0.79254615,0.0027239977],"about_ca_topic_score_codex":0.000104508115,"about_ca_topic_score_gemma":0.0001293837,"teacher_disagreement_score":0.31032467,"about_ca_system_score_codex":0.00012299804,"about_ca_system_score_gemma":0.000048764003,"threshold_uncertainty_score":0.99993944},"labels":[],"label_agreement":null},{"id":"W95062506","doi":"","title":"Statistical Analysis of the Effects of Mineralogy On Rock Mechanical Properties of the Woodford Shale And the Associated Impacts For Hydraulic Fracture Treatment Design","year":2010,"lang":"en","type":"article","venue":"44th U.S. Rock Mechanics Symposium and 5th U.S.-Canada Rock Mechanics Symposium","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":40,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Oil shale; Geology; Hydraulic fracturing; Fracture (geology); Mineralogy; Geochemistry; Geotechnical engineering; Paleontology","score_opus":0.006279471827678168,"score_gpt":0.1944643666794872,"score_spread":0.18818489485180903,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W95062506","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.47607455,0.0036953024,0.49720705,0.007804554,0.0048957053,0.008463127,0.0013527075,0.00025283382,0.0002541767],"genre_scores_gemma":[0.99820155,0.00074681564,0.00007206204,0.00035674073,0.0000787848,0.00018304843,0.000030249445,0.00009964996,0.00023112896],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9960149,0.00044340937,0.0011235377,0.0006479547,0.0009705803,0.00079961],"domain_scores_gemma":[0.99569684,0.0018542355,0.0006430116,0.0011839175,0.000318397,0.00030357737],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0006732566,0.0007621571,0.0016498094,0.00025664116,0.000537895,0.000055819528,0.00087059854,0.00054583297,0.000018325693],"category_scores_gemma":[0.0007706062,0.0004031463,0.000618619,0.0009163987,0.000033118456,0.00009524923,0.00027650053,0.0006808077,4.6024215e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00050070835,0.00030548466,0.00006632905,0.000906985,0.0053435424,0.000004319384,0.0010814428,0.74828154,0.23889428,0.0036042316,0.0009517102,0.00005945782],"study_design_scores_gemma":[0.0022073837,0.00053729565,0.00006311768,0.00020531807,0.0044471533,0.000009903948,0.00012208961,0.70355403,0.28708178,0.00092411286,0.0004380071,0.00040978927],"about_ca_topic_score_codex":0.015224143,"about_ca_topic_score_gemma":0.042969033,"teacher_disagreement_score":0.522127,"about_ca_system_score_codex":0.0002535311,"about_ca_system_score_gemma":0.000472742,"threshold_uncertainty_score":0.99984205},"labels":[],"label_agreement":null}]}